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@christopherkullenberg
Last active July 26, 2017 15:37
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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": 1,
"metadata": {
"collapsed": true
},
"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"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def monad(actornetwork, size, name, savefile=False):\n",
" \"\"\"Takes a json object containing entities to draw an actornetwork\n",
" or monad. Depending on the input data structure, different networks are \n",
" rendered:\n",
" \n",
" A. Dict comprised of key=string and value=list -> unweighted network.\n",
" \n",
" B. Dict comprised of key=string, value=dict with key=string, value=int,\n",
" -> creates a weighted network.\n",
" \n",
" C. Dict comprised of key=string, value=dict with key=string, value=string,\n",
" -> creates an unweighted network with labels for edges.\n",
" \n",
" \"\"\"\n",
" G = nx.Graph()\n",
" edgelabels = False\n",
" labels = {}\n",
" for a in actornetwork:\n",
" \"If list, no values to weight network\"\n",
" if type(actornetwork[a]) == list:\n",
" for e in actornetwork[a]:\n",
" G.add_edge(e, a)\n",
" \"If dict and value is numerical, weighted network\"\n",
" if type(actornetwork[a]) == dict:\n",
" for key, value in actornetwork[a].items():\n",
" if type(value) == int:\n",
" G.add_edge(key, a, weight=value)\n",
" #print(key, a, value)\n",
" elif type(value) == str:\n",
" G.add_edge(key, a, r=value)\n",
" labels[a] = value\n",
" edgelabels = True \n",
" # Layout stuff\n",
" plt.figure(figsize=(size, size)) \n",
" pos = nx.spring_layout(G)\n",
" if edgelabels:\n",
" edge_labels = nx.get_edge_attributes(G,'r')\n",
" nx.draw_networkx_edge_labels(G, pos, edge_labels = edge_labels, font_size=14)\n",
" nx.draw(G,pos,with_labels=True, font_size=16, node_color='#A0CBE2')\n",
" else:\n",
" nx.draw(G,pos,with_labels=True, font_size=16, node_color='#A0CBE2')\n",
" if savefile:\n",
" plt.savefig(name)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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7R+/evTl8+DD169e35ymISAmjYCUi5UpsbCzr16/Hzc2Nhg0bcsstt3D77bfj7+/Ps88+\nS6VKlWxXBaakpBAXFweAg4MD586dw2g0MmvWLGrUqHHVVgwiIpqxEpFyY9KkSdxzzz3s3buX7du3\n4+Xlhb+/P7NmzSI5OZnc3FwA27yVq6sr7du3Z+rUqTzzzDO0aNECs9lM//79adu2rR3PRERKKs1Y\niUiZl5GRQf/+/dmxYwdRUVHceeeduLq6AnD58mX8/Pzo2bMne/bs4csvv6RWrVq2r92xYwdffvkl\nO3fupHXr1owdO9ZepyEipYCClYiUeQsXLmTmzJnMmzePunXr2p6fM2cO06ZNY+TIkQwaNIhKlSrR\nvXt33nrrLfz8/Aq9R2ZmJu7u7sVduoiUMgpWIlJmWa1WTCYTbdq0ISIigk8++cS2X9W9997LwYMH\nCQ8Px2AwMGvWLC5fvky7du2Iiori4YcfxsnJCavVqlkqEblumrESkTLLYDBgNBq5ePEiVatWBfLn\np4xGI506deLAgQNERUXh6urK5MmTadasGaNHj+axxx5j//79tvcQEbleuipQRMq0K1euYLVaOXny\nJKmpqfj4+AAwatQoAPz8/BgwYADPPPMMCxYs4O233yY5OVn7UonIP6KOlYiUaT4+Pjz88MOsXLmS\nHTt22DYFtVqtWCwWAKpVq0aVKlWoU6cOAPPnz8fT09NuNYtI6aVgJSJl3vDhwwkPD2fs2LFER0cD\n+Ut8Dg4O7N+/n1GjRhEZGVlosF1E5J/Q8LqIlAvbt2+nY8eOtg6Wn58f6enpTJ8+ne7du7Nw4UJ7\nlygiZYCClYiUG7/88gsLFy7kq6++onLlygQEBDB48GC6du1q79JEpIxQsBKRMiUvL4+NGzfSvHlz\nPDw8rnlMWloa7u7uWCwWnJ2di7lCESnLFKxEpMw4duwY/fv3x93dndWrV9t2VxcRKS4aXheRUs9q\ntfLBBx/QvHlzHnroIb777juFKhGxC+1jJSKlWkJCAoMGDeLChQts2rSJmjVr2rskESnH1LESkVJr\nxYoVNGjQgMaNG7Nt2zaFKhGxO3WsRKTUSUlJYcSIEWzfvp0vv/ySpk2b2rskERFAHSsRKWXWr19P\n3bp18fb2Zvfu3QpVIlKiqGMlIqVCVlYWL774IitWrGD+/Pncc8899i5JROQq6liJSIm3a9cuGjVq\nxPnz59m3b59ClYiUWApWIlJi5eXlMWnSJO69917GjRvH0qVL8ff3t3dZIiJ/SkuBIlIixcXF0b9/\nf7y9vYmJiaFy5cr2LklE5G+pYyUiJYrVamXWrFnceeed9O3bl3Xr1ilUiUipoY6ViJQY586dY+DA\ngSQnJ7N161aqV69u75JERG6IOlYiUiIsW7aMBg0a0Lx5c4UqESm11LESEbu6fPkyw4cPJyYmhtWr\nV9OkSRN7lyQi8o+pYyUidvP9999Tt25dAgICiImJUagSkVJPHSsRKXaZmZm88MILrFq1igULFtCh\nQwd7lyQiUiTUsRKRYrVjxw4aNmxIcnIy+/btU6gSkTJFHSsRKRYmk4kpU6Ywe/ZsZsyYQa9evexd\nkohIkVOwEpGb7siRI/Tr148KFSqwe/duKlWqZO+SRERuCi0FishNY7FYmDFjBi1btmTgwIGsXbtW\noUpEyjR1rETkpoiPj2fAgAGkp6ezbds2IiMj7V2SiMhNp46ViBQpq9XKp59+SsOGDWnTpg1btmxR\nqBKRckMdKxEpMsnJyQwdOpT9+/ezdu1aGjVqZO+SRESKlTpWIlIk1q1bR926dalUqRK7du1SqBKR\nckkdKxH5VzIyMnjuuedYs2YNixYton379vYuSUTEbhSsRASALJOZY0kZpGSZyDVbcDY64OvmRGSA\nB65Oxmt+zfbt2+nXrx9NmzZl7969+Pr6FnPVIiIli8FqtVrtXYSI2E9SRg77E9KIT83GAJh/9xPB\naMj/PdTHldsrehPg4QLkb/b56quv8uGHH/L+++/z4IMPFn/hIiIlkGasRMqwqKgoDAYDx44du+br\n3Xo/Qs3IqpxJycZiLRyqIP+x2QpnUrJZF3uRI4npHDp0iGbNmhETE8Pu3bsVqkREfkdLgSLl1JHE\ndFo+PJQGD/S9ruPNFiu/nEzii1kzePLJJxk8eDAGg+EmVykiUrooWImUQ0kZOeyMTyUgNIyAG/g6\ng9GRniNe5N6aIQpVIiLXoKVAkXJof0IaZouVDyeMYnSXO23Pm/Py+Hz2OzzXtSWDWkTy1N31mDKo\nO3F7om3H/Pzd13S4+y4CAwPx9PSkQYMGLFy40B6nISJS4qhjJVLOZJnMxKdmX/O1NYtm892SefQY\n+hy3VqtNVkY6pw7vIyM1xXZMYvxp6rS8m4kv/R/uri5s2rSJQYMGkZWVxZAhQ4rrNERESiQFK5Hr\nZLVaKbiI1sGh9DZ7jyVl8GeLeMf376JO09Z0fPhx23MNWncodEyXgSMwGiAi1IdaQZ60bduWhIQE\nZs+erWAlIuWegpWUCSaTifj4eMLDw//x7I/VasVisWA0GjGbzTg4OBR6L4PBUOix1WotlXNGSVey\nrrr6r8BtteqxOmoWK2a9Rd072xJRuz6OTs6Fjjl/5iQrP5jK8b3RJF9MxGKxAODi4nKzSxcRKfEU\nrKREysrKIjs7Gz8/PwBSUlJ4/fXX6d69OwkJCUycOJHdu3fbws13333HAw88QEJCAsHBwQBYLBas\nVitG47U3t/wjg8FgO7bg94L3z83NJS4ujhMnTpCbm0uTJk0ICwu7CWd+4zIyMkhMTOTixYuFfiUm\nJrJt2zYAunfvTnp6OomJiQx5bRZ1W1x7d/TOA57CydmFbWtXsvqj93F196Bx+/t4aORLePn6k52Z\nwdtPPYKLqyuPj36ZLi0a4OzszOzZs1mwYEFxnraISImkYCV2l5OTw5QpU7hy5QrTpk0jPT2dHj16\nUKFCBZYsWQLkB52LFy9isVioVq0azz33HICtYxQSEoKzszNZWVlAfiD6s+U6s9lMSkoKBoMBf39/\n2/PR0dEsWrSI4cOHM3LkSKKjo9mxYweRkZFMmzaNRYsWkZubS2BgIC4uLkydOrXI74dntVq5cuVK\noXB0rcD0+8cAgYGBtl9BQUG2/65WrRpbt25l/PjxNGzYkMDAQHZfzOFkctY1v7+joxP3PzqM+x8d\nRkpSInu3rGfJfyeRm53FsNdncWz/Li4lxDP2wxV0at+WOyMqAJCXl1ekfw4iIqWVgpVcU8EsUcHv\nf1wGK4r3t1gsGAwGHBwciI2N5fLlywB4enri7+9f6Pt5eXkV6ojUqlWr0Pv5+flhMpm4fPkyYWFh\nGAwGNm7cyKeffsrYsWMJDw9n4cKFzJw5k8OHD+Pt7U2dOnWYMmUKjRo1wmAwcODAAWbNmsWBAwd4\n+OGHGT16NJUqVSIqKor58+ezePFimjVrBsBjjz3Ga6+9xoIFC/Dx8fnL8yzoFP1dQCp4bDQaC4Wj\ngl/BwcHUqVPnqhDl4eHxp98/KiqKjz76iPr16xMREZH/Z3XFyhnDny8HFvANCKJN14fZt/VH4o/H\nApCbnT/07uTkhJ+7EwCXL1/myy+//Os3ExEpJxSs5JoKQs2NhqnfzykVzN5cq3P0+2U3BwcHgoKC\nSE5OJicnBxcXF9zd3bl48aLt8YULF/j666/ZunUrFy5c4LbbbmPs2LGEhoYC+cHLycmJxMREDAYD\ne/bs4dlnn+Xuu+/G29sbgKSkJEaPHk2LFi0wGAyMGTOGIUOG8PXXX1OxYkWCg4Px8vKiTZs2PP74\n4zg65v/f47///S+9e/fGw8ODNWvWkJKSf4XcypUrGT9+PPXq1St0bllZWfTo0YN9+/Zx8eJFnJ2d\nr9lNqlSpEvXq1bsqRLm7u9/Qn/n1WLduHSEhIQDk5lnYfjoZV0+vq457b/Tj3BJZi7AadfDw8uF0\n7AH2b9tI2+6PAFC1biPcPLxY9ObL1POdzKGcbCZPnkxAQACpqalFXreISGmjYCU2ycnJnD9/nsTE\nRNLS0ti/fz+//vor8fHx1KtXj1dfffVv55X+GJj+zMmTJ/n88885fPgwd911F56enuTm5pKamkpQ\nUBBeXl6cOXOGtLQ0AgMD2b59Oxs3bsTDw4NmzZqxfv16HnjgAVauXElYWBhubm64u7tz5coVTp06\nxZAhQ2jRogVvv/227XsOHToUd3d3LBYLV65cYfDgwdx///0cPnyYihUr4uXlhclkon379jg6OmI2\nmzEajbi4uDBlyhQWLFiAh4cHvr6+VK5cmSeffLLQUmIBR0dHpk6diqenJwEBAbi5uf3Dv5GiM2LE\niKueC42oRnjNuoWeq9agKTvWr2H9ioXkZmdRITiUe/sP4YGB+V/v7VeBEW/P5YsZU+jT+yEqVarE\nyJEjSU5OZuLEicVyLiIiJZluwiwA1K1blwMHDuDl5YXBYCAtLY3mzZtTvXp1AgICaNWqFffee6+t\ni2OxWEhOTsZgMFChQgXb+/z88898++23dOjQgffee4+ffvqJ+vXr8+6771K7dm0gf9i6X79+HDt2\njObNm5OTk0N0dDSOjo6sWrWKiIgIxo0bx08//URUVBQRERHs37+f4OBggoKCbN+rSpUqDB8+nFGj\nRmE2m6latSoPPfQQR48excfHh9mzZ+Pi4mIbQE9OTmbSpEmsWrWK1NRUWyds3rx5DBw4kJ07d9K1\na1emT59O9+7dbcGqRYsWVKtWjdmzZ+Pq6lq8fzE3SVJGDutiL2K23Pj//Y0OBjpVDyLAw/nvDxYR\nKWfUsbpBWSYzx5IySMkykWu24Gx0wNfNicgAD1ydru/qs5Jo06ZNODs74+7uzqFDh2jSpAkLFy6k\natWqhY77+OOPmTFjBocOHcLNzY169erxyiuvcOedd+Lg4MDevXuZOXMmP/zwA3379mXEiBE8//zz\nDB8+nPnz51OlShXmzJnDrl27mDdvHh06dODy5cv07NmTw4cPk5aWBoCPjw8mk8n2+Pbbbyc2NpaZ\nM2eya9cu0tPTOXnyJCdOnCA9PR0vLy+qVavG22+/ja+vLx9//DEuLi62bRMARo8eza5du5gxYwZN\nmzbFZDLRsWNHjh49CoCbmxve3t4kJCQA+QPZRqOR5s2b8/333/PLL7/Qtm1bAK5cuUJMTAwVK1Yk\nMjKyOP6KilSAhwuNK/uwMz71hsKV0cFA48o+ClUiIn9Cweo6JWXksD8hjfjUbAxQaPDXaIC951IJ\n9XHl9oreBHiUvv18fH19Cw2qOzk5ceTIEapWrUpeXp5tiS81NZVBgwZx33334eTkxMiRIxk7dizv\nv/8+devWJTQ0FIPBQLt27Rg6dCgAL730Es8//zx79uyhSpUqrF+/nmbNmtG+ff4l/35+fnTv3p3p\n06eTmJhoq6egKwawfft2Xn75ZRwdHWnUqBF169bFYrFw9OhRTCYTkL+P0t13301YWBjjxo0jOzub\nbt26AZCYmMj+/fvp3LkznTt3BvLD5NmzZ8nIyADA3d0df39/Ww0F82UjRowgLi6OESNG8NBDD2Gx\nWDh27BgAw4YNK5XBCqBGUP6M1fWGq4JQVfB1IiJytXIbrCZMmMDEiRMxmUy25a0/cyQx/S//8SkI\nWWdSsjmbllNq//EpCBIeHh54eXnZOje/n5t6/PHHcXV1xWKxkJOTQ9++fXn22WfZuXMndevWtXV9\nCpb9ACIjI3F0dOT06dNA/hVlBVcDFiy3hYSE4ObmZgtSPj4+WK1WLl26BMCSJUv49ddf+frrr21B\n5ocffmDXrl3k5OTYviYzM5MPPviAF198keeee474+HhGjBiBv78/ERERrFy5km7dupGXl8fChQtJ\nTU0lLi4OyJ+Nys7O5sCBA8BvM2JhYWF8/PHHLFy4kJUrV2I0GqlVqxb33HMPt99++837CykGNYK8\nCPBwYX9CGmdT87dg+OOHhuycHAJdDbSofos6VSIif6PcBqvr9Xeh6o/MFis74/OvjiqN4QrA1dUV\nX19f4uPjr3otKyuLCRMm8Nlnn5GamorRaCQpKcl2rJubG4GBgSQlJdm+xt3dHW9vb86dOwfkB5Vf\nfvmFzMxM21YBjo6OnDp1iitXrgD5XSwHBwfbUqCbmxvZ2dm2Gafly5fz2WefUbNmTVvHKTAwkDVr\n1mAwGHgDUd2kAAAgAElEQVTjjTeIiIjgjTfeYNu2bcyfP5+JEyfy4osv0rp1a/z9/RkzZgxz5szh\n4MGDAAQEBPD222/j6elpq6mAt7c3I0aMuOYQeGkX4OFMu6oBZJvMHLuUweXM35a5/dydWBU1mx0n\nT/CfDz6wd6kiIiWegtVfSMrIueEZFPgtXAV4uNj9E35ubu4190rq3r07t9566zW/xtnZmQoVKnD2\n7Fngt72sAKZMmcIXX3xhm1PKyMigT58+tqUxLy8vXF1dCwUrV1dX/Pz8bB2w9u3bs2rVKmbOnMnz\nzz9PcnIyS5YsITs723bJvo+PDxaLhfPnzwPQrVs31q9fT4cOHfD19aVmzZr069ePBQsW2DpWNWvW\n5OjRo+Tm5uLs7MwTTzxBrVq1uHDhAo6OjtSsWZOlS5fi4uJyzW0k3NzcaNeu3b/9Iy+1XJ2M1Anx\nvur5wAGPUaNGDV5//fVrXgUpIiK/UbD6n6VLlzJ37lz2799PVlYWkZGR3PPwQGq271rouMea3MoD\nA0fg7VeBb5fM50pKMmHV69D/hcmEVqluO85ssTIz6lPWLp7Dvn37cHZ2pkOHDkydOvVPA831yMnJ\nue4duRMTE8nMzCQgIOCqvZIyMzP/9Hs4OTkRGBho6zAVBKuEhARiY2Np164d999/P5C/bUJcXJxt\njyRPT0+8vb1tm31C/uyTr6+vLSS1bduWwYMHM336dH744QeMRiO+vr7Url3btizn6+tLaGiobfPN\nJk2asGjRIr777jtcXFxo0aIFVatWZfz48QQGBgIwePBgBg8eXOhcWrZsWehxWbmqrzgFBwfTpUsX\nPvzwQ1544QV7lyMiUqIpWP3P8ePH6dq1K88//zyOjo6s/3Ejb48dxSPPpdO+R79Cx/68diUVwyJ4\nZNQr5OWZWDb9Nd4bM4jXl/+I8X/LRxs+X8yiN16i/6OPMX78eNLT05kwYQJt2rRh3759eHnlLxNm\nZWX9ZTj643PZ2dl/evuSO+6446rnfH19b3iTT0dHR4KCgti5c2eh5z09PQkNDWXt2rXExMSQnZ1N\nVFQUaWlpHD58GMgPURkZGbaABPlBrUKFCrZg5evry9ixY4mIiODgwYPUqFGDNm3a4OjoaFsajIyM\nZOXKlbb3MBgM1KhRgxo1ahSqSUGpeDz99NN069aN0aNH/+1MoohIeaafkP/z0ksv2f7bYrFQoXpD\nfjl0nB8///iqYOXo6Mgz736Eo6OT7bmZ/zeUEwf3EFmvMdmZGSyf8QatOvek/YP9OHQohsTERGrX\nrs0XX3xBnTp1MBqNJCYmYjKZrnn7kqCgIKpWrXrVc97e3kV6a5lrMRqNeHh4cOjQIeC3IW4vLy9e\nfPFFzp07R+vWrfHx8WHQoEF89NFHfPfdd0D+nNMrr7yCi8tvV0a6u7vz3nvvXfU9HnnkkZt6HlJ0\nGjVqxK233sqqVat48MEH7V2OiEiJpWD1P0ePHmX8+PFs2rSJ8+fP227H4uh89dYJte9oVShUVa6S\n30W5dOEckcCx/bvIykin+b3diE9KJensWQICAujYsSM7d+4kPDyc+fPnExgYaNuQsyRxdHSkZcuW\npKenAxTabT0sLIzPPvvsqjmlPn36APkdq9atWxdvwVIsRo4cyXvvvadgJSLyFxSsyN/ssUOHDri7\nu/PGG29QpUoV9pzPYOnC+Wz+atlVx3v4+BZ67OicP6Bu+t8QdVpy/hYBbw3vc83vFxYWRpUqVYry\nFIpcly5d6NKlyzVf0/Jb+VSwFBgTE0PDhg3tXY6ISImkYAVs27aN06dPs3nzZtuws/nEJT5d8M8u\nL/f08QNg0CtTuaN+XRpULhzECuarREoTR0dHhg0bxvTp04mKirJ3OSIiJZKCFdiukHNy+m15zyHn\nCrt/+v4fvV9k3Ua4enhyMf40zYcMuuYl7CKl0eDBg6latSoXLlwgODjY3uWIiJQ45T5YGQwG7rzz\nTry9vRk+fDgTJ04kIyODSZMm4+nrR+aVtBt+TzdPLx56eiyL3xpHoEM2ne+/Dx8fH86ePctPP/1E\n27ZtbTNJIqVJhQoV6NmzJ3PnzmXcuHH2LkdEpMRxsHcB9pKVlYXRaMRoNBIYGMjKlSsxm808+OCD\nvPjiiwwePIhO3Xr+4/dv170vk+cs5tjROPr168d9993HhAkTyMvLo379+kV4JiLFa8SIEcyePZvc\n3Fx7lyIiUuIYrL/fVrsc6d69O/v27bPtGH4tSRk5rIu9eMM7r0P+DWs7VQ+y+87rIjfDXXfdxcCB\nA7VlhojIH5S7jtXOnTt59913WbNmDT17/nVHKsDDhcaVfTA63Nh2CEYHA40r+yhUSZk1cuRIpk+f\nbu8yRERKnHLXsYqIiMBisdCrVy8mT56Ms/Pfh58buRFzQagqrTdgFrkeZrOZyMhIPv30U5o1a2bv\nckRESoxyF6z+qaSMXPYnpHE2NQsA8+/+1Iz/a2iF+rhxe0VvdaqkXHj33XeJjo5myZIl9i5FRKTE\nULC6QdkmM8cuZXA500Su2YKz0QE/dyeqVvDA1cn4928gUkakpqZy2223sX//fkJDQ+1djohIiaBg\nJSL/2FNPPYWvry+TJ0+2dykiIiWCgpWI/GOxsbG0bt2a06dP61ZHIiKUw6sCRaToVK9enUaNGmnO\nSkTkfxSsRORfefrpp3nvvfdQ81tERMFKRP6ljh07kp2dzaZNm+xdioiI3SlYici/4uDgwNNPP60N\nQ0VE0PC6iBSBK1euEBYWxq5duwgPD7d3OSIidqOOlYj8a56enjz22GPMnDnT3qWIiNiVOlYiUiRO\nnjxJkyZNOH36NB4eHvYuR0TELtSxEpEicdttt9GyZUsWL15s71JEROxGHSsRKTJHjx7Fx8eHwMBA\nDAaDvcsRESl2ClYiUmSsVqsClYiUa1oKFJEio1AlIuWdgpWI2EV2dra9SxARKXIKViJSrBISEpg5\ncyZt27Zl27Zt9i5HRKRIOdq7ABEp+8xmM/v37ycqKoqYmBjy8vKoVKkSJpPJ3qWJiBQpBSsRuWnS\n09P57rvvWLJkCXFxcZw5c4ZRo0bRoUMHmjdvbu/yRESKnK4KFJEil5WVxaRJk9i1axfJyclUrlyZ\n5s2b8/rrr7Nx40bq1auH1WrFbDbj6KjPdyJSdihYichN0aNHD7y8vOjVqxcdOnTAycmJESNGcOrU\nKb7++mvy8vIUqkSkzFGwEpEiZbFYcHBw4NKlS1SoUKHQazExMbRp04ZTp07ZXsvLyyM9PR0/Pz/b\n14qIlFb6CSYiRaogGBUEJ7PZTMHnt4YNG9KkSROmTZsGwKpVq+jYsSPt2rUr9LUiIqWVfoqJyE1l\nNBoLbRz60EMP8eabb1KzZk169uyJm5sb48ePt2OFIiJFRwMOInLT5eTksGfPHubNm8dnn31GaGgo\nPXr0YODAgVitVqpUqaKZKxEpE9SxEpGb6vvvv6d58+a0bt2aHTt28Oabb3L48GEmT57MRx99RK9e\nvQAUqkSkTNBPMhG5KQoG0a9cuYK/vz8bNmygRYsWttdeffVVoqKiGDVqFDk5Obi4uNi5YhGRf09X\nBYpIsZsyZQoff/wx48aNo0+fPvYuR0SkyGgpUERuiry8PFJSUoD8DhXkz1o988wzvPfee4wZM4be\nvXsDoM93IlJWKFiJyE0RFxfHCy+8APy2jcKbb77J7t27+eabb3j88cdtz2dnZ9u+riCEiYiURloK\nFJGbxsXFhdatW9O+fXv27NnD8uXLiYiIoEaNGoSEhHDx4kUuXrzILbfcwokTJ9i8eTOurq72LltE\n5B/T8LqI3DTr1q3jxx9/ZPXq1Xh5edG9e3dMJhOVK1cmNzcXb29vGjVqxMWLF3F3dycpKYnKlSvb\nu2wRkX9MHSsRKTZZWVm4ubkBv101aLVaC20gKiJSmmnGSkRuqoLPbhaLBTc3N6xWKzk5Obb5KoPB\ngMlkYvbs2Xh6erJp06ZCXyciUpooWInITVXQjfp9kCrYs+rw4cP0798fT09Phg8fjpOTk2asRKRU\n01KgiBSbguW/xYsXM3PmTKKjo2nYsCH/+c9/8Pf35+jRoxw9epS5c+cSGhqqZUIRKXUUrESkWJ05\nc4bw8HB69uzJI488QuPGjQkICMDZ2Rmz2Uy3bt2oWrUq06ZNs3epIiI3TMFKRIpNQccqNjaW4OBg\nfH19rzpm27ZtnDhxgj59+qhbJSKljoKViJQIFouFffv2ERoair+/P0aj0d4liYjcMO1jJSJ2Y7Va\nMZlMLFu2jOXLlxMfH4/BYMBoNDJu3DgeeOABe5coInJDFKxExG4MBgPr16/nrbfewtfXl4MHD/Ld\nd9+xa9cuRo4cSWBgIM2aNcNsNquDJSKlgrZbEBG7yczMZOjQoTRo0IDly5cTGRnJ2bNnGTVqFPfc\ncw+vvfYagGatRKTUULASEbs5dOgQ/v7+PPvss4SEhDB48GAmTJgAQOvWrTl//jxZWVm2PbBEREo6\n/bQSkWJXcM2Mm5sbZ8+eJSgoCKvVyiOPPEJKSgpxcXFs27aNpk2b2nZrFxEpDRSsRKTYGQwGrFYr\ntWvXxt/fn6VLl2IwGAgICKBr167UqFGDqKgoOnToYDteRKQ0ME4o6LuLiBQjs9mMg4MDvr6+zJ8/\nHzc3N+rVq0dkZCQ5OTlMnz6ddu3a2btMEZEbon2sRMTuxo0bh5eXFyNGjMDNzY2MjAw8PDz49NNP\nSUxMpGfPnrrFjYiUCgpWImI3BUEpLy8PR0fHQs+/9tprTJ06lfDwcBwdHfnkk0+IjIy07d4uIlIS\n6aeTiNhNQffJ0dGRI0eO8N///peMjAwMBgOrVq3iqaeeYv369dxyyy288sorABpkF5ESTcFKREqE\nZcuWsW7dOsxmM3l5eTRo0IDMzEz8/PwYM2YMa9euJTc3VxuFikiJpmAlInZlsVgAaNeuHQcPHsRo\nNOLo6IibmxtGo5Hc3FwCAwNp2bIlu3btsnO1IiJ/TcFKROyqYF6qdevWODg4sHjxYiwWC8eOHSM+\nPh5nZ2d8fHwYP348zZs3t3O1IiJ/TcFKROwuLy8PgFdffZU5c+bQrFkzzp49S6tWrQAIDAykSZMm\nLFiwgB07dgC/dbpEREoSXRUoIiWG1WolJiaGFStW4O7uzlNPPYWfnx8Aa9euZejQobzwwgsMHTrU\nzpWKiFybgpWIlBjX2qcqJyeHd999lwkTJvDYY48xceJEgoOD7VShiMhfc/z7Q0REise1Nv/88MMP\nWbp0KTNmzGDw4MF2qEpE5PppxkpESqSUlBSGDBnCmDFj6NOnD71797Z3SSIif0sdKxEpcTIzM5ky\nZQq7d+/mxx9/5I477sBqtZKdnc2BAwcICQnBycmJ4ODgq3ZtFxGxJ81YiUiJFBoaSkJCArfeeivB\nwcFkZ2dz7NgxIiMjOXnyJDVq1GD79u32LlNEpBB9zBOREqWgAzVr1iw2bNhAnTp1yMnJse3Gfvny\nZTw8PAgLC7N3qSIiV1HHSkRKrdTUVHx8fEhKSmLMmDFERUXZuyQRKec0vC4iJZbVarVtHpqbm2t7\nPisri+nTpzNu3DgyMjIICAjgypUrxMfH26tUERFAwUpESjCDwYCjoyO//vorY8eOpU2bNkRFRWE0\nGunatSsHDhzg7bffBuD999/nyJEjdq5YRMo7LQWKSImWmppKt27d2L17Nx06dODMmTO0aNGCqVOn\nsmzZMkaNGsXZs2dJT0+nWbNmrFmzhvDwcHuXLSLllDpWIlKinTp1itOnT/Ptt9/y2Wef8dJLL/HJ\nJ5+Qnp5O06ZNcXd3JyYmBi8vL+bMmUNYWBj6vCgi9qKrAkWkRKtXrx4XLlzg8uXLADzwwANUq1aN\nadOmERwcTGBgoC1MFdy0WUTEXhSsRKTEKth6Yfjw4cydO5ekpCSaN2/OHXfcwcSJE3F1deWVV16h\nQoUK9i5VRATQjJWIlGAFN2XOyspi1apVPPLII3h6epKZmUmPHj149tlnadasmb3LFBGxUcdKREqs\ngpsyu7m58c033+Do6MjIkSPp06cPNWvWBMBkMvHrr78SGxtLp06drnkjZxGR4qKOlYiUaGazGaPR\nyNmzZ/Hw8MDX1xeAjIwMTp8+zdatW/nhhx9Yvnw5y5cvp0ePHnauWETKM3WsRKREMxqNQP69AwEu\nXrzIkSNHWLduHStWrODo0aNUqlSJKlWqUKVKFXuWKiKi7RZEpPQ4ceIE/fv3p1evXixYsICuXbty\n+vRpYmNjmTJlCn379uWbb74BwGKx2LlaESmPtBQoIqVGbm4ubdq0YdiwYfTr1++q14cMGYKTkxMz\nZsywQ3UiIgpWIlJKWCwWHBwKN9lzcnJwcHDAyckJyJ+7cnZ2tj0WESluClYiUurk5eVhNBptVwBe\nvHiRpUuXkpiYSOvWralfvz6BgYHXDGMiIjeTgpWIlDoF+1tduHCB5557jiVLlhASEkJYWBiHDx+m\ncePGfPvtt8BvVxWKiBQHfZQTkVLHYDBgsVj4v//7P/bu3cuCBQuIjo7mq6++YsOGDRw6dIgPP/wQ\nQKFKRIqVtlsQkVLpxx9/5Msvv+S9996jX79+ti6Wv78/AwcO5OzZs1itVtavX8/mzZsZO3YsLi4u\n9i5bRMo4BSsRKVUKAtSJEyeoVKmS7erA3++4vnfvXm699Vaeeuop9u3bx6lTp2jZsiUdOnSwV9ki\nUk5oxkpESpWCYJWYmEhYWBhr166lbdu2AGzbto358+ezYMECqlWrRlBQEHfddRfdu3fn9ttvt2/h\nIlIuKFiJSKlTMJD+/vvvs27dOhwcHDCZTGRkZJCYmEjdunXp3r07nTp1st0CR0SkOChYiUip8/uu\n1YABA/jpp5+47bbbaNOmDT179qRNmza2Y81mM3l5eZqvEpFioWAlIqVSQbh64okniIiI4OGHHyYs\nLMzeZYlIOadgJSJlRmpqKr/++iuVK1fmyJEjxMXF4efnx759+zh48CD9+/enU6dOtlAmIlLUdFWg\niJRa69ev55NPPsHT05NffvmFjIwMatSoQUxMDLm5ubRo0YKzZ89iNBqpX78+R44coVOnTgpVInLT\nqGMlIqXWpk2b2L17N/Hx8QQGBtKyZUsuXbpESEgIjRs35syZM/j6+uLj4wPkz1slJSURHBysrpWI\n3BQKViJSql3PLWsOHz7MggUL+Oijj+jUqRMff/xxMVUnIuWNlgJFpFQrCFUmkwmDwYCj428/1tat\nW0dUVBRbtmyhUqVKDB48mFatWunmzCJy06hjJSJlSkpKCvPnz+eTTz4hMTGRc+fO8fTTT/PUU08R\nFBSEt7e3vUsUkTJMHSsRKTPGjh3L3LlzqVixIi1atKBTp06sWLGCY8eOUbVqVSB/mwaLxaKbM4vI\nTaGOlYiUegVzVitWrCA6OprOnTtTu3ZtKlSoQFxcHI0aNeLo0aOEhITYu1QRKeMUrESkTMnJySm0\ny7rVauWuu+6iadOmvP7661gsFhISEjhx4gStWrWyY6UiUhYpWIlImWO1WjGbzbZB9tWrVzNo0CC2\nbt3Kli1b+P7771mzZg0bNmygQYMGdq5WRMoSzViJSJnz+6sDU1JScHNzw2Qy0blzZ65cuUJkZCSv\nvfYa9erV035WIlKkFKxEpEw6efIke/fu5YcffmDz5s24ubnRunVr+vXrR8uWLe1dnoiUUQpWIlLm\nnDx5koEDB3LmzBk8PDzo3bs3gwYNIigoCIDjx49z6dIl7rjjjuvaYFRE5HopWIlImXPbbbcREhLC\nsGHD6NmzZ6HXtm7dSq9evWjbti2ffPKJQpWIFCkNr4tImXKtDlTBTutnzpzhscceIzAwkBkzZtg6\nWCIiRUX3dBCRMuX3ocpkMtlC1aZNm+jUqRPOzs688847ClUiclOoYyUiZUpCQgIAFStWtD134MAB\nnnzySapUqcLMmTPx8vKyV3kiUsapYyUiZcrKlSsZM2YMAGlpafz88888+OCDeHt7M3fuXHJyckhN\nTSUzM5NDhw5x8eJFIH8JUUTk31LHSkTKlMTERGrXro2Pjw8NGjRg9+7dtl3Wz507h5ubG0ajkWPH\njhEeHo6Liws7d+60d9kiUkboqkARKVOCgoJYu3YtR44cYe/evdSuXZtKlSpx4cIFwsLCAEhPT6dW\nrVqkpaWRm5tr54pFpCxRx0pEyr3Y2FiqV69uG3QXEfmn9BNERMqkgs+M15qdysvL49y5cyxfvpyH\nHnqImjVrcuHCBYUqEfnXtBQoImVSwf3/fr/9Qm5uLsePH+fzzz9n4cKFnDhxAoPBwH333VcoiGnT\nUBH5pxSsRKRc2LNnDxMnTmTjxo04OTkxYMAA+vbty6VLl9ixYwd33303Bw4cUKgSkX9FwUpEyoUL\nFy6wZ88eZs6cyUMPPVQoQLVq1YqFCxfy+eef06NHDztWKSKlnYbXRaRcMplMADg5OQH5m4gGBAQQ\nEhJiz7JEpJTTpKaIlCsWiwXID1ROTk5cvnyZBQsWcOnSJRwdf2vi6zOniPwTWgoUkXKl4Mq/Y8eO\n8eKLL7Jy5UqCg4O57bbbyMnJYfjw4Tz22GNYLBbNW4nIDdNSoIiUOzk5OQwdOpRDhw4RERHBzp07\n2b59O2vWrOHpp58mLi6OgIAArFar7epCEZHroaVAESl3tm/fzqJFi3j55Zf573//S3JyMrGxsfTt\n25e6devy/vvvA1oOFJEbp2AlIuXO7t276dKlC/feey9BQUE8+OCDTJ48GYCqVauSkpICoA1DReSG\n6aeGiJQbBYPrQUFB7N271/Z4+PDhbN26lR9++IHo6Gjuuusue5YpIqWYgpWIlBsFHaiHH36YtLQ0\nVq5cicVi4fbbb6devXp07NiR8PBwmjRpYudKRaS00lWBIlKu5OXl4ejoyDPPPMPChQsxGo306NGD\nN998k+PHj9OnTx97lygipZiuChSRcqXgSr+MjAyWLl1KaGgonTp1sr1+6NAh3nrrLXx9fRkwYAD1\n6tXT/QNF5LopWIlIuZeamoqPjw/nz5/n7rvvxmg0Eh4eTlxcHHv27MHFxUVbL4jIddGMlYiUWyaT\niaioKJYsWQKAm5sb8fHxrFixgi+//BJ3d3emTZsG/Db4LiLyVxSsRKTccnJyYtWqVRw/fhyAlJQU\nWrZsyc8//wzAE088YQtdWgoUkeuhYCUi5ZLZbAagffv2bNiwAYCKFSuSlZVluzFzcHAwTZs2JTk5\n2W51ikjpohkrESnXTCYTQUFBzJ49m/r169OsWTPeffddBgwYQFJSEu7u7ri7u9u7TBEpJbTdgoiU\nW2azGScnJ1599VXeeecd4uLiaNCgAW3atAGw3S9QROR6qWMlIuVWwZV+eXl5/Prrrxw6dIhq1aoR\nGRnJli1b+Pjjj/H29qZ69ercddddhIeHa+sFEflLClYiIr8TGxvLkCFD2LVrF40bN8bR0ZHDhw9z\nyy232IbaRUT+jIbXRaRc+/1ny5ycHF566SWcnZ1ZvHgxCxcuZO3atfzyyy8kJCQwb948QFsviMif\n04yViJRrBoOBlJQUfH19+f777/npp59YuHAh9913n+2Y0NBQHn30Uc6cOQP8ds9BEZE/0k8HESnX\nlixZwpNPPklmZibnzp0jODi4UKgCuHLlCtHR0WRkZJCQkACoayUi16ZgJSLlmq+vL9HR0bi7u9Ot\nWzcSEhJYu3YtAMnJyaxfv56hQ4eybt063n33XT788EMgv2ulEVUR+SMNr4tIuVexYkXGjRvHsGHD\nWLhwIV9//TXx8fF4enpy7tw50tPTeeCBBxg4cCCNGze2d7kiUoKpYyUi5d4LL7zABx98QMeOHdm3\nbx9ZWVlER0dz6dIl+vTpw65du5g1axaNGzfGarWSl5cH5N8CJyoqyr7Fi0iJoo6ViJR7eXl5fPPN\nN8yZMwez2YynpyePPvooXbp0KXRcWloa0dHRJCcn06tXL1JTU+nYsSMrV66kUqVKdqpeREoSXRUo\nIuWeo6MjXbp04f777yc9PR1fX1/ba8uXL+fIkSP069eP8PBwAF5//XVcXV3p0qULc+bMwcPDw06V\ni0hJo46ViMg15OTk8OSTT/LFF18QGhqKl5cXY8aMoVevXkyYMIFvvvmG6OhoEhISuPvuu9m7dy+O\njvqsKlLeacZKROQajh8/TnR0NJMnT2bVqlV0796d8ePHA9C7d29OnTrFqVOnqFixIgMHDiQ1NdXO\nFYtISaBgJSJyDX5+fpw+fZr77ruP6tWr88QTT2Aymfj555+5cOECYWFhtg7V6NGjqVChgp0rFpGS\n4P/bu/ewKMvE/+OfYQABRUBBBETNQ5JHWl01D4tmoki7oaZmmZmJh9xSu7LDLzfbzE3XzE2z1N1S\nAr9Wlmlqnk942NVcD2mWiikilBxUUOQ4M78/jClWPOUMD8L7dV1zZfPMDJ+nK/DDfd/P/VCsAOB/\nWK1WBQUFqW3btpo7d66OHz+uWrVqKSoqSg899JAGDRqk5s2bKygoyOioACoY1lgBwP+wWCwym81K\nTk5WQkKCFi5cqICAAJ0+fVqhoaF68MEHNWnSJKNjAqiAWGkJAP/DbDZLkho0aKAjR44oJydH9erV\n09ixY9W5c2f7JqE2m00mk8nIqAAqGEasAKAMJaNWmzdv1rfffqvo6Gg1bNjQfgPmBQsWaMWKFfrD\nH/6gxx9/XMHBwbJardygGajiKFYAcBMyMjLk4+Mjd3d3LVmyRKNHj1b37t11+fJleXt76/PPP7eX\nMQBVF1OBAHADp06d0ocffqiePXuqa9euKiwsVHBwsJYvX66jR4/q3nvvVWpqqkJCQpgeBKo4xqwB\n4AbMZrOWLFmikgF+X19fhYaGKikpSc2aNVPnzp01f/58SRKTAEDVRrECgOuw2WwKDQ1VrVq1tGPH\nDkmSl5eXLl26JFdXV+Xm5io8PFxBQUGy2WyssQKqONZYAcB1lKybWrJkiV555RUtXbpUhw4d0tNP\nPx26fggAACAASURBVK20tDT5+vrq4sWL8vLyst9n8IcfflCjRo2YFgSqINZYAcB1lCxGHzx4sPbs\n2aM+ffro4sWLeuaZZ+w3ay5ZvD5z5kyFh4fr5MmTWrNmDaUKqIIYsQKAGyjZRiE/P1/Hjh2TxWJR\n69atZTabdfjwYa1fv15bt27VqlWr1K5dO0VEROiFF15QQECA0dEBlDOKFQDcIovFoj179mjZsmXa\nv3+/srOz1ahRI/3000+qVq2a1q9fb3REAAZhKhAAbtHq1av1+uuvy8vLS82bN9dDDz2kqKgopaam\nKjQ0VBcuXLBPEwKoWhixAoBbcOHCBUVHRysoKEiTJ09Wq1atSh2fP3++oqKiVL9+fYMSAjASI1YA\ncAt8fX11+fJlRUVFqVWrVrJarfZtFkwmk2JjY9lyAajC+O4HgJtUXFwsSXrkkUcUFxcnSXJxcZHZ\nbLZfAUipAqo2pgIB4Dc4cOCAWrduTZECUArFCgAAwEH4VQsAHCA/P9/oCAAqAIoVANwmq9WqV155\nRWfOnDE6CgCDUawA4Da5uLiouLhY7733ntFRABiMNVYA4ABJSUnq1KmTkpOT5enpaXQcAAZhxAoA\nHKBJkyZq3769Fi9ebHQUAAaiWAGAg4wbN06zZ88WEwFA1UWxAgAHeeCBB1RcXKytW7caHQWAQShW\nAOAgJpNJzz77rN555x2jowAwCIvXAcCBcnNz1aBBA+3Zs0eNGjUyOg6AcsaIFQA4UPXq1TV8+HDN\nnTvX6CgADMCIFQA4WHJysn73u98pOTlZNWrUMDoOgHLEiBUAOFiDBg3UrVs3xcXFGR0FQDljxAoA\nnCAxMVEjR47UkSNH5OLC77BAVcF3OwA4QdeuXeXh4aH169cbHQVAOaJYAYATmEwmjRs3jq0XgCqG\nqUAAcJL8/Hw1aNBAiYmJatasmdFxAJQDRqwAwEk8PDw0cuRIzZkzx+goAMoJI1YA4ERpaWlq2bKl\nfvjhB/n6+hodB4CTMWIFAE4UHBys3r17a+HChUZHAVAOGLECACfbvXu3Bg8erOPHj8tsNhsdB4AT\nMWIFAE7WoUMHBQQEaNWqVUZHAeBkFCsAKAfjxo3T7NmzjY4BwMmYCgSAclBYWKiGDRtq3bp1atWq\nldFxADgJI1YAUA7c3d01ZswYRq2ASo4RKwAoJ+np6WrWrJmSkpJUu3Zto+MAcAJGrACgnNSpU0cx\nMTH65z//aXQUAE7CiBUAlKP9+/frT3/6k3744Qe5ubkZHQeAgzFiBQDl6N5779Vdd92l5cuXGx0F\ngBMwYgUA5ezzzz/XrFmztGHLNiVl5upCXpEKLVa5m13k6+mmpv7V5eHGRqLAnYhiBQDl7GzOZb39\n0TK16PgHuZhMsvzqp7DZdOWfIT4eahVUU/7VqxkTEsBvwlQgADjQokWLZDKZ7A+z2ayQkBANHDhQ\nR48e1ffpF7Uh6Zzuad9VNpUuVZJksV15nL6Qr7VHM9S+c1d16dLFmJMBcMtcjQ4AAJXR0qVLVa9e\nPVksFp04cUJTpkxRRPf79fqSDapW3Vsmlxv/Xmux2nSxoFhezAoCdwyKFQA4QXh4uJo0aSJJ6ty5\ns6rX8tfDf4zW0QN71bpz95v+HJtNulRgUWZuofyruzsrLgAHYSoQAMrB2YIrw06W4iL7c9/s2qop\nw2MU26WpxnRroXeeH6EfT5246r022TQv/hO1bNlS1apVU1hYmD799NPyig7gFlCsAMAJLBaLiouL\nVVBQoP3fHNbcv09RzVr+Cmt7n6QrpWrWhGHy8PTS01PnauhLU5V64qj+Fttf59N/KvVZZ1OS9Y+/\nvqxnx0/QsmXL1KRJEz3yyCPasmWLAWcG4HqYCgQAJwgLCyv1734BgRr/9kJ51vCWJC2bN0N1Qurr\nuXc+ktn1yo/iJq1+p5f6d9PaxQs0eMKr9vfmnMvQ5IXL1al3d7WsW1O9e/dWixYt9Oqrr2r79u3l\nd1IAbogRKwBwgi+++EJff/219uzZo6nzPlLwXU01a/wTSjt5XAV5l5X8/WG17/lHe6mSpICQ+mrS\npp2+3/efUp9VKzBYd7X8nc5fvjKNaDabNWDAAO3Zs0dWq7VczwvA9TFiBQBO0LJlS/vi9Rzfhgpo\n0VHPPdhByxfM0iPj/yKbzSaf2nWuep9P7QBl/ZRa+rla/pKkQ0e+0/ebvlNoaKisVqsKCwuVkZGh\nwMBA558QgJtCsQIAJ3M3u8jdw0MBIfWVkvS9qtf0kclkUnZWxlWvzc7KUPWaPqWfO5cpSbIWFeo/\n//mPli5dqn379kmSmjZtqvr16ys0NFShoaGl/hwaGqp69erJ09PT+SdpMKvVKpeb2MICcDaKFQA4\nma+nm4oL8pSemqyQRnermqeXGoa10tebVqvvyAlyMV+5YjDzxzNK+ua/emDgsFLvP3c2TScP79PD\nvbvrz33vl8ViUYsWLXTPPffoyy+/VEpKik6fPq2UlBSlpKRo48aN9j+npqbK29u7zNJV8ggODr7j\nbwh9o1Jls9lkMpnKKQ2qMooVADjBgQMHlJmZKZvNplMpqZo5Y5Zysy/YS1Pf0c9r1oRhmjXhSd3/\n8OMqyLusLxa8La8a3uo9JLbUZ9WsFaB3Xx6rEMvrSq4bqPfff1/Hjh3T+++/Lz8/P/n5+al169Zl\n5rBarUpPT7cXrZLHf//7X3shS09PV506dcosXSWPwMDACjsitGDBAm3cuFFz585VQEBAma8xmUzK\nzMzU6NGjNXnyZJnNZmVnZ6tt27Zyd2d/MDgO9woEAAdatGiRnnzyyVLPBQQEKKRxM/V4dJRa3Rdh\nf/6bXVu14l//0Olj38rV1V1hbTtq4DP/T0ENG9tf8+aogbJaijV0zDh9PGeajh8/roYNG+r111/X\noEGDHJK5uLhYaWlpV5WvX4+EZWdnKyQk5JrFq379+vLz8zNkVGjz5s3q2bOnvvvuO919992ljmVk\nZKhly5Z68803FRMTo7ffflvDhg3T1q1btXLlSr377rsKDQ0t98yovChWAFAOMnMLtOa7s7Lq1ouH\n2cWk3s3qGLrzen5+vs6cOVNm6Sp5FBUVXbN0lfy5Ro0aDs9WUFCggIAAvf/++3rsscdKHZs4caIS\nEhJ08OBB1alz9cUC/8tischsNtuvtqyoo3SouChWAFAO0tLSNO6vMxQ9/FmZzDe/CsPsYlK7ej4K\nq+PtxHSOcfHixWuWrpJHtWrVrlu86tWrp2rVqt3S183Ly7OP3n355Zf29VSpqalq3ry5Jk2apIkT\nJ2rOnDk6fPiwfHx81K5dO3Xr1u2myhZwKyhWAOBk586dU0REhAYPHqx+I57R3jPZslhv/KP3TipV\nN8Nms+ncuXPXLF0pKSlKS0uTr6/vNYtX27Ztyyxec+bM0d/+9jelpaXJZDLp8uXLmjx5spYsWaIz\nZ84oIyNDEydOlK+vr06dOqXk5GS1bdtW7733ntzd3ZWfn69Zs2YpLy9Pjz76qNasWaPGjRvrvvvu\nu+a6LaAsLF4HACe6dOmSoqOj1atXL7388ssymUzyr15Nh37MUWp2niTJ8quOZf55pjDEx1OtgmpW\nqhsvm0wm1a5dW7Vr19a9995b5mssFovOnj17VeHavXu3UlJS9MUXXygoKOiq9zVu3Fju7u7avHmz\nevTooT179mjFihV6+umnJUne3t76xz/+IV9fX0nSvn37NGTIEH300UcaMWKEcnJy9PXXX2vLli06\nf/68Tp48qXfeeUft27dXfHz8LY+ioeqiWAGAkxQUFKhfv35q3ry5ZsyYYV/Y7V/dXd2b+Cu/yKKk\nrFydv1ykQotV7mYX+Xm5qUnt6vJwMxuc3hhms1nBwcEKDg5Whw4dbvp9TZs2Va1atbR792716NFD\nixYtkre3t4YPHy7pytWR27ZtU2Jiovz9/RUYGKigoCDt3r1bI0aM0KVLl5SZmalGjRrpqaeeUnh4\nuFavXq3Y2FjFxcVp5MiRbNmAm0KxAgAnsFgsGjJkiLy9vTV//vwy/0L2cDOrZd2aBqSrXKxWq5o2\nbSp/f3+lp6drxYoVSkxM1PPPP6+6desqLy9P48eP186dOxUeHq7jx4/r9OnT+uabb9SlSxdJV6Zr\nL126pH79+ik8PFyS1Lp1a4WFhenkyZOS2AsLN4diBQAOZrPZNHr0aJ0/f16rV6+Wqys/astD27Zt\ntX//fq1YsUIdO3ZUdHS0JGn37t3asmWLnn/+eY0aNUqSdPToUXXr1s2+furcuXOyWCxq3PiXrS4K\nCgqUmZkpPz8/SSqzVJVcRQiU4LsdABzspZde0jfffKONGzeyNqcclGyJ0L9/f82YMUM2m00LFy5U\ngwYNJF1ZX5WRkWHf6uHSpUtasGCBzp49q3vuuUeSdP78eRUUFJTa0+rixYs6f/68GjVqVObXLSws\n1KRJkxQfH3/dbSbq1q1bZctXXpFFSZm5upD3y3S3r6ebmvpX3uluihUAOND06dO1atUqJSYmytu7\nclzNd6do06aNXnvtNRUUFKhTp06Srowetm3bVo888ogmTZqkxYsXKygoSN99950kqWHDhpKk7Oxs\nmc1mhYSE2D8vJydHly9f1l133SXp6hErd3d3vfnmm3r22WevWmy/a9cu+7YT586dU1BQ0DWvdAwN\nDZW/v3+lmmbMzC3QoR9zdCY7XyZdfYHGwbRshfh4/HyBRuX65YPtFgDAQRYsWKBp06Zp+/btpf6C\nhvHOnTunbdu26dChQ/L391d4eLhGjRqlPXv2yNPTU5MnT9a8efN04sQJ+8jWp59+qiFDhujMmTO3\ntd9VQUGBUlNTr7uzfV5enurVq3fN4hUaGiofH58bf7FyUtYdBkp41/TRe1sOV8ktRSSKFQA4xKef\nfqoJEyZo27ZtatKkidFxcIsuXLig5ORktWnTxv7cihUrNGnSJB06dMjpXz83N/eapavk4eLict3i\nFRoaKk9PT6dnlX4pVkuXLlW9evXsz586l6tj5/LVIKzse1eWpbKVK4oVANymdevWaejQodqwYcM1\nb4YM3A6bzaYLFy5cd2f7M2fOyNvb+7rFKyQkRG5ubredp6RYHT9+3P6LRGZugdYezbipkar/VRFu\n2+QorLECgNuwa9cuDRkyRMuXL6dUwWlMJpP8/Pzk5+d3zf/PrFarMjIyripd+/bts//57NmzCggI\nuObNtEsW2/+WeyQe+jHHXqp++PagXh/2R41761+6NyKy1Os+mvaKvt60WrPWfC1X1yslb9NnCZr8\nRYJSTyapRo0aeuihhzRjxgzVqlXrlnMYjWIFAL/RN998o759+yo+Pl6dO3c2Og6qOBcXFwUGBiow\nMFC///3vy3xNcXGx0tLSShWvkydPKjEx0T4Slp2dreDg4Ote6Vgy2WWxWFRcXKy8IouSsy7JapNM\nLi5q1KKN6jZorF1rvyhVrIqLCrV740p17BVjL1WfznlT6xb/U5GPPKl3Zs5QxtmfNGnSJB0+fFi7\ndu26466opFgBwG9w4sQJRUVFafbs2erdu7fRcYCb4urqqvr166t+/frXfE1+fr7OnDlTqnwdOnRI\nX331lX007PLly5KksLCwq97fpsv9mjBrkTr16aeVH87W5Us58qpxZSPcgzu3KDf7gjr36SdJykhL\n0ZqE+YoZMV79Ro5XwxAfPVi3pu6++2516dJFK1euVExMjBP+SzgPxQoAblFaWpp69uypV199VYMG\nDTI6DuBQHh4eatKkyXUvwpg3b57GjBmjV199VRaLRYW+IfKqc2UPMC/vK1cvdorqqy/mvaWvN65W\nRMxgSdKur5apboPGatTiyu723+7eLpvVqvuiYlRYVKyMnDwV+3upQ4cO8vb2VmJiIsUKACqzc+fO\nKTIyUrGxsfZdvIGqxsPDQ5L0+OOPq0mTJtp0PENnsvNLvcY/qJ7uvreDdn21TBExg5V7MVsHd27W\nn5561v6anPNZkqQX+v6hzK+TlZXlpDNwHooVANykS5cuqU+fPoqKitJLL71kdBygwnA3l73YvVOf\nflo09UVl/nhGh/+9TZaiQnWK6ms/XsPHV5L0/LsJqu7to5CaHrq3nq/9eO3atZ0b3AkoVgBwEwoK\nCtS3b1+1bNlSf//73yvVLtnA7fL1dJPZVHqHdUlq3yNaCTP+on+vXa5Du7bo7vD28g/6Zd+rlh26\nyuTioqyf0tSm4x8UHuJzx9+YnGIFADdgsVj02GOPycfHR/Pnz6dUAT87cOCAMjMzVVBs0fGkTJVs\nYXXXPa1ldnWVZw1v3fuHSG1aGqfszHQNe2V6qffXqddQ0UPHKGHGX3Q2+YSq9++jszWqKyUlRRs2\nbNCIESPUvXt3A87st6NYAcB12Gw2jRo1StnZ2Vq1atUdd+k34EwDBgwo8/k5Gw7I2/fKHlSd+vTT\nng0r5Vatmn7fo89Vr3147IsKuquJdixL0JDP42UymRQaGqoePXqoadOmTs3vDOy8DgDXYLPZ9MIL\nL2j79u3auHGj/R5yAK7GzutX3PrWqgBQRUyfPl1r1qzR6tWrKVXADfhXr6Z29Xxkdrm1qfKSewVW\nhlIlMRUIAGWaP3++FixYoB07dtyRVyYBRii5kfLeM9k3NXJV2W7ALDEVCABX+eSTT/Tcc88pMTFR\njRs3NjoOcMfJzC3UoR9zlJqdJ6n01YLmnwe0Qnw81SqoZqUZqSpBsQKAX1m7dq2eeOIJbdiwgZsq\nA7cpv8iipKxcnb9cpEKLVe5mF/l5ualJ7erycKucF4JQrADgZzt37lRMTIxWrFihTp06GR0HwB2I\nxesAIOngwYPq16+fEhISKFUAfjOKFYAqLykpSX369NGcOXPUq1cvo+MAuINRrABUaampqYqMjNTk\nyZM1cOBAo+MAuMNRrABUWVlZWYqMjNTIkSM1cuRIo+MAqARYvA6gSrp06ZJ69OihiIgITZ8+nfv/\nAXAIihWAKqegoEDR0dFq2LCh/vnPf1KqADgMxQpAlVJcXKxBgwbJxcVFH3/8MTdVBuBQ3NIGQJVh\ns9k0atQoXbx4UStXrqRUAXA4ihWAKsFms2nixIk6cuSINmzYoGrVqhkdCUAlRLECUCVMmzZN69at\n07Zt21SjRg2j4wCopChWACq9efPm6V//+pe2b9+uWrVqGR0HQCVGsQJQqX388ceaMmWKEhMTFRwc\nbHQcAJUcVwUCqLTWrl2rJ554Qhs3blSrVq2MjgOgCmDECkCltHPnTj3++OP68ssvKVUAyg23tAFQ\n6Rw8eFB9+/ZVQkKC7rvvPqPjAKhCKFYAKpXjx48rKipKc+fOVa9evYyOA6CKoVgBqDRSU1MVGRmp\nv/71rxowYIDRcQBUQRQrAJVCVlaWIiMjNWbMGMXGxhodB0AVRbECcEfYtGmTrFZrmcdsNpuysrI0\ncOBAvfDCC+WcDAB+wXYLACq86Oho+fj46KOPPpKra9kXMxcVFcnV1VUmk6mc0wHAL9huAUCFtmrV\nKu3bt0+7d++Wq6ur8vLy5OnpedXr3NzcDEgHAKUxFQigQsvNzZUkBQQEaPLkyRo6dKgsFovBqQCg\nbEwFAqjQCgoK1K1bN6WlpSktLU0bN25URESE0bEAoEyMWAGosKxWq6pVq6ann35aKSkpqlmzpgIC\nAoyOBQDXRLECUGGZTCYVFRXpp59+0ttvv63IyEh17NhRX331ldHRAKBMTAUCqHAsFovMZvNVz+fm\n5urZZ59VfHy8PvjgAz3++OMGpAOAa+OqQAAVSnFxsf3qvw8//FDHjh1TkyZN1LNnT4WFhWnevHmq\nW7euhg0bpqysLI0fP97oyABgZ37ttddeMzoEAEhX1lSVjFR16tRJhw8flo+Pj+Lj47Vu3TqFh4er\nfv36ioiIkJ+fn5577jl5eHioS5cuBicHgCsYsQJQYbi4XFn2OWLECHl5eWnbtm2SpN69e6ugoEBh\nYWGSJFdXV40fP16BgYHq0KGDYXkB4H9RrABUOFlZWRo9erQkaejQoTp16pQ2btyomjVr6j//+Y/q\n16+v4OBgDR482OCkAFAaVwUCqDCsVqtyc3P13Xffyc3NTbNnz9bmzZv1+eefq169esrLy9OCBQu0\ndOnSa943EACMxIgVgArDxcVF1atX17BhwzR27Fjl5ORo7969atGihSRp79692rJli/r372+fNgSA\nioRiBcAwJdsqpKamKjs7W/fcc49MJpMeeugh7dy5U0lJSfr666/l5uamgwcP6s9//rNGjhyp6Oho\no6MDQJnYxwpAuTpy5Ih8fHwUEhIiSVqxYoVefPFFZWRkqGHDhpo0aZJiYmJ04MABvf/++/rss88k\nSU2bNtUDDzygqVOnGhkfAK6LYgWgXNhsNp0/f17+/v56+OGHNWvWLBUUFCgiIkKxsbHq3LmzZs6c\nqaNHj2rChAmKjY2Vq6ursrKylJycrAYNGqhOnTpGnwYAXBfFCkC52rBhgwYOHKiuXbtq2LBh2rFj\nh95++2378TFjxmj16tUaM2aMhgwZotDQUAPTAsCtoVgBcCqbzSaTySRJ+v777+Xq6qoaNWqoVatW\nysvLU5cuXbRy5Uq5ubnZ3/PKK69o8eLFevDBB/Xyyy/bpw0BoKJj8ToAp/l1qXrttde0a9cuHT58\nWEeOHNGhQ4fUu3dv7d69W1u2bFH37t3t5Wrq1Kny8vLSmjVr5O/vb+QpAMAtYcQKgNNNnjxZixYt\nUnx8vJo2baqgoCBJUkFBgbp06aL09HTNmzdPPXr0kLu7u/19ly9flpeXl1GxAeCWUawAONVXX32l\n4cOHKz4+Xj179rQ/X1RUZB+h6tWrl/bu3av58+erT58+lCkAdyx22APgFCW/s23btk2dOnVSp06d\nSh13c3NTUVGRJGndunV69NFHNXDgQMXFxbGrOoA7FmusADhFydqqf//737rrrrtUvXr1q15TMmK1\nePFiTZ8+Xe7u7vLz82NXdQB3LIoVAKeqX7++Dh06pHPnzqlWrVpXHc/Pz9cHH3yg3NxczZw504CE\nAOA4/FoIwKnatGmjw4cP66uvvlJ+fv5Vx5OTk5Wfn6/g4GAD0gGAY7F4HYDTRUVFac+ePXrrrbfU\np08fBQYGqri4WKdPn1ZMTIzatWunDz/80OiYAHDbKFYAnC4tLU1jx47VihUrFBERoXbt2unUqVNK\nTk5W7dq1tWbNGqMjAoBDUKwAlAur1ao5c+Zo2bJlSk1NVevWrRUREaFx48YZHQ0AHIZiBcApfr3r\n+q8VFhbKZDKVuoUNAFQWFCsADldcXKz8/Hx5enrKbDaXOnatwgUAlQHFCoBDWa1WDR8+XJK0cOFC\nShSAKoV9rAA4jM1m03PPPafjx49r/fr1lCoAVQ7FCoDDvPHGG9qyZYu2bt1a5k7rAFDZUawAOMTc\nuXMVFxenHTt2yM/Pz+g4AGAIihWA27Z48WJNmzZNiYmJqlu3rtFxAMAwLF4HcFtWrVqlESNGaNOm\nTWrRooXRcQDAUBQrAL9ZYmKi+vfvr1WrVqlDhw5GxwEAw3ETZgC/yf79+/Xwww9ryZIllCoA+BnF\nCsAtO3bsmPr06aN58+bpgQceMDoOAFQYFCsAtyQlJUWRkZGaOnWq+vXrZ3QcAKhQKFYAblpGRoYi\nIyP1zDPP2HdXBwD8gsXrAG5KTk6O7r//fvXq1UtTp041Og4AVEgUKwA3lJ+fr6ioKIWFhem9997j\nVjUAcA0UKwDXVVxcrP79+8vT01OLFy+W2Ww2OhIAVFjsvA7gmqxWq5566ikVFhZq6dKllCoAuAGK\nFYAy2Ww2TZgwQSdOnND69evl7u5udCQAqPAoVgDKNGXKFG3btk1bt26Vl5eX0XEA4I5AsQJwlXff\nfVfx8fHasWOHfH19jY4DAHcMihWAUhYvXqzp06dr+/btCgwMNDoOANxRuCoQgN3KlSsVGxurTZs2\nqUWLFkbHAYA7DsUKgCRp27Ztevjhh7V69Wq1b9/e6DgAcEfiljYAtG/fPg0YMEAff/wxpQoAbgPF\nCqjijh49qujoaM2fP189evQwOg4A3NEoVkAVlpKSosjISP3tb39T3759jY4DAHc8ihVQRWVkZKhn\nz54aN26cnnzySaPjAEClwOJ1oArKyclR9+7dFRUVpTfeeMPoOABQaVCsgComLy9PUVFRat68uebO\nnSuTyWR0JACoNChWQBVSVFSk/v37q0aNGkpISJCLC6sBAMCR+KkKVBFWq1VPPfWUiouLFRcXR6kC\nACfgljZAFWCz2TR+/Hj98MMPWr9+vdzc3IyOBACVEsUKqAJef/11JSYmauvWrfLy8jI6DgBUWhQr\noJKbPXu2Fi9erO3bt8vX19foOABQqVGsgEosISFBb731lhITExUYGGh0HACo9LgqEKikVq5cqdjY\nWG3evFnNmzc3Og4AVAmMWAGV0NatWzV8+HCtXr2aUgUA5YjrrYFK5r///a8GDhyoTz75RO3btzc6\nDgBUKRQroBL5/vvv9eCDD2rBggW6//77jY4DAFUOxQqoJE6fPq1evXrpzTffVExMjNFxAKBKolgB\nlUB6erp69uyp8ePHa9iwYUbHAYAqi6sCgTtcdna2unfvrujoaE2ZMsXoOABQpVGsgDtYXl6eevfu\nrZYtW+rdd9+VyWQyOhIAVGkUK+AOVVRUpH79+qlmzZqKj4/npsoAUAGwjxVQweQVWZSUmasLeUUq\ntFjlbnaRr6ebmvpXl4ebWZJktVo1fPhw2Ww2LVq0iFIFABUEI1ZABZGZW6BDP+boTHa+TJIsv/rO\nNP88wxfi46GWdWtqyv+bqP3792vdunXcVBkAKhB+zQWcLDY2ViaTSRMmTLjq2GuvvSaTyaTv0y9q\n7dEMnb6Qr6Ht6uuz+W+Xep3FduVx+kK+Vh1O1QWX6lq5ciWlCgAqGIoV4ER5eXn69NNPJUn/93//\np+Li4jJft/dMtizWK0NUkz5croiHBl/zM11c3dTz8af1U6HZ8YEBALeFYgU40fLly5WTk6M+FHFf\n/gAABXZJREFUffooPT1da9euLXX8cuGVolVSqiSpSavfqVZg0HU/12q7UsYycwsdHxoA8JtRrAAn\niouLk5+fnxYtWiRPT0/FxcWVOn72UsFV7xn2+/r6YkHpqcDTx45o9sRYjX2gtWK7NNVL/btpxQdz\ndOjHHPtrli1bpo4dO8rLy0u+vr4aMGCATp8+7ZwTAwCUiWIFOElaWpo2btyoQYMGKSAgQDExMVq5\ncqXOnz8v6crVfzn5ZU8N/toP3x7QG8NjlH4mWY9OeFUTZi1Sr8dG6Fz6T0rNzlN+kUXz5s1T//79\n1bx5c3322WeaP3++Dh8+rIiICF28eNHZpwoA+BnbLQBOkpCQIIvFoqFDh0qSnnjiCS1ZskSffPKJ\nRo8eraTMXN3Mdp4fv/OGavj46S8LV6iah6ckqfnvO9uPf3P6rF588UU9+eST+vDDD+3Pt2/fXs2a\nNdMHH3yg8ePHO/TcAABlY8QKcJK4uDg1bdpU9913nyTpgQceUHBwsH068EJekaw3+IyC/DwdP7hX\nHXvH2EvVr1ls0o6d/1ZOTo4ee+wxFRcX2x+hoaEKCwtTYmKio08NAHANjFgBTrB3714dOXJEL774\noi5cuGB/vl+/fnr33Xd17NgxFZr8bvg5l3OyZbNar7uYPTMjXdKV4lYWP78bfx0AgGNQrAAnKBmV\nmj59uqZPn37V8Y8++ki9hl+9r9X/8qrpI5OLi86n/3TN19SqVVuStGjRIrVo0eKq497e3jcbGwBw\nmyhWgIMVFhZqyZIl6tChg6ZNm3bV8QkTJig+Pl4Dn554w7n4ah6eurvN7/XvNV/ooRHj5e7hUeq4\n2SR16dJJ3t7eSkpK0hNPPOHAMwEA3CqKFeBgq1evVlZWlmbOnKlu3bpddXzUqFEaM2aM0r79Wjdz\nP6lB4yZp2qgBmjI8Rr2HxKpWnSClp57W6WNHNOyF1xXeMEgzZszQ2LFjlZGRoaioKPn4+Cg1NVXb\ntm1Tt27d9Oijjzr8PAEAV6NYAQ4WFxcnb29vDRgwoMzjgwcP1nPPPaePFyeoZs2AG35eoxZt9MoH\ny7Rs3kwlzJis4qIC1a5bT13/OEAhPp7ycDNr1KhRCg0N1YwZM+w7vIeEhKhr164KDw939CkCAK6B\nmzADBsrMLdDaoxmldl6/WWYXk3o3qyP/6u5OSAYA+C3YbgEwkH/1ampXz0dml5vZ0eoXZheT2tXz\noVQBQAVDsQIMFlbH+5bKVUmpCqvD1X4AUNEwFQhUEJm5hTr0Y45Ss/MkXdn8s4T5584V4uOpVkE1\nGakCgAqKYgVUMPlFFiVl5er85SIVWqxyN7vIz8tNTWpXl4eb2eh4AIDroFgBAAA4CGusAAAAHIRi\nBQAA4CAUKwAAAAehWAEAADgIxQoAAMBBKFYAAAAOQrECAABwEIoVAACAg1CsAAAAHIRiBQAA4CAU\nKwAAAAehWAEAADgIxQoAAMBBKFYAAAAOQrECAABwEIoVAACAg1CsAAAAHIRiBQAA4CAUKwAAAAeh\nWAEAADgIxQoAAMBBKFYAAAAOQrECAABwEIoVAACAg1CsAAAAHIRiBQAA4CAUKwAAAAehWAEAADgI\nxQoAAMBBKFYAAAAOQrECAABwEIoVAACAg1CsAAAAHIRiBQAA4CAUKwAAAAehWAEAADgIxQoAAMBB\nKFYAAAAOQrECAABwEIoVAACAg1CsAAAAHIRiBQAA4CAUKwAAAAehWAEAADgIxQoAAMBBKFYAAAAO\nQrECAABwEIoVAACAg1CsAAAAHIRiBQAA4CAUKwAAAAehWAEAADgIxQoAAMBBKFYAAAAOQrECAABw\nEIoVAACAg1CsAAAAHIRiBQAA4CAUKwAAAAehWAEAADjI/wcvLWWqgwNpTAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb8b122a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj9 = {\"Bob\": {\"Alice\": \"Chef\", \"Eve\": \"Vän\", \"Lisa\": \"Hyresvärd/Hyregsgäst\"},\n",
" \"Lisa\": {\"Bob\": \"Hyresvärd/Hyresgäst\", \"John\": \"Granne\", \"Jane\": \"Tandläkare\"}}\n",
"jsonobj9 = json.dumps(obj9, indent=4)\n",
"exempel9 = json.loads(jsonobj9)\n",
"monad(exempel9, 10, \"exempel9\", savefile=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Ck3q0MW036PWsWzSHl3pGM7JtXcZ2iGL6yN6cOXrQdMy+bxN4rMOj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\neHdKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb88a3a0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj7 = {\"Bob\": {\"Alice\": \"Chef\", \"Eve\": \"Vän\", \"Lisa\": \"Hyresvärd\"}}\n",
"jsonobj7 = json.dumps(obj7, indent=4)\n",
"#print(jsonobj1)\n",
"exempel7 = json.loads(jsonobj7)\n",
"monad(exempel7, 5, \"exempel7\", savefile=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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io6PVvXt3zZgxo8KfuvnjmJSvvvqKMSlweBQI7O7bb79Vhw4dNHz4cL344ots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\nADahQAAANqFAAAA2+X+aexsRvWadAQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb88840ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obj6 = {\"Bob\": {\"Alice\": 10, \"Eve\": 2, \"Lisa\": 1}}\n",
"jsonobj6 = json.dumps(obj6, indent=4)\n",
"exempel6 = json.loads(jsonobj6)\n",
"monad(exempel6, 5, \"exempel6\", savefile=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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SMUDKkZ+fj5s3b5r9MrbmqGbNmvjPf/6Da9euISIiAi+++CK6dOmC33//nVdu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\niMggDBAiIjLI/wNz+rAzDGnipAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb887ef470>"
]
},
"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": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VqxAZGVlsVWVCuEBNWESiVFRUkJ2dzXUYNU5WVhbGjBmDrVu3ip4LQgjXKIEQiaIaSMXM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\nEZFGGCBERKSR/wfWVpiqrbbgUgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb886ee4a8>"
]
},
"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": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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UCPiARTCCDwCoCQI+ToWAD1gEM+gAAGqCgI9TIeADFsEIPgCgJgj4OBUCPmARBHwAQE0Q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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb88622668>"
]
},
"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": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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4OS//8OFDXLlyBS4uLgAAHx8fODk5ITEx8ZX9c3NzERMTg/r16wMAGjVqBGdnZ4SFhWHU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\nAAb5fwAg6kJ0lHJ8AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb885b7f98>"
]
},
"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": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KAD169EBAQAAyMjKkK/V8DQsLCyxYsAArVqyQtuuEhoaiTZs2RWbGTfU0Yd7KGueP7ENk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VPPAQEjxz95DrkMevJ/309gYCBmz56N4OBghIWFQaVSYeHChdrtOWsbBnyiam7y5Mna5TqHDx8u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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feb887257b8>"
]
},
"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)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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