jeffbaumes/nb_open.ipynb

## nb_open.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64\n",
    "from contextlib import contextmanager\n",
    "import io\n",
    "import json\n",
    "from notebook.notebookapp import list_running_servers\n",
    "import os\n",
    "import requests\n",
    "\n",
    "@contextmanager\n",
    "def nb_open(path, mode='r'):\n",
    "    server = next(list_running_servers())\n",
    "    path_url = '%sapi/contents/%s' % (server['url'], path)\n",
    "    headers = {'Authorization': 'token %s' % server['token']}\n",
    "    if mode.find('w') >= 0:\n",
    "        if mode.find('b') >= 0:\n",
    "            writer = io.BytesIO()\n",
    "        else:\n",
    "            writer = io.StringIO()\n",
    "        yield writer\n",
    "        if mode.find('b') >= 0:\n",
    "            content = base64.b64encode(writer.getvalue()).decode('utf-8')\n",
    "        else:\n",
    "            content = base64.b64encode(writer.getvalue().encode('utf-8')).decode('utf-8')\n",
    "        r = requests.put(\n",
    "            path_url,\n",
    "            headers=headers,\n",
    "            json={\n",
    "                'content': content,\n",
    "                'format': 'base64',\n",
    "                'name': os.path.basename(path),\n",
    "                'path': path,\n",
    "                'type': 'file',\n",
    "            }\n",
    "        )\n",
    "        if r.status_code != 200:\n",
    "            display(r.json())\n",
    "    else:\n",
    "        r = requests.get(path_url, headers=headers)\n",
    "        d = r.json()\n",
    "        \n",
    "        if r.status_code != 200:\n",
    "            display(d)\n",
    "            yield None\n",
    "            return\n",
    "\n",
    "        reader = None\n",
    "        if d['format'] == 'json':\n",
    "            if mode.find('b') >= 0:\n",
    "                reader = io.BytesIO(json.dumps(d['content']).encode('utf-8'))\n",
    "            else:\n",
    "                reader = io.StringIO(json.dumps(d['content']))\n",
    "        elif d['format'] == 'text':\n",
    "            if mode.find('b') >= 0:\n",
    "                reader = io.BytesIO(d['content'].encode('utf-8'))\n",
    "            else:\n",
    "                reader = io.StringIO(d['content'])\n",
    "        elif d['format'] == 'base64':\n",
    "            if mode.find('b') >= 0:\n",
    "                reader = io.BytesIO(base64.b64decode(d['content']))\n",
    "            else:\n",
    "                reader = io.StringIO(base64.b64decode(d['content']).decode('utf-8'))\n",
    "        yield reader\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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L5TY2Ns3NzXgnxcXF58+fHzp06JIlS7p27UpRVHBw8PDhw0+dOvXWW29169YNIaTRaHr16jV79mwWi2WsMTCZzKekuIBXp7GxMSkpSavV2tjYNDY2JiQkGAOYZ7p169aePXt4PN6GDRt69+7NZrMVCsWRI0d27NjxzTffREdHOzk55eTk7Nu3TyKRrFixIioqisViyeXyr7766syZM4cPH/bz84NcsheUnJxcXFwsFArVanVCQsI777zTshXjKQoLC3/++ee8vLylS5dOmDCBw+Ho9frbt29/8803Z86cCQ4OHj9+PEKIpmkGgzFkyJAxY8ZoNBqNRuPt7f3vf/8bRwVdunRptVulUvndd9/l5+fPmjVrypQp1tbWBoMhNzd3+/btf/zxh4uLy5dffmlcMywsbNy4cW1zyWiaNhgMs2fPNlYZEUKPrY8+E4/Hu3TpUlhY2Ntvv/3YFWQyWXR0dN++fY0f9Lc/q9M5efKkiYkJTpS6ePEivtQ/j0OHDl2+fLlfv34rV650dnYmSVKhUCxcuDAuLu7w4cPe3t64u16r1eKGNktLS1zb+/bbb2NiYgYNGvTuu++22qfBYIiPjz979ixBELt27fLx8WEymUqlcs+ePYcPH/7ll19cXV27du2K/mpbuXbt2sCBA0ePHv2COeokSTY3N58+fTogIMDBwaHtCjqdztXVderUqXZ2dsZEKZIkodENI0ny/fffNyaLpqamHjx4UKFQTJ8+vXv37ngdlUqVlZXV0NBgaWnZ2Nh479694cOHP2eW5sOHD3/66af6+vrNmzcPHjyYw+FotdozZ85s3759z549AwcOHDBggPFTTp48iZMhm5qaLl269N577xn3c+jQIU9Pz7lz5+Jut4kTJw4cOPDQoUNjx451c3NDCOn1ent7+4kTJ7q6ulIUJZFICII4fPgwTjbBp5lSqRw6dGhkZCRJkjRNZ2Vlbd68+fbt20lJSXi3/ygvGsDQNI2zlvl8Pp/PDwoKmjhxYlpaWkxMzMSJE1kslkQiOXLkSGJiolQqtbS0HDlyZFRUlEQiWbJkib+/f3V19UcffTR58uSZM2fq9fpdu3YlJycrlUqRSPTWW29NmDABf0pSUtK+ffsqKyuZTKarq+vcuXM9PT3xWzKZ7NChQ3FxcQih3r17v//++7a2trm5uXPmzAkICMjNzR0zZsySJUtw28ZjXblyJTc3988//4yIiHBxcXnBA9IpxMbGNjY29urVa9CgQatWrTp69CjO4XnmhtnZ2UlJSRKJ5OuvvzYeK3Nz840bN5aUlISEhBgvqXV1dbGxsXK5/N///veSJUvu379/7969IUOGPGnPNE3z+Xzj5l26dDEzMzMYDMa6hVar7d69e0pKSl5ensFgkEgkpaWlGo2md+/eeXl5eB2dTkcQRHV1dVFRUa9evRBCkZGRWVlZeIfGD+Jyuf/cnNEOpra29tKlS1ZWVrNmzdqwYUNWVtajR4+8vLyeuSFN0wcOHJBKpfPnz4+IiMBt3qamphMmTDA3N3dwcMDNUdnZ2dnZ2Y6OjjNnzsQbmpmZffLJJ/379x80aFDLjHksJSVl5cqV+M5hzDZmsVharbZPnz5ffPHFP6qf9pl0Ol1WVlZVVdX06dMrKiouX76ck5PTtWvXx3a5tGQwGNLS0tLT0/v16zdr1ixjW/KYMWNqa2ttbGxa5YTg1hbcyjBz5syDBw8mJibW1ta2DWCSkpLS0tJ69+49btw444k0cODAioqKvLy8s2fPLliwAFcFKIri8XjG3baCxzC8ePsaRVFMJnPt2rXDhw9/7N4MBoNQKHxSV0NLlZWVGzduvH37Nq5C4YX4ui0QCNauXduvX78XLO3rlJKSUlxcHBwcHBgYuH///n379i1cuPB5BiI+ePAgMTGRpuk5c+YEBgbihWZmZqtXrx40aFC/fv1ajifB9ROBQCAQCEJCQsaMGZOdnX3q1Km2AUxDQ8PVq1dlMtmSJUuMVVJTU9PPP//8ypUrjx49unv3Lg5g8J41Gs2vv/4aHBxsb2//IseBpmmSJG/cuBEfH//ee++1DYdommaz2TiD4Jl7+/HHH3/99VeRSKTX63GdniRJJpMplUo//PBDY7/0G8Z4ZBQKxffffy+VSgcMGDBlyhTjmVBWVnb79m2pVLpz58733nsvNTX14cOHrS4yj6XVai9evFhWVvb+++9HRUUZr1STJk0iCMLJycnX19e4clxcXGVl5dSpUzkcDm4jaxnAqNVqhUKBKzA4cfTatWtyudyYrIRPV4FAgCtCXC7XyclJq9W2PCUMBgOfzzfeuVxdXa2srPDO2xa+uLh43bp16enpLBbLWJViMpk0TdvY2Kxataqz9/S+nFHLLQdZurq6isXi5ORkhJBUKl2+fPnKlSubmpqEQmFubu68efNwYiifz6dpGo/VZrFYTCZz9OjRmzZtampq4vP5+fn5y5Yt2759O0IoPj7+ww8/zMnJcXJyMjExuXLlSo8ePWpqahBC1dXVS5YsWbNmDR7Gt3///ilTppSXlzOZTLx/PEzq6XfTZcuWIYTOnDlz8+bNl3I0OjitVnvjxg2dTjd48OD+/ft7eHjExMQUFhY+z7Y1NTWlpaXe3t7G6EWv1+t0uvDw8JkzZ3p7exsPdUFBwbVr10JCQsLCwkJCQkpKStLS0h47gB4jCEIikUgkkrq6uocPHx48eDA9Pd3Pz89YBdFoNP7+/jY2NjU1NTk5OaWlpXl5eUFBQTjOwet4enoOHz68qqpq0aJFHh4e06ZNO3HihJ2dnZ+fn/EHz2azHz58GBMTc+EvMTExFRUVf+tYghei1+tjY2Orq6sjIyMnTpwoEomysrLS0tKeZ1uKonDk0717dxy9UBSl0+ns7e1nzJgRERHB4/HkcnlhYaFGoxk0aFDLbXv06DF79mwPD4+2taXevXs7OTklJydXVVXZ2tpaWFg4ODjcuXMnLS1twIABEL20kpubm5CQoFarp06dOnr0aIqiTp482djY+MwNlUpleno6RVGRkZG48kHTtF6v1+v1c+fOHT16tHGuDqxl7wSPxwsICFCr1UVFRW1HwCckJLDZ7MDAwFaZyb6+vk5OTmq1OiMjA1+mcK2uqamprq6urq6utra25d5IkqypqWloaMDv4mT3//X4aLXa4ODg3r17Nzc3r169+rHrCASCxMTEP/74w3hFOnfuXMuhukb29vaDBg1KS0tLTEzE4wZtbW3r6uqSkpJsbGw6V/SCEDp79ixFUT4+PuPGjQsICKivrz979uzzbFhSUlJZWYkQGjZsGF6Cm7q6du360UcfBQYGtopIWyYHOjs7i0SiW7dutd2tQqHIyMjQ6XQjRoxouZzD4fTt21ehUJSWllIURRCEwWDo0qVLVFRUamrq3r17cU3mbxwB9FdmwciRI01MTNatW1dYWEiSZKu9MZnMqqqqy5cvG0+Sc+fOPXjwoO2wdYTQlClTsrOzExMTuVyulZWVlZUVk8lMTEzMycmZPn363ytkZ6HRaFasWJGTk+Pl5bVgwYKW7dEPHz5MSkoaNGhQWFhY//79Hzx4kJmZ+dhfWSs6nQ5Hy+Hh4Th6oWlap9PxeLw5c+YMHz4c56Fgv/76q6mpac+ePSdMmODs7FxcXJyQkGB8d8aMGWq1+tdff+3atWt0dPTWrVtJkvTz8zPmuREEodFo6uvrGxsbcRPwoUOHevXqFRISwmAw6L+mOWlqaqqtra2vry8sLDx69OiNGzeEQuFjf/4uLi59+/ZNTU29c+eOvb29hYWFnZ1dWVlZcnKym5tbZ49e0Iv3wLSFY5Ly8nI8yMbNze2rr76aMmWKubn55s2bt2zZUlBQMHLkyB07dgiFwsGDB3/99ddBQUEqlWrgwIGjRo0aN26ctbX1jz/+uHXr1qqqKoTQ/fv3m5ubR44cuXjxYoIgbt68WVVVpVAoEELJycmXL1+OiIj46aefeDzezp0716xZc/bs2Y8++mjnzp19+/YdOXLkxo0bnzIa5+jRo/ez0i16Dmior933296wsLBXMSCnQ0lNTS0oKODz+YMGDTI3N+/Tp09hYeHBgwefdH9tSa1W6/V6HPEjhORyeXx8fE1NDUmSuMFy8ODBlpaWOp3uzJkzbDY7MjKSw+GMGzcuJiYmISEhOjra29v7sXtmMpn/+te/KisrTU1NBQKBk5NTeHj4+++/jwNR9NdNKCgo6Pjx43l5eUKhsLCwcPTo0a1qS99///2uXbvu3buXn59//fr1uLg4Z2fnhQsXRkdH41YNDodz5cqVffv24QYJ3JAWGxv72L578EoplcqzZ8+amJiEhoay2ewxY8bs2rUrLS1t6NChz0znVavVSqVSIBAYY+acnJzExEScGUhRVK9evdzd3fGF4n/KE/vss8927949evTobdu2IYQoimIwGNHR0c+f2/bPkZeX9+DBg6CgIFdXVyaT6eLikpSUVFhYaLxEPInBYMCZn8a5p6qrq69cuaLX63EF0cXF5Skdtnw+nyAIpVJJEERxcTG+OFAU5eLigqdsajmVmXETPKAFb4UQMjExWbNmjbFrDiFUVlbm6OiI/pqxqlu3bnK5HL81YcKEPXv2PE8/SUs44c3Dw6OoqOjSpUvvvPNO29wwgUCwefNmPHMR/i+0Wq1CoXhsl3j//v3Hjx9/7NixU6dO4TN/6dKl33333fLly/+ngrW70tLS3NxckUjUu3dvR0fHHj16JCQknDp16kmJdi3hTEL0V+8TQujq1aslJSW4kkcQxIgRI55002cwGBwOB88yJ5VK6+rqcCoOh8MhCEIulxvbv1vCyc8qlUqj0RjPz8mTJycmJu7evTs6OrrVCPv/CUmSwcHBQqHwl19+2bJly6ZNm1oFMCwWKycnJy4uzng2qtXqf//7366urm07D8Vi8datWz/55JMNGzb0798fIXT58uXIyMhffvnlzU6T1uv1Bw4cuH79OofDmTdvnrFrDiHU3Nx88eJFkiRHjRqFEHrvvfeSkpLi4uKGDx/+zPs+TdN4ug5jG2hFRcWFCxfwxYSmaQ8Pj7CwMITQw4cP8/Ly3NzcvLy8/P39PT09CwoK4uLijCMtp0+frtFoEhMTHzx4kJOTk5GRsX379pkzZ86ZM8c4kiojI2PYsGG4VmNtbW1ra4unqTCWRywWL1u2rKysDPfIOTo6BgYGjh49+kndgMOHDw8PD8/Pz8e5kQih2bNn79mzB0+w1Nm9/AAGN6Sx2WyKosRi8eLFi+/fv5+enl5fX//o0SM2m63T6XDLgU6nMzZd8Hi8FStWZGVlZWdn19bWPnz4EO8BIeTm5mZiYnLmzJmKigp8WoSGhrq5uSmVSpw7xOPxLly4gJvwca/cRx99hK8yuBPmSUVtamqKiYlR6ege4z9ozsuJ27MRD+16s6ddzsrKKi8vd3d3F4lEGo0GDyi8dOnS559//szbM5vNZjAY9fX1+KVUKj106NDhw4fNzc3FYrGPj09AQIClpWV9ff3FixctLS0dHBwaGhqcnJysra1zc3NxdtBjDy9N09OmTXN0dDx//nxZWZmLi8uHH36Ir0Etx7b26dPn559/zsjIsLS0rK6uHjBgwKlTp1rux8bGZuXKldnZ2eXl5SUlJTdu3Lh79+6WLVvc3d1xe4NGoxk2bNjQoUONFV+9Xv88OUvgpcvIyMjNzQ0MDGSz2RKJJDg4ePfu3QkJCaWlpc8MYFgsFo/HUyqVxla0tLS0Dz74gMfj4WEPX331lY+PD4vFwjXdlts+vcXUx8dnwoQJv//+e3R09LBhw3744QeEUHR0dKs+AVBfX3/z5k2DwRAaGlpfX69SqQIDA6uqqk6cONGnT5+nb4uH0RMEgWeJJAiisrJyyZIltbW1Tk5OFEW9//77oaGhT/qacOsDk8kkSXL58uU47FEoFOvXr8cDqVUqlU6na1kTVavVOMWUw+HgS4pWqx08ePC8efPwjUalUrW6AH7++ee4Yopb3P9eJVWj0YSGhqanpx85cuTAgQPdunVrFcMolcr58+cbL0HGG+hj92ZjYzNy5Mhjx45t2LBhxYoV169f37dvX1RU1POPHukgUlJScCXM2dlZIpFYW1tbWFg8ePDgwYMHPj4+T9+WxWLh7wLPvY4QOn/+/LZt20QikbW1NUVRvXv3flIAQ1GUXq/HuXxpaWmbN2/m8/kGg8HZ2Xnx4sVsNhvPyd5qKxwVs9lsnH6Dz59u3bqNGjVq9+7dP/zww5AhQ56ZNvkkuE0wOjr69u3bZ8+eHTFiRKvzUKfTBQYGLl682MzMDH+0wWDw9PR8bIjLZrOHDRvm6+v75ZdfxsXFqVSqVatWBQYGtrzlvZFu37595MiRuro63F7Z8q2qqqr4+Hhra2tcIenSpYuFhQVuyX2ehkuhUEiSpEwmwy8rKirmzZuHEOrSpQtN07NmzcIBzMWLFw0Gg62trVgsbmpqwleM7Ozs0tJSY7P4Bx98MHz48MLCwoqKCjxT0b59+5ycnPCIcYqibG1tR48ebWpqSlEUHhR64cIFJycn41ArjUYzbtw4Dw+P+Pj4zMxMW1vb2bNn4wI8loODw5gxY+bPn799+/b58+efP39+//79s2fPNo7C6NRefgAjl8ubm5u9vLzwALhdu3bdvHmzpKTE3d0dj6t70j1p7dq1aWlp5eXlHh4eQqEQz9FBUVRYWNgPP/ywf//+K1euHD9+3M7Oztvbe9myZYGBgSqVisVi4YAY54kOGzYMD8wy1nqf0u9/8+bNMwcP2oVFCWydKb2e7ea36quVo0aNekXzCnQE5eXlaWlpJEnK5fJVq1ZRFFVTU8Nms+VyeVxcHG6feAozMzNra+uioqLm5maxWGxhYbFq1aovvviisLDwk08+4fF4+Mu9fPmyRqMRCoWHDh06f/48RVFsNlur1cbGxg4cOPCx408MBsPQoUPDwsLw8Mri4uIbN260moUGTwSk0Wju3LnD4XCcnZ08FMBFAAAgAElEQVTx3EfGFRITEzMzM11dXSMiIvz9/XFu2+rVq69du1ZQUNCzZ0/cRevr6zt27NiXdETB37d//34zMzO5XL5r1y4ej6fT6UQiUV1dXWpqqr+//9PHMbNYrKCgoAcPHpSWlvbt25ckycjIyPT0dJ1O93//938JCQk4fdTW1pYgiMzMzJbbZmRkxMTEhISE9O3b97FB+5o1a44ePRoXF2dlZXXu3DlXV9cpU6a85H++86uurr5+/bpIJEpJScHZXOXl5UKhMCYmptX0O23xeLyuXbvSNJ2cnIz7QLy8vK5cucJisfbv33/s2DEceT5p85KSEoqicKNjTEyMTqdjMplyuXzJkiVeXl4URRUUFDQ2NrYc41RRUYGb2/EAWYSQUqkcPHjwu+++a+yMNa6PB/HPmTPHOIifyWT+vYH1eNDdnDlzzpw5k5qaWlRU1OqUk8vloaGhzwz5jMaPH79169aTJ09GRUVdvXq1pqZmw4YNf6Ng7Ugul2dmZiqVSgaDsX37djxemaZprVZ7+fLlZwYwNjY2VlZWDQ0NaWlpwcHBCKFPPvlk1qxZUqkUtys/5czBT3HB4xYaGxtjYmKEQqFcLseDs52dnevq6vBNpOVWOTk5+OEhxqlfDAYDSZJRUVGJiYl3797VaDT/a+9cSxRFdevWbfjw4aWlpdu2bdNqtS2Hu+j1ejwV+HNOM+Xl5TVz5szFixfHx8erVKrExMSff/75zU4tKS0t/emnnwoLCyMiImbNmtXq3StXruCby549e/h8vlar5XA4Go3mjz/+6Nu379N/10wm09/fPysr6969ewMHDmSz2V27dk1LS+Pz+d9///2tW7dwLC2RSNLT05lMZklJyZYtWyiKqq2tZbFYRUVFd+/exelkN27cYDAYb7/9No58cD/hTz/9lJmZiR+oiAfxv/fee/gapdVqb926tWTJkh9//DE8PBx3oCmVytDQ0BEjRgwZMmTRokXl5eUXL14MCgp6yuk3a9asTz755MKFCwMHDoyLi9PpdCtXrnwZR739vYQAhiRJY9OURqO5fv26VqvFDRJ379797rvvhg4devjwYRcXl2vXrh07dsyY4onTSXGrQGxs7JYtW6Kjozdu3Oju7h4TE/Pnn38SBIGn2nB3d9+wYQObzc7Kyjp48OC1a9f2798fEhJibm4ulUoHDhy4YMECmqbr6+vlcjke1okfeoifN/TYYtfV1Z0/f16BUM+xs2iERI5uHoOjcvd8e/To0Tc4VbS0tDQpKYmiqPT09Pj4eIQQh8NxcHDg8XitApjH9lx5eXl5eXlVVVVt27Zt5cqVHA4HNxxKJBLjkEGE0P79+3k8XlVVVWpqKk4rt7a2tra2vnTp0oIFCx4bwOChrgwGw9fXd/Xq1fPnz9+5c6e/v394eLjxbkRRlJmZWUBAAH5qVXBwMJfLbRmgZmVlrVu3Ljw8vFu3bnZ2diwWC0c4eJ71l3UMwUshlUrj4uIEAsH9+/evX7+OF+I83TNnzrz77rvG+woehNpqc4Ig3nnnneXLl+/bt69Pnz6urq62tra2trbNzc248xZ/4y4uLtbW1hkZGVlZWXgaOoTQ77//fvDgwYaGBjzTQ1suLi7z5s376aefrl27lpycvGPHjje4UePvwVM2KZVKg8Fw/vx5lUqFEMKzfOr1+j/++KNlyNf262OxWPjZL/Hx8ZcvXx4xYoRIJMJTBnG5XNx5blzZeJvAHjx4cP/+fQ8PD5w7XlJSgtfBWaz19fVqtTolJSU+Ph7P844QamhouHjxYl1dHR4Jg5/hS1EU9y9t/0GKokQi0ZOqBU+5s7SF6yXz5s3bsGEDrrU/54aPxeVyFyxYMH369A8++ODRo0ezZ89+0gz1HVZ+fn5qaipJknhkAkKIxWJZW1ubmZndu3evvr7eWFN/7G3Iz8/P1dUVTzDYvXt3LpeLJ3EqKyvT6XStDm/L+gmeP1etVkdERCCERo4c2djYiKsKDAaDzWYPGDAgLS3txx9/xE8fwludPHmysLDQxsambUd9165dIyIiCgoKHj582Op8aHXSPh0+28eNG3f16tX8/Hw8iPex6zwPBoMRFhbWo0ePhQsX6vX6kJCQfv36vcGPaaZpevXq1ZmZmR4eHitXrmybMLx//34Oh1NeXm58/B1+0NPp06eXLFlifFLqY3/UXC532LBh+/btO3jw4NChQwMCAkxMTHBuCI/HoygKV3vu3r1bVFREUVRSUtLVq1cRQhwOx9bWViAQZGRkDB8+vLm5edu2bTwez9HRMSwsjCAICwsL4x6MefJMJlMsFuPbjUAg8Pb25nA42dnZer0eBzA4pZnNZnt7ey9dunTGjBknTpzw8PBoG7YZ8Xi8TZs2ffbZZxKJ5N69ex9//PEbM5jzRQMYPLzs0qVLZmZmCoUCD4V3dXWdNm0aQRBSqVSj0eBp73U63enTp4VCofHmJBQKGxsb79y5IxAIGhsbaZo2MzMzNTXVaDTXrl3DHf1qtXrTpk1fffXVnDlzvv322549e6anp8fGxuKBUz179nRxcdm5c+eAAQPs7Ow2bty4Y8eOzZs3L1y4EKe6lpeX37x509/f38PDo1XJ7969u2vXLoTQzU/+K+l2xowZb2oAI5fLr1692tDQMGXKlPXr1xuXX7lyZdmyZbm5uUlJSbghkMlk5uXlXbx40di/wWQyu3fv7uzsPHny5JKSkj179qSkpOB5aW/evBkTE2NlZYUn7cHNsb6+vuvXrzdOYiiTyZYuXfrnn38eOnToSdG/8QI9cuTItLS006dP42kxjfn0eIWIiIi9e/caDIYBAwYYR7Zh48eP3759+40bNz744AM8LPLMmTMpKSk+Pj54alec6/zw4cNz584ZL+g0TfN4vH79+r1IExr4X+Fnj/bv33/9+vXG1vrKyspJkyalpaWlpKTgSgaTySwvL79w4YJxNJTBYOjWrZubm9s777yTkpJy9erV8PDwGTNmuLu7P3r06MKFCxKJhM/n457YwYMHjxkzZt++fRMmTJg0aZKDg8OlS5fS0tJcXV0jIyOfNBkdi8X67LPPdu7ciScjwQkDoCWlUvnbb79RFLVnz56WcyTs2LFjy5YteD4V41CT+Ph4fHfH69A0HR0d3bNnzwULFmzZsmXatGkTJkzo06dPY2PjuXPnSkpKuFwuTttA/4+9+w6L4tofx3+mbAV26UWqFBuKCHotGOO1x4bEEjVqvGo0MTcxauJNvKaaYkkxFjRGY6KJGmOsWLCiKCDNgqB0RKq0ZZdd2DJzfn+cz90fXzS6icDu4vv15Mnjzi4zZ2bPnJ33qQiRzsDp6elkLrjc3Nxvv/3Wzs5u5syZpBdE80G0CCF3d/f169evX7/+/fffj42NHTNmjEKhOHr0aH5+vqur67p165p/+PEPhX/2LmnBbp4neZ5vMR/RwxYuXHju3Lm7d++22G5jY5OQkGAcA0P25uTkRAYwPNIrr7wyd+5ckjmXLl1qXdE1z/OZmZkZGRldunQhU0QShYWFkydPzszMTEhIIFVpLMuWlpbGxsYaJ1CiKIqMKVq4cGF+fn5MTExWVlZkZKSTk9ONGzd27Njh5eXl6OhojFgEAsH9+/dPnTplZ2dXV1d39OjRa9euGZ/2Hp6AbsKECampqWlpaQMGDFiwYIGrq2tCQsKFCxdomo6MjBwxYsTDp7No0aL4+PjmJ0KIRKKUlBSEkHGVIaFQGBER8ZhAwt3dfeHChWQBxObbWZYtKysjT1nGtziOax5ltdC3b9/JkyeTn9qNGzca6246pB07dpw9e9bBwWHYsGF37ty5ffs22c7zfOfOncvKykpLS5977rkvv/ySBLoIIbJ+C6kKX7p0KUKIYRiVShUTEyORSJrf1H369OnXr99bb721Z8+e4cOHL1y4MDg4uLS09OjRo5WVlRKJhJQ/qampxcXFo0ePzszMNCYsOTn5xRdfvHTp0vjx4/v16xceHn7mzJn33ntvwoQJgYGBt27d2r17t62t7eDBg+VyOYmia2pqzp8/7+bmRrqQ/f777xqNZuTIkc0zKunESFFU//79ly1btmXLlnfeeeef//yn8ewetmzZsuXLl5MSY8WKFR1mlMRTBTAcx9XU1Fy7do10GRKLxb6+vv/85z/nzp1LmkH69u0bGRl54sSJzMxMjLGrqytFUXl5eWq1Wi6Xz5kz58yZM8uXL1+yZAmZC/X06dM3btxgWTYgIECpVJaWliqVytmzZ2s0mtjY2G7dutE07eTk9Nxzz5FHil69ei1atGjfvn2jR4/WarW9evV67733Zs+ejRCSSqVjxoxJSEiIioraunVriwBGo9E8ePBgxYoVDwfcpIfSgAEDnubKWKbKyspDhw6p1WqyjorR4MGDnZycbt68mZSU1L9/f51ORxY437VrF/mAVqv19fXdsmVLp06dRo0aRVHU3r177969++mnn+r1emdn5+eeey40NDQyMtLLy2vLli11dXWkrcZ4CDJhw+HDh3fu3LlkyZLm869jjOvr61UqlXEKIKlUOmfOnBs3bly9enXNmjVfffUVx3HV1dVk9NSgQYNWrlwpl8tJt2+tVlteXk4CLXt7+/Xr1+/evfvu3bsffvghx3Genp7/+Mc/Zs+eTRKj0+kaGhoOHz5Mnr3I4TQaTe/evWNiYiCAaTdNTU2xsbFNTU09evRo3tdIJpONGjUqLS1t+/btI0eO5DhOoVDExcUdOXLEGEuTR2d/f3+5XL5y5Upvb++EhIRffvmlpqaGdKkPCwuLiIiYOnUqQkgoFL722mtCofDkyZM7d+5UqVSurq7dunWbOXNmi7mGWvDw8Pjkk08++uijAwcOtOmlsFJxcXFpaWmRkZEtOpH37NnTyckpNzf38uXLnp6eZCzKhx9+aByGpNfryehHgUAwbdo0lmVPnz598eLF33//nWEYT0/Pvn37DhkyJDIykmEYnuc1Gk1VVdW2bdvWrl3LMAxZc33UqFGRkZF/1vdj6tSpGONTp05lZmaeOXNGLBb7+PiMGTPGWA6QqTvKysoensQMIcTzfH19fYtxU83fLS0tFQgEr776qvHBWqPRLF26dO3atY2NjcbdchxXVVVlHFBBUdTy5csXLFhQWVlJNpIaOp1Ot2bNGuP4bLK3yMjIxwQwCKHDhw9HRUX997//tbrK1IqKiuPHjxcXF69evbr5drLKCqlyGjt2LMdxKpXqypUrxqnJOI4TCAQbN24MDAwMDg7+5JNPdu7cmZWVRZYqdnBweO6554KDgydMmGBcVUOhUJAFynQ6HVm6dMSIESQyeWTaunTp8p///OfXX3+9du3ahg0bGhsbXV1du3TpMnz4cGMthsFgqK2tJbMIIIQoilqyZElUVBTJ6mSjWq1Wq9Vbt25du3Yt2dLU1OTt7R0bG4sxLikpIWurY4wbGxvr6+uN+fCFF144dOjQsWPHbGxsyC+UwWCoqalJSko6c+aMMS+RP8zOzn7M9CQzZszYvn27m5vbE3uGW7uamprGxkahULhhwwaVSmWM8TQazfvvv19YWEjWYCDzcxDOzs4DBw48derUjh07li5dSr4UlmXnz5/f/Idm6dKlffr0kclkZEmouLi4Q4cO7dixgxQpERERQ4YMmTlzZmZm5uXLl4uKisjSVUZ9+/b19/dPTExMT08PCwv78MMPWZa9efPmtm3bSI7t2bPn2LFjhwwZghAyGAwVFRXXr1+/dOkSadCWSqUeHh6hoaFLliyxtbXVaDRNTU3NSy2RSDR27NikpKTTp0+vWrXqxx9/fMzSQL/88susWbPWrFnTkda7pJ6ma01OTg7p9vd/+6IoW1vboKCg5v1Hi4uLMzIySA/R7t27X79+HWM8ZMgQR0fHkpIS0mfd19c3PDy8qKgoIyNDr9fb2Nj06dMnLi7OxsYmPDzc3d29trb2+vXrKpWK53kbG5uePXsafzW1Wu2tW7dKS0tJA07v3r1JQMxxXG5ubnZ2Ns/zPXr0+LPJr54pZCibSCQaOXJkixUwLly4UFVV1alTp/79+5M5ZFtUFDEMExoaapyXsKSkJDc3l0QdIpHIy8urW7dupOvOmTNnVCqVv79/i/45paWlycnJTU1NI0aMaD5JEcb40KFDPM/379/f2E9Xr9enp6cXFxdjjCMjI+/du5eWlhYYGNi3b19S9ykQCIYOHerk5BQfH19aWtqnTx/jV1xYWJibm6tWq8ls3WRWEPJWfHx8RUVFi1MjzTKPXBUEtJHq6uqEhASDwRASEtKiciE3N5dMsDtt2rQ7d+5kZma26IlBWmCMCzI0NjbeuXOnoqKiqalJIBDY29sHBQW1GMJLWvarqqpIQ7yXl1fv3r2fmMiEhIS1a9fu2rXr8cM5nk1XrlwpLS319PQMDw9v3gKgUqmuXr2qUqkCAwM7d+6cmJioVqtbVPhhjJuvwpGTk5Ofn0+eCG1tbb29vY33sl6vP3PmTGNjI9kD6Zbj7u4eEhLy+GYHjHFubm5BQYFGo6FpWi6X9+jRwzhdqVqtTk1NLS8vDw0NfXjERUVFxdWrV3mef2SMVFJScvXq1RY1X2RAzsCBA0+fPq1UKgcOHOjr65uTk5OWlta5c+ewsDCyH41Gc+XKFTLAt3///mq1Oj4+vqGh4eHrI5fLjXMEP5JKpZo1a9bSpUtbTBFu+Wpray9evKjX6x+ebDA9PT03N9fBwWHgwIHZ2dlFRUUPVxV3797d2NJVW1ublZVFOjALBAIPD48uXboYi/GMjIw7d+4YSw+apm1tbbt16/bEkK+uri4jI6Ouro7jOLFY7OHh0XxKK1LH7+zs3HxawsOHD+v1+qCgoJCQEIZhjh49SmaMaL5b0rOrrq4uOTnZ2dl5wIABUqn0zJkzGo2mb9++xt8+0r9OIpEMGDDA1dU1Ozub1Oq2SKRerx89enSL5scW3nnnHblc3mEGPPyZ1NTUgoKChzvs8Tzv5eVVXl7O83z37t1bTHRRUFBw48YNnU43bty4+vr6P7upjfUIBoOBDLnUarWkSPHz8yNPRMXFxcnJyXq9/sUXX2zRpkfKSTc3t/79+0skktra2lu3bpGQVSAQdOrUKTg4mEQdxcXFiYmJzdNAZhwJDAwMCgqiaVqv11+6dKm6ujo8PLz5EPz09PT8/HyGYSIiIoxF3MMqKioWLVr0wQcf9O3b969cXYv2VAEMAAB0VGq1uq6uzt3d3fTRDgC0D47jysvL7e3tjSvrAdACqa37s+Ym8EzR6/WVlZWOjo6mLIdqLSCAAQAAAAAAAFiNDjsxBQDWpa6ubtGiRdSfIFPGAQAAAAAAaIEBwFIkJiZOnDixurr6vffeI31k09PTT58+PX78+OPHj5s7dQAAAAAAFgECGAAsRUNDw0cfffTNN98UFhb6+flhjD/77LMPP/zw+vXroaGh5k4dAAAAAIBFYD7++GNzpwEAgBBCQqGQoqjTp08XFBRMmTIlLS1t8eLFEydOfPPNN82dtNb3xx9/BAQExMfHa7VasvRT586dL126ZDAYNBrN5cuXydK3GGOVSpWQkODj43P+/HmaphUKxbVr17y9vc+cOSMQCGpqalJTU728vE6fPi0Wix88eHD9+nVPT8+TJ0/a2NiUl5ffunWrU6dOMTExMpmspKQkMzPTw8Pj2LFjDg4O+fn5LeYrAyY6ePCgq6trTk5OYWGhvb19TEyMu7v7nTt3iouLZTJZTExMp06dbt++XVZWJpVKT5w44eXldePGjQcPHohEopMnT3p7e6enp9fU1LAse+rUKV9f35SUFIVCQdP06dOnO3funJSURGZEjY2NDQgIuHr1qkajMRgM586d8/f3NzHbXL161dfXt0W2OXv27FNmm3v37t29e9fNze3o0aPOzs4FBQW5ubnOzs7Hjh1zcXHJy8srKChwcHA4fvy4m5tbdnb2vXv35HJ5TEyMh4dHVlZWaWmpra3tiRMnPD09MzIyKioqJBIJuSY3btyoqqoSiUQnTpwoLCx8eOXEDqC8vDw/P7+wsJBcoidmm5s3b1ZWVpox2yQlJfn4+LTINrGxsU+TbZycnMhsmaZnm5KSkubZprq6+vjx47179+7AK1Sa6ODBgyTblJaW2tjYGLNNRUWFWCwm2eb69evV1dWWlm1OnTrVKtnG0dFx//79NTU1zWcAfhZACwwAlmXGjBn79++Pi4uLj4//4IMPOmrzS01NjaOjo1KpFAqFDMOQefHJS5qmNRqNvb19fX29WCymKKr5S4RQY2Ojvb29QqEgKwk2NTXJ5XLykud5rVYrl8vr6urIsrk6nU4mk5GXBoNBr9fLZLLa2lo7Ozsyabu5r4RVqqmpkcvlWq2W53mpVKpQKORyOVndovlLhJBYLK6vr7e3t9doNBRFNX9J07RIJKqvr3dwcGhoaCArTCuVSvKSZVmBQKBUKkk+EQgELMs2zyfmyjYGg8FgMNja2tbV1clkMr1e3/ylTqcj0/3X1dU98hIhhCQSiUKhsLe3Jws+PPKa0DT9+ElyrZROpyMrekG2eZpsQ1GUWq12cXHpMIsS/m2kLGpxiZ4m26hUKpZln5ht1Gq1g4PDU2YbsuBP82xjzEV/KdvU1NQIhcLHrAvUIUEAA4BlSUhIiIiIsLOzU6lUy5cv/+ijj2CBGgAAAAAAo2e98REASzNo0KCJEyeqVCpHR8cpU6ZA9AIAAAAA0Bws0GYFCgsLs7KyHm4pFggEgwYN+tt9YMrLy5OTk11dXfv06SMWi2NiYgQCQUhIiIeHR4tPKpXKCxcuODg4hIaGtkMb5YkTJ4wnS1EUy7LOzs7dunUzrr1dWFhI+oyGhYU9vP5uCxzH8TwvEAjaNtGt6pNPPjl27Ni//vWvFosHAwAAAAAACGCswK1bt9544w2WZSsrK40bm5qaevXqRQaB/b3d5ufnT5o0afHixV26dBGLxRMmTAgMDPzxxx8fDmBqamqioqKmTp36xRdftEMAs3jxYtKjVKVSCYVCZ2fnrl27jhw5ct68eXK5HGN8/fr1yZMnL126tGfPnsao5pHS0tKuX78+duzYTp06tXWyW1FoaOi8efOGDRsGzS8AAAAAAC1AAGMFGIZxdHQUCASbN2/W6XTG7UKh0NHR8Wl26+zsLBKJSHPH999/LxKJfH19H/4kTdP29vYSiaR9xguSoasLFy4MDg7WaDTp6emHDx8uLCyUSqULFixgGKZbt24bN24MDg5+fLvK/fv3ly5d6unpOWLEiHZIduv69ttvRSKRuVMBAAAAAGBxIICxDhhjnufHjx//8FtkCgue540Bhk6nMxgMAoHA+HxPJrLAGFMURSbQaLFzhNArr7yCEDL+CcZYq9VijMmWFqELx3F6vf6ROySJIW+RqTxIIpuamshLnU6HMaZpmswa/Mjz5Xl+0KBBQ4cORQjNmDFj+PDhy5Yt++qrr6ZMmeLk5NS1a9eAgACapsnOMcbkoAghmqYFAgFJT21tbXFxsY+PT2NjI8/zZCOZ3YWckUAgID3QyDXEGEskEvIBiqKMoZ3xvDiOI4doHloY/7b5Dp+eTCZrlf0AAAAAAHQwMIjfalAUhTFu/B+NRkNaY/Ly8l566SUbG5t79+4hhDiO+/zzz21sbLZv307+sLi4+PPPP+/Vq5dUKh0+fPj3339fV1fXYs8IIbFY3Lt374SEBISQXq//+eefhwwZYmdnFxkZee3atebP0w0NDd9++22/fv2kUungwYO3bt2q0WgQQhjj9PT0N954o3PnzlKpdMCAAV9++SXp9paXl2djYzNv3rytW7e+8MILrq6uY8aMOXHihMFgeOTJYoybz4/XvXv38PBwtVqdmpqKEDp69KhYLH7vvfe0Wq1Op9u7d++IESM6depka2s7fvz4gwcPchwXHx8/e/ZsBweHW7du9ejR4+DBgwih+Pj4mTNn+vj4yGSyAQMGfPPNNw0NDQihjIyMkSNHdunS5dy5cxMnTvT19e3fv/+vv/5Kjm4wGJKSkubNm+fm5ubl5TVjxozY2FgSBSkUih9//HHo0KHkUmzbtq2mpqZVvm4AAAAAAPBI0AJjHSiKoigqOjpar9eTLRzHBQcHjxkzhvTvsre3NzaDSKVSDw8PMhl5eXn5unXrDh8+PG3atC5duiQlJS1ZskSj0SxfvrzFIXr06OHs7EzaNI4dO/b222/369dvzZo1CKENGzaQwRgk1Nm8efOmTZvGjh379ttvp6SkrF692mAwLFmy5P79+1999dWpU6c++eQTsVgcHx+/YcMGNze3hQsXMgzTvXv327dvSySSN9988969ez/88MP69ev79Onj6en5xNOXSqXu7u4CgSA/Px8hJBQKXV1dbWxsGIZJTU1dunTplClT3nrrLZLU6OhoX19ff3//OXPm7Nq1y9PTc9q0aT179qysrJw1a5aHh8fKlSvt7OyOHj36ww8/eHh4zJo1i/Smq6ur27Vr14IFC0pKSg4dOvTJJ58MGDAgMDAwNTV15cqVlZWVq1atoijq1KlTs2bNOnbsWP/+/ffv37969eqxY8cuXLgwIyPjyy+/1Ol0CxcuhNVFAAAAAADaCAQw1oGiKJ7n//3vfzff+M4774wZM+bxf5iZmXn+/PlevXr95z//cXd379evX/fu3X18fB7/V/v27fP19Z00adKiRYsoimIYZvPmzQghhmHy8vJiY2N79eq1cuXKzp07jxkzprS09NixY9OmTZPL5W+99dbcuXNHjRqFEKJp+sqVK1lZWc33/Oabb4aEhFRUVMTHx8fHx6tUKlNOn/Q3QwiRpp7m27Ozs1mWFQqFnp6e3bt3DwkJaWpq6tSpk4uLy8SJE6Ojo0mI4ufnV1tbu2fPHpZlBw0ahBAqKirKy8srKSkhu8IYMwwzd+7ckSNHKpXKrKys6urqjIwMPz+/S5cu5eXlzZ8/f+nSpRjjgICA7Oxsshi7TRQAACAASURBVOjVrl27unfv/tZbb/Xq1auioiI/P//48ePjxo3rkEtoAwAAAABYAghgrAPP8wzDVFVVkeVmEUJkwMZj/oS0lpSVldXX14eFhbm7uyOEwsLCgoODSTDwSDRNK5XKuro6BweHkJAQ0iDz/PPPk6YYmqbz8vKampo0Gs3nn3/OMAzP8yUlJRRF3blzZ9iwYeHh4XFxcWvWrCkoKLh3755EIiHjRhBCHMe5u7uTZLAs6+rqSobZmHL6ZG1ahFCLU+Y4LiIiQiqVnjp16saNG25uboGBgSNGjOjVq5fxKhm7ojk6Ovbv3//EiRNffPFFYWFhTk4Oy7KkJxjBsmzXrl0RQjKZzM7Ojud5vV6vUCju37+v0+mef/55MhxowoQJL7zwgkQiyc7Ovn//vq+v71dffSUWizmOKy8vz87ONjEqAwAAAAAAfwMEMFYDY+zs7Pz4DyCEeJ7nOM44+pz82/iYTpoymg8veeR+SHMEiV4QQlKptPmDPkJILBZ3796djFzv3r27SCTy9vYuLCz8+OOPU1JSAgIChgwZ4unpuXfv3uaD2puPfScd3h6fEiOVSnXv3j2tVhsSEtJ8O8/zgYGBcXFxBw4ciI+Pv3fvXlZW1uHDh9977705c+YYP0auRlFR0bRp0/R6fUBAQEREhFgsvnjxorHfnXEUfvM/aX49jZEYy7LkXbLR1tbW39/f1tYWIdSjRw+O48gsagAAAAAAoC3AIH6r8fAg/sbGRoSQQCBgWVYkEpWWliKEHjx4UFZWxrIsiQ08PDykUmlqampNTQ3GOCkpacaMGQsXLmwe5DTH87xcLre3t1coFIWFhWRjenq6VCol7/r4+IhEIqlUOmXKlHfeeWfevHnBwcEjRowICgq6devWmTNngoODjx8//u6774aFhWk0muYTlJkYrpCT1Wq1er1eo9HU1tYmJydfv369R48effr0af4xmqbz8/MzMzPHjRt3+PDh06dPR0ZGajSazMxMhUJBYieO40jHs3379tXW1kZGRh48eHDp0qU+Pj5/dhGaJ9je3t7T01MoFF65coVM5rZnz54XXnhh+/btHh4e7u7uPM9PnTp1+fLlb7zxRnBw8Lhx47y8vEw8TQAAAAAA8FdBC4x1MA7iN07bhTFmWXbMmDFkvIdEIvnxxx/VanVSUlJ6erqxraNbt26DBw8+e/bs559/HhYWFh8ff/HixSVLljAM85hwYvr06YsXLz569Kitra1AINi9ezdpYeA4rkePHgMGDNi3b99XX301ceLE+Pj46OjocePG/fDDDyKRSCaTabXaGzdu1NbWHj58WCwWk+DhLy0gQ0bdxMbG5ubmGgyGwsLC06dP29jYvPnmmy0GxzMMc/HixVdffXXGjBkzZ850cXEhMxr7+fnZ2NgYDAa9Xl9WVrZ///6pU6fa29vzPP/gwYPr16/X1dXFx8cjhJqvq/MwnueFQuGgQYNOnjy5f/9+BwcHlmWPHTuWnZ0dGBgokUhefvnlb7/9Njo6OjIyMiMjY/ny5f/6178+++wz61o3EwAAAADAikAAYwX0en1JSYlAIGgxiN/DwyMoKCgwMHDy5MlFRUWHDh2Ki4tbvHjxoEGDvv76azK8xM/Pb+nSpfb29keOHImOju7Tp8+7775LlnwxGAzV1dVqtZpEMkVFRWQjQigyMrKqqmrXrl2vvPJKcHAwmeara9eupBsVme/r5MmTmzdv7tq16+zZs99++22hUNinT5+5c+fu3bt3/vz5nTt39vDwcHR0jI2NRQjxPJ+Tk+Pm5ka6omGMGxoaampqjP2ymisrK0MI/fjjj0qlkmEYPz+/QYMGTZ48efTo0aQZSq/XP3jwoLGxUa/Xz5gxg2GYgwcPvvbaa/X19d26dfv3v/89adIkgUDg7Ow8Y8aMw4cPr1mzJiAgIDIyMicn58SJE8nJyd7e3n369Lly5UpeXl5jYyPGuL6+vry83NhTTq1W5+TkkPBm0KBBK1eu3Llz56pVqyQSyYABA9atWzdkyBCWZWfNmoUx/uOPP7Zs2dKlS5cVK1bMnTsXohcAAAAAgLZDmd6rB5i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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "with nb_open('Private/unnamed.png', 'b') as c:\n",
    "    content = c.read()\n",
    "    display(Image(content))\n",
    "    with nb_open('Private/unnamed4.png', 'wb') as out:\n",
    "        out.write(content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>39</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>48</td>\n",
       "      <td>51</td>\n",
       "      <td>54</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>32</td>\n",
       "      <td>36</td>\n",
       "      <td>40</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>60</td>\n",
       "      <td>64</td>\n",
       "      <td>68</td>\n",
       "      <td>72</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>55</td>\n",
       "      <td>60</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>42</td>\n",
       "      <td>48</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>102</td>\n",
       "      <td>108</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>35</td>\n",
       "      <td>42</td>\n",
       "      <td>49</td>\n",
       "      <td>56</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>98</td>\n",
       "      <td>105</td>\n",
       "      <td>112</td>\n",
       "      <td>119</td>\n",
       "      <td>126</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>24</td>\n",
       "      <td>32</td>\n",
       "      <td>40</td>\n",
       "      <td>48</td>\n",
       "      <td>56</td>\n",
       "      <td>64</td>\n",
       "      <td>72</td>\n",
       "      <td>80</td>\n",
       "      <td>88</td>\n",
       "      <td>96</td>\n",
       "      <td>104</td>\n",
       "      <td>112</td>\n",
       "      <td>120</td>\n",
       "      <td>128</td>\n",
       "      <td>136</td>\n",
       "      <td>144</td>\n",
       "      <td>152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>27</td>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>54</td>\n",
       "      <td>63</td>\n",
       "      <td>72</td>\n",
       "      <td>81</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>108</td>\n",
       "      <td>117</td>\n",
       "      <td>126</td>\n",
       "      <td>135</td>\n",
       "      <td>144</td>\n",
       "      <td>153</td>\n",
       "      <td>162</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>60</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>140</td>\n",
       "      <td>150</td>\n",
       "      <td>160</td>\n",
       "      <td>170</td>\n",
       "      <td>180</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>22</td>\n",
       "      <td>33</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>66</td>\n",
       "      <td>77</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>110</td>\n",
       "      <td>121</td>\n",
       "      <td>132</td>\n",
       "      <td>143</td>\n",
       "      <td>154</td>\n",
       "      <td>165</td>\n",
       "      <td>176</td>\n",
       "      <td>187</td>\n",
       "      <td>198</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>24</td>\n",
       "      <td>36</td>\n",
       "      <td>48</td>\n",
       "      <td>60</td>\n",
       "      <td>72</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>108</td>\n",
       "      <td>120</td>\n",
       "      <td>132</td>\n",
       "      <td>144</td>\n",
       "      <td>156</td>\n",
       "      <td>168</td>\n",
       "      <td>180</td>\n",
       "      <td>192</td>\n",
       "      <td>204</td>\n",
       "      <td>216</td>\n",
       "      <td>228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>26</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>65</td>\n",
       "      <td>78</td>\n",
       "      <td>91</td>\n",
       "      <td>104</td>\n",
       "      <td>117</td>\n",
       "      <td>130</td>\n",
       "      <td>143</td>\n",
       "      <td>156</td>\n",
       "      <td>169</td>\n",
       "      <td>182</td>\n",
       "      <td>195</td>\n",
       "      <td>208</td>\n",
       "      <td>221</td>\n",
       "      <td>234</td>\n",
       "      <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>28</td>\n",
       "      <td>42</td>\n",
       "      <td>56</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>98</td>\n",
       "      <td>112</td>\n",
       "      <td>126</td>\n",
       "      <td>140</td>\n",
       "      <td>154</td>\n",
       "      <td>168</td>\n",
       "      <td>182</td>\n",
       "      <td>196</td>\n",
       "      <td>210</td>\n",
       "      <td>224</td>\n",
       "      <td>238</td>\n",
       "      <td>252</td>\n",
       "      <td>266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>120</td>\n",
       "      <td>135</td>\n",
       "      <td>150</td>\n",
       "      <td>165</td>\n",
       "      <td>180</td>\n",
       "      <td>195</td>\n",
       "      <td>210</td>\n",
       "      <td>225</td>\n",
       "      <td>240</td>\n",
       "      <td>255</td>\n",
       "      <td>270</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>32</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>80</td>\n",
       "      <td>96</td>\n",
       "      <td>112</td>\n",
       "      <td>128</td>\n",
       "      <td>144</td>\n",
       "      <td>160</td>\n",
       "      <td>176</td>\n",
       "      <td>192</td>\n",
       "      <td>208</td>\n",
       "      <td>224</td>\n",
       "      <td>240</td>\n",
       "      <td>256</td>\n",
       "      <td>272</td>\n",
       "      <td>288</td>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>51</td>\n",
       "      <td>68</td>\n",
       "      <td>85</td>\n",
       "      <td>102</td>\n",
       "      <td>119</td>\n",
       "      <td>136</td>\n",
       "      <td>153</td>\n",
       "      <td>170</td>\n",
       "      <td>187</td>\n",
       "      <td>204</td>\n",
       "      <td>221</td>\n",
       "      <td>238</td>\n",
       "      <td>255</td>\n",
       "      <td>272</td>\n",
       "      <td>289</td>\n",
       "      <td>306</td>\n",
       "      <td>323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>36</td>\n",
       "      <td>54</td>\n",
       "      <td>72</td>\n",
       "      <td>90</td>\n",
       "      <td>108</td>\n",
       "      <td>126</td>\n",
       "      <td>144</td>\n",
       "      <td>162</td>\n",
       "      <td>180</td>\n",
       "      <td>198</td>\n",
       "      <td>216</td>\n",
       "      <td>234</td>\n",
       "      <td>252</td>\n",
       "      <td>270</td>\n",
       "      <td>288</td>\n",
       "      <td>306</td>\n",
       "      <td>324</td>\n",
       "      <td>342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>38</td>\n",
       "      <td>57</td>\n",
       "      <td>76</td>\n",
       "      <td>95</td>\n",
       "      <td>114</td>\n",
       "      <td>133</td>\n",
       "      <td>152</td>\n",
       "      <td>171</td>\n",
       "      <td>190</td>\n",
       "      <td>209</td>\n",
       "      <td>228</td>\n",
       "      <td>247</td>\n",
       "      <td>266</td>\n",
       "      <td>285</td>\n",
       "      <td>304</td>\n",
       "      <td>323</td>\n",
       "      <td>342</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "      <td>160</td>\n",
       "      <td>180</td>\n",
       "      <td>200</td>\n",
       "      <td>220</td>\n",
       "      <td>240</td>\n",
       "      <td>260</td>\n",
       "      <td>280</td>\n",
       "      <td>300</td>\n",
       "      <td>320</td>\n",
       "      <td>340</td>\n",
       "      <td>360</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>42</td>\n",
       "      <td>63</td>\n",
       "      <td>84</td>\n",
       "      <td>105</td>\n",
       "      <td>126</td>\n",
       "      <td>147</td>\n",
       "      <td>168</td>\n",
       "      <td>189</td>\n",
       "      <td>210</td>\n",
       "      <td>231</td>\n",
       "      <td>252</td>\n",
       "      <td>273</td>\n",
       "      <td>294</td>\n",
       "      <td>315</td>\n",
       "      <td>336</td>\n",
       "      <td>357</td>\n",
       "      <td>378</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>44</td>\n",
       "      <td>66</td>\n",
       "      <td>88</td>\n",
       "      <td>110</td>\n",
       "      <td>132</td>\n",
       "      <td>154</td>\n",
       "      <td>176</td>\n",
       "      <td>198</td>\n",
       "      <td>220</td>\n",
       "      <td>242</td>\n",
       "      <td>264</td>\n",
       "      <td>286</td>\n",
       "      <td>308</td>\n",
       "      <td>330</td>\n",
       "      <td>352</td>\n",
       "      <td>374</td>\n",
       "      <td>396</td>\n",
       "      <td>418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>46</td>\n",
       "      <td>69</td>\n",
       "      <td>92</td>\n",
       "      <td>115</td>\n",
       "      <td>138</td>\n",
       "      <td>161</td>\n",
       "      <td>184</td>\n",
       "      <td>207</td>\n",
       "      <td>230</td>\n",
       "      <td>253</td>\n",
       "      <td>276</td>\n",
       "      <td>299</td>\n",
       "      <td>322</td>\n",
       "      <td>345</td>\n",
       "      <td>368</td>\n",
       "      <td>391</td>\n",
       "      <td>414</td>\n",
       "      <td>437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>48</td>\n",
       "      <td>72</td>\n",
       "      <td>96</td>\n",
       "      <td>120</td>\n",
       "      <td>144</td>\n",
       "      <td>168</td>\n",
       "      <td>192</td>\n",
       "      <td>216</td>\n",
       "      <td>240</td>\n",
       "      <td>264</td>\n",
       "      <td>288</td>\n",
       "      <td>312</td>\n",
       "      <td>336</td>\n",
       "      <td>360</td>\n",
       "      <td>384</td>\n",
       "      <td>408</td>\n",
       "      <td>432</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>125</td>\n",
       "      <td>150</td>\n",
       "      <td>175</td>\n",
       "      <td>200</td>\n",
       "      <td>225</td>\n",
       "      <td>250</td>\n",
       "      <td>275</td>\n",
       "      <td>300</td>\n",
       "      <td>325</td>\n",
       "      <td>350</td>\n",
       "      <td>375</td>\n",
       "      <td>400</td>\n",
       "      <td>425</td>\n",
       "      <td>450</td>\n",
       "      <td>475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>130</td>\n",
       "      <td>156</td>\n",
       "      <td>182</td>\n",
       "      <td>208</td>\n",
       "      <td>234</td>\n",
       "      <td>260</td>\n",
       "      <td>286</td>\n",
       "      <td>312</td>\n",
       "      <td>338</td>\n",
       "      <td>364</td>\n",
       "      <td>390</td>\n",
       "      <td>416</td>\n",
       "      <td>442</td>\n",
       "      <td>468</td>\n",
       "      <td>494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>54</td>\n",
       "      <td>81</td>\n",
       "      <td>108</td>\n",
       "      <td>135</td>\n",
       "      <td>162</td>\n",
       "      <td>189</td>\n",
       "      <td>216</td>\n",
       "      <td>243</td>\n",
       "      <td>270</td>\n",
       "      <td>297</td>\n",
       "      <td>324</td>\n",
       "      <td>351</td>\n",
       "      <td>378</td>\n",
       "      <td>405</td>\n",
       "      <td>432</td>\n",
       "      <td>459</td>\n",
       "      <td>486</td>\n",
       "      <td>513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>56</td>\n",
       "      <td>84</td>\n",
       "      <td>112</td>\n",
       "      <td>140</td>\n",
       "      <td>168</td>\n",
       "      <td>196</td>\n",
       "      <td>224</td>\n",
       "      <td>252</td>\n",
       "      <td>280</td>\n",
       "      <td>308</td>\n",
       "      <td>336</td>\n",
       "      <td>364</td>\n",
       "      <td>392</td>\n",
       "      <td>420</td>\n",
       "      <td>448</td>\n",
       "      <td>476</td>\n",
       "      <td>504</td>\n",
       "      <td>532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>58</td>\n",
       "      <td>87</td>\n",
       "      <td>116</td>\n",
       "      <td>145</td>\n",
       "      <td>174</td>\n",
       "      <td>203</td>\n",
       "      <td>232</td>\n",
       "      <td>261</td>\n",
       "      <td>290</td>\n",
       "      <td>319</td>\n",
       "      <td>348</td>\n",
       "      <td>377</td>\n",
       "      <td>406</td>\n",
       "      <td>435</td>\n",
       "      <td>464</td>\n",
       "      <td>493</td>\n",
       "      <td>522</td>\n",
       "      <td>551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>70</td>\n",
       "      <td>105</td>\n",
       "      <td>140</td>\n",
       "      <td>175</td>\n",
       "      <td>210</td>\n",
       "      <td>245</td>\n",
       "      <td>280</td>\n",
       "      <td>315</td>\n",
       "      <td>350</td>\n",
       "      <td>385</td>\n",
       "      <td>420</td>\n",
       "      <td>455</td>\n",
       "      <td>490</td>\n",
       "      <td>525</td>\n",
       "      <td>560</td>\n",
       "      <td>595</td>\n",
       "      <td>630</td>\n",
       "      <td>665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>72</td>\n",
       "      <td>108</td>\n",
       "      <td>144</td>\n",
       "      <td>180</td>\n",
       "      <td>216</td>\n",
       "      <td>252</td>\n",
       "      <td>288</td>\n",
       "      <td>324</td>\n",
       "      <td>360</td>\n",
       "      <td>396</td>\n",
       "      <td>432</td>\n",
       "      <td>468</td>\n",
       "      <td>504</td>\n",
       "      <td>540</td>\n",
       "      <td>576</td>\n",
       "      <td>612</td>\n",
       "      <td>648</td>\n",
       "      <td>684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>74</td>\n",
       "      <td>111</td>\n",
       "      <td>148</td>\n",
       "      <td>185</td>\n",
       "      <td>222</td>\n",
       "      <td>259</td>\n",
       "      <td>296</td>\n",
       "      <td>333</td>\n",
       "      <td>370</td>\n",
       "      <td>407</td>\n",
       "      <td>444</td>\n",
       "      <td>481</td>\n",
       "      <td>518</td>\n",
       "      <td>555</td>\n",
       "      <td>592</td>\n",
       "      <td>629</td>\n",
       "      <td>666</td>\n",
       "      <td>703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>76</td>\n",
       "      <td>114</td>\n",
       "      <td>152</td>\n",
       "      <td>190</td>\n",
       "      <td>228</td>\n",
       "      <td>266</td>\n",
       "      <td>304</td>\n",
       "      <td>342</td>\n",
       "      <td>380</td>\n",
       "      <td>418</td>\n",
       "      <td>456</td>\n",
       "      <td>494</td>\n",
       "      <td>532</td>\n",
       "      <td>570</td>\n",
       "      <td>608</td>\n",
       "      <td>646</td>\n",
       "      <td>684</td>\n",
       "      <td>722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>78</td>\n",
       "      <td>117</td>\n",
       "      <td>156</td>\n",
       "      <td>195</td>\n",
       "      <td>234</td>\n",
       "      <td>273</td>\n",
       "      <td>312</td>\n",
       "      <td>351</td>\n",
       "      <td>390</td>\n",
       "      <td>429</td>\n",
       "      <td>468</td>\n",
       "      <td>507</td>\n",
       "      <td>546</td>\n",
       "      <td>585</td>\n",
       "      <td>624</td>\n",
       "      <td>663</td>\n",
       "      <td>702</td>\n",
       "      <td>741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>160</td>\n",
       "      <td>200</td>\n",
       "      <td>240</td>\n",
       "      <td>280</td>\n",
       "      <td>320</td>\n",
       "      <td>360</td>\n",
       "      <td>400</td>\n",
       "      <td>440</td>\n",
       "      <td>480</td>\n",
       "      <td>520</td>\n",
       "      <td>560</td>\n",
       "      <td>600</td>\n",
       "      <td>640</td>\n",
       "      <td>680</td>\n",
       "      <td>720</td>\n",
       "      <td>760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>82</td>\n",
       "      <td>123</td>\n",
       "      <td>164</td>\n",
       "      <td>205</td>\n",
       "      <td>246</td>\n",
       "      <td>287</td>\n",
       "      <td>328</td>\n",
       "      <td>369</td>\n",
       "      <td>410</td>\n",
       "      <td>451</td>\n",
       "      <td>492</td>\n",
       "      <td>533</td>\n",
       "      <td>574</td>\n",
       "      <td>615</td>\n",
       "      <td>656</td>\n",
       "      <td>697</td>\n",
       "      <td>738</td>\n",
       "      <td>779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>84</td>\n",
       "      <td>126</td>\n",
       "      <td>168</td>\n",
       "      <td>210</td>\n",
       "      <td>252</td>\n",
       "      <td>294</td>\n",
       "      <td>336</td>\n",
       "      <td>378</td>\n",
       "      <td>420</td>\n",
       "      <td>462</td>\n",
       "      <td>504</td>\n",
       "      <td>546</td>\n",
       "      <td>588</td>\n",
       "      <td>630</td>\n",
       "      <td>672</td>\n",
       "      <td>714</td>\n",
       "      <td>756</td>\n",
       "      <td>798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>86</td>\n",
       "      <td>129</td>\n",
       "      <td>172</td>\n",
       "      <td>215</td>\n",
       "      <td>258</td>\n",
       "      <td>301</td>\n",
       "      <td>344</td>\n",
       "      <td>387</td>\n",
       "      <td>430</td>\n",
       "      <td>473</td>\n",
       "      <td>516</td>\n",
       "      <td>559</td>\n",
       "      <td>602</td>\n",
       "      <td>645</td>\n",
       "      <td>688</td>\n",
       "      <td>731</td>\n",
       "      <td>774</td>\n",
       "      <td>817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>88</td>\n",
       "      <td>132</td>\n",
       "      <td>176</td>\n",
       "      <td>220</td>\n",
       "      <td>264</td>\n",
       "      <td>308</td>\n",
       "      <td>352</td>\n",
       "      <td>396</td>\n",
       "      <td>440</td>\n",
       "      <td>484</td>\n",
       "      <td>528</td>\n",
       "      <td>572</td>\n",
       "      <td>616</td>\n",
       "      <td>660</td>\n",
       "      <td>704</td>\n",
       "      <td>748</td>\n",
       "      <td>792</td>\n",
       "      <td>836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>90</td>\n",
       "      <td>135</td>\n",
       "      <td>180</td>\n",
       "      <td>225</td>\n",
       "      <td>270</td>\n",
       "      <td>315</td>\n",
       "      <td>360</td>\n",
       "      <td>405</td>\n",
       "      <td>450</td>\n",
       "      <td>495</td>\n",
       "      <td>540</td>\n",
       "      <td>585</td>\n",
       "      <td>630</td>\n",
       "      <td>675</td>\n",
       "      <td>720</td>\n",
       "      <td>765</td>\n",
       "      <td>810</td>\n",
       "      <td>855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>92</td>\n",
       "      <td>138</td>\n",
       "      <td>184</td>\n",
       "      <td>230</td>\n",
       "      <td>276</td>\n",
       "      <td>322</td>\n",
       "      <td>368</td>\n",
       "      <td>414</td>\n",
       "      <td>460</td>\n",
       "      <td>506</td>\n",
       "      <td>552</td>\n",
       "      <td>598</td>\n",
       "      <td>644</td>\n",
       "      <td>690</td>\n",
       "      <td>736</td>\n",
       "      <td>782</td>\n",
       "      <td>828</td>\n",
       "      <td>874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>94</td>\n",
       "      <td>141</td>\n",
       "      <td>188</td>\n",
       "      <td>235</td>\n",
       "      <td>282</td>\n",
       "      <td>329</td>\n",
       "      <td>376</td>\n",
       "      <td>423</td>\n",
       "      <td>470</td>\n",
       "      <td>517</td>\n",
       "      <td>564</td>\n",
       "      <td>611</td>\n",
       "      <td>658</td>\n",
       "      <td>705</td>\n",
       "      <td>752</td>\n",
       "      <td>799</td>\n",
       "      <td>846</td>\n",
       "      <td>893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>96</td>\n",
       "      <td>144</td>\n",
       "      <td>192</td>\n",
       "      <td>240</td>\n",
       "      <td>288</td>\n",
       "      <td>336</td>\n",
       "      <td>384</td>\n",
       "      <td>432</td>\n",
       "      <td>480</td>\n",
       "      <td>528</td>\n",
       "      <td>576</td>\n",
       "      <td>624</td>\n",
       "      <td>672</td>\n",
       "      <td>720</td>\n",
       "      <td>768</td>\n",
       "      <td>816</td>\n",
       "      <td>864</td>\n",
       "      <td>912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>98</td>\n",
       "      <td>147</td>\n",
       "      <td>196</td>\n",
       "      <td>245</td>\n",
       "      <td>294</td>\n",
       "      <td>343</td>\n",
       "      <td>392</td>\n",
       "      <td>441</td>\n",
       "      <td>490</td>\n",
       "      <td>539</td>\n",
       "      <td>588</td>\n",
       "      <td>637</td>\n",
       "      <td>686</td>\n",
       "      <td>735</td>\n",
       "      <td>784</td>\n",
       "      <td>833</td>\n",
       "      <td>882</td>\n",
       "      <td>931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>200</td>\n",
       "      <td>250</td>\n",
       "      <td>300</td>\n",
       "      <td>350</td>\n",
       "      <td>400</td>\n",
       "      <td>450</td>\n",
       "      <td>500</td>\n",
       "      <td>550</td>\n",
       "      <td>600</td>\n",
       "      <td>650</td>\n",
       "      <td>700</td>\n",
       "      <td>750</td>\n",
       "      <td>800</td>\n",
       "      <td>850</td>\n",
       "      <td>900</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "      <td>102</td>\n",
       "      <td>153</td>\n",
       "      <td>204</td>\n",
       "      <td>255</td>\n",
       "      <td>306</td>\n",
       "      <td>357</td>\n",
       "      <td>408</td>\n",
       "      <td>459</td>\n",
       "      <td>510</td>\n",
       "      <td>561</td>\n",
       "      <td>612</td>\n",
       "      <td>663</td>\n",
       "      <td>714</td>\n",
       "      <td>765</td>\n",
       "      <td>816</td>\n",
       "      <td>867</td>\n",
       "      <td>918</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>104</td>\n",
       "      <td>156</td>\n",
       "      <td>208</td>\n",
       "      <td>260</td>\n",
       "      <td>312</td>\n",
       "      <td>364</td>\n",
       "      <td>416</td>\n",
       "      <td>468</td>\n",
       "      <td>520</td>\n",
       "      <td>572</td>\n",
       "      <td>624</td>\n",
       "      <td>676</td>\n",
       "      <td>728</td>\n",
       "      <td>780</td>\n",
       "      <td>832</td>\n",
       "      <td>884</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>106</td>\n",
       "      <td>159</td>\n",
       "      <td>212</td>\n",
       "      <td>265</td>\n",
       "      <td>318</td>\n",
       "      <td>371</td>\n",
       "      <td>424</td>\n",
       "      <td>477</td>\n",
       "      <td>530</td>\n",
       "      <td>583</td>\n",
       "      <td>636</td>\n",
       "      <td>689</td>\n",
       "      <td>742</td>\n",
       "      <td>795</td>\n",
       "      <td>848</td>\n",
       "      <td>901</td>\n",
       "      <td>19</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>108</td>\n",
       "      <td>162</td>\n",
       "      <td>216</td>\n",
       "      <td>270</td>\n",
       "      <td>324</td>\n",
       "      <td>378</td>\n",
       "      <td>432</td>\n",
       "      <td>486</td>\n",
       "      <td>540</td>\n",
       "      <td>594</td>\n",
       "      <td>648</td>\n",
       "      <td>702</td>\n",
       "      <td>756</td>\n",
       "      <td>810</td>\n",
       "      <td>864</td>\n",
       "      <td>918</td>\n",
       "      <td>37</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>110</td>\n",
       "      <td>165</td>\n",
       "      <td>220</td>\n",
       "      <td>275</td>\n",
       "      <td>330</td>\n",
       "      <td>385</td>\n",
       "      <td>440</td>\n",
       "      <td>495</td>\n",
       "      <td>550</td>\n",
       "      <td>605</td>\n",
       "      <td>660</td>\n",
       "      <td>715</td>\n",
       "      <td>770</td>\n",
       "      <td>825</td>\n",
       "      <td>880</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>112</td>\n",
       "      <td>168</td>\n",
       "      <td>224</td>\n",
       "      <td>280</td>\n",
       "      <td>336</td>\n",
       "      <td>392</td>\n",
       "      <td>448</td>\n",
       "      <td>504</td>\n",
       "      <td>560</td>\n",
       "      <td>616</td>\n",
       "      <td>672</td>\n",
       "      <td>728</td>\n",
       "      <td>784</td>\n",
       "      <td>840</td>\n",
       "      <td>896</td>\n",
       "      <td>17</td>\n",
       "      <td>73</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>114</td>\n",
       "      <td>171</td>\n",
       "      <td>228</td>\n",
       "      <td>285</td>\n",
       "      <td>342</td>\n",
       "      <td>399</td>\n",
       "      <td>456</td>\n",
       "      <td>513</td>\n",
       "      <td>570</td>\n",
       "      <td>627</td>\n",
       "      <td>684</td>\n",
       "      <td>741</td>\n",
       "      <td>798</td>\n",
       "      <td>855</td>\n",
       "      <td>912</td>\n",
       "      <td>34</td>\n",
       "      <td>91</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>116</td>\n",
       "      <td>174</td>\n",
       "      <td>232</td>\n",
       "      <td>290</td>\n",
       "      <td>348</td>\n",
       "      <td>406</td>\n",
       "      <td>464</td>\n",
       "      <td>522</td>\n",
       "      <td>580</td>\n",
       "      <td>638</td>\n",
       "      <td>696</td>\n",
       "      <td>754</td>\n",
       "      <td>812</td>\n",
       "      <td>870</td>\n",
       "      <td>928</td>\n",
       "      <td>51</td>\n",
       "      <td>109</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>118</td>\n",
       "      <td>177</td>\n",
       "      <td>236</td>\n",
       "      <td>295</td>\n",
       "      <td>354</td>\n",
       "      <td>413</td>\n",
       "      <td>472</td>\n",
       "      <td>531</td>\n",
       "      <td>590</td>\n",
       "      <td>649</td>\n",
       "      <td>708</td>\n",
       "      <td>767</td>\n",
       "      <td>826</td>\n",
       "      <td>885</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>127</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>120</td>\n",
       "      <td>180</td>\n",
       "      <td>240</td>\n",
       "      <td>300</td>\n",
       "      <td>360</td>\n",
       "      <td>420</td>\n",
       "      <td>480</td>\n",
       "      <td>540</td>\n",
       "      <td>600</td>\n",
       "      <td>660</td>\n",
       "      <td>720</td>\n",
       "      <td>780</td>\n",
       "      <td>840</td>\n",
       "      <td>900</td>\n",
       "      <td>25</td>\n",
       "      <td>85</td>\n",
       "      <td>145</td>\n",
       "      <td>205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>122</td>\n",
       "      <td>183</td>\n",
       "      <td>244</td>\n",
       "      <td>305</td>\n",
       "      <td>366</td>\n",
       "      <td>427</td>\n",
       "      <td>488</td>\n",
       "      <td>549</td>\n",
       "      <td>610</td>\n",
       "      <td>671</td>\n",
       "      <td>732</td>\n",
       "      <td>793</td>\n",
       "      <td>854</td>\n",
       "      <td>915</td>\n",
       "      <td>41</td>\n",
       "      <td>102</td>\n",
       "      <td>163</td>\n",
       "      <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>124</td>\n",
       "      <td>186</td>\n",
       "      <td>248</td>\n",
       "      <td>310</td>\n",
       "      <td>372</td>\n",
       "      <td>434</td>\n",
       "      <td>496</td>\n",
       "      <td>558</td>\n",
       "      <td>620</td>\n",
       "      <td>682</td>\n",
       "      <td>744</td>\n",
       "      <td>806</td>\n",
       "      <td>868</td>\n",
       "      <td>930</td>\n",
       "      <td>57</td>\n",
       "      <td>119</td>\n",
       "      <td>181</td>\n",
       "      <td>243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>126</td>\n",
       "      <td>189</td>\n",
       "      <td>252</td>\n",
       "      <td>315</td>\n",
       "      <td>378</td>\n",
       "      <td>441</td>\n",
       "      <td>504</td>\n",
       "      <td>567</td>\n",
       "      <td>630</td>\n",
       "      <td>693</td>\n",
       "      <td>756</td>\n",
       "      <td>819</td>\n",
       "      <td>882</td>\n",
       "      <td>10</td>\n",
       "      <td>73</td>\n",
       "      <td>136</td>\n",
       "      <td>199</td>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>128</td>\n",
       "      <td>192</td>\n",
       "      <td>256</td>\n",
       "      <td>320</td>\n",
       "      <td>384</td>\n",
       "      <td>448</td>\n",
       "      <td>512</td>\n",
       "      <td>576</td>\n",
       "      <td>640</td>\n",
       "      <td>704</td>\n",
       "      <td>768</td>\n",
       "      <td>832</td>\n",
       "      <td>896</td>\n",
       "      <td>25</td>\n",
       "      <td>89</td>\n",
       "      <td>153</td>\n",
       "      <td>217</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     0   1    2    3    4    5    6    7    8    9   10   11   12   13   14  \\\n",
       "0    0   0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "1    0   1    2    3    4    5    6    7    8    9   10   11   12   13   14   \n",
       "2    0   2    4    6    8   10   12   14   16   18   20   22   24   26   28   \n",
       "3    0   3    6    9   12   15   18   21   24   27   30   33   36   39   42   \n",
       "4    0   4    8   12   16   20   24   28   32   36   40   44   48   52   56   \n",
       "5    0   5   10   15   20   25   30   35   40   45   50   55   60   65   70   \n",
       "6    0   6   12   18   24   30   36   42   48   54   60   66   72   78   84   \n",
       "7    0   7   14   21   28   35   42   49   56   63   70   77   84   91   98   \n",
       "8    0   8   16   24   32   40   48   56   64   72   80   88   96  104  112   \n",
       "9    0   9   18   27   36   45   54   63   72   81   90   99  108  117  126   \n",
       "10   0  10   20   30   40   50   60   70   80   90  100  110  120  130  140   \n",
       "11   0  11   22   33   44   55   66   77   88   99  110  121  132  143  154   \n",
       "12   0  12   24   36   48   60   72   84   96  108  120  132  144  156  168   \n",
       "13   0  13   26   39   52   65   78   91  104  117  130  143  156  169  182   \n",
       "14   0  14   28   42   56   70   84   98  112  126  140  154  168  182  196   \n",
       "15   0  15   30   45   60   75   90  105  120  135  150  165  180  195  210   \n",
       "16   0  16   32   48   64   80   96  112  128  144  160  176  192  208  224   \n",
       "17   0  17   34   51   68   85  102  119  136  153  170  187  204  221  238   \n",
       "18   0  18   36   54   72   90  108  126  144  162  180  198  216  234  252   \n",
       "19   0  19   38   57   76   95  114  133  152  171  190  209  228  247  266   \n",
       "20   0  20   40   60   80  100  120  140  160  180  200  220  240  260  280   \n",
       "21   0  21   42   63   84  105  126  147  168  189  210  231  252  273  294   \n",
       "22   0  22   44   66   88  110  132  154  176  198  220  242  264  286  308   \n",
       "23   0  23   46   69   92  115  138  161  184  207  230  253  276  299  322   \n",
       "24   0  24   48   72   96  120  144  168  192  216  240  264  288  312  336   \n",
       "25   0  25   50   75  100  125  150  175  200  225  250  275  300  325  350   \n",
       "26   0  26   52   78  104  130  156  182  208  234  260  286  312  338  364   \n",
       "27   0  27   54   81  108  135  162  189  216  243  270  297  324  351  378   \n",
       "28   0  28   56   84  112  140  168  196  224  252  280  308  336  364  392   \n",
       "29   0  29   58   87  116  145  174  203  232  261  290  319  348  377  406   \n",
       "..  ..  ..  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "970  0  35   70  105  140  175  210  245  280  315  350  385  420  455  490   \n",
       "971  0  36   72  108  144  180  216  252  288  324  360  396  432  468  504   \n",
       "972  0  37   74  111  148  185  222  259  296  333  370  407  444  481  518   \n",
       "973  0  38   76  114  152  190  228  266  304  342  380  418  456  494  532   \n",
       "974  0  39   78  117  156  195  234  273  312  351  390  429  468  507  546   \n",
       "975  0  40   80  120  160  200  240  280  320  360  400  440  480  520  560   \n",
       "976  0  41   82  123  164  205  246  287  328  369  410  451  492  533  574   \n",
       "977  0  42   84  126  168  210  252  294  336  378  420  462  504  546  588   \n",
       "978  0  43   86  129  172  215  258  301  344  387  430  473  516  559  602   \n",
       "979  0  44   88  132  176  220  264  308  352  396  440  484  528  572  616   \n",
       "980  0  45   90  135  180  225  270  315  360  405  450  495  540  585  630   \n",
       "981  0  46   92  138  184  230  276  322  368  414  460  506  552  598  644   \n",
       "982  0  47   94  141  188  235  282  329  376  423  470  517  564  611  658   \n",
       "983  0  48   96  144  192  240  288  336  384  432  480  528  576  624  672   \n",
       "984  0  49   98  147  196  245  294  343  392  441  490  539  588  637  686   \n",
       "985  0  50  100  150  200  250  300  350  400  450  500  550  600  650  700   \n",
       "986  0  51  102  153  204  255  306  357  408  459  510  561  612  663  714   \n",
       "987  0  52  104  156  208  260  312  364  416  468  520  572  624  676  728   \n",
       "988  0  53  106  159  212  265  318  371  424  477  530  583  636  689  742   \n",
       "989  0  54  108  162  216  270  324  378  432  486  540  594  648  702  756   \n",
       "990  0  55  110  165  220  275  330  385  440  495  550  605  660  715  770   \n",
       "991  0  56  112  168  224  280  336  392  448  504  560  616  672  728  784   \n",
       "992  0  57  114  171  228  285  342  399  456  513  570  627  684  741  798   \n",
       "993  0  58  116  174  232  290  348  406  464  522  580  638  696  754  812   \n",
       "994  0  59  118  177  236  295  354  413  472  531  590  649  708  767  826   \n",
       "995  0  60  120  180  240  300  360  420  480  540  600  660  720  780  840   \n",
       "996  0  61  122  183  244  305  366  427  488  549  610  671  732  793  854   \n",
       "997  0  62  124  186  248  310  372  434  496  558  620  682  744  806  868   \n",
       "998  0  63  126  189  252  315  378  441  504  567  630  693  756  819  882   \n",
       "999  0  64  128  192  256  320  384  448  512  576  640  704  768  832  896   \n",
       "\n",
       "      15   16   17   18   19  \n",
       "0      0    0    0    0    0  \n",
       "1     15   16   17   18   19  \n",
       "2     30   32   34   36   38  \n",
       "3     45   48   51   54   57  \n",
       "4     60   64   68   72   76  \n",
       "5     75   80   85   90   95  \n",
       "6     90   96  102  108  114  \n",
       "7    105  112  119  126  133  \n",
       "8    120  128  136  144  152  \n",
       "9    135  144  153  162  171  \n",
       "10   150  160  170  180  190  \n",
       "11   165  176  187  198  209  \n",
       "12   180  192  204  216  228  \n",
       "13   195  208  221  234  247  \n",
       "14   210  224  238  252  266  \n",
       "15   225  240  255  270  285  \n",
       "16   240  256  272  288  304  \n",
       "17   255  272  289  306  323  \n",
       "18   270  288  306  324  342  \n",
       "19   285  304  323  342  361  \n",
       "20   300  320  340  360  380  \n",
       "21   315  336  357  378  399  \n",
       "22   330  352  374  396  418  \n",
       "23   345  368  391  414  437  \n",
       "24   360  384  408  432  456  \n",
       "25   375  400  425  450  475  \n",
       "26   390  416  442  468  494  \n",
       "27   405  432  459  486  513  \n",
       "28   420  448  476  504  532  \n",
       "29   435  464  493  522  551  \n",
       "..   ...  ...  ...  ...  ...  \n",
       "970  525  560  595  630  665  \n",
       "971  540  576  612  648  684  \n",
       "972  555  592  629  666  703  \n",
       "973  570  608  646  684  722  \n",
       "974  585  624  663  702  741  \n",
       "975  600  640  680  720  760  \n",
       "976  615  656  697  738  779  \n",
       "977  630  672  714  756  798  \n",
       "978  645  688  731  774  817  \n",
       "979  660  704  748  792  836  \n",
       "980  675  720  765  810  855  \n",
       "981  690  736  782  828  874  \n",
       "982  705  752  799  846  893  \n",
       "983  720  768  816  864  912  \n",
       "984  735  784  833  882  931  \n",
       "985  750  800  850  900   15  \n",
       "986  765  816  867  918   34  \n",
       "987  780  832  884    1   53  \n",
       "988  795  848  901   19   72  \n",
       "989  810  864  918   37   91  \n",
       "990  825  880    0   55  110  \n",
       "991  840  896   17   73  129  \n",
       "992  855  912   34   91  148  \n",
       "993  870  928   51  109  167  \n",
       "994  885    9   68  127  186  \n",
       "995  900   25   85  145  205  \n",
       "996  915   41  102  163  224  \n",
       "997  930   57  119  181  243  \n",
       "998   10   73  136  199  262  \n",
       "999   25   89  153  217  281  \n",
       "\n",
       "[1000 rows x 20 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "with nb_open('Public/Test/sample_1000_20.csv') as c:\n",
    "    df = pd.read_csv(c)\n",
    "    display(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'message': 'No such file or directory: user/jeffbaumes/Private/xyz.png',\n",
       " 'reason': None}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with nb_open('Private/xyz.png') as c:\n",
    "    pass"
   ]
  },
  {
   "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}