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@christopherkullenberg
Created July 22, 2017 20:21
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A little network analysis
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"<center><h1>Monadology and sociology</h1></center>\n",
"<center>Network analysis: data structure and functions</center>\n",
"\n",
"\n",
"<center><a href=\"http://www.bruno-latour.fr/sites/default/files/123-MONADS-BJSpdf.pdf\">Latour et al. 2012</a></center>\n",
"\n",
">Such a radical conclusion is made at least plausible by the new\n",
"datasets that allow entities to be individualized by the never-ending list of\n",
"particulars that make them up. Such is what is meant by a monad, a point of\n",
"view, or, more exactly, a type of navigation that composes an entity through\n",
"other entities and, by doing so, particularizes all of them successively – ‘all of\n",
"them’ being an open ended list the size and precision of which always depend\n",
"on more inquiries and never from the sudden irruption of a superior level\n",
"accessible through a brutal shift in methods. (Latour 2012:600)\n",
"\n",
"### Concepts\n",
"\n",
"* **monad** - an actor-network, the \"point of view on all the other entities taken severally and not as a totality\"\n",
"\n",
"* **entities** - individual, keyword, apparatus, hashtag...\n",
"\n",
"* **attribute** - attributes of an entity. \n",
"\n",
"* **association** - connections between entity and monad\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"import warnings \n",
"warnings.filterwarnings('ignore') # Remove for debugging\n",
"\n",
"def monad(actornetwork, size, name, savefile=False):\n",
" \"\"\"Takes a json object containing entities to draw an actornetwork\n",
" or monad\"\"\"\n",
" G = nx.Graph()\n",
" for a in actornetwork:\n",
" for e in actornetwork[a]:\n",
" G.add_edge(e, a)\n",
" \n",
" plt.figure(figsize=(size, size))\n",
" nx.draw(G,with_labels=True, font_size=16, node_color='#A0CBE2')\n",
" if savefile:\n",
" plt.savefig(name)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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omTIzM9GsWTNkZWXB2JiTV9A/2AIhomdKSkpCt27dGB5UDgOEiJ6J3Vf0NAwQ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\noR6WlFiQf3EAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f537454be10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj1 = {\"Bob\": [\"Alice\", \"MIT\", \"Lenovo\"], \n",
" \"Lisa\": [\"Alice\", \"Harvard\", \"Macbook\"]}\n",
"jsonobj1 = json.dumps(obj1, indent=4)\n",
"#print(jsonobj1)\n",
"exempel1 = json.loads(jsonobj1)\n",
"monad(exempel1, 5, \"exempel1\", savefile=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JyeHatWv5QmX79u26mlwNGzbEzc0tX7hUq1YNgLt376IoSol3BxW3qrKiwK5z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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5375ddcc88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj2 = {\"Lenovo\": [\"Keyboard\", \"Mouse\", \"Display\", \"Harddrive\", \"RAM\", \"CPU\"],\n",
" \"Harddrive\": [\"Operating system\", \"drivers\", \"files\"]}\n",
"jsonobj2 = json.dumps(obj2, indent=4)\n",
"exempel2 = json.loads(jsonobj2)\n",
"monad(exempel2, 5, \"exempel2\", savefile=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ByMnJwcOHD2FmZvbF8zcz0UV8cka+D7uqol8NM9bvxs4VPtjkOw2V9fTRub8b3r95hd+P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7+hfv36sLe311A6IioNYyMRaltb4N6zd2+VaVO7Hvp+NgZRP0/Fg7u38GlrN5iZmePJwwxcOfE7\nOnmL0dSlHWQ/T8E5u+pwd3eHjY0N/vjjD2zatAk9evQQ4B0JgwW+jqhZsybkcjl8fHxw/Phx1K9f\nX+hI9D/YwSfSnBMnTmDChAk4cOAAqlX7+IE2HM8h0h0talVE2vO89z7mN24Satk3xP7YjdgfuxEi\nkQhVatiiWZv2qFHHHsZGIvTq0glxmzdh06ZNyMrKgq2tLYYMGYLp06dr+J0IR6RUfuByZdI6S5Ys\nQUREBI4dO8ZiUstMmzYNxsbG+OGHH4SOQqTX0tLS0LZtWyxfvhxeXl4ffX5+fj5q1aqFCxcuoHbt\n2hpISERlde2vFzh9P6tEJ9oaG4ngUtsaTWys1JhMN3AGX8d88cUXaNq0KcaMGQP+bqZdOKJDpH45\nOTnw9vbGuHHjilXcA8CePXvQvHlzFvdEOqSJjRVcalvD2OhDx179Pxb3b2OBr2NEIhHWrFmDM2fO\nYPXq1ULHoTdwRIdIvZRKJYYPH47GjRtj8uTJxX4dx3OIdFMTGyv0+tQGdSuVg7EIMP6fWv/vr9Wt\nVA69PrVhcf8GzuDrIEtLS8THx6NDhw5wcnKCq6ur0JEILPCJ1G3u3Lm4desWDh069ME75rwpJycH\n27dvR3h4uJrTEZE6VLM0Q+eG1ZBbUISbT14hM7sA+UUKmBkboXJ5UzSsagkLU95C/H+xwNdRjRs3\nxqpVq+Dv748zZ84U6yIzUi+O6BCpT1JSEpYvX44TJ06U6BfpnTt3wtnZGTVq1FBjOiJSNwtTYzjU\nrCh0DJ3BER0dNnDgQEgkEkgkEhQVFQkdx+Cxg0+kHpcuXUJISAgSEhJgZ2dXotdyPIeIDBELfB03\na9YsKBQKTJs2TegoBo8FPpHqPXr0CAMGDMCiRYtKPI748uVL7N69Gz4+PmpKR0SknVjg6zgTExNI\npVJs2rQJSUlJQscxaBzRIVKt/Px8+Pn5ITAwEIMGDSrx67dt24b27dujatWqakhHRKS9WODrARsb\nG8TGxmLkyJG4ceOG0HEMFjv4RKqjVCoRGhoKa2trzJ49u1RryOVyjucQkUFiga8n2rZti+nTp8PX\n1xevXr0SOo5BYoFPpDrLli3DsWPHEB0dDSOjkv+oysrKwm+//QZvb281pCMi0m4s8PXI6NGj4ejo\niNGjR/MQLAFwRIdINfbv349Zs2YhOTkZVlalu691UlISPD09YW1treJ0RETajwW+HhGJRFi5ciUu\nXryI5cuXCx3H4LCDT1R2N27cwKBBgyCXy2Fvb1/qdeRyOcRisQqTERHpDpGSrV69c+vWLbi7uyMp\nKQnu7u5CxzEYFStWRGpqKjuGRKWUlZUFNzc3jB8/HqNGjSr1Ok+ePEH9+vWRlpaGChUqqDAhEZFu\nYAdfDzVo0AAREREICAjAw4cPhY5jMDiiQ1R6RUVFkEgk6Nq1a5mKewBITExEjx49WNwTkcFiga+n\n+vXrh6FDh0IsFqOwsFDoOHqvoKAAAGBqaipwEiLdNHnyZOTl5WHhwoVlXovjOURk6Diio8eKiorQ\np08fODo6Yt68eULH0WvPnz+HnZ0dXrx4IXQUIp0TGRmJmTNn4uTJk6hSpUqZ1nr48CE+/fRTZGRk\n8JoYIjJY7ODrMWNjY0RHR0MulyM+Pl7oOHqN4zlEpXP8+HGEhYUhOTm5zMU9AMTHx6Nv374s7onI\noLHA13PVqlVDXFwcRo8ejevXrwsdR2/xDjpEJZeamgo/Pz9s2LABzZo1U8maHM8hImKBbxBcXFww\nZ84c+Pj44OXLl0LH0Uss8IlKJjs7G97e3hg/fjz69OmjkjXT0tJw6dIl9OjRQyXrERHpKhb4BiIk\nJARubm4ICQnhIVhqwBEdouJTKpUYNmwYmjdvjokTJ6ps3djYWAwYMADm5uYqW5OISBexwDcQIpEI\nS5cuxR9//IHFixcLHUfvsINPVHyzZs3CvXv3sHr1aohEIpWty/EcIqL/MBE6AGlOuXLlEB8fDzc3\nNzg7O6NDhw5CR9IbLPCJiic+Ph5r1qzBiRMnYGFhobJ179y5g5s3b6JLly4qW5OISFexg29g7O3t\nsWHDBojFYmRkZAgdR29wRIfo486fP4/Ro0cjMTERtWrVUunaMTEx8PHx4VkURERggW+QevfujZEj\nRyIwMPD1AU1UNuzgE33YX3/9BW9vbyxduhTOzs4qX5/jOURE/48FvoGaOnUqrKysMGnSJKGj6IWc\nnBx28In+QV5eHnx8fBAUFITAwECVr3/jxg2kp6ejY8eOKl+biEgXscA3UEZGRti0aRO2bNmCmJgY\noePovOzsbHbwid5DqVRi7NixsLGxwfTp09Wyh1wuh5+fH4yNjdWyPhGRruFFtgasSpUqiI+PR48e\nPeDg4KCyg2YMEUd0iN5v0aJFOH36NI4ePQojI/X0lORyOVauXKmWtYmIdBE7+AbOyckJ8+fPh4+P\nD54/fy50HJ3Fi2yJ3rV7927MmzcPSUlJqFChglr2uHLlCp49ewZ3d3e1rE9EpItY4BOGDRuGTp06\nYfjw4TwEq5TYwSd62/Xr1xEUFISYmBjUq1dPbfvI5XIEBASo7dMBIiJdxL8RCQCwePFi3Lt3D+Hh\n4UJH0Uks8In+X2ZmJry8vDBnzhx4eHiobR+lUsm75xARvQdn8AkAYG5ujri4OLi6usLFxQWenp5C\nR9IpHNEh+o/CwkKIxWL06tULISEhat3r/PnzKCwshIuLi1r3ISLSNezg02t169bFpk2bMGjQIKSl\npQkdR6ewg0/0H2FhYVAqlRr5NPDv8RyRSKT2vYiIdAkLfHpL9+7dMW7cOAQEBCA/P1/oODqDBT4R\nEBERge3bt0Mul8PERL0fEHM8h4jon7HAp3d8++23qFq1KiZOnCh0FJ3BER0ydEeOHMHkyZORnJyM\nypUrq32/kydPwtzcHC1btlT7XkREuoYFPr3DyMgIGzduxI4dOxAdHS10HJ3ADj4Zsrt378Lf3x8b\nN25EkyZNNLKnXC5HYGAgx3OIiN6DF9nSe1WqVAnx8fHo1q0bWrZsiRYtWggdSauxwCdD9fLlSwwY\nMABhYWHo1auXRvZUKBSIiYnBnj17NLIfEZGuYQef/lGrVq2wcOFC+Pr6IisrS+g4Wo0jOmSIFAoF\ngoOD4eTkhAkTJmhs32PHjqFKlSo8fZuI6B+wwKcPGjJkCLp3747g4GAoFAqh42gtdvDJEE2fPh0P\nHjzAypUrNToqI5PJEBgYqLH9iIh0DQt8+qiFCxfi4cOHmD9/vtBRtBYLfDI0sbGx2LBhAxISEmBu\nbq6xfYuKihAXF8cCn4joAziDTx9lZmaG2NhYtGnTBm3atEHXrl2FjqR1OKJDhuTs2bMYO3Ys9uzZ\ngxo1amh070OHDqF27dpo2LChRvclItIl7OBTsdSuXRvR0dEYMmQIUlNThY6jddjBJ0Px4MEDeHt7\nY8WKFXByctL4/hzPISL6OJFSqVQKHYJ0x/z58xEfH4/Dhw9r9GN5baZQKGBiYoKioiLeso/0Wl5e\nHjp37owePXrgxx9/1Pj+BQUFsLW1xenTp/HJJ59ofH8iIl3BDj6VSFhYGOzs7DR6xwxtl5OTAwsL\nCxb3pNeUSiVGjRoFW1tbTJs2TZAM+/fvR6NGjVjcExF9BAt8KhGRSIT169dj//792Lhxo9BxtALH\nc8gQLFiwABcuXEBkZCSMjIT50cHxHCKi4uGIDpXKlStX4Onpib1798LR0VHoOIJKTU2Fu7s77t+/\nL3QUIrXYuXMnRowYgZSUFNStW1eQDHl5eahVqxYuX74MW1tbQTIQEekKdvCpVJo3b47FixfD19cX\nmZmZQscRFO+gQ/rs6tWrCA4ORmxsrGDFPQDs3r0bLVu2ZHFPRFQMLPCp1CQSCfr374+goCCDPgSL\nIzqkr54+fQovLy/MmzcP7du3FzQLx3OIiIqPBT6Vyc8//4xnz55hzpw5QkcRDAt80keFhYUIDAyE\nl5cXhg0bJmiW7Oxs7NixA76+voLmICLSFSzwqUxMTU0RExODFStWYPfu3ULHEQRHdEgfffXVVzAx\nMdGKE6x37NgBV1dX2NjYCB2FiEgnsMCnMrO1tYVUKkVwcDDu3LkjdByNYwef9M2aNWuwZ88eSKVS\nGBsbCx2H4zlERCXEAp9UomPHjvjmm2/g5+eH3NxcoeNoFAt80ieHDx/G999/j61bt6JSpUpCx8GL\nFy+wd+9eDBw4UOgoREQ6gwU+qcyECRNgb2+P0NBQoaNoFEd0SF/cuXMHgYGBiIqKQqNGjYSOAwDY\nunUrPDw8UKVKFaGjEBHpDBb4pDIikQgRERE4cuQI1q1bJ3QcjWEHn/TBixcv4OXlhW+//Rbdu3cX\nOs5rHM8hIio5FvikUlZWVkhISMDkyZNx5swZoeNoBAt80nUKhQJBQUFo27atVn0C9+zZMxw6dAgD\nBgwQOgoRkU5hgU8q17RpU6xYsQJ+fn548uSJ0HHUjiM6pOumTZuGp0+fYtmyZRCJRELHeW3Lli3o\n2rUrKlasKHQUIiKdwgKf1MLPzw++vr4YPHgwioqKhI6jVuzgky6TSqWIjo5GfHw8zMzMhI7zFo7n\nEBGVDgt8UpuffvoJOTk5mDFjhtBR1ConJ4cdfNJJp06dwpdffomkpCRUr15d6Dhvefz4MY4fP45+\n/foJHYWISOewwCe1MTExgVwux7p167B9+3ah46hNdnY2O/ikc9LT0+Hj44PVq1ejZcuWQsd5R0JC\nAnr37g1LS0uhoxAR6RwW+KRWNWvWhFwux/Dhw/Hnn38KHUctOKJDuiYnJwcDBw7EqFGjtPb+8hzP\nISIqPRb4pHbt27fHlClT4Ovri5ycHKHjqBwvsiVdolQqMXLkSNjb22PKlClCx3mvBw8e4Ny5c+jd\nu7fQUYiIdBILfNKI0NBQNG3aFGPGjIFSqRQ6jkqxg0+6ZP78+bh27RoiIiK06o45b4qLi0P//v1h\nYWEhdBQiIp3EAp80QiQSYc2aNTh9+jRWr14tdByVYoFPumLr1q1YvHgxtmzZotWfOnE8h4iobEyE\nDkCGw9LSEgkJCejQoQOcnJzg6uoqdCSV4IgO6YIrV65gxIgRSE5ORu3atYWO849SU1Nx9epVrTpN\nl4hI17CDTxrVuHFjrFq1Cv7+/nj8+LHQcVSCHXzSdk+ePIGXlxfCw8Ph5uYmdJwPio2NxcCBA7Xu\nnvxERLqEBT5p3MCBAyGRSCCRSPTiECwW+KTNCgoKXh88FxQUJHScj5LL5RzPISIqIxb4JIhZs2ZB\noVBg2rRpQkcpM47okDb717/+BUtLS8ydO1foKB/1559/4vbt2+jcubPQUYiIdBpn8EkQJiYmkEql\ncHFxgaurKwYMGCB0pFJjB5+01YoVK3Dw4EGkpKTA2NhY6DgfFRMTA19fX5iY8EcTEVFZsINPgrGx\nsUFMTAxGjhyJGzduCB2n1FjgkzY6cOAAfvzxRyQnJ6NixYpCxykWuVwOsVgsdAwiIp3HAp8E5ebm\nhh9//BG+vr549eqV0HFKTKlUIjs7mwU+aZVbt25BIpFAKpWiYcOGQscpluvXr+Phw4fo0KGD0FGI\niHQeC3wS3JgxY+Do6IjRo0fr3CFY+fn5MDEx4UgBaY3nz5/Dy8sLU6dORZcuXYSOU2xyuRz+/v46\nMUpERKTtWOCT4EQiEVauXImLFy9i+fLlQscpEY7nkDYpKirC4MGD4eHhgbFjxwodp9iUSiVkMhnH\nc4iIVIRtR9IK5cuXR0JCAtzd3dG6dWu4u7sLHalYeAcd0iZTpkzBixcvsGTJEohEIqHjFNvly5fx\n6tUrrb9HPxGRrmAHn7RGgwYNsG7dOgQEBODhw4dCxykWdvBJW0RFRSEmJgZxcXEwNTUVOk6JyOVy\nBAQE6NQvJURE2owFPmmV/v37Izg4GGKxGIWFhULH+SgW+KQNTpw4gQkTJiA5ORnVqlUTOk6JKJVK\n3j2HiEjFWOCT1pk+fTpMTU0xZcoUoaN8FEd0SGhpaWnw9fXFunXr4ODgIHScEibsuVgAACAASURB\nVDt79iyUSiVat24tdBQiIr3BAp+0jrGxMTZv3gy5XI6EhASh43wQO/gkpJycHHh7e2PcuHHw8vIS\nOk6pyOVyBAYGcjyHiEiFWOCTVqpWrRpiY2MxevRoXL9+Xeg4/4gFPglFqVRi+PDhaNy4MSZPnix0\nnFLheA4RkXqwwCet1aZNG8yePRs+Pj54+fKl0HHeiyM6JJS5c+fi1q1bWLt2rc52v1NSUmBpaamT\no0VERNqMBT5ptZCQELRt2xYhISFaeQgWO/gkhKSkJCxfvhyJiYk6/f8fx3OIiNSDBT5pNZFIhGXL\nluGPP/7A4sWLhY7zDhb4pGmXLl1CSEgIEhISYGdnJ3ScUisqKkJsbCwCAwOFjkJEpHd40BVpvXLl\nyiE+Ph5ubm5wdnZGhw4dhI70Gkd0SJMePXqEAQMGYNGiRXB1dRU6TpkcOXIE1atXR5MmTYSOQkSk\nd9jBJ51gb2+PDRs2QCwWIyMjQ+g4r7GDT5qSn58PPz8/BAYGYtCgQULHKbO/x3OIiEj1WOCTzujd\nuzdGjhyJwMBAFBQUCB0HAAt80gylUonQ0FBYW1tj9uzZQscps8LCQsTHx7PAJyJSExb4pFOmTp2K\nChUqYNKkSUJHAcARHdKMZcuW4ejRo4iOjoaRke7/tX3gwAF88sknqF+/vtBRiIj0ku7/pCCDYmRk\nhKioKGzZsgUxMTFCx2EHn9Ru//79mDVrFpKTk2FlZSV0HJXgeA4RkXqxwCedU6VKFcTFxWHcuHH4\n97//LWgWFvikTjdu3MCgQYMgk8n0ptudn5+PLVu2ICAgQOgoRER6iwU+6aTWrVtj/vz58PHxwfPn\nzwXLwREdUpesrCx4eXlhxowZ8PT0FDqOyuzduxdNmjRBnTp1hI5CRKS3WOCTzho2bBg6deqE4cOH\nC3YIFjv4pA5FRUWQSCTo2rUrRo0aJXQcleJ4DhGR+rHAJ522aNEi3L17F+Hh4YLsn5OTww4+qdzk\nyZORl5eHhQsXCh1FpXJzc7F161b4+/sLHYWISK/xoCvSaRYWFoiLi0Pbtm3h4uKi8VGG7OxsdvBJ\npSIjI5GYmIiTJ0/C1NRU6DgqtXPnTjg5OaFmzZpCRyEi0mvs4JPO++STT7Bx40YMGjQIaWlpGt2b\nIzqkSseOHUNYWBiSk5NRpUoVoeOoHMdziIg0gwU+6YUePXpg3LhxCAgIQH5+vsb25UW2pCqpqanw\n8/PDhg0b0KxZM6HjqNyrV6+wa9cu+Pr6Ch2FiEjvscAnvfHtt9+iatWqmDhxosb2ZAefVOHVq1cY\nMGAAJkyYgD59+ggdRy22bdsGNzc3VKtWTegoRER6jwU+6Q0jIyNs3LgRO3bswObNmzWyJwt8Kiul\nUolhw4bBwcFBo7+cahrHc4iINEekFOr+gkRqcuHCBXTr1g2//fYbWrRooda9rK2tcffuXVSqVEmt\n+5D+mjFjBnbu3IkDBw7AwsJC6Dhq8fz5c9SpUwd37txB5cqVhY5DRKT32MEnvdOqVSssWLAAvr6+\nyMrKUute7OBTWcTHx2Pt2rVISEjQ2+IeAJKTk9GpUycW90REGsICn/RSUFAQunfvjuDgYCgUCrXs\nUVhYiMLCQpiZmallfdJv58+fx+jRo5GYmIhatWoJHUetZDIZx3OIiDSIBT7prQULFuDBgweYP3++\nWtb/+5ArkUiklvVJf/3111/w9vbG0qVL4ezsLHQctcrMzMTvv/8OLy8voaMQERkMHnRFesvc3Bxx\ncXFo06YN2rRpg65du6p0fY7nUGnk5eXBx8cHQUFBBtHVTkxMRPfu3WFlZSV0FCIig8EOPum12rVr\nIzo6GkOGDEFqaqpK12aBTyWlVCoxduxY2NjYYPr06ULH0QiO5xARaR4LfNJ7Xbp0wfjx4+Hn54e8\nvDyVrctDrqikFi1ahNOnT2Pjxo0wMtL/v34fPXqEkydPom/fvkJHISIyKPr/E4YIwDfffAM7OztM\nmDBBZWuyg08lsXv3bsybNw9JSUmoUKGC0HE0Ij4+Hn369OEvwkREGsYCnwyCSCTC+vXrsW/fPmzc\nuFEla7LAp+K6fv06goKCEBMTg3r16gkdR2M4nkNEJAxeZEsGw9raGgkJCejcuTNatmwJR0fHMq3H\nER0qjszMTHh5eWHOnDnw8PAQOo7GpKen4+LFi+jVq5fQUYiIDA47+GRQHBwcsHjxYvj6+iIzM7NM\na7GDTx9TWFgIsViMXr16ISQkROg4GhUXFwcvLy+Ym5sLHYWIyOCwwCeDI5FI0K9fPwQFBZXpECwW\n+PQxYWFhUCqVCA8PFzqKxnE8h4hIOCzwySD9/PPPePbsGebMmVPqNTiiQx8SERGB7du3Qy6Xw8TE\nsKYh7927hz/++APdunUTOgoRkUEyrJ86RP9lZmaGmJgYuLi4oE2bNujZs2eJ12AHn/7JkSNHMHny\nZBw+fBiVK1cWOo7GxcTEwMfHB6ampkJHISIySOzgk8GytbWFVCpFcHAw7ty5U+LXs8Cn97l79y78\n/f2xceNGNGnSROg4guB4DhGRsFjgk0Hr1KkTwsLC4Ofnh9zc3BK9liM69L9evnyJAQMGICwszGDv\nHnPz5k3cv38fnTp1EjoKEZHBYoFPBu+rr76Cvb09QkNDS/Q6dvDpTQqFAsHBwXByclLpgWq6JiYm\nBn5+fgZ33QERkTZhgU8GTyQSISIiAkeOHMG6deuK/ToW+PSm6dOn48GDB1i5ciVEIpHQcQTD8Rwi\nIuGxxUIEwMrKCgkJCejYsSMcHR3h7Oz80ddwRIf+Fhsbiw0bNuDkyZMGfd/3q1ev4unTp2jfvr3Q\nUYiIDBo7+ET/1bRpUyxfvhx+fn548uTJR5/PDj4BwNmzZzF27Fhs2bIFNWrUEDqOoORyOQICAmBk\nxB8tRERC4t/CRG/w9/eHj48PhgwZgqKiog8+lwU+PXjwAN7e3lixYgWcnJyEjiMopVLJ8RwiIi3B\nAp/of/z000/Izs7GzJkzP/g8jugYtry8PPj4+GD48OHw8/MTOo7gLl68iLy8PLi6ugodhYjI4LHA\nJ/ofpqamkMvlWLt2LbZv3/6Pz2MH33AplUqMGjUKtra2mDZtmtBxtIJcLkdgYKBBX2BMRKQteJEt\n0XvUrFkTcrkcPj4+OH78OOrXrw8AyCkows3Hr/AspwCdgkKRVcEOlzKeo1E1S1iYGgucmjRlwYIF\nuHDhAo4cOcJ5c/z/eE58fLzQUYiICIBIqVQqhQ5BpK0WL16M9evXY9v+Q/jjaR7uZ+VCBKDoje8a\n4/82LO2sLdCiVkVUszTcu6gYgp07d2LEiBFISUlB3bp1hY6jFU6dOoXBgwfj+vXr7OATEWkBdvCJ\nPiA0NBT3s5XYff0RjE3N3vucv4v9e89ykfY8Dy61rdHExkqDKUlTrl69iuDgYCQmJrK4f4NcLodY\nLGZxT0SkJfjZMhGADRs2QCQSvf5jbGwMOzs79PH2RfVGrf6xuP9fRQolTt/Pgmt7D3To0EHNqUmT\nnj59Ci8vL8ybN4/3eX+DQqF4PX9PRETagR18ojfExsaidu3aKCoqwvl/X8PMmbNwIkWC2fJ9KF+h\nYrHWKFIo8SKvEBXN+PuzvigoKEBAQAD69++PYcOGCR1Hqxw/fhzW1tZo3ry50FGIiOi/WOATvcHR\n0RENGzYEAOTXaIzP8svh5y8G4+aFM2jZvnOx11Eqgez8QnXFJA376quvYGJigvnz5wsdRev8PZ5D\nRETagy1GovfIKSjC/axclKvwn1n6osKC149dPHYQM4d7Y2SHRhjj2RyLJoYg486td9bIL1QgNj4R\nDg4OMDc3R5MmTRATE6Opt0Aqsnr1auzduxcymQwmJuyJvKmoqAixsbEczyEi0jIs8IneUFRUhMLC\nQvw77SnSb99A3LJ5qFilGpo4uwP4T3G/cMJQWJQrj7Gzl+GzybORdus65oz0ReZfD95a6+H9u/jX\nv/6Fr7/+GgkJCWjYsCHEYjEOHDggwDuj0jh06BCmTp2K5ORkVKpUSeg4Wufw4cOoVasWGjVqJHQU\nIiJ6A9tRRG9o0qTJW/9cqXoNjF+w/nUnP2Hlz7Cxq4uvFm2E8X+7uQ1btMZkX0/sil4NyYT/P/Qo\n68kj/BS3C8N8ewIAevXqhebNm2PatGn4/fffNfSOqLRu376NwMBAREVFoXHjxkLH0Uq8uJaISDux\ng0/0hsTERJw6dQpL43bjy1/Wws6+ERaOD0b67RvIy8nG3WuX4dq9/+viHgCq29VFw1YuuHY25a21\nqtSwRaOWrV//s7GxMfz9/XHy5EkoFAqNvScquRcvXsDLywvfffcdunfvLnQcrVRQUICEhAQW+ERE\nWogFPtEbHBwc4OLigpZOzmjdqQf+FR4BpVKJLasX4tXzLCiVSlhXtXnnddZVq+PV86y3v1alGsyM\n3/4Wq1GjBvLz8/Ho0SO1vg8qPYVCgaCgILi5uSE0NFToOFrrt99+Q/369VGvXj2hoxAR0f/giA7R\ne1QqZwpjEWBmYYHqdnWRevMaLCtaQyQSIevJu8V51pNHsKxo/fbXnj5GRfO3C/yHDx/CzMwM1atX\nV2t+Kr2pU6fi6dOniImJ4cFNH8DxHCIi7cUOPtF7NKxmCSWAvNwc/JV2F1aVq8C8XHnUa9ICp/Zv\nh6Ko6PVzH2fcx82LZ9Cktftbazx9mI6eri0xatQoHDx4EPn5+YiNjYWrqyuMjPitp42kUik2b96M\n+Ph4mJkV73AzQ5SXl4ekpCQEBAQIHYWIiN6DHXyiN5w/fx6PHz+GUqnEn2evQb5hLV5lPUO3gKEA\ngIGjJ2LhhKFYOGEYuvgFIS8nG4mrF6B8BSv0GjLyrbUqV6sOYyjw9OlTDB8+HOnp6cjLy8OXX34J\npVLJ7rCWOXXqFL788kvs37+fn7B8xJ49e9C8eXPY2dkJHYWIiN5DpFQqlUKHIBLahg0b3jmhtFq1\n6qherxH6fDYGLdw7vf76xWMHkbT2V9z74wpMTMzQxNkNAaHfoVa9Bq+fM2ekH3KfPcKCX37GDz/8\ngBs3bsDW1hbOzs64dOkSCgoKIBaLIZFI4ODgwGJfYOnp6Wjbti0WL16MgQMHCh1H6w0ZMgTu7u4Y\nN26c0FGIiOg9WOATfcC1v17g9P0sFCmK/21ibCRC44oizBg/ChkZGYiKikLTpk1fP65UKnH+/HlI\npVLIZDJYWVlBIpFALBa/PkWXNCcnJweenp7o378/vv/+e6HjaL2cnBzY2tri2rVrqFGjhtBxiIjo\nPTgITPQBTWys4FLbGsZGxeuw5+fmwOJZKlwb2mHr1q34/PPP4eHhgSVLlry+NaZIJIKTkxPmz5+P\nO3fuYPXq1Xj48CE6dOgAFxcXhIeH4/79++p8W/RfSqUSI0eOhL29PaZMmSJ0HJ2wY8cOODs7s7gn\nItJi7OATFcPjV/m4lPEcaVk5AICiN75rjP9b+9tZl4Pir9sY7NMfp06dQp06dQAAf/zxB4KCglCp\nUiVERET849xyYWEhDh48CKlUisTERDg4OEAikcDPz48z4Woyb948xMbG4vDhwyhfvrzQcXRCQEAA\nunfvjpEjR378yUREJAgW+EQlkFtQhJtPXiEzuwD5RQqYGRuhcnlTNKxqCQtTYwDATz/9hG3btuHA\ngQMwNTUF8J/iffbs2Vi+fDmWLl0Kf3//D+6Tl5eH3bt3QyaTYceOHXBzc4NYLMbAgQNhbW39wddS\n8WzduhWjR4/GiRMnULt2baHj6ISXL1+idu3auHXrFqpWrSp0HCIi+gcs8IlUTKFQoG/fvnB0dMTc\nuXPfeuzkyZMYMmQI2rZti6VLlxarWH/16hW2bdsGqVSKAwcOoEuXLpBIJOjXrx+7zqV05coVdO7c\nGcnJyXBzcxM6js6QSqXYtGkTduzYIXQUIiL6AM7gE6mYkZERNm7ciKioKOzateutx1xdXXHu3DlY\nWVmhVatWOHTo0EfXs7S0RGBgILZs2YK7d+/Cy8sL69atg62tLQYPHoytW7ciPz9fXW9H7zx58gRe\nXl4IDw9ncV9CPNyKiEg3sINPpCaHDx9GYGAgTp8+/d65+x07diAkJASDBw/GrFmzYG5uXqL1//rr\nL8TFxUEqleLf//43Bg4cCIlEAk9PTxgbG6vqbeiVgoIC9OjRA23atMH8+fOFjqNTsrKyULduXdy7\nd49jYkREWo4FPpEazZo1C3v37sX+/fthYvLuuXKPHj3C559/jlu3biE6OhotWrQo1T6pqamQy+WQ\nyWRIS0uDv78/xGIx3N3deY/9N4wdOxb37t1DUlISfwkqocjISCQmJmLLli1CRyEioo/giA6RGn37\n7bcwMzPD9OnT3/t49erVkZCQgAkTJqBLly4IDw9/fTvNkqhTpw4mTpyI06dP49ChQ6hevTpCQkJg\nb2+PSZMm4fz58zD03+VXrFiBgwcPYvPmzSzuS4HjOUREuoMdfCI1e/jwIVq3bo3IyEh069btH593\n+/ZtBAUFwdTUFJGRkahbt26Z9lUqlbh06dLrA7UsLCwgFoshFovx6aeflmltXXPgwAGIxWIcPXqU\nh4mVwpMnT9CgQQPcv38fFSpUEDoOERF9BDv4RGpWo0YNbNq0CZ999hkyMjL+8Xn29vY4dOgQevbs\nCRcXF0RHR5ep6y4SidCyZUvMnTsXf/75J9avX4/MzEx4enqidevWmD9/Pu7du1fq9XXFrVu3IJFI\nIJVKWdyXUkJCAnr06MHinohIR7CDT6QhP/74Iw4fPoy9e/d+dETk3LlzGDx4MFq0aIEVK1agSpUq\nKstRVFSEw4cPQyqVIiEhAZ9++ikkEgn8/f317nTS58+fw93dHWPHjsW4ceOEjqOzunXrhjFjxsDX\n11foKEREVAws8Ik0pKioCN27d0enTp3www8/fPT5OTk5+PbbbxEfH4+IiAh0795d5Zny8/Oxd+9e\nyGQybN26FW3atIFEIsHAgQNRuXJlle+nSUVFRfD29oadnR1WrFjBi41L6eHDh2jSpAnS09NRrlw5\noeMQEVExsMAn0qCMjAw4OzsjOjoanTt3LtZr9u7di+HDh8PHxwc//fST2oqs7OxsbN++HTKZDPv2\n7UOnTp0gkUjg5eUFS0tLteypTpMnT0ZKSgr27t37+kRhKrlly5bh+PHjiIqKEjoKEREVE2fwiTSo\nVq1aiIyMxJAhQ/Dw4cNivaZ79+64cOECHj58CGdnZ5w9e1Yt2cqXLw9/f3/Ex8fj3r178PPzw6ZN\nm2BnZwexWIykpCTk5eWpZW9Vi4qKQkxMDOLi4ljclxHvnkNEpHvYwScSwPfff4+TJ09i165dMDIq\n3u/ZSqUSUqkU48ePx4QJE/DNN99o5HaPjx8/RlxcHGQyGS5evIgBAwZAIpGgS5cu7723v9BOnDiB\nfv364cCBA3BwcBA6jk67f/8+WrVqhfT09BIfxEZERMJhgU8kgMLCQnTp0gU9e/bElClTSvTae/fu\nYejQocjPz8emTZtgb2+vppTvSktLQ0xMDGQyGe7cuQM/Pz9IJBK0a9eu2L+oqDtf27ZtsXz5cnh5\neQkdR+ctXLgQly5dQkREhNBRiIioBIT/iUxkgExMTCCVSrFkyRIcPny4RK+tW7cu9u3bBx8fH7i6\numL9+vUaO8TKzs4OEyZMwIkTJ3Ds2DHY2tpizJgx+OSTTzBx4kScOXNGsAO1cnJy4O3tjXHjxrG4\nVxGO5xAR6SZ28IkEtGvXLowcORJnz55F9erVS/z6S5cuYciQIWjQoAFWrVpVqjVU4fLly5DJZJBK\npTA2NoZYLIZEIkHTpk01sr9SqcSgQYNgZGSEqKgo3jFHBe7cuQNXV1ekpaXxOgYiIh3DDj6RgHr1\n6oXBgwfjs88+g0KhKPHrW7RogZMnT6Jhw4ZwdHTEjh071JDy4xwcHDBr1izcvHkT0dHRePnyJbp1\n64ZWrVrhp59+wu3bt9W6/9y5c3Hr1i2sXbuWxb2KxMTEwMfHh8U9EZEOYgefSGAFBQXw9PSEl5cX\nJk2aVOp1Dh06hODgYPTu3Ru//PKL4Le2VCgU+P333yGTyRAXF4eGDRtCLBYjICAAtWrVUtk+SUlJ\nGDduHE6cOAE7OzuVrWvoWrdujfDw8GLfzpWIiLQHC3wiLZCamoo2bdogPj4e7du3L/U6WVlZCA0N\nRUpKCqKiouDq6qrClKVXUFCA/fv3QyqVIjk5GU5OTpBIJPDx8UHVqlVLve6lS5fQpUsXbN++XWve\nqz64ceMGOnbsiPv372vkTk1ERKRaHNEh0gJ16tTB2rVrMWjQIDx58qTU61hbW2Pjxo2YPXs2+vfv\nj+nTp6OwsFCFSUvH1NQUvXr1QmRkJDIyMvDFF19g7969qF+/Pvr164eoqCi8ePGiRGs+evQIAwYM\nwKJFi1jcq5hcLoe/vz+LeyIiHcUOPpEWmThxIq5fv47k5OQyz5Knp6dj2LBhePbsGaKiotCoUSMV\npVSdFy9eIDk5GVKpFL///jt69OgBiUSC3r17f/DE3vz8fHTv3h3t2rXD3LlzNZjYMDg4OGDVqlVl\n+jSJiIiEww4+kRaZO3cuHj16hAULFpR5LVtbW+zatQtBQUFo164dVq1aJdgtLP+JlZUVBg8ejG3b\ntuH27dvo0aMHli1bBltbWwQHB2Pnzp0oKCh46zVKpRJffPEFrK2tMXv2bIGS668rV64gKysL7u7u\nQkchIqJSYgefSMvcuXMHbdu2RVJSEtzc3FSy5rVr1zBkyBDUrFkTa9euRc2aNVWyrrpkZGQgNjYW\nUqkUN2/ehK+vLyQSCTw8PLBs2TKsWrUKx48fh5WVldBR9c60adOQnZ2NX375RegoRERUSizwibTQ\nli1bMH78eJw7dw6VK1dWyZr5+fmYMWMG1q5di5UrV8Lb21sl66rb7du3IZfLIZPJcP/+feTk5CAq\nKgre3t68JaaKKZVKfPrpp4iOjkabNm2EjkNERKXEAp9IS40fPx537txBYmKiSgvZY8eOISgoCJ6e\nnvj11191pgt+48YNuLm5oV+/fjh+/DiKiopeH6jl4OAgdDy9cO7cOfj5+eHmzZv85YmISIdxBp9I\nS82fPx9paWlYvHixStdt164dzp8/D5FIBEdHRxw9elSl66tDVlYWvLy8MHv2bERGRuL69euIjY1F\nfn4+evfujRYtWmD27Nm4deuW0FF1mlwuR2BgIIt7IiIdxw4+kRb7888/4ebmhu3bt6tlZGLLli0Y\nPXo0RowYgR9++AFmZmYq36OsioqK0K9fP9SvXx/Lli1753GFQoFjx45BKpUiNjYW9erVg1gsRmBg\nIA++KgGlUon69etjy5YtaNWqldBxiIioDNjBJ9Ji9evXx4oVKyAWi/Hs2TOVr+/t7Y0LFy7gwoUL\ncHd3x9WrV1W+R1lNmjQJeXl5+PXXX9/7uJGRETp06IBly5YhPT0ds2bNwuXLl9GiRQt4enpi5cqV\nePTokYZT656TJ0/C3NwcLVu2FDoKERGVEQt8Ii3n6+uL3r17IyQkRC23uaxRowa2bt2KUaNGwcPD\nA4sXL4ZCoVD5PqURGRmJLVu2IDY2Fqamph99vomJCXr06IGIiAhkZGRgwoQJOHjwIBo2bIjevXsj\nMjISz58/10By3SOXyyEWizmeQ0SkBziiQ6QDcnNz0a5dO4wYMQLjxo1T2z43btxAUFAQKlasiPXr\n1ws64nLs2DF4e3vj4MGDaNasWZnWevnyJbZu3QqZTIaDBw+iW7duEIvF6Nu3L8qXL6+ixLpLoVCg\nbt262Lt3L5o2bSp0HCIiKiN28Il0gIWFBWJiYjB9+nScPXtWbfs0atQIR44cQYcOHdC6dWvExMSo\nba8PSU1NhZ+fHzZs2FDm4h4AKlSoAIlEgqSkJNy5cwd9+/bF6tWrYWtriyFDhmDbtm3Iz89XQXLd\ndPToUVSpUoXFPRGRnmAHn0iHyOVyTJkyBWfPnkXFihXVutfJkycxZMgQtG3bFkuWLEGlSpXUut/f\nXr16BQ8PD0gkEoSFhal1r4cPHyI2NhYymQzXrl2Dj48PxGIxOnXqBGNjY7XurU2++OIL2Nra4rvv\nvhM6ChERqQALfCIdM3r0aGRmZkImk6l9XvrVq1cICwvD9u3bERkZCU9PT7Xup1QqERgYCAsLC0RG\nRmp0HvzevXuQy+WQSqXIyMhAQEAAJBIJ2rZtq9dz6YWFhbCzs8OxY8fQoEEDoeMQEZEKsMAn0jE5\nOTlwc3PDmDFjMHr0aI3suXPnToSEhEAikWD27NkwNzdXyz4zZszAzp07ceDAAVhYWKhlj+K4fv06\nZDIZpFIp8vLyIBaLIRaL0bJlS70r9vfv349Jkybh9OnTQkchIiIVYYFPpIOuX7+ODh06YO/evXB0\ndNTIno8fP8bnn3+OmzdvIioqSuW3U4yPj8eECRNw4sQJ1KpVS6Vrl5ZSqcSFCxcgk8kgk8lQvnz5\n18V+48aNhY6nEp9//jkaN26MiRMnCh2FiIhUhAU+kY6Kjo7G9OnTcebMGVhZWWlkT6VSicjISISF\nhWHSpEn46quvYGRU9mv1z58/j+7du2PXrl1wdnZWQVLVUyqVSElJgVQqRUxMDOzs7CCRSBAYGIg6\ndeoIHa9UCgoKUKtWLZw9exZ169YVOg4REakIC3wiHRYSEoKcnBxERUVpdHTk9u3b+Oyzz2BiYoIN\nGzbgk08+KfVaf/31F1xdXTFv3jwEBgaqMKX6FBUV4eDBg5DJZEhISECzZs0gFovh7+8PGxsboeMV\n286dOzFz5kwcO3ZM6ChERKRCvE0mkQ5bvHgxLl68iHXr1ml0X3t7exw8eBA9e/aEi4sLoqKiSnUI\nV15eHnx8fBAUFKQzxT0AGBsbo2vXrlizZg0yMjIwadIkHDt2DI0bN0aPHj2wfv16tZw8rGp/H25F\nRET6hR18Ih139epVdOzYEb/99htatGih8f3PnTuHIUOGoHnz5li5ciWqkG331gAAIABJREFUVKlS\nrNcplUqEhIQgMzMTcXFxKhn1EVp2dja2bdsGmUyG/fv3o3PnzhCLxejfvz8sLS2FjveW3Nxc2Nra\n4vLly7C1tRU6DhERqZDu/0QlMnBNmzZFeHg4AgIC8PLlS43v7+TkhNOnT8POzg6tWrXC3r17i/W6\nRYsW4fTp09i4caNeFPcAUL58eQQEBCAhIQH37t3DwIEDsWHDBtja2kIikSA5ORl5eXlCxwQA7N69\nGy1btmRxT0Skh9jBJ9ITw4YNg0KhQGRkpGAZ9u3bh2HDhmHgwIGYN28eypUr997n7d69G0OHDsXx\n48dRr149zYYUwKNHjxAXFweZTIbLly/D29sbYrEYnTt3homJiSCZBg0ahI4dO2rsVqtERKQ5LPCJ\n9MSrV6/g6uqKsLAwDB06VLAcT58+xdixY3HhwgVER0ejdevWbz1+/fp1eHh4ID4+Hh4eHgKlFM79\n+/cRExMDqVSKe/fuwd/fHxKJBO7u7hr7JCM7Oxu2tra4ceMGqlevrpE9iYhIc1jgE+mRK1euwNPT\nE4cOHUKzZs0EzbJ582aMHz8e48ePx6RJk2BsbIzMzEy4ubkhLCwMISEhgubTBjdv3nx9oNbLly8R\nGBgIsVgMJycntd4VKTY2FmvWrMGePXvUtgcREQmHBT6RnomIiMCCBQtw8uRJlC9fXtAsqampCA4O\nRl5eHtavX4/Q0FA0adIEixYtEjSXtlEqlbh8+fLrYt/U1BRisRgSiQRNmjRR+X5+fn7o06cPhg8f\nrvK1iYhIeCzwifSMUqnEZ599BjMzM43fPvN9FAoFFi1ahClTpsDe3h7nz5+Hqamp0LG0llKpxKlT\npyCVSiGXy2FjY/P6QC1VXK/w4sUL1K5dG3fu3EHlypXLHpiIiLSOfty6goheE4lEWLFiBY4ePYqo\nqCih48DIyAjW1taoXr06RCIRAgIC8OjRI6FjaS2RSARXV1csXLgQqamp+PXXX3H79m20adMG7dq1\nw+LFi/HgwYNSr5+cnAwPDw8W90REeowFPpEeqlChAmJiYjBhwgRcu3ZN0CxHjhzB5MmTsXv3bpw5\ncwaNGzdGq1atsH37dkFz6QJjY2N4enpi5cqVSE9Px9SpU3H69Gk0bdoUXbt2xdq1a/H06dMSrSmX\ny3XqUDEiIio5jugQ6bHVq1dj6dKlOHHixD/eslKd7t69Czc3N6xfvx69evV6/fVDhw4hODgYvXr1\nQnh4uNYdAqXtcnJysGPHDshkMuzZswcdO3aEWCzGgAEDUKFChX98XWZmJurVq4fU1FRUrFhRg4mJ\niEiT2MEn0mMjR45E8+bNMX78eI3v/fLlSwwYMABhYWFvFfcA0KlTJ1y4cAE5OTlwdHTEiRMnNJ5P\nl5UrVw6+vr6IjY1FamoqAgMDsXnzZtjZ2SEgIACJiYnIzc1953VbtmxB165dWdwTEek5dvCJ9Nzz\n58/h7OyMmTNnQiwWa2RPhUIBf39/VKxYERERER+85WNcXBzGjRuHMWPGYMqUKbwAtwweP36MhIQE\nSKVSnD9/HgMGDIBEIkGXLl1gamqKXr16YdiwYRzRISLScyzwiQzAuXPn0KNHDxw7dgyNGjVS+34/\n/PAD9u3bh99++w3m5uYffX56ejqGDx+Op0+fIioqCo0bN1Z7Rn2Xnp6OmJgYyGQy/Pnnn+jXrx9i\nYmKQkZEBKysroeMREZEacUSHyAA4OTlh+vTpCAgIeO/ohirFxsZiw4YNSEhIKFZxDwC2trbYuXMn\ngoOD0a5dO6xYsQLsPZSNra0txo8fj5SUFKSkpCAzMxMmJiZo2rQpvv76a5w+fZr/jomI9BQ7+EQG\nQqlUIiAgADY2Nli2bJla9jh79ix69uyJPXv2wMnJqVRrXLt2DUOGDIGNjQ0iIiJQs2ZNFac0TF26\ndEFoaCgaN24MmUwGmUwGABCLxRCLxWjevLnACYmISFXYwScyECKRCGvXrsWuXbsQFxen8vUfPHgA\nb29vrFixotTFPQA0adIEx48fh7OzMxwdHZGYmKjClIYpIyMD586dQ+/evdG8eXPMnDkTf/zxB6RS\nKXJyctCzZ0+0bNkSc+bMwZ9//il0XCIiKiN28IkMzOnTp9GnTx8cP34cDRo0UMmaubm56Ny5M3r2\n7Ikff/xRJWsCwPHjxxEUFISOHTvi119/5d1fSmnJkiU4deoUNm7c+N7HFQoFjh49CqlUiri4ONjb\n20MikSAgIAC2trYaTktERGXFDj6RgXFxccH333+PwMBA5OXllXk9pVKJUaNGwc7ODtOmTVNBwv/n\n7u6O8+fPw9jYGI6Ojjhy5IhK1zcUHzvcysjICB4eHli+fDnS09MxY8YMXLhwAQ4ODujcuTNWrVqF\nJ0+eaDAxERGVBTv4RAZIqVTC19cXderUwaJFi8q01i+//ILo6GgcOXJErQdWJScnY9SoURg6dCim\nT58OMzMzte2lT1JTU+Hk5IT09PQS/zvLzc3Frl27IJVKsWvXLrRv3x4SiQQDBgzgpylERFqMBT6R\ngcrMzETr1q2xYMECDBw4sFRr7NixAyEhIUhJSUHdunVVnPBdDx8+REhICNLS0hAVFYVmzZqpfU9d\nFx4ejqtXr2Lt2rVlWufly5dITk6GTCbDoUOH0L17d4jFYvTt21eQU5KJiOifcUSHyEBVrlwZMpkM\no0aNwp07d0r8+qtXr2Lo0KGIjY3VSHEPADVq1EBycjLGjBmDTp06YfHixVAoFBrZW1d9bDynuCpU\nqIBBgwYhOTkZt2/fRu/evbFy5UrUqlULQUFB2LFjBwoKClSQmIiIyoodfCIDt2DBAsjlcvz++++v\nRzhyCopw8//au/OwqKrGD+DfO8OOIyCLgkimEpSgoKiYKJobyuuGLG6opElhqaVF2luhlkr+rFcj\nE99XZEvAJQt3scglNSWN1EICTREtFtlkEZi5vz/IyQlKzMHB2/fzPPdR7z33nHPn8Rm+Hs89p6gS\npdV1qFWqYCCXwdxYH45WpjDSl+PmzZvo168flixZgpCQEJ30OycnB8HBwVAoFNi8eTM6duyok360\nZpcuXUL//v2Rn58PPT29Fmnjl19+wbZt25CcnIzs7Gz4+flh0qRJGDRoEORyeYu0SUREf40Bn+gf\nThRFjBs3Do6Ojli8bAXO3SjHtbIaCACUd307yIWGX20Vhti44g10bKfA+++/r5M+31FfX4+VK1ci\nKioK69at08pItZSsXLkSeXl5WL9+/UNp7+eff8bWrVuRlJSEX3/9FYGBgZg8eTL69u0LQRAeSh+I\niIgBn4gA3Lx5E3PCl2LMcy8Dsr8edRVVKijr69C/izWe6mD2kHr4106fPo3g4GB4eHggKioK5ubm\nuu5Sq+Dm5oa1a9fC29v7obedlZWF5ORkJCUloa6uTr2hlqurK8M+EVEL4xx8olYkNjYWgiAgJydH\n4/zp06fRrl07uLu7o6ioSKttzpw5E0+5uGLsnFfuGe4BQJDJoGdgiDPXK5BVUKHVvvyVr776CoIg\n4Kuvvmp0rU+fPjhz5gzMzc3Rs2dPpKenP7R+tVZZWVkoLCyEl5eXTtp3dnZGREQEsrKysGPHDiiV\nSowZMwYuLi5Yvnx5o7/jRESkPQz4RK3c8ePHMWzYMDg6OuLLL7+ElZWVVuuvqVeiVqmCKNzf14FS\nJSLjWhmKKmu12p+/y8TEBFFRUYiOjsa0adOwaNEi1NTU6LpbOpOSkoKAgACdz4MXBAHu7u6IjIzE\n5cuX8d///hcFBQXw8vKCh4cH1qxZg7y8PJ32kYhIahjwiVqxw4cPY+TIkXB1dUVaWhosLCy03kZp\n1d9f+USpEnHuRrnW+qKNjbd8fHyQmZmJy5cvo2/fvvj++++10LNHiyiKWls9R5tkMhmefvppfPjh\nh7h27RpWrVqFH3/8EW5ubhg0aBDWr1+PwsJCXXeTiOiRx4BP1EqlpaVh1KhR6NOnDw4cOKCxsdCd\nl0udnZ1haGgIOzs7LFy4UD1iffv2bVhbW+Pll19uVO+daUBZWVmorlOisk4JAPgpMwNLp/8Lswc4\nYuHYp5GWsrnRvZcufIf3wiYjdJAz5gx0QuQLk3Dk6xOo+a0OoGE6kb+/P+zt7WFsbAwnJycsWbIE\n1dXVGnUNHjwYXl5e2LVrF9zd3WFoaKh+GbSwsBBTpkxB27ZtYW5ujunTp6O0tLTZn52VlRW2b9+O\nhQsXYujQoVi9ejWUSuW9b5SI8+fPo6qqCp6enrruyp/S09PDsGHD8L///Q/Xr1/HokWLcOzYMTg6\nOsLHxwexsbEoKyvTdTeJiB5JDPhErdCePXswZswYDBo0CHv27Gm0Q+y0adPwzjvvYMqUKdizZw8W\nL16MTZs2YerUqQAAQ0NDhISEID4+vtE0lejoaHh7e8PZ2Rk5RZUAgOrKW/h4yVwM+Jc/5q3+L5x7\neeKT/3sbR3dtU9+X99OPWBkagMqKMsx+ew2eW/oBaipv4d3QAOw5clJd7sqVK3B1dcVHH32E/fv3\nY/78+YiJiWlyOc3s7GzMmzcPL730Eg4cOIChQ4cCAPz8/LB7926sWLECKSkp0NPTw0svvXRfn6Eg\nCJgxYwZOnz6NXbt2YejQobhy5cp91fGoSk5ORmBg4CPzMquhoSHGjh2LLVu2ID8/HyEhIfjss8/g\n4OCACRMmYOvWraiqqtJ1N4mIHh0iEbUamzdvFgGIAMSuXbuKNTU1jcocOXJEBCDGxcVpnE9MTBQB\niGfPnhVFURRzc3NFmUwmxsfHq8tkZmaKAMSkpKSGunKLxAG+/iIA8fl3o8TY01fVR/e+XqJlh47i\n5lNXxNjTV0WPZ0aJxm3aih99eU5d5uP0C6JpWzNx4AjfJp9HpVKJdXV1YkJCgigIglhUVKS+5u3t\nLQqCoO7vHQcPHtTo4x0+Pj4iADE9Pb35H+hv6uvrxcjISNHa2lqMj48XVSrVfdfxqFCpVGLXrl3F\njIwMXXflgZWUlIgxMTHiiBEjRDMzM3HKlCliamqqePv2bV13jYioVeMIPlEr5Ovri9zcXKxcubLR\ntf3798PAwAD+/v6or69XHyNGjAAAHDlyBADQpUsXjBw5EtHR0ep7o6OjYW1tDT8/PwBArbJhF1iZ\nXA6PZ0ZptNN3xFgU/5KPkoJfAAAXz56Cm9dQmCp+XxrTuI0CbgOH47tTx9XnysvLER4ejq5du8LQ\n0BD6+voIDg6GKIr46aefNNro3Lkz3NzcNM6dOHECcrkcEydO1Dg/adKkZnxyTZPL5Xjttddw8OBB\nREZGIigoCMXFxX+7vtbszJkzEAQBvXr10nVXHpi5uTlCQkJw4MABZGdnY8CAAXjvvfdga2uL2bNn\n44svvvhHTb0iImouBnyiVuiDDz7ArFmzsHTpUkRGRmpcKygoQG1tLUxNTaGvr68+bGxsAEAjuIaF\nheHrr7/G+fPnUVlZicTERISEhKh3rDWQN3wFmCrMoKenr9GOWbuG1XpKChsCfmV5KcysbBr11czS\nGrfKfp8fHxISgg0bNmDevHlIS0vD6dOn8dFHHwFAo+lCtra2jeq7ceMGLCwsoK+v2Z/27dv/2cfV\nbG5ubsjIyIC9vT169uyJgwcPPnCdrU1ycjKCgoIemek5zWVjY4OwsDAcPXoU3333HZydnREeHo6O\nHTti3rx5OH78OERu60JEBABomb3LieiBCIKAjRs3oqamBq+//joMDQ2xYMECAIClpSWMjIxw9OjR\nJu+1s7NT/3706NHo3LkzoqOj0bNnT1RUVGDOnDnq6+bG+hAEoLKiDPX1dRohv+xmw3r7FtYdAACm\nbc1RVlzQqL3ym4Vo+9vGUjU1Nfj8888RERGB+fPnq8ucO3fuT5/zj2xtbVFSUoK6ujqNkP/rr782\nWcf9MjIywvvvvw9fX1+EhIRg3LhxiIyMhImJiVbq1yVRFLF161bs3r1b111pUZ06dcKiRYuwaNEi\nZGdnIyUlBbNnz0ZVVRWCgoIwefJk9OzZU6v/yKmuUyKnqBKl1XWoVapgIJfB3FgfjlamMNLX7VKk\nRER/xBF8olZKJpMhLi4OAQEBePnll7FhwwYADctA1tTUoKysDB4eHo2OuwO+TCZDaGgoEhISEBUV\nhWHDhqFr167q692sGl7eVSmVyPhyn0b7pw6mwrJDR1jYNAR8p1798P3xdFRX3lKXqa68he+OHsJg\n78EAGlbvUSqVjUbfY2Njm/3c/fv3h1KpxI4dOzTOJycnN7uO5hg6dCgyMzNRXFyM3r1749tvv9Vq\n/bpw8uRJtGnTBi4uLrruykPzxBNP4M0338SFCxeQmpoKmUyGCRMm4Mknn8TSpUtx8eLFB6q/qPI2\n0nMKsf3768i8XoZLN6twrawGl25WIfN6GbZ/fx3pOYUoqnzwJV6JiLSFI/hErZhcLseWLVtQW1uL\nsLAw9eo4kydPhr+/P1555RX07dsXMpkMP//8M/bu3YvIyEg88cQT6jpmzZqFiIgIZGZmNgrNxvpy\nmOrLYWTaBlvXrcCt0pto3+lxnDzwOS6cOobZb69Rj4KOmzUfmce+wHthkzF6xgsQIGBv/MeoranB\n0oi3AQBmZmbw9PTEmjVrYGtrCysrK8TExCA/P7/Zzzx8+HB4eXkhNDQURUVFcHR0REpKCs6fP6+F\nT1SThYUFtmzZgqSkJIwaNQrz589HeHg49PQeza9GqU7PaQ5BENCjRw/06NEDK1aswDfffIPk5GQM\nGTIEHTp0wKRJkzBp0iQ4ODg0u86sggpkXCuDUtX01B/lb6evltYgv/w2POzN4Gyj0MbjEBE9EI7g\nE7Vyenp62Lp1K3x8fDB79mxs2bIFiYmJiIiIwPbt2zFu3Dj4+/sjKioKjo6OjeaqW1tbw9vbG7a2\nthg7dmyj+s1N9GFs2gYvvBuFr3dvx9pFs5H17QlMXRgBr38FqMt1cnwSr2/YCmPTNvhfxCvY+PYC\nGJmYYteBQ+jZs6e6XFJSEnr37o25c+di5syZ6NChA9auXXtfz/zpp59i9OjRWLx4MYKCglBfX4+o\nqKj7/OSab/Lkyfj222/x5ZdfwtvbG7m5uS3WVktRKpXYtm1bq9vcShcEQYCnpyf+85//IC8vD2vW\nrEFOTg569eqFAQMGICoqCtOmTYMgCE3uFREREQFBEDTC/cw+Dti58f0/bfPOzs5ZBRUt9lxERM0l\niHwriUjSSkpK4ODggAULFmD58uVNlrnXSGVT5DJBciOWKpUK69atw7vvvotVq1bh2WeffWRGww8f\nPowFCxbg7Nmzuu5Kq1VbW4u0tDQkJiaqp3wpFArk5ubC2tpaXe61Jf/G6pXvIvb0VfW5nHNn0M7G\nFu3aN34x/G5ymQAfJxtYmRq0zEMQETUDR/CJJKqwsBDHjh3DnDlzoFKpEBYW9qdlnW0U8LA3g1zW\nvDArxXAPNLyzsGDBAqSnp+PDDz/EhAkTUFDQ+MXi1iglJYWj9/dgYGAAX19f9f9kubu7o6KiAo89\n9hjGjh2LpKQk3Lp1C7/eajyfvptrr3uGe6BhJP/cjXKt952I6H4w4BNJ1J49ezBw4ECcOnUKcXFx\nTS5JeTdnGwV8nGzgYG4MuQDI/5D175xzMDeGj5ON5ML93VxcXPDNN9/A2dkZbm5urX5Vmvr6emzf\nvh2BgYG67sojIS4uDhYWFjhw4ACMjY0xYsQI+Pv7IyEhAU7dXVFaVdvonqam6FzN/gHrXn0Oc4f1\nwHNejnh94mDs3hyF/LJq1NQ1rM//6aefwtPTEyYmJjA3N0dAQACuXr3aqH4iIm1iwCeSqJkzZ0IU\nRVy5cgX+/v7NusfK1ABDulnBv4cd3DqaoUs7E9ibGaFLOxO4dTSDfw87DOlm9Y+YfmBoaIhVq1Yh\nJSUFL730EkJDQ3Hr1q1736gD6enp6Ny5M7p06aLrrrR6169fx6FDhxAUFARra2uMHz8e+/fvx5gx\nY7B37158+sXxZk3LunThO7zz7HgUXLuCKS+/hZc/iMXIqbNx87eN4XKKK7FhwwZMnDgRTz31FLZv\n347o6GicP38e3t7eqKjgXH0iajmP5lIRRNSijPTlcOnQVtfdaBUGDhyIzMxMzJs3D+7u7khISICn\np6euu6UhJSXlgXb6/SdJTEyEUqnE9OnTAQAzZsxAUlISUlJS8Pzzz6NWZgA0I+Anr30Hbcws8Obm\nz2FoZAwAeKrPAAANq+vkF5YgPDwcISEhiImJUd/Xt29fODk5YdOmTeq9LYiItI0j+ERE99C2bVvE\nxsZi1apVGD9+PN5++23U1dXpulsAGl4c3blzJwICAu5dmBAXFwdHR0f0798fADBs2DDY2dkhLi4O\nAFCrVN2zjts11fgpMwOePuPV4f6PMr89hfLyckydOhX19fXqo1OnTnB2dsaRI0e091BERH/AgE9E\n1EwTJ07E2bNncerUKQwYMOCBN1HShrS0NDz55JPo1KmTrrvS6mVkZOCHH36An58fSktLUVpaioqK\nCvj5+eHkyZPIzs6GgfzePxaryssgqlR/+dJtRUkxgIZ/QOjr62sc586dQ3Fxsdaei4jojzhFh4jo\nPtja2mLv3r34+OOP4eXlhWXLluH555/X2XKanJ7TfHdG6SMjIxEZGdnoenx8PILmvnbPkS+TtmYQ\nZDKU/Dbf/o/kAtCxvQ2Ahl2cu3fv3qiMQiHdl9SJSPc4gk9EdJ8EQUBYWBiOHTuGmJgY+Pr64saN\nGw+9HzU1Ndi1a1ezX6L+J6utrUVSUhL69euH9PT0RoebmxsSEhLQ1dIE99oNwtDIGE/07IMT+3ai\ntqamyTJ+I4dAoVAgJycHHh4ejQ4nJyftPyQR0W84gk9E9Dc5OTnh+PHjWL58Odzd3bF+/Xr4+fk9\ntPb37dsHd3d3dOjQ4aG1+ajas2cPiouLsWbNGgwePLjR9dDQULzwwgv45uujaGt07x+NQfP/jVWh\nAVj+7Hj4THsO7WxsUZB/FVezf8Ab766GjaUFVq9ejblz56KwsBCjRo2CmZkZ8vPzcfjwYQwePBhT\npkxpgSclIuIIPhHRA9HX18eyZcvw2WefqVdNKS9/OBsdcXpO88XFxUGhUPzpy8iTJ0+GsbEx4uLi\n0L6N4T3r69K9J97Y9CnatbdF4uq38f6CGdiXEA2r9rZwtW1YgSo0NBSpqam4ePEigoODMXr0aERE\nRKC+vh5ubm5afT4iorsJoig2f296IiL6U7du3cLChQtx8OBBxMfHY+DAgS3WVmVlJezs7JCbmwsr\nK6sWa+efKqugAhnXyqBUNf9HpFR3eCaiRw9H8ImItKRNmzaIjo7GunXrEBgYiMWLF6O2tvGuqNqw\ne/du9O/fn+G+hTjbKOBhbwa5rHkvTzPcE1FrwoBPRKRlY8aMQWZmJn744Qf069cPFy5c0HobnJ7T\n8pxtFPBxsoGDuTHkQsPqOHe7c87B3Bg+TjYM90TUanCKDhFRCxFFEZs2bcLixYvxxhtvYN68eZDJ\nHnxcpby8HJ06dcKVK1dgbm6uhZ7SvdTUKZFTXImSqjrUKlUwkMtgYaKPbpamMNKX67p7REQaGPCJ\niFpYbm4ugoODYWJigtjYWNjb2z9QfQkJCdi2bRtSU1O11EMiIpISTtEhImphXbt2xZEjRzBkyBD0\n6tULycnJD1Qfp+cQEdFf4Qg+EdFDlJGRgWnTpqF3796IioqChYXFn5atrlMip6gSpdW/TwsxRB0m\nDPZE1oVz3A2ViIiaxIBPRPSQVVVVITw8HJ9//jliY2PxzDPPaFwvqryNczfKca2sBgIA5V3f0qJK\nCZVKhcetFHC1bQsr03uv2U5ERP8sDPhERDpy4MABzJo1C4GBgVixYgWMjIzua/11Ls1IRERN4Rx8\nIiItiI2NhSAIEAQB2dnZja4fPnxYff3QoUMAgJEjRyIzMxN5eXnw8PDAF2ey7mtzJaVKRMa1MmQV\nVGj1WYiI6NHGgE9EpEUKhQIJCQmNzsfFxTU5Z97S0hJbt27Fq28tx6Uq2X3tnAr8HvKLKltmQy0i\nInr0MOATEWmRn58fEhMTcffsx+rqamzfvh0TJ05s8h5BEODQywsGRkZ/q02lSsS5G+V/614iIpIe\nBnwiIi0KDg7GlStXcOzYMfW5nTt3QqVSNRnwExMT0aNHT4zs3gkvDnND9FvzUVr0q0aZmX0csHPj\n+xrnCq/nYWYfBxzdtQ0AkF9WjWMnTmL48OGwtLSEsbExunTpgrCwMI37Ll++jKlTp8La2hqGhoZw\nc3PDzp07tfX4RETUCjDgExFp0WOPPYZBgwZpTNOJj4/HhAkT0KZNG42yGzduRHBwMDo+3g3z3otG\nwIuv4/zJI1gZGoiaqsr7aremqhK+o0dBLpcjNjYW+/btw1tvvYX6+np1mby8PPTr1w+ZmZn44IMP\nkJqail69emHixIncNIuISEL0dN0BIiKpmT59OhYuXIh169ahpKQEhw4dwr59+zTKKJVKvPnmmxg8\neDCWfLARl25WAQBsO3fFiuf8cTQ1BcMnPdvsNq9dzkF5aSnee+899OjRQ31+5syZ6t9HRERAFEUc\nPnwYlpaWABpe9M3Ly8Nbb72FsWPHPsBTExFRa8ERfCIiLQsICMDt27exa9cufPLJJ+jQoQOGDh2q\nUebixYsoKCjA1KlTUatUqc8/4dYXlrb2yDrzzX212d7hcbRpa4bQ0FAkJiYiLy+vUZn9+/dj9OjR\nMDMzQ319vfq4s5pPeTnn8RMRSQEDPhGRlikUCowfPx4JCQmIj4/H1KlTIZNpft3evHkTAGBrawsD\nueY1M0trVJaX3lebJm3aYu0nn8HOzg5hYWFwcHCAi4sLduzYoS5TUFCA+Ph46OvraxyvvvoqAKC4\nuPjvPC4REbUynKJDRNQCpk+fDl9fX6hUKiQlJTW63q5dOwDAL7/8Aode+pALv+9YW1ZciM7Oruqy\negaGUNbVadxfWVai8We5APT26IVn/7UD9fX1yMjIwMqVKxEYGIjfReN4AAAExUlEQVTMzEy4uLjA\n0tISAwcORHh4eJN9trOze5BHJiKiVoIBn4ioBQwfPhyBgYEwNzdH9+7dG113cnJC+/btkZycjCnT\nZ+K762UAgJ8yM1B84xp8pj6nLmvVoSOu5V7UuD/z2JeN6uxmaQoA0NPTg6enJ5YvX47U1FT8+OOP\ncHFxgY+PD06cOIHu3bvD2NhYm49LREStCAM+EVELkMvlTY7c33192bJlCA0NxXMhM+D6zBhcvHwV\nO9avRnuHxzFobJC6bL8RY5Aa8yFSYz5ENxd3XPzuFL45oLnqzdVvjyJwaTLGjx+Pxx9/HJWVlVi3\nbh0UCgX69+8PAFi2bBn69u2LQYMG4cUXX0Tnzp1RUlKC8+fP49KlS4iJiWmZD4OIiB4qBnwiIh2Z\nM2cOTExMsHr1amzbtg0GxiZwfXoIguYtgaGxibqc78y5qKooxxdbY7E3bj16PD0Ec5b9B8tmNqx6\nI5cJeKaPKzK/+BzLly/HjRs3oFAo0KdPH6SlpcHe3h4A4ODggIyMDERERGDJkiUoLCyEpaUlXFxc\nMGPGDJ18BkREpH2CePd2i0REpDNZBRXIuFYGpar5X8tymQAPezM42yhasGdERPQo4So6RESthLON\nAh72ZpDLhGaVZ7gnIqKmcASfiKiVKaqsxbkb5cgvqwbw++o6QMNqOQDQ0cwYrrZtYWVqoIMeEhFR\na8aAT0TUStXUKZFTXImSqjrUKlUwkMtgYaKPbpamMNKX67p7RETUSjHgExERERFJCOfgExERERFJ\nCAM+EREREZGEMOATEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+ERER\nEZGEMOATEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+EREREZGEMOAT\nEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+EREREZGEMOATEREREUkI\nAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+EREREZGEMOATEREREUkIAz4RERER\nkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+EREREZGEMOATEREREUkIAz4RERERkYQw4BMR\nERERSQgDPhERERGRhDDgExERERFJCAM+EREREZGEMOATEREREUkIAz4RERERkYQw4BMRERERSQgD\nPhERERGRhDDgExERERFJCAM+EREREZGEMOATEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGR\nhDDgExERERFJCAM+EREREZGEMOATEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExER\nERFJCAM+EREREZGEMOATEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+\nEREREZGEMOATEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+EREREZGE\nMOATEREREUkIAz4RERERkYQw4BMRERERSQgDPhERERGRhDDgExERERFJCAM+EREREZGEMOATERER\nEUkIAz4RERERkYT8PyNA1sMJZ/cxAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5375d890f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj3 = {\"Lenovo\": [\"Keyboard\", \"Mouse\", \"Display\", \"Harddrive\", \"RAM\", \"CPU\"],\n",
" \"Harddrive\": [\"Operating system\", \"drivers\", \"files\"],\n",
" \"Bob\": [\"Alice\", \"MIT\", \"Keyboard\", \"Mouse\", \"Display\"],\n",
" \"drivers\": [\"RAM\", \"CPU\", \"Operating system\"]}\n",
"jsonobj3 = json.dumps(obj3, indent=4)\n",
"exempel3 = json.loads(jsonobj3)\n",
"monad(exempel3, 10, \"figure3\", savefile=True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ZMgRdunTByJEjxY5S7V27dg19+/ZFmzZtsGbNGpW736Zn5+NKShaSM/MgASB/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\nIAR8AAAAwEAI+AAAAICBEPABAAAAA/l/B+WXdCFI6fEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5375a3ea20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj4 = {\"Lisa\": [\"Telescope\", \"General relativity\", \"Peers\", \"University\"],\n",
" \"Telescope\": [\"Lens\", \"Camera\", \"Logistics\"],\n",
" \"General relativity\": [\"Spacetime\", \"Lightspeed\", \"Mathematics\"],\n",
" \"Peers\": [\"Supporters\", \"Critics\", \"Journals\"],\n",
" \"Lens\": [\"Starlight\"]}\n",
"jsonobj4 = json.dumps(obj4, indent=4)\n",
"exempel4 = json.loads(jsonobj4)\n",
"monad(exempel4, 10, \"example4\", savefile=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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+8uXLr12HsbExdHR08Mcffzxz/39nn3nWTD4NGjTA5s2bsXnzZsTExGDHjh1Y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\nIQIfAAAKEfgAAFCIwAcAgEJ+B8e0FuhiA8neAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f537456aef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj5 = {\"The Gentleman Loser\": [\"Kitchen\", \"Restaurant\", \"Manager\", \"Customers\"],\n",
" \"Manager\": [\"Chef\", \"Dishwasher\", \"Waiters/Waitresses\"],\n",
" \"Restaurant\": [\"Tables\", \"Calculator\", \"Menu\"],\n",
" \"Kitchen\": [\"Stove\", \"Knife\", \"Fridge\"],\n",
" \"Calculator\": [\"Receipt\", \"Balance sheet\", \"Budget\"]}\n",
"jsonobj5 = json.dumps(obj5, indent=4)\n",
"exempel5 = json.loads(jsonobj5)\n",
"monad(exempel5, 10, \"example5\", savefile=True)"
]
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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