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Created March 28, 2024 05:01
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Friendship_Paradox.ipynb
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{
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"metadata": {
"colab": {
"provenance": [],
"collapsed_sections": [
"3QRHkD4CjrR-"
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"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
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"name": "ipython",
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/csferrie/26c4786658fe3909e57adac261aa1b76/friendship_paradox.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gC023t1xkDPv"
},
"source": [
"# Here's why your friends have more friends than you\n",
"\n",
"*By [Chris Ferrie](https://csferrie.com)*\n",
"\n",
"The [friendship paradox](https://en.wikipedia.org/wiki/Friendship_paradox) is an observed social phenomenon that most people have fewer friends than their friends have, on average. Sometimes it is stated more strongly that most people have fewer friends than *most* of their friends. It’s not clear from the popular articles about the topic whether the latter statement is generally true. Let’s investigate!\n",
"\n",
"I would have thought this would be difficult to determine, and perhaps this is why it took until 1991 for someone to discover it. In Scott Feld’s original paper, [Why your friends have more friends than you do](https://www.journals.uchicago.edu/doi/10.1086/229693), he suggested that this might be a source of feelings of inadequacy. But, I mean, it’s not like people keep tallies of each of their friend’s friends, let alone a list of their own friends, do they? This was probably true in 1991, but now in the age of Facebook we can do this with ease — and probably a lot of people do.\n",
"\n",
"In fact, why not, I’ll have a go. I have 374 friends on Facebook. I’m not sure why. Anyway, let’s take 10 random friends and count the number of friends they have. Here’s the tally:\n",
"\n",
"(Friend 1 - **522**,\n",
"Friend 2 - **451**,\n",
"Friend 3 - **735**,\n",
"Friend 4 - **397**,\n",
"Friend 5 - **2074**,\n",
"Friend 6 - **534**,\n",
"Friend 7 - **3607**,\n",
"Friend 8 - **237**,\n",
"Friend 9 - **1171**,\n",
"Friend 10 - **690**)\n",
"\n",
"The average number of friends these friends have is 1042. So I have fewer friends than my friends have, on average. Also, of these 10, I have fewer friends than all but one of them — poor friend number 8.\n",
"\n",
"Okay, but this is not a paradox — especially if you know me. How about we look at someone else in my network, say Friend 2. Friend 2 has 451 friends, and because Facebook is such a secure website that naturally preserves the privacy of its users, we can click on profiles of the friends of Friend 2 to find out how many friends they have. The numbers of friends that 10 random friends of Friend 2 have are: 790, 928, 383, 73, 827, 1633, 202, 457, 860, and 121. On average, Friend 2’s friends have 627 friends, which is more than 451. Also, six of these friends have more than 451 friends and so Friend 2 has fewer friends than most of their friends as well. If we repeated this exercise for all of my friends, we would still find that most of them have fewer friends than their friends even though most already have more friends than me!\n",
"\n",
"You probably have a gut feeling that this is paradoxical. My intuition for why it *feels* paradoxical comes from the following analogy. Consider your height. Perhaps you are shorter than average. Maybe you have some friends that are also shorter than average. But, you expect to find at least half the people out that are actually taller than average. That’s kind of the intuition of “average” after all. Why isn’t the same true for friends, then? That is, even though myself and Friend 2 have fewer friends than our friends, surely those people out there with lots of friends have *more* friends than their friends. This is true, but these popular people are extremely rare, and that is the difference between friend numbers and height, for example.\n",
"\n",
"In a typical social network there are lots of people with few friends and few people with lots of friends. The very popular people are counted in many people’s friend circles. And, the unpopular people are not counted in many friend circles. Take my Facebook friendship as an example again. I have, apparently, few Facebook friends. So, it would seem that many people have more friends than me. But — and here is the most important point — those people are unlikely to count me and my low number of friends in their friend circles. This is evidenced by the fact that Friend 2 and I only have 2 friends in common. So all of those friends of Friend 2, when they go to count the number of friends their own friends have, aren’t going to have me and my low friend count skewing the distribution in their favor.\n",
"\n",
"Let’s look at some smaller examples where we can count everyone and their friends in the network. The most famous social network (at least to network theorists) is [Zachary’s karate club](https://en.wikipedia.org/wiki/Zachary%27s_karate_club).\n",
"\n",
"To do this we will use the follow Python packages.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "zydFx4bnajUT"
},
"source": [
"import networkx as nx # for working with graphs\n",
"import numpy as np\n",
"from scipy import stats\n",
"from random import choice\n",
"import itertools\n",
"flatten = itertools.chain.from_iterable\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"plt.style.use('ggplot')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "V1UNIt4KhGn-"
},
"source": [
"The karate club is the popular enough to be built in to the NetworkX package. It looks like this."
]
},
{
"cell_type": "code",
"metadata": {
"id": "mHewx4LJkDQB",
"outputId": "66e08775-172d-465f-c759-b8c90934cc88",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
}
},
"source": [
"G = nx.karate_club_graph()\n",
"pos = nx.spring_layout(G)\n",
"plt.figure(figsize=(8, 8))\n",
"# with nodes colored by degree sized by population\n",
"node_color = [float(G.degree(v)) for v in G]\n",
"low, *_, high = sorted(node_color)\n",
"norm = mpl.colors.Normalize(vmin=low, vmax=high, clip=True)\n",
"mapper = mpl.cm.ScalarMappable(norm=norm, cmap=mpl.cm.coolwarm)\n",
"nx.draw(G,node_color=[mapper.to_rgba(i)\n",
" for i in node_color],\n",
" with_labels=False)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JtnM1sGEh9pq"
},
"source": [
"This shows 34 people in a karate club (circa 1970) and who they interacted with outside class. Colors simply guide the eye to how many friends each member has. You can see one person only has 1 friend and another has a whopping 17! Already this graph is too big to count things by hand, but a computer can step through each node in the network and count the friends and the friends of friends. In Zachary’s karate club, then, we have,\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "GPM0un7okDQP",
"outputId": "5c38e32b-ccce-428e-ce31-24685c88f4df",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
}
},
"source": [
"nodes = G.number_of_nodes()\n",
"\n",
"more_than_most = 0\n",
"more_than_average = 0\n",
"\n",
"friends_dist = []\n",
"friends_of_friends_dist = []\n",
"mean_friends_of_friends_dist = []\n",
"median_friends_of_friends_dist = []\n",
"\n",
"for node in nx.nodes(G):\n",
" friends_of_node = nx.degree(G,node)\n",
" friends_dist.append(friends_of_node)\n",
"\n",
" friends_of_friends_of_node = []\n",
" for neighbor in nx.all_neighbors(G,node):\n",
" friends_of_friends_of_node.append(nx.degree(G,neighbor))\n",
"\n",
" [friends_of_friends_dist.append(x) for x in friends_of_friends_of_node];\n",
"\n",
" mean_friends_of_friends_dist.append(np.array(friends_of_friends_of_node).mean())\n",
" median_friends_of_friends_dist.append(np.median(np.array(friends_of_friends_of_node)))\n",
"\n",
" more_than_most += (\n",
" friends_of_node < median_friends_of_friends_dist[-1]\n",
" )\n",
"\n",
" more_than_average += (\n",
" friends_of_node < mean_friends_of_friends_dist[-1]\n",
" )\n",
"\n",
"\n",
"print(\"The fraction of people with fewer friends than their friends have on average is {:.2%}.\".format(\n",
" more_than_average.sum()/(nodes)\n",
" )\n",
" )\n",
"print(\"The fraction of people with fewer friends than their friends is {:.2%}.\".format(\n",
" more_than_most.sum()/(nodes)\n",
" )\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"The fraction of people with fewer friends than their friends have on average is 85.29%.\n",
"The fraction of people with fewer friends than their friends is 76.47%.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "j58HkE6EiGCV"
},
"source": []
},
{
"cell_type": "code",
"metadata": {
"id": "VuIe7ozCo2Ck",
"outputId": "7702b04f-eb75-4e26-ff02-3d06a25b86fd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 717
}
},
"source": [
"plt.figure(figsize=(12,12))\n",
"\n",
"\n",
"mean = np.mean(friends_dist)\n",
"median = np.median(friends_dist)\n",
"ax = plt.subplot(221)\n",
"ax.hist(friends_dist, bins = np.arange(19))\n",
"ax.set_title(\"Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean*1.1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median*1.1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(friends_of_friends_dist)\n",
"median = np.median(friends_of_friends_dist)\n",
"ax = plt.subplot(222)\n",
"ax.hist(friends_of_friends_dist, bins = np.arange(19))\n",
"ax.set_title(\"Total Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean*1.1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median*1.1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(mean_friends_of_friends_dist)\n",
"median = np.median(mean_friends_of_friends_dist)\n",
"ax = plt.subplot(223)\n",
"ax.hist(mean_friends_of_friends_dist, bins = np.arange(19))\n",
"ax.set_title(\"Mean Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean*1.1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median*1.1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(median_friends_of_friends_dist)\n",
"median = np.median(median_friends_of_friends_dist)\n",
"ax = plt.subplot(224)\n",
"ax.hist(median_friends_of_friends_dist, bins = np.arange(19))\n",
"ax.set_title(\"Median Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean*1.1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median*1.1, max_ylim*0.8, 'Median: {:.2f}'.format(median));\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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7cdNNNwHwwQcf8MADD7DrrrvmsRVERMQnn2NRk/vuu6/NQxbWr1/P3/72t+axp6PzS/zpsIcEazoQvy3f//73GTduHAcddNBWj/ft25fp06c3H2KwYsUKAN5991323HNPtttuO+666y62bNmSd8annnqKxYsXs3jxYk488UR+97vfbVP4NjY2Nh/K8PHHH7Nw4UIOOOAAIOyEPvnkEyDcOzxs2LC8s4iISGHaO+7k4nMsalreU089xfHHH99qu/vvv5/a2lp23HHHvOaX+FPxmwJVVVWMHj16m8fPP/98Pv74Y2prazn22GOZNGkSACNHjmT27NnU1tayatUqdt555zbX0dZxVrn0798fgI8++ogf/OAH1NbWMmDAALp3787w4cOB8MSGo446iiOPPJKGhgZ+/OMfd2gdIiISD77Honnz5nH00Udvs5wf/vCHvPHGG833W9q729L8kjymI2dIFkGQz3VaKysrm6/7WkpbxpxU0Pw95i6hrq6uSGm2VV1d3eLyfW2ztihXx8U1W1xzQedki451N0VdaPwlqs9uS2fmivt4ka/sbdbauFNqafw7K0Rcc0Hp+2zt+U2wcePG+Y4gIiIponFHyoGK3wQbP3687wgiIpIiGnekHKj4TbDevXv7jiAiIimicUfKgYrfBKuvr/cdQUREUkTjjpQDFb8iIiIikhptfsmFtXYaMBh40zl3SPTY7sAdwL7AasA65za0tAzpHD179vQdQUREUkTjjpSD9nzD2y3AdcCtGY9dCDzsnLvKWnthdH9C8eNJa+bPn+87gohIrLR2ybG2PrDvcuN9xQ1ThjTuSDlo87AH59wiYH3Ww0OAGdHvMwB9158HF1xwge8IIiKSIhp3pBy0Z89vLt2cc+ui398AurXU0Fo7FhgL4JyjsrKywyurqKjIa75CFeOw/s7MPWvWLKZNm5Zzmq9t1hbl6ri4ZotrLoh3NpEkmzVrVvM3sIkkVb7FbzPnXGCtbfFr4pxzU4Gp0d0gn2/wiPO3krSls3O3tPy4bjPl6ri4ZotrLujUbwsSEZGEy/dqD/XW2u4A0c83ixdJRERERKRz5Fv83geMjH4fCcwpThzpiCVLlviOICIiKaJxR8pBey51djtwDFBprV0DXAJcBThr7WjgVcB2ZkjJbdmyZey1116+Y4iISEpo3JFy0Gbx65w7rYVJxxU5i3TQqFGjqKur8x1DRERSQuOOlAN9w5uIiIiIpIaKXxERERFJDRW/CTZx4kTfEUREJEU07kg5UPGbYCNGjPAdQUREUkTjjpQDFb8JVl1d7TuCiIikiMYdKQcqfkVEREQkNVT8ioiIiEhqqPgtserqas4777zm+42NjfTs2ZPTTz+9Q8sZOnQohx9+OAA//OEPeeedd4qac82aNRx//PH079+fY489lltvvTVnuw0bNjBs2DBqamoYNmwYb7/9NgBBEPDLX/6SmpoaamtrWb58eVHziYikSTHHjueffx7Ib+yora1ts83ee+9N//796d+/P2eccUbONps3b+ass86ipqaGwYMH8/rrrzdP+/3vf09NTQ1HHXUUjz76aIfyibRHm19yIcW188478+KLL7Jp0yZ22mknFi1alPe35Vx66aUA3HbbbUVMGNpzzz2577776Nq1Kx988AH9+vVjwIAB22T9wx/+wJFHHsm5557Lddddxx/+8Ad+/vOf88gjj/DKK6/w+OOPs3TpUi666CLuv//+oucUEUmDYo4dTfIZO2bMmNFmmx133JEFCxa02ub2229n11135a9//Stz5szhiiuu4IYbbuCf//wnc+bM4ZFHHqG+vp5hw4bx2GOP0aVLlw5nFWmJ9vx60K9fPx5++GEA7r33Xk4++eTmaRs3bmTcuHGceOKJDBgwgAcffBCATZs2cfbZZ9O3b19Gjx7Nhx9+2Fz8futb32L9+vUAnHnmmQwcOJBDDz2UmTNnNi93//3356qrrqK2tpbBgwfz1ltvtZpxhx12oGvXrkD4Dv2TTz7J2e7BBx/k1FNPBeDUU09l/vz5zY8PHToUYwx9+vThnXfeob6+vqObSkREIsUaO5rkGjuOPfbYrcaO3XfffauxY9iwYUV5Lg899FDz2HHiiSfy+OOPEwQBDz74IEOGDKFr16706NGDfffdl7/97W9FWadIExW/HgwZMoQ5c+bw4YcfsnLlSr7xjW80T7v22mupqanhgQce4M477+Tyyy9n48aN3Hrrrey000785S9/Yfz48Sxbtoynn356m2VPnjyZ+fPn8+STTzJt2rTmjm3jxo307t2bhQsXcsQRRzBr1iwg7ICuvvrqnDnr6uqora3lm9/8Juecc07OvQwNDQ1069YNCPcWNzQ0APDGG29QVVXV3K579+688cYbeW4xEREp1tiRS9PYMXfu3K3Gjg8++GCrseOxxx4DWh87Nm/ezKBBgxg8eHDzDpFsmWNERUUFn/vc59iwYYPGDikJHfbgwcEHH8yaNWuYM2cO/fr122raokWLWLBgATfccAMQdiJ1dXUsXryYM888s3n+gw46iBUrVmyz7GnTpjFv3jwqKipYu3Ytr7zyCrvvvjs77LAD/fv3B6Bnz57NHdiAAQMYMGBAzpzV1dUsXLiQN954g9GjR3PiiSeyxx57tPi8jDEYYzq+QUREpE3FGjtyaRo7gFbHjiatjR2LFy+me/fuvPrqq1hrOfDAA9l3330Leu4ixaTi15MBAwZw2WWXMXv2bDZs2ND8eBAETJ06lf3226/Dy3ziiSd47LHH+POf/8zee+/NMcccw+bNm4HwnXVTYdqlSxcaGxvbvdy99tqLAw44gMWLFzN48OCtplVWVlJfX0+3bt2or6/nC1/4QvM8a9eubW63bt26go9PE5G2WWv3Bm4FugEBMNU5d621dnfgDmBfYDVgnXMbWlqOxFNnjx077bQTQ4cObR47tt9++63Gjvbo3r07APvssw/f/va3WbFixTbFb9MYUVVVRWNjI++++y677babxg4pCR324Mn3v/99xo0bt8278L59+zJ9+nSCIABo3rv7rW99i3vvvReAF198kZUrVzJ37tyt5n3vvffYdddd2WmnnXjxxRdZunRp3vnWrl3Lpk2bAHj77bd5+umn+cpXvrJNuwEDBnDnnXcCcOedd3L88cc3Pz579myCIGDJkiV87nOfaz48QkQ6VSMw3jl3MHAEcI619mDgQuBh59z+wMPRfUmYYowd2TLHjlWrVrU6djQdp9uSt99+u7lwXr9+Pc888wxf/epXt2mXOXY88MAD1NTUYIxhwIABzJkzh82bN/Paa6/xyiuvbHV4h0gxqPj1pKqqitGjR2/z+Pnnn8/HH39MbW0txx57LJMmTQLg9NNP54MPPqBv375cc8019OrVq/kjqibHHHMMW7ZsoW/fvvziF7+gd+/ebeZo6bitVatW8d3vfpfa2lqGDh3KWWed1dzZ/vSnP22+VM4555zDokWLqKmp4bHHHuOcc84B4LjjjqNHjx7U1NRwwQUXcOWVV3ZsA4lIXpxz65xzS6Pf3wNWAtXAEKDpVP0ZwMm5lyBxVoyxI1vm2HHllVe2Ona8/PLLQMtjx0svvcQJJ5xAbW0tp556Kueee25z8Xv11Vfz0EMPATBs2DA2bNhATU0NU6dO5eKLLwbggAMO4Lvf/S7HHnssw4cP54orrtCVHqToTNO7xBIJMj/OaK/KysrmE6lKacuYkwqav8fcJdTV1RUpzbaqq6tbXL6vbdYW5eq4uGaLay7onGzRSTiJOqjdWrsvsAg4BHjNOff56HEDbGi634pE9dlQWL/d5cb7vKwXOn+8yFf2a9nauFNqce2DlKvjSt1n65hfEZEyZK3dBbgLON859661tnmacy6w1ubc82GtHQuMjdpRWVnZ4XVXVFTkNV8xFHJBxUIyF+NCjr62WWtyvZZxyenz76w1ytVxpc6m4ldEpMxYa7cnLHxnOefujh6ut9Z2d86ts9Z2B97MNa9zbiowNbob5LM3Js57mFrjO7Pv9eeS67WMS864/p0pV8d14p7fnHTMb4JNnz7ddwQRiZnokIabgZXOuSkZk+4DRka/jwTmlDqbJJ/GHSkH2vObYLlOXBCR1KsBfggst9Y+Fz12MXAV4Ky1o4FXAdvC/CIt0rgj5UDFb4L16dMnNiceiEg8OOcep+UT844rZRYpPxp3pBzosAcRERERSQ0VvyIiIiKSGip+E2z48OG+I4iISIpo3JFyoOI3wZq+wUdERKQUNO5IOVDxm2ADBw70HUFERFJE446UAxW/CbZ8+XLfEUREJEU07kg5UPErIiIiIqmh4jfBunXr5juCiIikiMYdKQcqfhNs6dKlviOIiEiKaNyRcqDiN8EmT57sO4KIiKSIxh0pByp+E2zKlCm+I4iISIpo3JFyoOJXRERERFJDxa+IiIiIpIaK3wSbN2+e7wgiIpIiGnekHKj4FREREZHUUPGbYIMGDfIdQUREUkTjjpQDFb8iIiIikhoqfkVEREQkNSp8B5D8jRs3zncEEZGysWXMSb4jxJ7GHSkH2vObYOPHj/cdQUREUkTjjpQDFb8J1rt3b98RREQkRTTuSDko6LAHa+1/Af8BBMByYJRz7sNiBJO21dfX+44gIiIponFHykHee36ttdXAj4HDnHOHAF2AYcUKJiIiIiJSbIUe9lAB7GStrQB2BtYWHknaq2fPnr4jiIhIimjckXKQd/HrnKsDrgFeA9YB7zjnHipWMGnb/PnzfUcQEZEU0bgj5SDvY36ttbsBQ4AvAW8Dd1prRzjnZma1GwuMBXDOUVlZ2fGQFRV5zVeoYhzZ1Jm5zz77bK6//vqc03xts7YoV8fFNVtcc0G8s4kk2QUXXMCkSZN8xxApSCEnvNUCrzjn3gKw1t4NfAfYqvh1zk0FpkZ3g4aGhg6vqLKyknzmi4POzD1t2jQuv/zynNPius2Uq+Pimi2uuaBzslVVVRV1eSJJNGvWLBW/kniFFL+vAUdYa3cGNgHHAc8WJZWIiIiISCco5JjfxcBsYCnhZc6249M9vCIiIiIisVPQdX6dc5cAlxQpi3TQkiVLfEcQEZEU0bgj5aCg4lf8WrZsGXvttZfvGCIikhIadyQfW8ac1Or0ti4w0OXG+4oXBn29caKNGjXKdwQREUkRjTtSDlT8ioiIiEhqqPgVERERkdRQ8ZtgEydO9B1BRERSROOOlAMVvwk2YsQI3xFERCRFNO5IOVDxm2DV1dW+I4iISIpo3JFyoOJXRERERFJDxa+IiIiIpIaK3wSrra31HUFERFJE446UAxW/CTZjxgzfEUREJEU07kg5UPGbYCNHjvQdQUREUkTjjpSDCt8BJH8LFy70HUFERFJE4056bRlzku8IRaM9vyIiIiKSGip+RURERCQ1VPwmWF1dne8IIiKSIhp3pByo+E2wmTNn+o4gIiIponFHyoGK3wSbMGGC7wgiIpIiGnekHKj4FREREZHUUPErIiIiIqmh6/wm2PTp031HEJGYsdZOAwYDbzrnDokeuxQYA7wVNbvYOTfXT0JJMo07Ug5U/CZYr169fEcQkfi5BbgOuDXr8d84564pfRwpJxp3pBzosIcE69Onj+8IIhIzzrlFwHrfOaQ8adyRcqA9vyIi6XCutfZ04FlgvHNuQ65G1tqxwFgA5xyVlZUdXlFFRUVe8xVDvZe1Fke+Xx/b7Z4nipzkU7leS1+vbTaff2etKddcPv+3ir09VfyKiJS/64HLgSD6ORk4M1dD59xUYGp0N2hoaOjwyiorK8lnPslPZ27rXK9lXF7buP6dKVfx5ZO7qqqqxWkqfhNs+PDhviOISAI455p32lhrbwTu9xhHEkzjjpQDHfObYJMmTfIdQUQSwFrbPePuKcAKX1kk2TTuSDnQnt8EGzhwIPPnz/cdQ0RixFp7O3AMUGmtXQNcAhxjrT2U8LCH1cCPvAWURNO4I+VAxW+CLV++3HcEEYkZ59xpOR6+ueRBpCxp3JFyoMMeRERERCQ1VPwmWLdu3XxHEBGRFNG4I+VAxW+CLV261HcEERFJEY07Ug5U/CbY5MmTfUcQEZEU0bgj5UDFb4JNmTLFdwQREUkRjTtSDlT8ioiIiEhqqBcDNaYAACAASURBVPgVERERkdRQ8Ztg8+bN8x1BRERSROOOlAMVvyIiIiKSGip+E2zQoEG+I4iISIpo3JFyoOJXRERERFJDxa+IiIiIpIaK3wQbN26c7wgiIpIiGnekHKj4TbDx48f7jiAiIimicUfKQUUhM1trPw/cBBwCBMCZzrknixFM2ta7d299z7qIiJSMxh0pB4Xu+b0WmO+cOxD4OrCy8EjSXvX19b4jiIhIimjckXKQ955fa+2uwNHAGQDOuY+Aj4oTS0RERESk+Ao57OFLwFvAdGvt14ElwE+ccx9kNrLWjgXGAjjnqKys7HjIioq85itUMd7fbhlzUhGWktshn9u5xeVX/PlpL9usLb5ey7bENRfEN1tcc0G8s4kkWc+ePX1HEClYIcVvBdAbOM85t9haey1wIfDLzEbOuanA1Ohu0NDQ0OEVVVZWks985W7ukQe1OK2xsTGW2yyur2Vcc0F8s8U1F3ROtqqqqqIuTySJ5s+f7zuCSMEKOeZ3DbDGObc4uj+bsBiWEpmw/FXfEUREJEUuuOAC3xFECpZ38eucewN43Vp7QPTQccALRUkl7XL76/Hc6yYiIuVp1qxZviOIFKygS50B5wGzrLU7AC8DowqPJCIiIiLSOQoqfp1zzwGHFSmLiIiIiEin0je8JdjT/XTWrYiIlM6SJUt8RxApmIrfBFv+zkbfEUREJEWWLVvmO4JIwVT8JtjoJf/yHUFERFJk1Cid2iPJp+JXRERERFJDxa+IiIiIpIaK3wT79SE9fEcQEZEUmThxou8IIgVT8Ztgw3vs4TuCiIikyIgRI3xHEClYoV9yIR71mLuE107o4zuGiIh4tGXMSXnP2+XG+zrUvrq6mrq6urzXVw7a2t71bczf0W0uxac9vyIiIiKSGip+RURERCQ1VPwm2HF77uo7goiIpEhtba3vCCIFU/GbYNMP2893BBERSZEZM2b4jiBSMBW/CTbq2VW+I4iISIqMHDnSdwSRgqn4TbCH33zHdwQREUmRhQsX+o4gUjAVvyIiIiKSGip+RURERCQ1VPwmmL7gQkRESintX3Ah5UHFb4LNeu0t3xFERCRFZs6c6TuCSMFU/CbYRSte8x1BRERSZMKECb4jiBRMxa+IiIiIpIaKXxERERFJDRW/CXZzn6/4jiAiIikyffp03xFECqbiN8F67rqz7wgiIpIivXr18h1BpGAqfhPs8EeW+44gIiIp0qePLrEpyafiV0RERERSQ8WviIiIiKSGit8EO23vSt8RREQkRYYPH+47gkjBKnwHkPxN7LmP7wgiEkPW2mnAYOBN59wh0WO7A3cA+wKrAeuc2+AroyTTpEmTfEcQKZj2/CbYCY+v9B1BROLpFmBg1mMXAg875/YHHo7ui3TIwIHZf1YiyaPiN8FWvLvRdwQRiSHn3CJgfdbDQ4AZ0e8zgJNLGkrKwvLlusqQJJ8OexARSYduzrl10e9vAN1yNbLWjgXGAjjnqKzs+LkFFRUVec1XDPVe1ppcbb1OuV5LX69ttvpTvpP3vN3ueSL/9eY9Z8jX9iv0/9Ln/1axt5mK3wTbs+v2viOISAI55wJrbdDCtKnA1Ohu0NDQ0OHlV1ZWks98UnptvU7Zr2W3bt3K4rX1+Rx8rTvJ/5f55K6qqmpxmg57SLBnj9M37YhIu9Vba7sDRD/f9JxHEmjp0qW+I4gUTMVvgk3551rfEUQkOe4DRka/jwTmeMwiCTV58mTfEUQKpuI3wX67al3bjUQkday1twNPAgdYa9dYa0cDVwH9rbUvAbXRfZEOmTJliu8IIgXTMb8iImXGOXdaC5OOK2kQEZEY0p5fEREREUkNFb8Jdn/Ngb4jiIhIisybN893BJGCqfgVERERkdRQ8Ztgg//6ou8IIiKSIoMGDfIdQaRgKn5FREREJDVU/IqIiIhIahR8qTNrbRfgWaDOOTe48EjSXufv1913BBERSZFx48YVbVlbxpxUtGWJdEQx9vz+BFhZhOVIB437asvfWy0iIlJs48eP9x1BpGAFFb/W2i8CJwI3FSeOdMRhDy/zHUFERFKkd+/eviOIFKzQwx5+C1wAfLalBtbascBYAOcclZWVHV5JRUVFXvMVqr7ka+yYNzd/3OI0X9usLcrVcXHNFtdcEO9sIklWXx/3kVGkbXkXv9bawcCbzrkl1tpjWmrnnJsKTI3uBg0NDR1eV2VlJfnMl2aNjY2x3GZxfS3jmgvimy2uuaBzslVV6TAjEZFyUMhhDzXASdba1cCfgH7W2plFSSXtcsjndvYdQUREUqRnz56+I4gULO89v865i4CLAKI9vz91zo0oUi5ph7lHHuQ7goiIpMj8+fN9RxApmK7zm2ATlr/qO4KIiKTIBRdc4DuCSMGKUvw65x7VNX5L7/bX43m8pYiIlKdZs2b5jiBSMO35FREREZHUUPErIiIiIqmh4jfBnu6ns25FRKR0lixZ4juCSMFU/CbY8nc2+o4gIiIpsmyZvllUkk/Fb4KNXvIv3xFERCRFRo0a5TuCSMFU/IqIiIhIaqj4FREREZHUUPGbYL8+pIfvCCIikiITJ070HUGkYCp+E2x4jz18RxARkRQZMWKE7wgiBVPxm2A95uqSMyIiUjrV1dW+I4gUTMWviIiIiKSGil8RERERSQ0Vvwl23J67+o4gIiIpUltb6zuCSMFU/CbY9MP28x1BRERSZMaMGb4jiBRMxW+CjXp2le8IIiKSIiNHjvQdQaRgKn4T7OE33/EdQUREUmThwoW+I4gUTMWviIiIiKSGil8RERERSQ0Vvwn22gl9fEcQEZEUqaur8x1BpGAqfhNs1mtv+Y4gIiIpMnPmTN8RRApW4TuA5O+iFa8xvMceOafVn/KdvJfb5cb78p5XRETK14QJExgxYoTvGCIF0Z5fEREREUkNFb8iIiIikhoqfhPs5j5f8R1BRERSZPr06b4jiBRMxW+C9dx1Z98RREQkRXr16uU7gkjBVPwm2OGPLPcdQUREUqRPH11iU5JPxa+IiIiIpIaKXxERERFJDRW/CXba3pW+I4iISIoMHz7cdwSRgqn4TbCJPffxHUFERFJk0qRJviOIFEzFb4Kd8PhK3xFERCRFBg4c6DuCSMFU/CbYinc3+o4gIiIpsny5rjIkyafiV0RERERSQ8Vvgu3ZdXvfEUREJEW6devmO4JIwVT8Jtizx+mbdkREpHSWLl3qO4JIwSp8B5D8TfnnWsZ9tcp3DBFJCGvtauA9YAvQ6Jw7zG8iSZrJkyczfvx43zFECqI9vwn221XrfEcQkeQ51jl3qApfyceUKVN8RxApmIpfEREREUkNHfYgIpIeAfCQtTYA/uicm5rdwFo7FhgL4JyjsrLj3yRZUVGR13zFUO9lrcnV1uuU67Us1mvr87Uq5DkUmtvX/0ah/5dJfb1yUfGbYPfXHOg7gogky5HOuTpr7Z7AAmvti865RZkNooK4qSgOGhoaOrySyspK8plPSq+t1yn7tZw3b15ZvLY+n4OvdSf5/zKf3FVVLZ8TpcMeRERSwjlXF/18E7gHONxvIhGR0lPxm2CD//qi7wgikhDW2s9Yaz/b9DswAFjhN5UkzaBBg3xHEClY3oc9WGv3Bm4FuhEeRzbVOXdtsYKJiEhRdQPusdZC2Pf/n3Nuvt9IIiKlV8gxv43AeOfc0mhvwhJr7QLn3AtFyiYiIkXinHsZ+LrvHCIivuV92INzbp1zbmn0+3vASqC6WMGkbefv1913BBERSZFx48b5jiBSsKIc82ut3Rf4BrC4GMuT9tG3u4mISCnp292kHBR8qTNr7S7AXcD5zrl3c0xP7DUj4369yMMeXsazx/Uq+nK3jDkp73m73fNEq9N9Xv+zNXHNBfHNFtdcEO9sIknWu3dvli5d6juGSEEKKn6ttdsTFr6znHN352qja0Z2njc3f+w7wjY6es3IuIhrLohvtrjmgs7J1to1I0XSor4+7ruFRNqW92EP1loD3AysdM7py75FREREJPYK2fNbA/wQWG6tfS567GLn3NzCY0l7HPK5nX1HEBGRFOnZs6fvCCIFy7v4dc49DpgiZpEOmnvkQb4jiIhIisyfr0tDS/LpG94SbMLyV31HEBGRFLngggt8RxApmIrfBLv99XiebCQiIuVp1qxZviOIFEzFr4iIiIikhopfEREREUkNFb8J9nQ/nXUrIiKls2TJEt8RRAqm4jfBlr+z0XcEERFJkWXLlvmOIFIwFb8JNnrJv3xHEBGRFBk1apTvCCIFU/ErIiIiIqmh4ldEREREUkPFb4L9+pAeviOIiEiKTJw40XcEkYKp+E2w4T328B1BRERSZMSIEb4jiBRMxW+C9ZirS86IiEjpVFdX+44gUjAVvyIiIiKSGip+RURERCQ1VPwm2HF77uo7goiIpEhtba3vCCIFU/GbYNMP2893BBERSZEZM2b4jiBSMBW/CTbq2VW+I4iISIqMHDnSdwSRgqn4TbCH33zHdwQREUmRhQsX+o4gUjAVvyIiIiKSGip+RURERCQ1KnwH6GxbxpzkO0Knee2EPr4jxEohr3V9gevucuN9ec/bVu7WshWyXt8683+zXLeZiG91dXW+I4gUTHt+E2zWa2/5jiAiIikyc+ZM3xFECqbiN8EuWvGa7wgiIpIiEyZM8B1BpGAqfkVEREQkNVT8ioiIiEhqqPhNsJv7fMV3BBERSZHp06f7jiBSMBW/CdZz1519RxARkRTp1auX7wgiBVPxm2CHP7LcdwQREUmRPn10iU1JPhW/IiIiIpIaKn5FREREJDVU/CbYaXtX+o4gIiIpMnz4cN8RRAqm4jfBJvbcx3cEERFJkUmTJvmOIFIwFb8JdsLjK31HEBGRFBk4cKDvCCIFU/GbYCve3eg7goiIpMjy5brKkCRfhe8AIiIiTbaMOcl3BBEpc9rzm2B7dt3edwQREUmRbt26+Y4gUjAVvwn27HH6ph0RESmdpUuX+o4gUjAVvwk25Z9rfUcQEZEUmTx5su8IIgVT8Ztgv121zncEERFJkSlTpviOIFIwFb8iIiIikhoqfkVEREQkNVT8Jtj9NQf6jiAiIikyb9483xFECqbiV0RERERSo6AvubDWDgSuBboANznnripKKmmXwX99kddO6OM7hogkhPpsKdSgQYOoq6vzHUOkIHnv+bXWdgH+AAwCDgZOs9YeXKxgIiJSPOqzRURChRz2cDiwyjn3snPuI+BPwJDixBIRkSJTny0iQmGHPVQDr2fcXwN8K7uRtXYsMBbAOUdVVVVeK8t3Ph54Nr/5iiBI+PI7S96vZVs8vtYFSWpuCnwtE/y8E0p9dozFuT/PfC2DoIhJk/paJzU36rObdPoJb865qc65w5xzhwEmn5u1dkm+83bmLa654pxNuconW1xzdXK2sqc+W9mSkCvO2ZQrVtlyKqT4rQP2zrj/xegxERGJH/XZIiIUdtjDM8D+1tovEXagw4AfFCWViIgUm/psEREK2PPrnGsEzgUeBFaGD7m/FytYlqmdtNxCxTUXxDebcnVcXLPFNRfEO5sX6rOB+OaC+GaLay6Ibzbl6riSZjNFPXhdRERERCTG9A1vIiIiIpIaKn5FREREJDUK+nrjYmrrazettV2BW4E+wL+B7zvnVpcg197RersRXopxqnPu2qw2xwBzgFeih+52zl1WgmyrgfeALUBjdGmizOmGcJueAGwEznDOLS1BrgOAOzIe+jLwK+fcbzPaHEMJtpm1dhowGHjTOXdI9NjuUb59gdWAdc5tyDHvSOAX0d3/cc7NKEG2q4HvAh8B/wJGOefezjHvalp57Tsh16XAGOCtqNnFzrm5Oebt1K/PbSHbHcABUZPPA2875w7NMe9qOmmbpVUc++0499nRulcTs347Tn12tK5Y9tvqs4uWzXufHYviN+NrN/sTXnj9GWvtfc65FzKajQY2OOf2s9YOAyYC3y9BvEZgvHNuqbX2s8ASa+2CrGwAjznnBpcgT7ZjnXMNLUwbBOwf3b4FXE+Oi9oXm3PuH8Ch0Pza1gH35Ghaim12C3Ad4WDY5ELgYefcVdbaC6P7EzJnijraS4DDCAfQJdHf5DadbZGzLQAucs41WmsnAhdlZ8vQ2mtf7FwAv3HOXdPSTO38Py56Nudccz9grZ0MvNPK/J21zVInxv123PtsiFm/HbM+G+Lbb+fKpT67g9ni0GfH5bCH9nzt5hCg6R3cbOC46B1yp3LOrWt61+2ce4/wLOnqzl5vkQwBbnXOBc65p4DPW2u7lzjDccC/nHOvlni9ADjnFgHrsx7O/FuaAZycY9bjgQXOufVRx7kAGNjZ2ZxzD0Vn5QM8RXgt1pJqYZu1R6d/fW5r2aL+wAK3F3Od0qJY9tsJ77PBf7/ttc+G+Pbb6rOLm81nnx2X4jfX125md1bNbaI/tHeAL5QkXcRauy/wDWBxjsnfttY+b62dZ639WokiBcBD1tol0VeSZmvPdu1sw2j5D9vHNgPo5pxbF/3+BuHHo9nisO3OBOa1MK2t174znGutXWatnWat3S3HdN/b7Cig3jn3UgvTfWyzchb7fjuGfTbEv9+OY58Nyei31Wd3jLc+Oy7Fb+xZa3cB7gLOd869mzV5KbCPc+7rwO+Be0sU60jnXG/Cj8nOsdYeXaL1tou1dgfgJODOHJN9bbOtOOcCwn+wWLHW/pzw49tZLTQp9Wt/PfAVwo9G1wGTO3l9+TiN1vcgxPr/RYorpn02xPjvMAl9NsSz31afnRdvfXZcit/2fO1mcxtrbQWwK+EJFJ3OWrs9YSc6yzl3d/Z059y7zrn3o9/nAttbays7O5dzri76+Sbh8VmHZzXx/XWmg4Clzrn67Am+tlmkvuljxOjnmznaeNt21tozCE8QGB518ttox2tfVM65eufcFufcJ8CNLazP5zarAL7H1iftbKXU2ywFYttvx7XPjtYX5347rn02xLjfVp/dcb777Fic8Eb7vnbzPmAk8CQwFHikpT+yYoqOSbkZWOmcm9JCm70Id90H1trDCd9UdGoHb639DLCdc+696PcBQPaZt/cRfuzxJ8ITJt7J+NioFFp8V+djm2Vo+lu6Kvo5J0ebB4ErMz4qGkB4IkOnis68vQDo65zb2EKb9rz2xc7VPeNv5xRgRY5mPr8+txZ40Tm3JtdEH9ssBWLZb8e1z47WG/d+O659NsS031afnTevfXZsvuHNWnsC8FvCy21Mc85dYa29DHjWOXeftXZH4DbC47fWA8Occy+XINeRwGPAcuCT6OGLgR4AzrkbrLXnAmcTfuSxCRjnnHuik3N9mU/Pxq0A/i/aZmdl5DKEZ1kOJLxkzijn3LOdmSsj32eA14AvO+feiR7LzFaSbWatvR04BqgE6gnPBL4XcISv4auEl8xZb609DDjLOfcf0bxnEr7WAFc456aXINtFQFc+HVSecs6dZa2tIrwMzQktvfadnOsYwo/PAsLLDP3IObcuM1c07zb/x8XK1VI259zN1tpbCLfVDRltS7bN0iqO/XZc++woW2z77bj02dF6Y9lvq88uTrY49NmxKX5FRERERDpbXI75FRERERHpdCp+RURERCQ1VPyKiIiISGqo+BURERGR1FDxKyIiIiKpoeJXRERERFJDxa+IiIiIpIaKXxERERFJDRW/IiIiIpIaKn5FREREJDVU/IqIiIhIaqj4FREREZHUUPErIiIiIqmh4ldEREREUkPFr4iIiIikhopfEREREUkNFb8iIiIikhoqfkVEREQkNVT8ioiIiEhqqPgVERERkdRQ8SsiIiIiqaHiV0RERERSQ8WviIiIiKSGil8RERERSQ0VvyIiIiKSGip+RURERCQ1VPxKpzLGrDbG/KJE67rFGLOwBOv5tTGm3hgTGGPOKOJyy25biUhuxphjoj7ki7nux00p+wxjzBnGmMYSrOdUY8y/jDFbjDG3FHG5Zbetyo2KX4+if5DAGHN3jmlDommx+aOOirMgx22vVmb7JvCbUmXsbMaYbwEXAmOB7sAdLbRL/bYSSSKP/fIThH3K2k5Y9lYynmP2bVgrs/0EOLWzs5WKMaYLMA1wQA/C55erXeq3VTmq8B1AeA0YbIzpFgRBfcbjPwJeBeK2F2Ai8Nusx97MbmSM2SEIgo+CIHirNLFKZn/gkyAI5rSjbdq3lUhSlbxfDoLgI+CNYi+3FY8BNuuxt7MbGWO2D4Lg4yAI3ilNrJLpDuwCzA2CoK6NtmnfVmVHe379ewl4Cjij6QFjTA+gPzA9u7Expo8x5iFjzPvGmLeMMXcbY/bJmP6l6LG1xpiNxpjlxpgfZi3jUWPMTcaYXxpj3jDGrDfG3GqM2aUded8PguCNrNsn0Z7O/zHG/K8x5t+EncU2H+UbY7Y3xlxqjHnFGPOhMebvxpgfZeULjDH/aYy5zRjznjFmjTHmoqw2uxtj7jDGfBAdgvA/gMlqc6Qx5q/RMt4zxjxvjDm+tSdnjBlpjHnBGPNRtN7/McZURNNuAW4Dtmt695/mbSVSxoraL0dtzov+PzcaYx4k3NuYOT37MAhjjLnRhB/LbzLGvGyMudIY0zVjnkuNMatMuEf6xeh//FFjzP7teI4f5eifPjTRR/ZR3tXAZmPMTibHR/nGmGHGmOei/mm1MWaKMeYzGdPbHGuMMdsZYy43xrwZbb87gN2y1vNFY8xdxpiGaF0vG2N+1tqTM8YcYYxZFG27DcaY/zPG7BlNOwN4PWq6KNrux6R1W6WRit94mAr8hzGmqSD5D+Bhwj0MzYwxBwN/AZ4EDgP6AVuABcaYHaNmuwCPAIOAntGypxtjjs1a51Bgd+AYYBgwGJhQ4PP4MeGezW8Do1pocyPwPcI9KAcBlwETjTGjs9pdAiwCDgV+DVxpjDkuY/rNQB/gu4TbYV/glKaJJixY7wMWA72j26XAxpbCG2NOJPwY7DbgEGA8cE6UBcKPss4n3Obdo1u+Er2tRFKgaP2yMWYI4SFNUwj/Tx1wdRvrN4R9xA8I///PJ+wrLs5q1x04GxgOfAf4LGE/VojDo+cxBPg68NE24cIC8npgMnAwcDpQC9yQ1bStseY8YBzwM8K+Zwmf9rlN/hfYNVr+gcBoYE1L4U14eNlDUZvDCfu+Q4DZUZM7oseJnmN3wsNO8pHobZVaQRDo5ukG3AIsBHYE/g0cC3Qh/EP9HuFeh8as9n/KWkZXwiLl5FbWMwe4MeP+o8DzWW2uB55sI+9qYDPwfsbtpoxpD7cwzy+i378EfAIcmNXmV8BzGfcD4HdZbVYCv45+3y9q0z9j+g5AHbAwur9b1OaYDrwejwEu67GfAJuAHaL7W70mad1WuulWrrfO6JeBx4FZWW2uif7vvhjdPybzfgvZ/gt4KeP+pUAjsEfGY9+P+o4d23iOjVn90z8ypr0N7JJru2TcXw2cldXm6Og57Bbdf5Q2xppou16R1WZ21jZ+Hri0A6/h5dFyd8h47OtRtqOj+/tG949sx99D2W6rtN50zG8MBOHHJ7cBYwjftVcAfyZ8J5/pm8B+xpj3sx7fkfBYVIwxOxMWSN8lfDe7A2FH/P+y5nk+6/5aoD0fc/+B8J1lk/cyfn+6jXkPI9yb8eynO1OA8PluyWr7XI583aLfD45+Nr9TD4LgI2PMM4R7vgmCYIMx5ibgQWPMI4R7Zu4JguAfreT7GtuewPYXwu37FcKisiPKeVuJlLVi9suE/4e3Z01/nPDTpRYZY8YQ7nHeF/hMlCH7E9u1wdbnC6wl7Dv2JDx2uSWLgZEZ9zNP4lsZBEH288nMtQewDzDFGHNN5qTo537AM9HvLY41xpjPAdVsu9f1ceDkjPu/Bf5ojBlEWCQ+EATBopbyEfblTwXhcdQABEHwvDHmnWhaa/PmUs7bKpVU/MbHVGApsDcwPQiCj7OKHgg7vduAq3LM/+/o59WEH7+MA/4BfED4UcuuWe2zP5oJaN9hMOuDIFjVwrQP2pi3afnfYduP1LOPn80336czBMEYY8y1wADCY/UuN8acGwTBHzuynAJoW4kkW7H65Q4zxpxK+Ab6QsI3pO8SXkHgiqymuf7/m3K1ZlMR+qefsO2OFdj6Y/Zi9E/TjTHzgYGEe+LnGWPuCYJgREeWUwBtqzKjY35jIgiCFwjf/dUAN7XQ7FmgF/CvIAhWZd02RG2OJvx4zQVB8DzwMvDVzs7fTkuinz1y5P9XB5bzQvTzO00PGGN2INwDs5UgCFYEQTAlCIJBhMe+jm1luX8n3H6Z+hIe9tCRfMUQ920lUvaK2C+/QMb/YKSmjdUfDfwt+p9cEgTBS4R7gL0LwitgvA4ckOM5rwqC4MN2LuddwkOw2tw2QRCsC4JgehAEpxMexzo82huay9+BI6K+DgBjzNcJdwKtaE+2YknAtkol7fmNl+MJj9Na38L0Kwk/Lp8Z7aV7i7AzPBm4NgiClwn39g4xxtxFeGzSOKAKqM+5xBIKgmCVMWYacKMx5gLCE0Q+Q3gy1h5BEEzswHLuA/5gwqsf1BPuHflsUxtjzH6EH1f+mbDjqQKOItyL05JfA382xlwI3E14YsqlwOTMj89KIQHbSiQtitEvTwbuNMY8DcwFjgR+mHtxzf4BjI5OlltBePLT9wp8LsX0c+BmY8wGwvNKPiY8MW9QEAQ/anXOrU0m/KTpRcIrbJxEeLJWM2PMdYTb7R+Eh5N8j7Cveo/criPc03qLMeZK4POEh6A9FgTBYx3IVixx3lappD2/MRIEwcZWOliCIFhJ+K5vF+BBwr0JNwI78ek1B/+L8Gzk/0d4ZnIdn57hGgdjCc96/jlh/ocJj6V6uYPLOZPwWNf7CT8SrAPuyZj+AeHxdn8C/gncRXis1LktLTAIgrnRckcSDja/Ieww/7uD2YoltttKJC2K0S8HQXAP4fG9FwDLCI8bbuvqOn8kPJxiOvA34FuEb8ZjIQiC2wivfTuYNjD7EAAAIABJREFUsPh/hjBfW9fMzXYt8DvCvu45wivgXJbVxhAey7qC8HjdzxAWjjkvNxntbR1AeD3mZwj7vhWEV1MouThvq7Qy2h4iIiIikhba8ysiIiIiqaHiV0RERERSQ8WviIiIiKSGil8RERERSY1SX+pMZ9eJSJJt8w0HZU59togkWc4+u+TX+V27dm2H56msrKShoaET0hQmrrkgvtnikKu6upq6uq2vMBOHXC2Ja7a45oLOyVZVVVXU5SWF+uzSiGu2zsyVqy/uiDRus0LENReUvs/WYQ+SKiNHjmy7kYiIdAr1wRIHKn4lVRYuXOg7gohIaqkPljhQ8SsiIiIiqaHiV0RERERSQ8WvpEohJ1eIiEhh1AdLHKj4lVSZOXOm7wgiIqmlPljiQMWvpMqECRN8RxARSS31wRIHKn5FREREJDVU/IqIiIhIahT0DW/W2s8DNwGHEH4N5pnOuSeLEUykM0yfPp1Ro0b5jiHihbX2v4D/IOyvlwOjnHMf+k0laTJ9+nTfEUQK3vN7LTDfOXcg8HVgZeGRRDpPr169fEcQ8cJaWw38GDjMOXcI0AUY5jeVpI36YImDvPf8Wmt3BY4GzgBwzn0EfFScWCKdo0+fPr4jiPhUAexkrf0Y2BlY6zmPpEyfPn10uTPxzgRBkNeM1tpDganAC4R7fZcAP3HOfZDVbiwwFsA51+ejjzpeH1dUVNDY2JhXzs4U11wQ32y+c3Xt2hWAzZs3b/W471yt6cxs9ad8J+95q//8dKq22Q477ABgirrQErPW/gS4AtgEPOScG56jjfrsPBTyvwTx/X8q9jbr2rVrc/+b+Xs+0vh3Voi45oLS99mFHPNbAfQGznPOLbbWXgtcCPwys5FzbiphkQwQNDQ0dHhFlZWV5DNfZ4trLohvtrjkys4Ql1y5xDVbY2NjLHNB52yzqqqqoi6v1Ky1uwFDgC8BbwN3WmtHOOe2uvCq+mw/4vr/1BnbLHN5hSw7rq+ncnVcqfvsQo75XQOscc4tju7PJiyGRWJr+PBtdnSJpEUt8Ipz7i3n3MfA3UBhuytFOkh9sMRB3sWvc+4N4HVr7QHRQ8cRHgIhEluTJk3yHUHEl9eAI6y1O1trDWGfrZOUpaTUB0scFHq1h/OAWdbaZcChwJWFRxLpPAMHDvQdQcSL6FO62cBSwsucbcenhzeIlIT6YImDgq7z65x7DjisSFlEOt3y5ct9RxDxxjl3CXCJ7xySXuqDJQ70DW8iIiIikhoqfiVVuv3/7d17dJXVue/xHxJEUIS2S4NJvRa1IkEFh3gaLRpCTISCdtCpHlCKHGkdamWHXdi21p7i8Sh4oKWe3bpzqhQLdftIi2i5CLFStFhboUpQ2IpKlYCBbLygCBjI+SOL7ADhknWbE+f3MwaDrPXefplZ6+HhzVzvm5/vOwIARIsajBDQ/CIqK1as8B0BAKJFDUYIaH4RlSlTpqS1fWFhoW677bbmxw0NDSoqKtINN9yQbrTD9sEHH2j06NEqLS3VoEGDtGbNmlbXa2xs1H333adLLrlE/fv310MPPSRJWrt2rb7xjW/o9NNP17+99V7OcgNAOjU4hPr70UcfaeTIkSotLdXll1+uxx57bL91tm7dqoEDBzb/6dWrl+666y5J0vr16+WcU2lpqYYNG6YNG7jJog80v4jK1KlT09q+c+fOWrNmjT799FNJ0tKlS9W9e/dMRDtsDzzwgM4991xVV1dr2rRpzUV1X2amDRs2aOnSpfrTn/6koUOHSpK6deumu+++W9/5zndyGRsA0qrB+9bf6urqnNffX//61zrrrLNUXV2t2bNna+LEidr3LohdunTR4sWLm/98+ctf1pVXXilJmjhxooYNG6bq6mqNHTtW9957b07zownNL9BGJSUleuaZZyRJTzzxhK666qrmZdu2bVNlZaUGDRqksrIyPf3005Kkd999V1dffbWuuOIKXXHFFfrb3/4mSVq2bJmGDRumm266SV//+td166236lC3HH/99ddVXFwsSerRo4fWr1+vzZs377feI488on/6p3/SUUc1vc0TiUTz3+eff746dOiQ5kgAQG61rL9mlvP6265dO3388cdqbGzUJ598om7duikv78AXznrzzTdVX1+vfv36SZLeeOON5vpdXFysRYsWpT4YSBnNL9BGQ4cO1dy5c7V9+3atXr1aF1xwQfOyadOmqbi4WPPmzdPjjz+uu+++W9u2bVMikdCjjz6qp59+Wr/85S/3Olu7atUq/eQnP9GSJUv0j3/8o7kw33///a0Wxp49e2r+/PmSpL///e9av369Nm7cuN9669at05NPPqmKigqNGDFCb731VqaHAgByqmX9rampyXn9HTVqlN544w316dNHAwYM0E9+8pPmEwytefLJJzVkyBC1a9dOUlP9XrBggSRpwYIF+vjjj7Vly5aMjA0OX1rX+QWONAsWLFBFRUVa++jZs6fWr1+vuXPnqqSkZK9lS5cu1eLFi/Xggw9Kknbs2KHa2lrl5+frhz/8oV577TUdddRRezWi559/fvM9yM8991y9++67uuiii/T973+/1ePfeuutuuuuuzRw4EB99atfVa9evVotvjt37lTHjh21YMECzZ8/X+PGjdOcOXPS+t4BIB17Gr9Utay/+94wIxf1d8mSJTr33HP1+OOPa926dbruuuvUr18/denSpdX1586dq5///OfNj3/0ox/pzjvvlJnp4osvVvfu3dW+ffu0xgRtR/MLpKCsrEwTJ07U7Nmz9f777zc/39jYqKqqKvXo0WOv9adMmaITTjhBixcv1u7du3XGGWc0Lzv66KObv27fvr0aGhoOeuwuXbropz/9afPxLr74Yp166qn7rXfSSSc1zzOrqKhQZWVl279RAAjMnvr7zDPP7NXI5qL+PvbYY7r11lvVrl07nX766Tr55JO1du3avc5A7/Hqq6+qoaFBvXv3bn6ue/fu+tWvfiVJ+uSTTzRv3jx17dq1bQOAtDHtAVFJ96zvHtdcc40qKyt1zjnn7PV8//79NX369OZ5Y6tWrZLU9AnhE088UUcddZR+97vfadeuXSkf+8MPP2z+gMVvf/vbA551KC8v17JlyyRJL7zwwl4FHwB8yEQN3lN/e/Xqtdfzuai/hYWFev755yVJmzdv1ltvvdXqyQep6axvyznJkrRlyxbt3r1bUtOHl6+99tqUsyB1NL9ACgoKCjR69Oj9nh87dqw+++yz5svgTJ48WZI0cuRIzZ49W6WlpVq7dq06d+58yGMcaM7ZG2+8oZKSEl166aV69tlnNXHixOZl119/vd57r+nyZbfccovmzZunAQMG6N5779X9998vSdq0aZP69u2rqqoqPbD2PV30x5Xa+lnq/xgAQC75rL9jx47VSy+9pAEDBuiaa67RD37wA33xi1+UJA0cOHCvdZ966qn9mt9ly5bp0ksv1SWXXKL6+np973vfO+zvG5nT7lCfbMywxlSuaZdIJFRfX5+FOOkJNZcUbjbfuQoLCyVJtbW1ez3vO9fBZDPbrpuGpLxt/pxlUY1Zcl5gu4zuNHzU7MOUzntJCvf9lOkxKywsbK6/Lb9ORYyvs3SEmkvKfc3mzC+iwrxXAPCHGowQ0PwiKuPGjfMdAQCiRQ1GCGh+EZU+ffr4jgAA0aIGIwQ0v4hKXV2d7wgAEC1qMEJA8wsAAIBo0PwiKkVFRb4jAEC0qMEIAc0vorJw4ULfEQAgWtRghIDmF1EZP3687wgAEC1qMEJA84uozJo1y3cEAIgWNRghoPkFAABANGh+AQAAEA2aX0Rl+fLlviMAQLSowQgBzS+isnLlSt8RACBa1GCEgOYXURk1apTvCAAQLWowQpDnOwAAIPucc2dLeqzFU2dIusvMfuYpEgB4QfMLABEws/+QdL4kOefaS6qVNMdrKADwgGkPiMqkSZN8RwBCMEDSm2b2D99BEBdqMEJA84uojBgxwncEIATXSnrUdwjEhxqMEDDtAVEpLCz0HQHwyjl3tKQhku44wPIxksZIkpkpkUi0+Rh5eXkpbZdt2cxVl+b2sYxZx44dtWPHjubH6ew7ljHLlFBzSbnPRvMLAHGpkLTCzFrt18ysSlJV8mFjfX19mw+QSCSUynbZFmouSWpoaAgyWzbGrOX+0tl3qD9PcrVdNrIVFBQccBnTHoA2KCws1G233db8uKGhQUVFRbrhhhvatJ9hw4bplVdekSRdf/31+vDDDzOaU5LuuecelZSUqKSkRHPnzj3gek9t3KKSpa9qwNJXddvf35IkvfrRNl21bI0GLH1VZc+9pic3bMl4PnhznZjygCNcYWGhvv3tbzc/PtJr8Y4dO/Td735XxcXFGjx4sN59993mZQ888ICKi4t16aWXasmSJRnPFyPO/CIqpaWlqq6uTnn7zp07a82aNfr000/VqVMnLV26VN27d08r029+85u0tm9NdXW1ampqtGjRIu3cuVPDhg1TSUmJunTpstd6b3+yXb948z39/r+drW4d8lS/4zNJUqejjtJPzztNpx97jN7bvlOD/rxa/U84Xl07UDKOZM65YyUNlPQd31kQp9LS0ozsp3Pnznr11Vc/N7X40UcfVdeuXfXnP/9Zc+fO1T333KMHH3xQr7/+uubOnas//vGPqqur07XXXqvnnntO7du3z3jWmHDmF1GZMWNG2vsoKSnRM888I0l64okndNVVVzUv27ZtmyorKzVo0CCVlZXp6aefliR9+umnuvnmm9W/f3+NHj1a27dvb96mX79+2rKl6czqjTfeqPLycl1++eWaOXNm8zpnnnmm7rvvPpWWlmrw4MHavHnzQTO+8cYb6tevn/Ly8tS5c2edc845evbZZ/db77fv1uuGU09Ut2RTm+jYQZJ0xnHH6PRjj5EkdT/maCWO7qAtOxvaPFYIi5l9YmZfMrPMn94CDkMmavAe5eXln5tavGjRIn3rW9+SJA0aNEjPP/+8Ghsb9fTTT2vo0KHq2LGjTjnlFJ122mn6+9//nuKIYQ+aX0Rl5MiRae9j6NChmjt3rrZv367Vq1frggsuaF42bdo0FRcXa968eXr88cd19913a9u2bXrkkUfUqVMn/elPf9K4ceMOeIvPKVOmaOHChZo/f74efvjh5kK8bds29enTR9XV1br44os1a9YsSU0F8/77799vPz179tSSJUv06aefasuWLVq2bJk2bNiw33pvf7Jdb32yXVe/sEZDl63Rks3790Qvf/CJPtvdqFM7d0xpvABgj0zU4D2cc5+bWvzee+81z1HNy8vT8ccfr/fff3+v5yXppJNO0nvvvZf6oEES0x4QmXSmPOzRs2dPrV+/XnPnzlVJScley5YuXarFixfrwQcflNQ0j6u2tlYvvviibrzxxubtzznnnFb3/fDDD2vBggWSpA0bNujtt9/WWWedpaOPPloDBw6UJBUVFem5556TJJWVlamsrGy//fTv318vv/yyhgwZoi996Uvq27dvq78ma9gtrftkh6zf2dq4fae+9Zf/0KJLezZPb6jb/pnGvvK2pvY+TUe1a5fKcAFAs0zU4D2KiopyWou/+MUvZq0WI7dofoEUlJWVaeLEiZo9e7bef//95ucbGxtVVVWlHj16tHmfy5Yt03PPPaennnpKnTp10rBhw5ovCZSXl6d2yeazffv2amg49BSE22+/Xbfffrsk6ZZbbtEZZ5yx3zonHdNBF3Q7Vh2OaqdTOnfU6cceo3Wf7NB53fK09bNdGvXSG/r+WYXq84Xj2vz9AEC2fV5qcffu3bVhwwYVFBSooaFBH330kb7whS80P7/Hxo0b057bjDSnPTjn1jnnapxzLzvnXspUKCB011xzjSorK/c7a9C/f39Nnz5djY2NkqRVq1ZJappL9sQTT0iS1qxZo9WrV++3z61bt6pr167q1KmT1q5dqxUrVqScb9euXc2/pnvttde0evVq9e/ff7/1rujeTS9s2SpJ2rKzQW9/sl2ndO6onbt366YVb+qbhV/SoJO+kHIOAMimz0stLisr0+OPPy5JmjdvnoqLi9WuXTuVlZVp7ty52rFjh9555x29/fbbe03vQGoyceb3cjML88JxwD5qa2szcqOLgoICjR49er/nx44dqx//+McqLS3V7t27dfLJJ+uRRx7RDTfcoMrKSvXv319nnnmmevfuvd+2l112mX7zm9+of//++spXvqI+ffocMseiRYv0yiuv6Pvf//5ez3/22Wf65je/KUk67rjj9POf/1x5eU1v9/vvv1/nnXeeysrK1D9xvJZu/kglS19Ve0k//OqX9YWj8/T72v/UX7ds1Qc7GzR7/X9Kkqacd5rOPb5zW4cKAJrV1tZmdH+fl1p87bXX6nvf+56Ki4vVrVs3/eIXv5AknX322frGN76hyy+/XO3bt9c999zDtIkMaLfnf0WpcM6tk3RhG5rfxtYmeh9KqBdmDjWXFG4237lmzpypCRMm7FeAfec6mGxm23XTkJS3zZ+zLKoxS37oJLaJz9Tsw5TOe0kK9/2U6TGbOXNm8y2OCwsL02qGY3ydpSPUXFLua3a6Z34bJS1yzjVK+rfknYH2wq0y/Qg1m+9cEyZMkLT/LTV95zqYUG/JGuuYAUjdhAkTmptfwJd0m99LzKzWOXeipMXOuTVmtrTlCtwq049Qs4WSa98MoeRqTajZQr0dq5T7W2UCAI4caX3gzcxqk39vkjRH0kWZCAUAAABkQ8rNr3PuWOdclz1fSyqTtCpTwYBsmD59uu8IABAtajBCkM60h3xJc5xze/bzWzNbmJFUQJa09sleAEBuUIMRgpSbXzN7S9J5GcwCZF3fvn19RwCAaPXt2zfjlzsD2iqtOb8AAADAkYTmFwAAANGg+UVUhg8f7jsCAESLGowQ0PwiKpMnT/YdAQCiRQ1GCGh+EZXy8nLfEQAgWtRghIDmF1GpqanxHQEAokUNRghofgEAABANml9EJT8/33cEAIgWNRghoPlFVFasWOE7AgBEixqMEND8IipTpkzxHQEAokUNRghofhGVqVOn+o4AANGiBiMENL8AAACIBs0vAAAAokHzi6gsWLDAdwQAiBY1GCGg+QUAAEA08nwHAHKpoqLCdwTAG+dcN0m/ktRLUqOkG83sBb+pEJOKigrV1tb6joHIceYXAOIxTdJCM/uqpPMkrfacBwByjjO/ABAB51xXSV+X9G1JMrOdknb6zAQAPtD8IiqVlZVcZxKxOl3SZknTnXPnSVou6XYz+6TlSs65MZLGSJKZKZFItPlAeXl5KW2XbdnMVZfm9rGM2Z133rnX/tLZdyxjlimh5pJyn43mF1EZN24czS9ilSepj6TbzOxF59w0Sf8i6UctVzKzKklVyYeN9fX1bT5QIpFQKttlW6i5JKmhoSHIbJkes5tvvnmv/aWz71B/nuRqu2xkKygoOOAy5vwiKn369PEdAfBlvaT1ZvZi8vFsNTXDQM5QgxECml9Epa4u3V9OAkcmM3tP0rvOubOTTw2Q9JrHSIgQNRghYNoDAMTjNkmznHNHS3pL0ijPeQAg52h+EZWioiLV1NT4jgF4YWYvS7rQdw7Eq6ioyHcEgGkPiMvChQt9RwCAaFGDEQKaX0Rl/PjxviMAQLSowQgBzS+iMmvWLN8RACBa1GCEgOYXAAAA0aD5BQAAQDRofhGV5cuX+44AANGiBiMENL+IysqVK31HAIBoUYMRAppfRGXUKK7pDwC+UIMRAppfAAAARIPmFwAAANGg+UVUJk2a5DsCAESLGowQ0PwiKiNGjPAdAQCiRQ1GCGh+EZXCwkLfEQAgWtRghIDmFwAAANHIS3cHzrn2kl6SVGtmg9OPBAAAAGRHJs783i5pdQb2A2RdaWmp7wgAEC1qMEKQVvPrnPuypEGSfpWZOEB2zZgxw3cEAIgWNRghSPfM788kjZe0OwNZgKwbOXKk7wgAEC1qMEKQ8pxf59xgSZvMbLlz7rKDrDdG0hhJMjMlEom2h8zLS2m7bMtmrrqrv5bW9nlP/TW6MTsc1dXVkrRfhnRzpfPzyp+z7KDLs/o6S2Nb3z/Lgwk5GxCzPTUY8CmdD7wVSxrinLtS0jGSjnfOzTSzvS7iZ2ZVkqqSDxvr6+vbfKBEIqFUtsu2UHNJUkNDQ5DZQhmzfTP4zHWo44YyZvsK9TUmZWfMCgoKMro/AIAfKTe/ZnaHpDskKXnm95/3bXwBAACAkHCdX0SltrbWdwQAiBY1GCHISPNrZku4xi+OBDNnzvQdAQCiRQ1GCDjzi6hMmDDBdwQAiBY1GCGg+QUAAEA0aH4BAAAQjXQudQYccaZPn65Ro0b5jgF44ZxbJ2mrpF2SGszsQr+JEJvp06f7jgDQ/CIuvXv39h0B8O1yMwvzAs343KMGIwRMe0BU+vbt6zsCAESLGowQcOYXAOLRKGmRc65R0r8l78C5F25Jn5p0bhUuxTVmLfeXzr5jGrM96q7+Wsrb5j311yDHS8r9z5LmFwDicYmZ1TrnTpS02Dm3xsyWtlyBW9L7EertwrMxZi33l86+Q/15hpor1NeYlPtb0jPtAVEZPny47wiAN2ZWm/x7k6Q5ki7ymwixoQYjBDS/iMrkyZN9RwC8cM4d65zrsudrSWWSVvlNhdhQgxECml9Epby83HcEwJd8Sc87516R9FdJ88xsoedMiAw1GCFgzi+iUlNT4zsC4IWZvSXpPN85EDdqMELAmV8AAABEg+YXUcnPz/cdAQCiRQ1GCGh+EZUVK1b4jgAA0aIGIwQ0v4jKlClTfEcAgGhRgxECml9EZerUqb4jAEC0qMEIAc0vAAAAokHzCwAAgGjQ/CIqCxYs8B0BAKJFDUYIaH4BAAAQDZpfRKWiosJ3BACIFjUYIaD5BQAAQDRofgEAABANml9EpbKy0ncEAIgWNRghoPlFVMaNG+c7AgBEixqMEND8Iip9+vTxHQEAokUNRghofhGVuro63xEAIFrUYISA5hcAAADRoPlFVIqKinxHAIBoUYMRAppfRGXhwoW+IwBAtKjBCAHNL6Iyfvx43xEAIFrUYISA5hdRmTVrlu8IABAtajBCQPMLAACAaND8AgAAIBo0v4jK8uXLfUcAgGhRgxECml9EZeXKlb4jAEC0qMEIAc0vojJq1CjfEQAgWtRghCAv1Q2dc8dIWiqpY3I/s83sx5kKBgDIPOdce0kvSao1s8G+8wBArqVz5neHpBIzO0/S+ZLKnXMXZyYWACBLbpe02ncIAPAl5ebXzBrN7OPkww7JP40ZSQVkyaRJk3xHALxxzn1Z0iBJv/KdBXGiBiMEac35dc61d869LGmTpMVm9mJmYgHZMWLECN8RAJ9+Jmm8pN2+gyBO1GCEIOU5v5JkZrskne+c6yZpjnOul5mtarmOc26MpDHJ9ZVIJNoeMi8vpe2yLZu56tLcPp1sdVd/Lc2jH2Tfh1ieP2dZ1o4tSR07dpSk/cYmm9/zoRzq5xTq6yzU96UUdjZfnHODJW0ys+XOucsOsh41OwU+a3Y2ZTpXx44dtWPHjubH6ew7nbqdzX9rQn2dhfoak3KfLa3mdw8z+8A596ykckmr9llWJakq+bCxvr6+zftPJBJKZbtsCzWXJDU0NASb7WBylTmksTlUllBfZyG/xrIxZgUFBRndnwfFkoY4566UdIyk451zM81sr1Nx1Gw/Qn0/ZWPMWu7P1/eczeOG+joL9TUm5b5mp3O1hxMkfZZsfDtJGiiJyTwAECAzu0PSHZKUPPP7z/s2vgAQg3Tm/J4k6Vnn3EpJf1PTnN8/ZCYWkB2lpaW+IwBAtKjBCEHKZ37NbKWkCzKYBci6GTNmqLCw0HcMwCszWyJpiecYiNCMGTN8RwC4wxviMnLkSN8RACBa1GCEgOYXUamurvYdAQCiRQ1GCGh+AQAAEA2aXwAAAESD5hdRqa2t9R0BAKJFDUYIaH4RlZkzZ/qOAADRogYjBDS/iMqECRN8RwCAaFGDEQKaXwAAAESD5hcAAADRoPlFVKZPn+47AgBEixqMEND8Iiq9e/f2HQEAokUNRghofhGVvn37+o4AANGiBiMENL8AAACIBs0vAAAAokHzi6gMHz7cdwQAiBY1GCGg+UVUJk+e7DsCAESLGowQ0PwiKuXl5b4jAEC0qMEIAc0volJTU+M7AgBEixqMEND8AgAAIBo0v4hKfn6+7wgAEC1qMEJA84uorFixwncEAIgWNRghoPlFVKZMmeI7AgBEixqMEND8IipTp071HQEAokUNRghofgEAABANml8AAABEg+YXUVmwYIHvCAAQLWowQkDzCwAAgGjk+Q4A5FJFRYXvCIA3zrljJC2V1FFN9X+2mf3YbyrEpKKiQrW1tb5jIHKc+QWAeOyQVGJm50k6X1K5c+5iz5kAIKc48wsAkTCzRkkfJx92SP5p9JcIAHKP5hdRqays5DqTiJpzrr2k5ZJ6SPpXM3txn+VjJI2RJDNTIpFo8zHy8vJS2i7bDpWr7uqv5TDN3nyN2aG+57pDbJ8/Z1mbjnfnnXfu9X2m8z0fKtvBpHXcHI9ZW/Z9MKG+L6XcZ6P5RVTGjRtH84uomdkuSec757pJmuOc62Vmq1osr5JUlXzYWF9f3+ZjJBIJpbJdtoWaS5IaGhqCzXYwbc18880377WNr+/Z51j7OnbIr7FsvDcLCgoOuIw5v4hKnz59fEcAgmBmH0h6VlK57yyIBzUYIaD5RVTq6tL5pRFwZHPOnZA84yvnXCdJAyWt8ZsKMaEGIwRMewCAeJwkaUZy3u9RkszM/uA5EwDkFM0volJUVKSamhrfMQAvzGylpAt850C8ioqKfEcAmPaAuCxcuNB3BACIFjUYIaD5RVTGjx/vOwIARIsajBCkPO3BOXeypEck5avpIulVZjYtU8GAbJg1a5bvCAAQrVmzZmny5Mm+YyBy6Zz5bZA0zsx6SrpQn/HgAAAPdElEQVRY0i3OuZ6ZiQUAAABkXsrNr5ltNLMVya+3SlotqTBTwQAAAIBMy8icX+fcaWr6BPGLh1gV8Gr58uW+IwBAtKjBCEHalzpzzh0n6XeSxprZR60sj/Y+8elI9zLgPu9Rn45dNw3J6v5frvsgJ8dpi0NlOdhrIZ17xB9q34cS6vtSCjsbELOVK1eqe/fuvmMgcmk1v865DmpqfGeZ2e9bW4f7xCMko5e/6TtCRvl8/XGfeABtNWrUKNXW1vqOgcilPO3BOddO0kOSVpvZ1MxFAgAAALIjnTO/xZKul1TjnHs5+dwPzGx++rEAAACAzEu5+TWz5yW1y2AWIOvu7XWK7lj1ju8YABClSZMm+Y4AcIc3xGX4KSf4jgAA0RoxYoTvCADNL+JyynwuswMAvhQWcjsA+EfzCwAAgGjQ/AIAACAaNL+IyoATu/qOAADRKi0t9R0BoPlFXKZf2MN3BACI1owZM3xHAGh+EZdRL631HQEAojVy5EjfEQCaX8TlmU0f+o4AANGqrq72HQGg+QUAAEA8aH4BAAAQDZpfROWdK/v6jgAA0aqtrfUdAaD5RVxmvbPZdwQAiNbMmTN9RwBofhGXO1a94zsCAERrwoQJviMANL8AAACIB80vAAAAopHnOwCQSw/1/YpGL3/Tdwwg55xzJ0t6RFK+pEZJVWY2zW8qxGb69Om+IwCc+UVcirp29h0B8KVB0jgz6ynpYkm3OOd6es6EyPTu3dt3BIDmF3G56I81viMAXpjZRjNbkfx6q6TVkgr9pkJs+vblcpPwj2kPABAZ59xpki6Q9GIry8ZIGiNJZqZEItHm/efl5aW0XbYdKlddDrPsd+yrv5bytvlzlqV+3JS3bJLKz7nlNum8TtLJ7uu4Po+d7vsym6/RXNcMml8AiIhz7jhJv5M01sw+2ne5mVVJqko+bKyvr2/zMRKJhFLZLttCzZUun99TKsduuY2v7EfamGVCQ0NDsOOdjfdmQUHBAZcx7QFRue7k8M5GAbninOugpsZ3lpn93ncexGf48OG+IwA0v4jLpKJTfUcAvHDOtZP0kKTVZjbVdx7EafLkyb4jADS/iMuVz6/2HQHwpVjS9ZJKnHMvJ/9c6TsU4lJeXu47AsCcX8Rl1UfbfEcAvDCz5yW1850Dcaup4Yo78I8zvwAAAIgGzS+icmLHDr4jAEC08vPzfUcAaH4Rl5cGcHchAPBlxYoVviMANL+Iy9TXN/iOAADRmjJliu8IAM0v4vKztRt9RwCAaE2dylX24B/NLwAAAKJB8wsAAIBo0PwiKn8o/qrvCAAQrQULFviOAND8AgAAIB40v4jK4D+v8R0BAKJVUVHhOwJA8wsAAIB40PwCAAAgGjS/iMrYHif5jgAA0aqsrPQdAaD5RVwqzyrwHQEAojVu3DjfEQDlpbOxc+5hSYMlbTKzXpmJBGTPhc+s9B0BAKLVp08frVixwncMRC7dM7+/llSegRxATmza8ZnvCAAQrbq6Ot8RgPSaXzNbKmlLhrIAAAAAWcWcX0Sl1/GdfUcAgGgVFRX5jgCkN+f3cDjnxkgaI0lmpkQi0eZ95OXlpbRdth0qV93VX8thGhyO+Zeco1PmL/cdI2N23TTE27HTfV+m8/7In7PsoMtDrRlA7BYuXOg7ApD95tfMqiRVJR821tfXt3kfiURCqWyXbaHmwoFNqPmH7wifGw0NDd5e/4c6bjbemwUFXCkESNf48eM1efJk3zEQOaY9ICqPvst/VgDAl1mzZvmOAKTX/DrnHpX0gqSznXPrnXOjMxMLAAAAyLy0pj2Y2XWZCgIAAABkG9MeEJW/lvBJYwDwZfnyz88HjnHkovlFVGo+3OY7AgBEa+VK7rIJ/2h+EZXRy9/0HQEAojVq1CjfEYDsX+oMABAG59zDkgZL2mRmvXznAQAfOPMLAPH4taRy3yEAwCeaX0Tl3l6n+I4AeGNmSyVt8Z0D8Zo0aZLvCADNL+Iy/JQTfEcAgGiNGDHCdwSAOb+IyynzucwOcDDOuTGSxkiSmSmRSLR5H3l5eSltl22HylWXwyyZlM5Yp/s977ppSJvWP2X+cr1zZd+Ut88UX8f1eex035fpvFYOddxc1wyaXwBAMzOrklSVfNhYX9/2W4InEgmlsl22hZorXZ/H7wmZ19DQ4O21cqjjZuO9WVBQcMBlTHsAAABANGh+EZUBJ3b1HQHwxjn3qKQXJJ3tnFvvnBvtOxPiQg1GCJj2gKhMv7AH834RLTO7zncGxG36hT18RwA484u4jHppre8IABAtajBCQPOLqDyz6UPfEQAgWtRghIDmFwAAANGg+QUAAEA0aH4RlZYXVwcA5BY1GCGg+UVUZr2z2XcEAIgWNRghoPlFVO5Y9Y7vCAAQLWowQkDzCwAAgGjQ/AIAACAaNL+IykN9v+I7AgBEixqMEND8IipFXTv7jgAA0aIGIwQ0v4jKRX+s8R0BAKJFDUYIaH4BAAAQDZpfAAAARIPmF1G57uSE7wgAEC1qMEJA84uoTCo61XcEAIgWNRghoPlFVK58frXvCAAQLWowQkDzi6is+mib7wgAEC1qMEJA8wsAAIBo0PwiKid27OA7AgBEixqMEND8IiovDejtOwIARIsajBDQ/CIqU1/f4DsCAESLGowQ0PwiKj9bu9F3BACIFjUYIaD5BQAAQDRofgEAABANml9E5Q/FX/UdAQCiRQ1GCGh+AQAAEI28dDZ2zpVLmiapvaRfmdl9GUkFZMngP6/xHQHwhpoN3wb/eY3eubKv7xiIXMpnfp1z7SX9q6QKST0lXeec65mpYACAzKFmA0CTdKY9XCRprZm9ZWY7Jf27pKGZiQUAyDBqNgAovWkPhZLebfF4vaR++67knBsjaYwkmZkKCgpSOliq22XbQXPNeyl3QXBYGn0H+JxJ632Z5fdHqDXDI2q2qNn7yfH33HiAr5Eb1OwmWf/Am5lVmdmFZnahpHap/HHOLU9122z+CTVXyNnI9fnJFmquLGf73KNmk+1IyBVyNnIFla1V6TS/tZJObvH4y8nnAADhoWYDgNKb9vA3SWc6505XUwG9VtJ/z0gqAECmUbMBQGmc+TWzBkm3Snpa0uqmp+zVTAXbR1WW9puuUHNJ4WYjV9uFmi3UXFLY2bygZksKN5cUbrZQc0nhZiNX2+U0W7vGRqacAwAAIA7c4Q0AAADRoPkFAABANNK6vXEmHeq2m865jpIekdRX0n9KusbM1uUg18nJ4+ar6bKEVWY2bZ91LpM0V9Lbyad+b2YTc5BtnaStknZJakhemqjl8nZqGtMrJW2T9G0zW5GDXGdLeqzFU2dIusvMftZincuUgzFzzj0sabCkTWbWK/ncF5P5TpO0TpIzs/db2XakpDuTD/+Xmc3IQbb7JX1D0k5Jb0oaZWYftLLtOh3kZ5+FXP9T0k2SNidX+4GZzW9l26zePvcA2R6TdHZylW6SPjCz81vZdp2yNGaxCrFuh1yzk8dep8Dqdkg1O3msIOs2NTtj2bzX7CCa3xa33Ryopguv/80596SZvdZitdGS3jezHs65ayVNknRNDuI1SBpnZiucc10kLXfOLd4nmyQ9Z2aDc5BnX5ebWf0BllVIOjP5p5+kX6qVi9pnmpn9h6Tzpeafba2kOa2smosx+7Wk/6umfwz3+BdJz5jZfc65f0k+ntByo2Sh/bGkC9X0D+jy5Gtyv2Kb4WyLJd1hZg3OuUmS7tg3WwsH+9lnOpck/dTM/s+BNjrM93HGs5lZcx1wzk2R9OFBts/WmEUn4Lodes2WAqvbgdVsKdy63VouanYbs4VQs0OZ9nA4t90cKmnP/+BmSxqQ/B9yVpnZxj3/6zazrWr6lHRhto+bIUMlPWJmjWb2F0ndnHMn5TjDAElvmtk/cnxcSZKZLZW0ZZ+nW76WZki6qpVNr5C02My2JAvnYknl2c5mZouSn8qXpL+o6VqsOXWAMTscWb997sGyJeuBk/RoJo+JAwqybh/hNVvyX7e91mwp3LpNzc5sNp81O5Tmt7Xbbu5brJrXSb7QPpT0pZykS3LOnSbpAkkvtrL4vznnXnHOLXDOnZujSI2SFjnnlidvSbqvwxnXbLtWB35h+xgzSco3s43Jr99T069H9xXC2N0oacEBlh3qZ58NtzrnVjrnHnbOfaGV5b7H7FJJdWb2xgGW+xizz7Pg63aANVsKv26HWLOlI6NuU7PbxlvNDqX5DZ5z7jhJv5M01sw+2mfxCkmnmtl5kh6Q9ESOYl1iZn3U9GuyW5xzX8/RcQ+Lc+5oSUMkPd7KYl9jthcza1SAt5h3zv1QTb++nXWAVXL9s/+lpK+o6VejGyVNyfLxUnGdDn4GIej3CzIr0JotBfw6PBJqthRm3aZmp8RbzQ6l+T2c2242r+Ocy5PUVU0foMg651wHNRXRWWb2+32Xm9lHZvZx8uv5kjo45xLZzmVmtcm/N6lpftZF+6zi+3amFZJWmFndvgt8jVlS3Z5fIyb/3tTKOt7Gzjn3bTV9QGB4ssjv5zB+9hllZnVmtsvMdkv6fwc4ns8xy5P0Te39oZ295HrMIhBs3Q61ZiePF3LdDrVmSwHXbWp22/mu2UF84E2Hd9vNJyWNlPSCpGGS/nigF1kmJeekPCRptZlNPcA63dV06r7ROXeRmv5TkdUC75w7VtJRZrY1+XWZpH0/efukmn7t8e9q+sDEhy1+bZQLB/xfnY8xa2HPa+m+5N9zW1nnaUn/u8WvisrU9EGGrEp+8na8pP5mtu0A6xzOzz7TuU5q8dq5WtKqVlbzefvcUklrzGx9awt9jFkEgqzbodbs5HFDr9uh1mwp0LpNzU6Z15odzB3enHNXSvqZmi638bCZ3eOcmyjpJTN70jl3jKTfqGn+1hZJ15rZWznIdYmk5yTVSNqdfPoHkk6RJDN70Dl3q6Sb1fQrj08lVZrZsiznOkP/9WncPEm/TY7Zd1vkaqemT1mWq+mSOaPM7KVs5mqR71hJ70g6w8w+TD7XMltOxsw596ikyyQlJNWp6ZPAT0gyNf0M/6GmS+Zscc5dKOm7ZvY/ktveqKaftSTdY2bTc5DtDkkd9V//qPzFzL7rnCtQ02VorjzQzz7LuS5T06/PGtV0maHvmNnGlrmS2+73Ps5UrgNlM7OHnHO/VtNYPdhi3ZyNWaxCrNuh1uxktmDrdig1O3ncIOs2NTsz2UKo2cE0vwAAAEC2hTLnFwAAAMg6ml8AAABEg+YXAAAA0aD5BQAAQDRofgEAABANml8AAABEg+YXAAAA0fj/1wseJy8x5JoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ozr6DoH4iJrs"
},
"source": [
"The above histograms show the data in detail. You can see the key feature again of a few people with lots of friends. Obviously those few people are going to have more friends than their friends have. But that’s the point — there are only a few such people! Once we look at the full distribution of “friends of friends” we find it flattens out significantly, and it is more likely to find a large number of friends. The lower two histograms show the mean and median number of friends of each person in the network. Note that in either case, each person has friends with roughly 9 friends. This much more than the vast majority of people in the network! Indeed, only 4 people out of 34 have more than 9 friends.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "akOKMgcWiK7J"
},
"source": [
"Now let’s go back to Facebook. This time we’ll use data collected from ten individuals, anonymised and made [public](https://snap.stanford.edu/data/egonets-Facebook.html)."
]
},
{
"cell_type": "code",
"metadata": {
"id": "-UMO2ySU7vOg",
"outputId": "16a57ca5-e88d-4f3f-82f7-084f85f1da60",
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": "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",
"ok": true,
"headers": [
[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": ""
}
},
"base_uri": "https://localhost:8080/",
"height": 74
}
},
"source": [
"from google.colab import files\n",
"uploaded = files.upload()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <input type=\"file\" id=\"files-74095fbb-77be-4ca2-b0ea-4173973d4072\" name=\"files[]\" multiple disabled />\n",
" <output id=\"result-74095fbb-77be-4ca2-b0ea-4173973d4072\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Saving facebook_combined.txt to facebook_combined.txt\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QgiR0svhwTeg"
},
"source": [
"https://snap.stanford.edu/data/egonets-Facebook.html"
]
},
{
"cell_type": "code",
"metadata": {
"id": "sfp_cf2UYkS1"
},
"source": [
"G = nx.read_edgelist(\"facebook_combined.txt\", create_using = nx.Graph(), nodetype = int)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "NCRliy7DiQgv"
},
"source": [
"It includes roughly 4000 people connected to these 10 individuals in various social circles. The social network looks like this.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "JsuAhLTqbryf",
"outputId": "573c9a6b-a004-4d30-815f-b3f3265c9ede",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 895
}
},
"source": [
"pos = nx.spring_layout(G)\n",
"plt.figure(figsize=(12, 12))\n",
"# with nodes colored by degree sized by population\n",
"node_color = [float(G.degree(v)) for v in G]\n",
"low, *_, high = sorted(node_color)\n",
"norm = mpl.colors.Normalize(vmin=low, vmax=high, clip=True)\n",
"mapper = mpl.cm.ScalarMappable(norm=norm, cmap=mpl.cm.coolwarm)\n",
"nx.draw(G,node_color=[mapper.to_rgba(i)\n",
" for i in node_color],\n",
" edge_color=[0,0,0,0.2],\n",
" node_size=100,\n",
" with_labels=False)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "t6086pQ7ibCw"
},
"source": [
"In summary, we find,\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "NNZ5cxyHahN4",
"outputId": "05635cbf-0b4f-4399-99f6-018e99cba5e4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
}
},
"source": [
"nodes = G.number_of_nodes()\n",
"\n",
"more_than_most = 0\n",
"more_than_average = 0\n",
"\n",
"friends_dist = []\n",
"friends_of_friends_dist = []\n",
"mean_friends_of_friends_dist = []\n",
"median_friends_of_friends_dist = []\n",
"\n",
"for node in nx.nodes(G):\n",
" friends_of_node = nx.degree(G,node)\n",
" friends_dist.append(friends_of_node)\n",
"\n",
" friends_of_friends_of_node = []\n",
" for neighbor in nx.all_neighbors(G,node):\n",
" friends_of_friends_of_node.append(nx.degree(G,neighbor))\n",
"\n",
" [friends_of_friends_dist.append(x) for x in friends_of_friends_of_node];\n",
"\n",
" mean_friends_of_friends_dist.append(np.array(friends_of_friends_of_node).mean())\n",
" median_friends_of_friends_dist.append(np.median(np.array(friends_of_friends_of_node)))\n",
"\n",
" more_than_most += (\n",
" friends_of_node < median_friends_of_friends_dist[-1]\n",
" )\n",
"\n",
" more_than_average += (\n",
" friends_of_node < mean_friends_of_friends_dist[-1]\n",
" )\n",
"\n",
"\n",
"print(\"The fraction of people with fewer friends than their friends have on average is {:.2%}.\".format(\n",
" more_than_average.sum()/(nodes)\n",
" )\n",
" )\n",
"print(\"The fraction of people with fewer friends than their friends is {:.2%}.\".format(\n",
" more_than_most.sum()/(nodes)\n",
" )\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"The fraction of people with fewer friends than their friends have on average is 87.47%.\n",
"The fraction of people with fewer friends than their friends is 71.92%.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5rq-HsCJiZzD"
},
"source": [
"We can do the counting of friends and friends of friends for this network as well. The details look like this.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "PSkjVOzSalN8",
"outputId": "738c2ced-a639-40fd-9fd5-cecb1eab3991",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 717
}
},
"source": [
"plt.figure(figsize=(12,12))\n",
"\n",
"\n",
"mean = np.mean(friends_dist)\n",
"median = np.median(friends_dist)\n",
"ax = plt.subplot(221)\n",
"ax.hist(friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(friends_of_friends_dist)\n",
"median = np.median(friends_of_friends_dist)\n",
"ax = plt.subplot(222)\n",
"ax.hist(friends_of_friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Total Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(mean_friends_of_friends_dist)\n",
"median = np.median(mean_friends_of_friends_dist)\n",
"ax = plt.subplot(223)\n",
"ax.hist(mean_friends_of_friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Mean Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(median_friends_of_friends_dist)\n",
"median = np.median(median_friends_of_friends_dist)\n",
"ax = plt.subplot(224)\n",
"ax.hist(median_friends_of_friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Median Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median));"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QD2iiOIpid8a"
},
"source": [
"Very similar! But perhaps this is just a coincidence. It’s only two data points after all. How do we test the idea for any social network? Simulation!"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MtnPFSPsih7q"
},
"source": [
"Simulation is a tool to understand something by way of studying scale models of it. A model airplane wing in a wind tunnel is a classic example. Today, many simulations are done entirely on computers. In the context of social networks there are many models, but out of sheer laziness we will choose the so-called [Barabási–Albert model](https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model) because it is already implement in [NetworkX](https://networkx.github.io/documentation/stable/reference/generated/networkx.generators.random_graphs.barabasi_albert_graph.html#), the computer package I’m using. If we create a mock social network of 34 people (same number as the karate club), it will look something like this.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "IfE9EeDWkDQk",
"outputId": "3b412af2-3e78-461b-bf50-19745bb6b9db",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
}
},
"source": [
"G = nx.barabasi_albert_graph(34,2)\n",
"pos = nx.spring_layout(G)\n",
"plt.figure(figsize=(8, 8))\n",
"# with nodes colored by degree sized by population\n",
"node_color = [float(G.degree(v)) for v in G]\n",
"low, *_, high = sorted(node_color)\n",
"norm = mpl.colors.Normalize(vmin=low, vmax=high, clip=True)\n",
"mapper = mpl.cm.ScalarMappable(norm=norm, cmap=mpl.cm.coolwarm)\n",
"nx.draw(G,node_color=[mapper.to_rgba(i)\n",
" for i in node_color],\n",
" edge_color=[0,0,0,1],\n",
" with_labels=False)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0d5eoa8hinnO"
},
"source": [
"In this example, the numbers of interest are,"
]
},
{
"cell_type": "code",
"metadata": {
"id": "6vA1gL0_kDQu",
"outputId": "ca0ba8c4-1d10-4215-f3d7-14390e39381b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
}
},
"source": [
"nodes = G.number_of_nodes()\n",
"\n",
"more_than_most = 0\n",
"more_than_average = 0\n",
"\n",
"friends_dist = []\n",
"friends_of_friends_dist = []\n",
"mean_friends_of_friends_dist = []\n",
"median_friends_of_friends_dist = []\n",
"\n",
"for node in nx.nodes(G):\n",
" friends_of_node = nx.degree(G,node)\n",
" friends_dist.append(friends_of_node)\n",
"\n",
" friends_of_friends_of_node = []\n",
" for neighbor in nx.all_neighbors(G,node):\n",
" friends_of_friends_of_node.append(nx.degree(G,neighbor))\n",
"\n",
" [friends_of_friends_dist.append(x) for x in friends_of_friends_of_node];\n",
"\n",
" mean_friends_of_friends_dist.append(np.array(friends_of_friends_of_node).mean())\n",
" median_friends_of_friends_dist.append(np.median(np.array(friends_of_friends_of_node)))\n",
"\n",
" more_than_most += (\n",
" friends_of_node < median_friends_of_friends_dist[-1]\n",
" )\n",
"\n",
" more_than_average += (\n",
" friends_of_node < mean_friends_of_friends_dist[-1]\n",
" )\n",
"\n",
"\n",
"print(\"The fraction of people with fewer friends than their friends have on average is {:.2%}.\".format(\n",
" more_than_average.sum()/(nodes)\n",
" )\n",
" )\n",
"print(\"The fraction of people with fewer friends than their friends is {:.2%}.\".format(\n",
" more_than_most.sum()/(nodes)\n",
" )\n",
" )\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"The fraction of people with fewer friends than their friends have on average is 79.41%.\n",
"The fraction of people with fewer friends than their friends is 70.59%.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UZfeYbdWiokh"
},
"source": [
"It doesn’t look all that much different from the karate club, does it? The numerical data are similar as well."
]
},
{
"cell_type": "code",
"metadata": {
"id": "ww68dDOn089c",
"outputId": "f0d578c3-0a79-4773-878f-d40fc4bd079f",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 717
}
},
"source": [
"plt.figure(figsize=(12,12))\n",
"\n",
"\n",
"mean = np.mean(friends_dist)\n",
"median = np.median(friends_dist)\n",
"ax = plt.subplot(221)\n",
"ax.hist(friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(friends_of_friends_dist)\n",
"median = np.median(friends_of_friends_dist)\n",
"ax = plt.subplot(222)\n",
"ax.hist(friends_of_friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Total Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(mean_friends_of_friends_dist)\n",
"median = np.median(mean_friends_of_friends_dist)\n",
"ax = plt.subplot(223)\n",
"ax.hist(mean_friends_of_friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Mean Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median))\n",
"\n",
"\n",
"mean = np.mean(median_friends_of_friends_dist)\n",
"median = np.median(median_friends_of_friends_dist)\n",
"ax = plt.subplot(224)\n",
"ax.hist(median_friends_of_friends_dist, bins = np.arange(np.min(friends_dist)-1,np.max(friends_dist)+3))\n",
"ax.set_title(\"Median Friends of Friends\")\n",
"ax.axvline(mean, color='k', linestyle='dashed', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(mean+1, max_ylim*0.9, 'Mean: {:.2f}'.format(mean))\n",
"ax.axvline(median, color='k', linewidth=1)\n",
"min_ylim, max_ylim = plt.ylim()\n",
"plt.text(median+1, max_ylim*0.8, 'Median: {:.2f}'.format(median));"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xBVuVUimjSwB"
},
"source": [
"This is nice, but the real beauty of simulation is the ability to rapidly test multiple examples. The above is just one mock social network. To get full confidence in our conclusion (relative to the assumptions of the model of course), we need to perform many simulations over randomly generated social networks.\n",
"\n",
"If we repeat the above exercise over 10,000 random social networks with 34 individuals, we find,\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kGYG9xMrkDRM",
"outputId": "2c141e84-58d6-420c-dd28-8486b45ba748",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 85
}
},
"source": [
"%%time\n",
"\n",
"nodes = 34\n",
"\n",
"n = 10000\n",
"\n",
"more_than_most = np.zeros(n)\n",
"more_than_average = np.zeros(n)\n",
"\n",
"for idx in range(n):\n",
" G = nx.barabasi_albert_graph(nodes,2)\n",
"\n",
" for node in nx.nodes(G):\n",
" friends_of_node = nx.degree(G,node)\n",
"\n",
" friends_of_friends_of_node = []\n",
" for neighbor in nx.all_neighbors(G,node):\n",
" friends_of_friends_of_node.append(nx.degree(G,neighbor))\n",
"\n",
" more_than_most[idx] += (\n",
" friends_of_node < np.array(friends_of_friends_of_node)\n",
" ).sum() > friends_of_node/2\n",
"\n",
" more_than_average[idx] += (\n",
" friends_of_node < np.array(friends_of_friends_of_node).mean()\n",
" )\n",
"\n",
"print(\"The fraction of people with fewer friends than their friends have on average is {:.2%}.\".format(\n",
" more_than_average.sum()/(nodes*n)\n",
" )\n",
" )\n",
"print(\"The fraction of people with fewer friends than their friends is {:.2%}.\".format(\n",
" more_than_most.sum()/(nodes*n)\n",
" )\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"The fraction of people with fewer friends than their friends have on average is 79.31%.\n",
"The fraction of people with fewer friends than their friends is 65.31%.\n",
"CPU times: user 14.7 s, sys: 1 ms, total: 14.7 s\n",
"Wall time: 14.7 s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1XKMRcYTjaaK"
},
"source": [
"So now we can say with some confidence that the friend paradox persists in any social network — at least one that has the same characteristics as the Barabási–Albert model with 34 people. Another thing we can easily do though is change the number of people in the network to see if the trend continues for large networks. Indeed, things get much worse if we increase the number of people. As the number of people in the social network increases, the fraction of people with fewer friends than their friends (in majority or on average) also increases.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "V9UrYCoGkDRr",
"outputId": "662826a4-189d-472d-f493-77af2e82cadb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
}
},
"source": [
"%%time\n",
"\n",
"nodes = 10**np.arange(1,6)\n",
"\n",
"res = nodes.shape[0]\n",
"\n",
"n = 100\n",
"\n",
"less_than_most = np.zeros([n,res])\n",
"less_than_average = np.zeros([n,res])\n",
"\n",
"for idy in range(res):\n",
"\n",
" for idx in range(n):\n",
" G = nx.barabasi_albert_graph(nodes[idy],2)\n",
"\n",
" for node in nx.nodes(G):\n",
" friends_of_node = nx.degree(G,node)\n",
"\n",
" friends_of_friends_of_node = []\n",
" for neighbor in nx.all_neighbors(G,node):\n",
" friends_of_friends_of_node.append(nx.degree(G,neighbor))\n",
"\n",
" less_than_most[idx,idy] += (\n",
" friends_of_node < np.array(friends_of_friends_of_node)\n",
" ).sum() > friends_of_node/2\n",
"\n",
" less_than_average[idx,idy] += (\n",
" friends_of_node < np.array(friends_of_friends_of_node).mean()\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 9min 38s, sys: 4.05 s, total: 9min 42s\n",
"Wall time: 9min 42s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "U79zyUJqkDRz",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 521
},
"outputId": "b655cd5d-652e-4799-e851-a44298476726"
},
"source": [
"plt.figure(figsize=(8,8))\n",
"\n",
"sorted_data = np.sort(less_than_average/nodes,0)\n",
"plt.semilogx(nodes,sorted_data.sum(axis=0)/n,\n",
" linewidth = 2,\n",
" label = 'on average')\n",
"up = sorted_data[75*n//100,:]\n",
"down = sorted_data[25*n//100,:]\n",
"plt.fill_between(nodes, up, down, alpha=0.25)\n",
"\n",
"\n",
"sorted_data = np.sort(less_than_most/nodes,0)\n",
"plt.semilogx(nodes,sorted_data.sum(axis=0)/n,\n",
" linewidth = 2,\n",
" label = 'in majority')\n",
"up = sorted_data[75*n//100,:]\n",
"down = sorted_data[25*n//100,:]\n",
"plt.fill_between(nodes, up, down, alpha=0.25)\n",
"\n",
"plt.title(\"Fraction of people with fewer friends than friends\")\n",
"plt.xlabel(\"Size of network\")\n",
"plt.legend();"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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27CAxMbHR+di2Y73nnnvsr61fv57g4GCnkeuWLVuorq62j6ozMjIIDAxscHQbFxdHQkICe/fu5fbbb2/V8aSmpnLfffdhMBiYOHEiUBu8N2zYwPPPP9/oe1vav21lu2nvwIEDTv1XV2pqKvn5+Tz77LOMGzcOPz8/JkyYwFNPPUVVVZXTl43k5GT++c9/EhERQbdu3dzS7pZoT585ioiIoGfPnmRkZDBlyhT76xs3bqxXtnv37txyyy3ccsstTJ48meuvv55XX32ViIiIemXb07cbNmzghhtu4NprrwX0ILlv3z7i4uJaXZernHfeeQD89ttvTJ06tc31DB06FNB/Hy+55BJAv8t8y5YtDBkyxKns8OHDGT58OH/4wx/43e9+x+uvv94pA7Wc+vaiqKgoYmNjeeONN9i3bx+bNm3i+uuvd5pWNWHCBC6++GJmzZrFF198wcGDB9m4caP9DtmYmBjCwsL45ptvOH78eL07UW3+9Kc/8fPPP/Pggw+yZ88eVq9ezb333ssNN9xA796923wMiYmJXHPNNdx11118/fXX7Nmzh/vvv5+dO3fypz/9qdX1aZrGn//8ZzZs2MAvv/zCTTfdRHh4OLNnzwZgwYIF7N69mxtvvJHNmzdz8OBB1q5dy/3338+BAwcAfXGMTz/9lCVLlrBv3z4++ugjHn/8cR566CGnb/J5eXncfffd7N69m5UrV7Jw4ULuvPPORkcOixYt4sUXX2TRokXs3LmTvXv38vnnnzf7h2HChAmcPn2a5cuX2wPahAkTWLFiBfn5+U2OqPv06YPBYOCrr74iNze33oipvcLCwliwYAELFizglVdeYe/evezatYsPPviAhx9+2F6uV69eDBgwgHfffdfe3pEjR6KUYuXKlU7HcMMNN9CvXz+mTJnCN998w6FDh/jxxx956qmn+Pzzz13a/ua0tc/qeuihh3jhhRd47733yMrK4plnnmHNmjVOZe655x6++uor9u/fz65du/jss89ISEggPDy8wTrb07eDBg3iiy++YPPmzWRmZnLHHXdw7NixVh2Tq/Xv35958+Zx++23895775Gdnc327dt5++23+etf/9qqeqZNm8bdd9/N2rVryczM5LbbbqOoqMheJjs7m4cffpgffviBX3/9lU2bNvH999/bg3xnI4HaiwwGAx9//DH79+8nKSmJuXPn8sADD9C9e3d7GdsUlsmTJ/O73/2OQYMGceONN3Lq1Cl7Ha+88gofffQRvXr1anQUm5SUxPLly9mwYQMjRoxgzpw5TJkyhX/84x/tPo4333yTSy+9lBtvvJERI0awceNGVqxYweDBg1tdl8FgYPHixdx5550kJydz/PhxVq5caT+VNmTIEDIyMiguLubSSy9l6NCh3H777ZSVldnnq0+ePJm3336bd999l+HDh/Pggw9y11138dhjjznta+bMmYSHhzN27Fiuu+46pk6dypIlSxpt25w5c/joo49YsWIFo0aN4vzzz+fxxx+nZ8+eTR5Tjx49GDhwIOHh4fb+SUpKIjIykoEDBzb5/ri4OJ566imWLFlC9+7dm5xL3FYLFy7k2Wef5Y033mDEiBGMHTuW5557zmn6FuijasfRs236Tt0RdVBQEOvXryc5OZlbbrmFgQMHcvXVV7N582b69Onj8vY3pa19Vtf999/Pfffdx4MPPsjIkSPZtGkTf/nLX5zKKKV44IEHGD58OOPGjaOkpIRVq1Y1euanPX373HPP0adPH1JTU5k4cSI9e/Zk5syZrTomd3j99dd58MEHWbRoEUOHDmXixIm8++67nHXWWa2q5+2332bkyJFMnTqV8ePH07NnT6666ir79tDQULKysrjuuusYOHAgM2bMYMyYMbz88suuPiSfoClfugApurR33nmH2267zWm+s7ukpKTQv3//BufuCiGEL5ERtRBCCOHDJFALIYQQPkxOfQshhBA+TEbUQgghhA+TQC2EEEL4MAnUQgghhA/zyZXJXD1xPyYmxj7vWPgG6RPfJP3ie6RPfJOr+8UxTWxdMqIWQgghfJgEaiGEEMKHSaAWQgghfJhPXqOuSylFeXk5Vqu10XVzm3LixAkqKirc0LLORymFwWAgKCioTZ+1EEII1+oQgbq8vBx/f3/8/NrWXD8/P3sqQ9G8qqoqysvLnbJ4CSGE8I4WRb5t27axdOlSrFYrEydOZPr06U7bT548yd///ncKCwsJCwvj3nvvJTo6GoB169bx2WefAXD11VeTkpLS6kZardY2B2nRen5+fnIGQgghfESz16itVitvvfUWCxYs4LnnnmPjxo0cOXLEqcx7773HuHHj+Nvf/sbMmTN5//33ASguLuaTTz5h8eLFLF68mE8++YTi4uJWN1JOwXqefOZCCOEbmg3U2dnZxMfHExcXh5+fH2PGjGHLli1OZY4cOcLw4cMBGDZsGFu3bgX0kXhSUhJhYWGEhYWRlJTEtm3b3HAYQgghROfUbKDOz8+3n8YGiI6OJj8/36lMnz592Lx5MwCbN2+mrKyMoqKieu81m8313ivaxhM5m4UQQnifSy78zpkzh7fffpt169YxZMgQzGYzBkPLZ36tWbOGNWvWALBkyRJiYmKctp84caLd16jb+/5//OMf9lP6N9xwA3feeSe//fYbs2fPZtSoUWzdupX4+Hjefffdejdhff311zz33HNYLBaioqJ49dVXiYmJYdSoUXz33XeYTCYALrzwQpYvX47BYODPf/4zR48eBeCJJ55g1KhRPP300xw6dIhff/2Vnj178j//8z/cc889lJaWAvDUU09x/vnnY7VamT9/Pj/88AM9evTA39+f66+/niuuuILt27fz2GOPUVJSgtls5sUXXyQuLq7e8QYGBtbrB1fy8/Nza/2ibaRffI/0iW/yZL80G73MZjN5eXn253l5eZjN5npl/vjHPwL6Hdo//vgjoaGhmM1mMjMz7eXy8/MZOnRovX2kpaWRlpZmf153WbaKiop23bXt5+fXrhHojh07+Pe//82KFStQSjF16lQuuOACTCYTBw4c4OWXX+b//b//x5133sny5cuZMWOG0/vPO+88vvzySzRN4/333+ell17iscceY9KkSaxYsYJZs2bx888/07NnT8xmM3fffTe33XYbo0aN4ujRo8yePZv169djtVrZu3cvy5YtIzg4mLKyMt5//32CgoI4cOAAd999N6tWrWLFihX89ttvrF27llOnTpGSksK1115LWVkZ8+fPZ+nSpURHR/PFF1+waNEinn322XrHXFFR4dZlC2VZRN8k/eJ7pE98kyeXEG02UCcmJpKTk0Nubi5ms5mMjAzuu+8+pzK2u70NBgPLli0jNTUVgJEjR/Lvf//bfgPZ9u3bmT17dnuOherbp7X+PS0oY3xjeaPbNm/ezGWXXUZISAgAl19+OT/++COTJk0iISHBfn0+KSmJw4cP13t/Tk4Ov//978nNzaWyspLevXsDcMUVV/D8888za9YsvvjiC6ZN04/t+++/Z9++ffb3FxcXU1JSAsCkSZPsI3aLxcL//M//kJmZicFg4MCBA/b2Tp06FYPBQLdu3RgzZgwA+/fvZ+/evVx33XWAfqNgt27dWvDpCCGE8JZmA7XRaGTevHksWrQIq9VKamoqCQkJfPjhhyQmJpKcnExmZibvv/8+mqYxZMgQbr31VgDCwsKYMWMG8+fPB2DmzJmEhYW594g8LDAw0P7YaDRSXl5er8zChQu54447mDRpEhkZGfYRbHJyMocOHSIvL4+vv/6a+++/H9AD6JdffklQUFC9umxfFgDeeOMNYmNj+fbbb7FarZx11llNtlUpxcCBA/nyyy/bdKxCCCE8r0UXbs8991zOPfdcp9dmzZplf3zhhRdy4YUXNvjeCRMmMGHChHY00VlTI9/GtPfU9wUXXMCDDz7IPffcg1KK1atX8+KLL7b4/YWFhcTHxwPw8ccf21/XNI3LLruMxx9/nAEDBtgvKYwfP56lS5fy+9//HoCdO3faR+116+3evTsGg4GPP/6Y6mr93MH555/Pxx9/zDXXXENeXh6bNm1i+vTpJCYmkp+fz9atW0lOTsZisXDgwAEGDRrU5s9GCCGEe8la3y1w9tlnc8011zBlyhSmTp3K9ddf32DgbMxDDz3EnXfeyWWXXVbv+v60adP47LPPuOKKK+yvPfHEE2zfvp20tDRSUlJ47733Gqz35ptv5pNPPiEtLY3s7Gz7aHvKlCl0796dlJQU7r33XoYPH05ERAQBAQG89tprLF68mLS0NCZNmmSfSieEEMI3aUop5e1G1FU3H3VpaanTKd/Wau+IuiMqKSkhNDSU/Px8pk6dyueff96q69Ht/cybIzfI+CbpF98jfeKbfOpmMtEx3XzzzRQUFGCxWLj//vvlpjEhhOigJFB3Up988om3myCEaAdltYK1GmWpRFksYF/Vt+aBbZnfRl6XZYA7DwnUQgjhAkopqK4GZQWr7V+1w+NWPke/Kmk5ZYKCgta3x/6obkB3fK3pYF9bvO7rdd7XwOtKKVAKrKr2M8F2nEr/XzXw3PHzU7bXq2vLOL7P6bNu5DVlrfnS01B5W711+61Of6g65ZWiZOIUGD2x1f3SFhKohRBdklKqzh/0aqh2eGy11jx3+CNe7bDNanUOzC663UdVV0NpMZQUQ2kxlUYDqqSkfqCpF9CqUY5BsdHyzZVpTR3VjZf3vdufXMqam+OxfUmgFkJ0GKo9I1RVE1gdn3uq3dXVUFYCJUU1AVh/rGwBuSYoU1IE5WVO7y3xWCvdQNPAYADNoP9vMNS+ZjA6PG6ojLH+Y9v7HB8bba85vG70q7ddMxpryxlr/tnKGh1f99PfY6vD6FdbxmhE8/MDzUBIv0Q8lQxYArUQwm3cdTrYFyhrtR5wHYNtSbEefG1B1xaAy0pbXrGmQXAohIZBaBj+YRFYqqsdAplWJ6g5P9YMNYFNqynbQBnnx3XLNBPMDEbwc3xsC2z+NUHRzx7wNFtbNU3fD1rtPrWa545l7P9qn/vqtXZjTAx46G58CdQtNG3aNJYvb/1iK201Z84cXn75ZXvCjta8B2DZsmXMnTvXTa0TnZVSSh/9+djpYE9RVmvNyNdxlFuMKilyOh1NiS34tvT4NAgJgZAwCA3Xg3BIGFrN/46vERyCZhtJ+gcSHhPDmYKC2gCHVhv4tJqlMGzlNYN+mVhr5HkzwdJXg2JXJ/OoOwGlFEope8ayw4cPc/PNN5Oent7mOmUedeellAJLJVRW6P8qKuyPTeFhFLThxiVfpgff0nqjXFXSwMi3tJXBNzjEPvK1BVwtJKzOa7bg20BioZpgTEAABASCf4D+2D8Q/PzQNE1+V3yUzKP2QQMGDCArK8u+VndUVBR79+4lKSmJl156qd430ZkzZzJs2DA2b95MaWkpL7zwAi+//DK7d+9m2rRpPPzwwwDMmzePY8eOUVFRwa233sqNN94I6MuWrlq1CrPZzGuvvcaHH34IwPXXX8/tt9/O4cOHmT17Nueccw6//PIL7733HjNmzGDVqlUsXryYX3/9lUsuuYRx48Zx8uRJJk+ezGWXXQbAPffcwxVXXMGll17qwU9QeJqyWmuDsWNQtlR0uJFuXUpZ9aBa2sjI1/F0dFlJ6443uLmRb6j+OCS04eBbl2aoDb4BAQ0GYyGaIoG6DXbu3El6ejrx8fFceeWVbNmyhVGjRtUrFxAQwKpVq3jzzTeZN28eq1atIjIykjFjxnD77bdjNpt55plniIqKoqysjClTpjB58mSnZUZ37NjBRx995JRic/To0ZhMJg4ePMjzzz/Peeed57TfBQsWsHfvXr799lsANm3axBtvvMFll11GYWEhW7du5fnnn3fvhyQ8RlVXQ0V5/aBsqfR201pFKSuUlTnfWGUb+dZ5jdLS1t0MZg++taNcLSS8gZFvqH7TUWs1EYw1f//W1yeEgw4XqK/8//a4pd4vbhjc4rIjR460n6YYNmwYhw8fbjBQT5o0CYDBgwczcOBA4uLiAOjTpw/Hjh3DbDbz9ttvs2rVKkA/5X/w4EGnQN1Uis1evXrVC9INGT16NAsWLCAvL4+VK1cyefJk/Pw6XNd3ecpiqRkV13EEckUAACAASURBVAnK1b57WccefOuMclXdU862O6FbE3yDgpsY+ToE4JCwtgXfuiQYCy+Rv9ZtEBAQYH9sNBobvf5tK2cwGJzeYzAYqK6uJiMjg++//54vv/yS4OBgZs6cSUVFy2/4b8015JkzZ/Lpp5+yfPlye5pN4XuUUlDpcP24srz2lLUHpxM1RSmlTyFq0ci3Zv5vS9mDr8PINzQcQkLrBOVQNKMb/nw1FowDAtH8JBgL7+hwgbo1I18bX72ZrKioCJPJRHBwMNnZ2fz888/1yrQlxWZoaCjFxcVOr1177bVMmTKFbt26MXDgQJceh2g9Za2uczNXZU1QrsRbU5BURTnVuWWoEzm113wbG/laq1tecWBQTXCtM/J1HP3aRr6eONNTNxg73MQlwVj4og4XqDsTWwrL8ePHk5iYWC/nNzin2ATsKTYPHz7caL1ms5nzzz+fCRMmkJqaysKFC4mNjWXAgAFyA5mHqaqq2lGxY2Cusni7aQCo8jLYtxO1ZwccPkhhS2+6CgxqYOTrGHgdRr7eCH4SjEUnItOzfFB1dTVJSUls27YNfxdd+yorK2PixImsXr2aiIiIZsvL9KyWU0rpgbfB68etGHl6iKqshP279eB8MKt2dGwwYogyYw0K0U8xh4Tqp53rjnxDw3wj2NmCsT0Id85g3Jl+VzoTmZ7VxaWmpjJ79myXBekNGzbwxz/+kdtvv71FQVo0TFmtdeYfOwRl3/u+60RVVcGhLD04Z++uHdFrGvRJRBucBAOGYYqL96151JoBAmsCcCcOxkI0RQK1D9qwYYNL6xs3bhybN292aZ2dmaqurj/VqaIcLBZ8aQnL5iirFQ4fRO3ZDvt26cdg06O3HpwHDddHzd5kMNbeuCXBWIh6JFCLLktVWZxW5bL/85Hrx22hlIKcw/rIee8v+s1fNrHxenAenIRmivJswxoNxoGeuYFMiA6sQ/yG+OBl9E6vs3zmTstl1g3Krblz2cepk8f14LxnBxScrt0QadYD8+ARaDHd3NuIhoJxTUCWYCxE23WI3x6DwUBVVZUs0uEhVVVV9nXDO4p6y2XagnInWC6zMepMHuzZgdq9A/JyazeEhcOgJH30HN/TtUtUOgbjgMDaO6slGAvhNh3iNysoKIjy8nIqKira9EcnMDCwVQuJdGW25B5BQUHebkqD9OlODVw/7sCnq1tDFRfC3l/04Hz8SO2GoGAYOFwPzr366tmX2soWjOsmiZBgLIRXdIjfOk3TCA4ObvP7ZXpDx6Mvl1le/3S1Dy+X6S6qrBSydunB+fBB7De0+QdA/yF6cO7bv30rdQUFQ3Q3/Hv1RjtzxiXtFkK4RocI1KJzcl4us9z5tLWPLJfpLaqyAvbvQe3eDoeya6+nG43QbyDa4BGQOAjNP6DpipoTEAQxcWjh+rQ9GTEL4Xvkt1J4nCoqxHI6F3Jz6UjTndxNn+u8Tx85799TZ65z/5q5zkPRgtp+dskuIBCiu0G4SdIsCuHjJFALj1HWasjNgYLTKJMJCdK2uc4H9OCc1dhc57P15Tldwc8fYuIgIlICtBAdhARq4RGqtES/+amD5Uh2B/tc5901c51L6851HgGDz3btXGejnz6CNkW170YzIYTHSaAWbqWUglMnIP8UXXkEbfsc1O7tsOcXKHSc6xytz3UekoQW7eK5zkYjmGMh0oxmcEFOZiGEx0mgFm6jKirg+GE9d3EXpU7XzHXeU3euc4R+SntIEsS5eK4z6FOszDEQFS0BWogOTgK1cAt1Og9O5nTaxUaaoooLYc8v+hrbx4/WbggOgYHD9FPbvfqgaW44Ba0ZICoaomLkDm4hOgn5TRYupSwWOHHEeY3pLkCVlTrkdT6E01znAUP1m8L69Eczuml0q2n6cqHmWElkIUQnI4FauIwqKoATR30yB7M7qMoKyK7J63woC6w1c7+NRjhrkB6cz3LBXOcmaWCKguhuaC5KiyqE8C0SqEW7qepqyD0GhZ1/RStVVQUH9+nB2Wmus0FfHWzwCH0EHeiBJVgjIvUAHRDo/n0JIbxGArVoF1VaDDlHOvVa28paDb/V5HXOynSe69yzjz5yHjjcdXOdmxNmgphunvkyIITwOgnUok2U1apPuzrdOddQV0rBsd9q8zqXltRu7Na9diEST+Z1Dg3XA3RQiOf2KYTwOgnUotVURTnkHHYeWXYCSilwzOvseCo/Kro2r3N0rGcbFhyqr8cdEurZ/QohfIIEatFiSil9BH3qRKeadqXPdd6urxSWf7J2Q1hETXBOgrgenl9yMyhED9CeOqUuhPBJEqhFiyhLpX4tuqyk+cIdgCoqqM3rfKLuXGdbXmc3zXVuTmBNRquwCM/vWwjhcyRQi2apwtNwIqc21WIHpUpLavM6HzmEx+c6NycgUE+YERYhCTOEEHYSqEWjVFWVPu2qqMDbTWkz+1zn3dvh12yHuc5+deY6e3EOsmS0EkI0QQK1aJAqKdazXXXAaVeqyqLPdd69Aw7sgaoqfYNmgL4DavM6e3t6k58/RMdChGS0EkI0rkWBetu2bSxduhSr1crEiROZPn260/ZTp07xyiuvUFJSgtVqZfbs2Zx77rnk5uby4IMP0qNHDwAGDBjAHXfc4fqjEC6jT7s6DqfzvN2UVtHnOjvkda6sqN3ojbnOTTEawdytJqOVBGghRNOaDdRWq5W33nqLRx99lOjoaObPn09ycjK9evWyl/n0008ZPXo0kyZN4siRIzz11FOce+65AMTHx/P000+77wiEy6jyMv2GscqOMe1KKSscO6yf1t63s4G5zjV5nSMivddIR5LRSgjRBs0G6uzsbOLj44mLiwNgzJgxbNmyxSlQa5pGaWkpAKWlpURFeXARCNFuSik9X/SpE/h6zmh9rnOOPnLe8wsUOc51jrFPp/L4XOem2DJamWO9d6OaEKLDajZQ5+fnEx0dbX8eHR1NVlaWU5lrrrmGJ598ktWrV1NRUcHChQvt23Jzc/nzn/9McHAw1113HUOGDKm3jzVr1rBmzRoAlixZQkxMTJsPqCF+fn4ur7OzUJUVVB05hLKUgclz04GMRiMmk6nF5avzcqnc8ROVO7ZiPXXC/roWEUnA2ecRkJSMsXsv37oZS9MwmGMxxsZ3mJST8rvie6RPfJMn+8Ulfz02btxISkoKV1xxBfv27eOll17imWeeISoqildffZXw8HAOHDjA008/zTPPPENIiPMSiGlpaaSlpdmfnzrl2mUpY2JiXF5nZ6AKTsOJY6CsHt+3yWSioKDpu8lVUUFtXucTx2o32OY6DxkBPXtj0QxYAAoL3drmlqvJaGWuyWh1puMkK5HfFd8jfeKbXN0vtnu5GtJsoDabzeTl1d5YlJeXh9lsdiqTnp7OggULABg4cCAWi4WioiJMJhP+NdNezjrrLOLi4sjJySExMbFNByJcQ1VV6Yt8FPtKYKulSktq8zof+RX7qfiAQOg/FG1IEvRO9NFTyJqe0Sqmm5tTWwohupJmA3ViYiI5OTnk5uZiNpvJyMjgvvvucyoTExPDzp07SUlJ4ciRI1gsFiIiIigsLCQsLAyDwcCJEyfIycmxX+sW3qGKC+H4Uaiu8nZT7FRlBWRl1sx13l87wrfNdR6SBP28PNe5OeEmiI5DC5SUk0II12o2UBuNRubNm8eiRYuwWq2kpqaSkJDAhx9+SGJiIsnJydx000289tprrFy5EoC77roLTdPIzMzko48+wmg0YjAYuP322wkL84HpMV2QslZD7nEoyPd2UwBQFgtq3y595NzQXOchI6D/EO/PdW5OaLi+3GdQsLdbIoTopDSlfC+7wrFjx5ov1Apd/RqPKivVs11ZKr3dFADUz5tQG9c4Z9/q1bd2rnNHyBIVEqYH6ODOlXKyq/+u+CLpE9/kU9eoRcellIK8XMg7ia9Mu1LHj6DWrtSzb8X1qM3r7CtznZsTXJPRKkTODAkhPEMCdSelKir0JUDLS73dFDtVXY36ehkoReCYCVjGTPR2k1ouKLgm5WS4t1sihOhiJFB3QupMnn492gvTrpq09Qc4eRxMUQRPnIKlrAOsgBYQpN/FHd7yOd9CCOFKEqg7EVVl0e/oLinydlPqUfknURnpAGiTpqMFBIIvB2r/AIjpBuGS0UoI4V0SqDsJVVQIJ45Ate/ljFbKivrmc31K2LBz0fr093aTGufnD9HdwBQlAVoI4RMkUHdwyloNJ3Kg8LS3m9K4HVvhyCEICUVLudzbrWmY0Q/MsZLRSgjhcyRQd2CqtESfduXDOaNVUQFq/WoAtAlX+N50JoNRD9BRZsloJYTwSRKoOyBlterTrvJP4SvTrhqilEJ996WeGzpxMAwa7u0m1dIMNSknY3x0OVIhhNBJoO5gVEW5Poqu8OEbsWz27YLs3RAQiJY2zTeu+WoaRNaknOwgGa2EEF2b/KXqIJRScDoPTh3XFwvxcaq8TB9NA9q4S31gepMGkWaIjkXz8+E1w4UQog4J1B2Aslj0xUtKi73dlBZT61fp7e3ZB0ac78WWaGCKhGjJaCWE6JgkUPs4VXhGz8Vs9b1pV41Rv+2HX34CoxFt0lVompfuoo6oCdABktFKCNFxSaD2Uaq6GnKPQeEZbzelVZSlUp8zDWgXpqJFx3q+EWER+nKfvp55SwghWkACtQ9SpcWQc8Snp101RmWkw5l8iImDURd7duehNRmtgnxsCpgQQrSDBGofoqxWOHUCTnfMlHbqxFHYuhHQ0C69Cs3ooR+v4NCajFYdID2mEEK0kgRqH6HKy/RRdGUHmHbVgNrMWFY4bwxa9wT371QyWgkhugAJ1F6mT7s6pY+kO8C0q0Zt3Qi5ORARhXbRJe7dV0CQHqDDI9y7HyGE8AESqL1IWSr1UXRZibeb0i7q9CnUpu8A0CZdiRbgpmlQ/gH6te9wk28sniKEEB4ggdpLVOFpPZlGB5p21RCllH6Xd1UVDD0Hre8A1+9EMloJIbowCdQepqqq9HnRxQXebopr/LIVDh+E4FC01MmurdvoVxugJaOVEKKLkkDtQaqkSD/VXV3l7aa4hCoudMiMNcV1mbGMRoeUk5IwQwjRtUmg9gBlrYaTJ+BMnreb4lLquxV6cpCzBsHgpPZXaDDqGa0ioyWjlRBC1JBA7WaqvLRm2lWFt5viUmrfLsjaBf4B7c+MpRkgKlpPOSkZrYQQwon8VXQTpRTkn4RTufhyzui2qJcZKyKybRVpNRmtzJLRSgghGiOB2g1UZYWe7aqs1NtNcQu1YTWUFEGP3jByVJvqMESaIbo7mr8EaCGEaIoEahdTZ/L1hT+U1dtNcQv12wHYsbV9mbECAjH27IOW17mu2QshhDtIoHYRVWWpmXZV6O2muI2yWGozY12QghbTrW0VRUXLfGghhGghCdQuoIoL4fjRTjPtqjFqU7p+53p0N7hgXNsqMRohIsq1DRNCiE5MAnU7KGu1fpq74LS3m+J2KvcYbPmBdmfGioqRxUuEEKIVJFC3kSorhZzDYKn0dlPcTlkdMmOdOxqtR++2VaQZwGR2beOEEKKTk0DdSkopPdNV/ik627SrRv2UoV9/D49EG9uOzFimKJknLYQQrSR/NVtBVVTA8cNQXubtpniMOpOH2liTGeuSaWgBgW2sSdMXNRFCCNEqEqhbSJ3Og5M5HTtndCvVZsaywJARaGcNantlYRHtCPJCCNF1SaBuhqqy6IuXlBR7uymet/Nn+O0ABIegpU5pX13RMa5pkxBCdDESqJugigrgxFGo7tg5o9tClRSh1n0FgJY6BS0ktO2VBYeiBbkos5YQQnQxEqgboKprpl0Vdv5pV42xZ8bqNxCGjGhfZWYZTQshRFtJoK5DlZbo066qLN5uiteo7EzYt9M1mbECAiE03HWNE0KILkYCdQ1ltUJerp7xqgtTFeWoNcsB0C6+BM3UzlXEomJkuVAhhGgHCdTowYmcw/qp3i5ObfgaiougewKMvLB9lRn9oK0pMIUQQgBdPFArpeB0Hpw63qWmXTVGHT4I2zeDwagvE9repT5luVAhhGi3LhuolaVm2lVpF5x21QBVVZsZiwvGocXEta9CzQCRslyoEEK0V4sC9bZt21i6dClWq5WJEycyffp0p+2nTp3ilVdeoaSkBKvVyuzZszn33HMBWLZsGenp6RgMBm655RZGjhzp+qNoJVV4Rl8S09r1pl01Rv1nHZw+BeZYtAtS2l9hZBSa0dj+eoQQootrNlBbrVbeeustHn30UaKjo5k/fz7Jycn06tXLXubTTz9l9OjRTJo0iSNHjvDUU09x7rnncuTIETIyMnj22Wc5ffo0TzzxBC+88AIGL50OVdXV+rzoogKv7N9XqZPHYfMG7Jmx2r0etwZRMiVLCCFcodmImZ2dTXx8PHFxcfj5+TFmzBi2bNniVEbTNEpLSwEoLS0lKkq/U3jLli2MGTMGf39/unXrRnx8PNnZ2W44jOapkmI4lCVBug5ltaJWfwZWK4wchdazT/srjTCh+Qe0vx4hhBDNj6jz8/OJjq5NphAdHU1WVpZTmWuuuYYnn3yS1atXU1FRwcKFC+3vHTBggL2c2WwmPz/fVW1vEWW1UpVzBI4c9Oh+O4yfM/SzDOEmtHGXuqZOGU0LIYTLuORmso0bN5KSksIVV1zBvn37eOmll3jmmWda/P41a9awZs0aAJYsWUJMjOv+0FuLC1GHczCZTC6rs7Oozj9F4Ub9cw+98joCYru1u04tNBz/XgnNlvPz83NpPwvXkH7xPdInvsmT/dJsoDabzeTl5dmf5+XlYTY7382bnp7OggULABg4cCAWi4WioqJ6783Pz6/3XoC0tDTS0tLsz0+dOtX6I2mEKinGVF1NQYGc8naklEJ99i+wWGBwEmXxvSlzxWcUHoXWgv6LiYlxaT8L15B+8T3SJ77J1f3So0ePRrc1e406MTGRnJwccnNzqaqqIiMjg+TkZKcyMTEx7Ny5E4AjR45gsViIiIggOTmZjIwMLBYLubm55OTk0L9//3YejnCJXf+FX7MhKLj9mbFsAoPQZLlQIYRwqWZH1EajkXnz5rFo0SKsViupqakkJCTw4YcfkpiYSHJyMjfddBOvvfYaK1euBOCuu+5C0zQSEhIYPXo0f/jDHzAYDNx6661eu+Nb1FIlxc6ZsULDXFOxJN8QQgiX05TyvSW5jh075rK6VEkxpqJ8OfXtwLriQ9izA/r2R5sx1zVrcfv5w1mDWlyXnM7zTdIvvkf6xDf51Klv0bmo/Xv0IO3nj5Z2pesSZkRFS/INIYRwAwnUXYhTZqyxl6C5aolPgxFMslyoEEK4gwTqLkR9/42+4Et8Tzh3tOsqNslyoUII4S4SqLsIdfRX2PYjGAxol17twqxWslyoEEK4kwTqLkBVVaG+XqY/GTUOLTbedZVHRKL5+7uuPiGEEE4kUHcB6j/rIP8kmGPQLkxxbeUyJUsIIdxKAnUnp2fGWg+ANukqND8Xjn5Dw9ACg1xXnxBCiHokUHdiympFffO5nhlrxCi0Xn1du4OoWNfWJ4QQoh4J1J3Zf/8DOYchLMJ1mbFsgoJdt6KZEEKIRkmg7qRUwWnUD98CoKVNc/0parnTWwghPEICdSeklEJ9+wVYKmHQ2Wj9h7h2B37+EC5pQ4UQwhMkUHdGu7fDoSz99PSEqa6vPypGlgsVQggPkUDdyajSEtRaPYuZljLZ9deRDUaIjHJtnUIIIRolgbqTUWtXQlkp9E6EYee4fgeRZjSDLBcqhBCeIoG6E1EH9uqnvf380SZNd/3paU2DqGjX1imEEKJJEqg7CVVZod9ABmgXpbkuM5ajiEjXLpgihBCiWRKoOwn1/bd6Zqy4HnCeCzNjOZIFToQQwuMkUHcC6thv+uImmi0zlhuuIYeGowUGur5eIYQQTZJA3cGpqirU6s8ABaMuRuvW3T07MstoWgghvEECdUe3eb2eGSsqGu3CVPfsIygELSTUPXULIYRokgTqDkydOoH6j0NmLHflhZZUlkII4TUSqDsoZbWivl4G1mpIOh8toZ97duQfAGER7qlbCCFEsyRQd1TbftQzY4WGuz4zliNZLlQIIbxKAnUHpArPoL7/BqjJjBUU7J4dGY1ginRP3UIIIVpEAnUH45QZa8AwtAFD3bezyGhZLlQIIbxMAnVHs2cHHNwHgUFoaVe4bz+aBpGyXKgQQnibBOoORJWWoNJXAKClXI4WGu6+nUVEofn5ua9+IYQQLSKBugNR677SM2MlnAXDz3PvzmRKlhBC+AQJ1B2EOrgPMreBn597MmM5CotAC5DlQoUQwhdIoO4AnDJjjZmI5u5Uk7JcqBBC+AwJ1B2A+mENFJ6Bbt0h+SL37iw4BC04xL37EEII0WISqH2cyjkMP2+qyYx1lfunS0kqSyGE8CkSqH2Yqq7SlwlFQfJFaHE93bvDgEAIc+Od5EIIIVpNArUv27wBTp2ASDPamInu319UtCwXKoQQPkYCtY9Sebmo/6wD3JwZy8boBxFR7t2HEEKIVpNA7YOUsqK++Ryqq+Hs89B6n+X+nUZFoxnkx0EIIXyN/GX2Rds2w9FfITQMbfzl7t+fZgCT2f37EUII0WoSqH2MU2asiVe4LzOWI5MsFyqEEL5KArUPUUqh1iyHygoYMBRt4HAP7FWT5UKFEMKHSaD2JXt/gQN7ISAQbaIbM2M5Co9A8w/wzL6EEEK0mgRqH6HKSlHf1WTGGn8ZWliEZ3Yso2khhPBpEqh9hJ4ZqwR69YOkZM/sNDgULUiWCxVCCF/WojuItm3bxtKlS7FarUycOJHp06c7bX/nnXfYtWsXAJWVlRQUFPDOO+8AMGvWLHr37g1ATEwMDz/8sAub3zmoQ9mw679gtGXG8tD3JxlNCyGEz2s2UFutVt566y0effRRoqOjmT9/PsnJyfTq1cteZu7cufbHq1at4uDBg/bnAQEBPP30065tdSeiKiv1OdOANmYCmqeCZ0AQhMpyoUII4euaHbplZ2cTHx9PXFwcfn5+jBkzhi1btjRafuPGjYwdO9aljezM1MY1UHgaYuMh2YOfmzlGlgsVQogOoNkRdX5+PtHRtfmPo6OjycrKarDsyZMnyc3NZfjw2mlFFouFRx55BKPRyJVXXsmoUaNc0OzOQeUcgZ8zQNP0zFhGN2fGsjH6QbjJM/sSQgjRLi5d5WLjxo1ceOGFGByWonz11Vcxm82cOHGC//u//6N3797Ex8c7vW/NmjWsWbMGgCVLlhAT47rTv9agAFRpASaTbwUmVV1N0ZrlVCtF4EUTCRk0zGP7Nsb1wBjbzWP7a4ifn59L+1m4hvSL75E+8U2e7JdmA7XZbCYvL8/+PC8vD7O54eUmMzIyuPXWW+u9HyAuLo6hQ4dy6NCheoE6LS2NtLQ0+/NTp061/AiaoUqKMVVXU1BQ4LI6XUH9Zx3qxFEwmalMHovFU+3TDBCrobnwM26LmJgYl/azcA3pF98jfeKbXN0vPXr0aHRbs9eoExMTycnJITc3l6qqKjIyMkhOrj996OjRo5SUlDBw4ED7a8XFxVgsFgAKCwvZu3ev001oXZXKP4natBZAv8vbkwuOREZ57hS7EEKIdmt2RG00Gpk3bx6LFi3CarWSmppKQkICH374IYmJifagvXHjRsaMGeN0g9LRo0d5/fXXMRgMWK1Wpk+f3uUDdW1mrCoYfi5an0QP7l2DKDmFJoQQHYmmlFLebkRdx44dc1ldqqQYU1G+z5z6Vts3o779AkLC0G65Hy3YgwuORESidU/w3P6aIKfzfJP0i++RPvFNPnXqW7iOKipArV8NgDZxqmeDNMhoWgghOiAJ1B7ilBkrcTB4JDOWg5Awz6TMFEII4VISqD1l307Yv0fPjJU2zfOLjchyoUII0SFJoPYAPTPWlwBo4y5F8/RiI4FBaLJcqBBCdEgSqD1ArV8NpSXQqy+MON/zDZDRtBBCdFgSqN1M/bofdv4ERqNnM2PZ+PlDeKRn9ymEEMJlJFC7kbI4ZMYanYpmjvV8I6KiJfmGEEJ0YBKo3UhlpENBPsTEwfkXe74BBiOYGl7uVQghRMcggdpN1PGjsPUHh8xYLs1/0jKRZlkuVAghOjgJ1G6gqqtR3ywDpeDcMV5aDUyDyOjmiwkhhPBpEqjdYesPkJsDEVFoF6U1X94dIiLR/P29s28hhBAuI4HaxdTpU/q1aUCbdCVagAczYzmSKVlCCNEpSKB2IaWsqK9rMmMNPQet7wDvNCQ0DC0wyDv7FkII4VISqF3pl5/gyEEIDkVLney9dnhjGpgQQgi3kEDtIqq40LuZsWyCgtFCwryzbyGEEC4ngdpF1HdfQkU5nDUIBp3tvYZIKkshhOhUJFC7gNq3C7IywT/AO5mxbPz8wdMJP4QQQriVBOp2UuVlqO+WAzWZsSK8uK52VIwsFyqEEJ2MBOp2UutXQ0kx9OgNI0d5ryEGI0RGeW//Qggh3EICdTuo3w7AL1trMmNd5fnMWI4izWgGWS5UCCE6GwnUbaQsltrMWBekoMV0815jNA2iZLlQIYTojCRQt5HalA5n8iC6G1wwzruNiYhE85PlQoUQojOSQN0G6sQx2PID4MXMWI6iZIETIYTorCRQt5Ky2jJjWeHc0Wg9enu3QWERaIGB3m2DEEIIt5FA3VpbM+DEMQiPRBvrpcxYjmSBEyGE6NQkULeCOp2HylgD2DJjeXkkGxSCFhLq3TYIIYRwKwnULaSU0u/yrqqCoSPR+g30dpMklaUQQnQBEqhbaudPcPgABIegpXgxM5aNfwCERXi7FUIIIdxMAnULqOJC1LpVAGgTpvrG6WZZLlQIIboECdQtoNJX6pmx+g2EwUnebg4YjWDy4priQgghPEYCdTNUVibs2+n9zFiOIqNluVAhhOgiJFA3QVWU12bGungSmskHkl5oGkTKcqFCCNFVSKBugtqwGoqL+n/JDAAAIABJREFUoHsCjLzA283RRUSh+Xl5JTQhhBAeI4G6EerwQdi+BQxGfZlQg498VDIlSwghuhQfiT6+RVVZ9GVCAS4YjxYT590G2YSZvL/IihBCCI+SQN0AtWktnM4DcyzaBeO93ZxaMpoWQoguRwJ1HSo3B7Z8D2hol13tO9eDg0PQgkO83QohhBAeJoHagbJWo75eBlYrnHOB9zNjOZJUlkII0SVJoHb00yY4cRTCTWgXT/J2a2oFBEJYuLdbIYQQwgskUNdQZ/JRG2syY6VN862btmS5UCGE6LIkUFOTGevbz6HKAoOT0BIHe7tJtYx+ECHLhQohRFfVojultm3bxtKlS7FarUycOJHp06c7bX/nnXfYtWsXAJWVlRQUFPDOO+8AsG7dOj777DMArr76alJSUlzXelfZ9V/4db9+w9aEqd5ujbOoaN+Zwy2EEMLjmg3UVquVt956i0cffZTo6Gjmz59PcnIyvXr1speZO3eu/fGqVas4ePAgAMXFxXzyyScsWbIEgEceeYTk5GTCwsJcfBhtp0qKUeu+AkBLmewbmbFsNAOYzN5uhRBCCC9qdqiWnZ1NfHw8cXFx+Pn5MWbMGLZs2dJo+Y0bNzJ27FhAH4knJSURFhZGWFgYSUlJbNu2zXWtdwGVvgLKy6Bvfxg60tvNcWaS5UKFEKKrazZQ5+fnEx1dmwQiOjqa/Pz8BsuePHmS3Nxchg8f3uB7zWZzo+/1BpW9G/b+An7+aJdM97EbtjRZ4EQIIUTLrlG31MaNG7nwwgsxtPKa6po1a1izRr/jesmSJcTEuC5AWYMCUKUFmEwmp9dVeRkF6SsACL5kGkG9+7psn65gMEXh172Ht5vhNn5+fi7tZ+Ea0i++R/rEN3myX5oN1Gazmby8PPvzvLw8zOaGr5tmZGRw6623Or03MzPT/jw/P5+hQ4fWe19aWhppaWn256dOnWpZ61tAlRRjqq6moKDA6XXrt19A4RmI70X5kJFU1NnudZExaC78HHxNTEyMS/tZuIb0i++RPvFNru6XHj0aH5g1O/RNTEwkJyeH3NxcqqqqyMjIIDk5uV65o0ePUlJSwsCBA+2vjRw5ku3bt1NcXExxcTHbt29n5EjvXwdWRw7B9s1gMPhWZiyb4FC0IFkuVAghRAtG1EajkXnz5rFo0SKsViupqakkJCTw4YcfkpiYaA/aGzduZMyYMU7XecPCwpgxYwbz588HYObMmV6/41vPjPW5/mTUOLTYeK+2p0FybVoIIUQNTSmlvN2Iuo4dO+ayulRJMaaifPupb+sP38J/1umZsW66x/fuqg4IQus3wNutcDs5neebpF98j/SJb/KpU9+diTp5HDZvAECbNN33gjTIaFoIIYQTH4xU7qGs1trMWCNGofXq6+0m1efnD+Gm5suJLs+qFFalL39rVVCtFErh9Jq1ppz+es1rquHXFPrjE1VFFJwpQ9NAQ6v5X2eoeaBpGhrUbtPAUFO25qnz+x3q0DRNHx3UvKY51IfmsA+Hfdf+rznUAwafmk4phPt0mUDNfzfB8SMQFoE27lJvt6ZhkbJcaGdQGwD1gNhUELVaa4NkY0HUqhQKsFqV/X3uUlFVTUW11W31u5qGQ5Cv+b9ukAc9qDsGecfA7/iFQ0Nz+LLg/IVDr8dWh/N7637hqPdlxXE/jvtwaIsQjekSgbr6dB7q+28B0C6ZhhYY5OUWNUAzQKQsF+pOtiCpaDiIOr0GPhdERX0K/fOn5suP/UkH09QXjtyqIs7UnOWwl3U6S+F8xsJWj+0/xy8hjl9enB9r9roaq9PpS4hD4XrbmmhnbdMaPgb5wtKwTh+olVKULv+3nhlr0NloiUO83aSGRZrRjEZvt8JrGgui+ii06SDa4Ii1bhBVYO2Af8BF6ylbv6u6j2t/Jhy/cCkcfv4cLgPUL1///U6P7T+/dZ/X/Hza2uZwuaHhep23BQQUU1FZYf/+UfenWNV50NBPuaqzUdFw2Ya+Z9avXzWzvSV1OL/gvF2jbinbM/0rg3J47lyq7vOG2qFRc5zNFG6qiEGDy4ZaGNfTv4m9uU6nD9Rs/YGq7D0QFOx7mbHsNIjqOjeRFVdWc/J4EXmnyxxOBUsQ9QalFAUV1eQWWzhVWoXBv4KysvL6AczxcU1/1X45qn1e73HdQNnotgaCGQ4Bz2Fbc8FVfpKEJwzrUQYSqNtPFZ5BLXsPqMmMFeo7WbucRJjQ/D3T4d5WUF7FkYJKwk2BWKwd51poR6eUorjSyoliC7klFvv/ucUWKqo7X2iznYI1OJxCNmi1N7Np9R7r17Eb3qbV1FNzrdtWvuZas9bItob2b7tW7tge/b31H9v2GRwcTEV5ufPx1TlDXPeEcf3tTZ0Srylhuw5fr4762+qd5nY4DW4/fY/zNgMNlHWow3ZzYMOn5vUntvc43pDouN3gVL6BOqj9XG2c91vnlDwNn5bXNBjQsxtUl+AJnTtQ7/wJSovxSxxE9bBzvN2cxnWR0XReqYVjRZXebkanV1JZ7RSMTxRXkVtioczS8BejUH8D3cL86RbqT0RoEJUVlfUCUO1zh8cOwcw5ANX+MbRvqxPMDHXramBbQ8Gs8bqcg5svXeu0BXSDQf/fWNNOg8P/RoPzc3s5A8REx5Cfry/j/P+3d+/xUdV3/sdfZ265zeQyMyEXAS1Rq6FykZRWrL8VoVur+1spina3drXYdVfrbteujxX60AdWy+NBqz7artV92MciUuxaflJq213ZLqGlq9JlYSGpDeqCFuQSyP0ymWQyM+f8/giMBAK5cGbmJHk//5GZOXPmm3xN3jnfcz6fc3q4nRYbZzw++xyz2C9ckkdLi4L6grkWLMIMFJHvdhFx6v+s+X6M3LxsjyLtTkT6aeqJZ3sYE0pfwqQpEj/rKDnSP3Qg53oMyk4G8qn/TvF78fs+vDaiqKjorL74k81wwep2DRG0px67zgha48KDMt/nJupRNchkNqGDGsCYcQXu7jZw6i+fYGm2R5BWlmVxtKuf9r5EtocybsUSJs09cU70xGk6eXR8IhKnK5Yccnuf20iFcNmp//q9BHyuCXl05WLogDwVnGcF7RmvDwpaG4JVxG4TPqgdLSfXuefNbZA0LQ53xujuHzpQZLB40qIlevYRcnvv0N8/j8tgSoHnwyPkk0fJRbluRzcDGXKJ93xHsMMEr4JVJjoFdTZN4HahCdPiUEeMaFwhfaaEadEaHTg6PnHygq4TPXHaookhr1h2GxAuOH3J2kOZ30tJnicjgaxgFckuBXW2eLwQKM72KNIiljA52BGjfxx1uEqHpGnR1ps46yrrlmgCc4hEdhkQzvOkjoxPHSWH8jy4XekJN5dhkO91ke91ked1U1bqp8PTr2AVcRAFdbaUhCbkL8DeuMnBjj4SQyXRBGVaFh29Z15pHaclGicxxN8qBhDM86SOjk+dSw4XePGkKZBP8bpc5PtcFHhd5Hld5HkGn7cu8Hno1YVLIo6ioM4Gl3tCtguNxJIc6oxN2DaapzcHGXyUnCB+jj9MinLdH17QdfK/pQUefO70h6GBQa5n4Gj5VDh7M/C5ImIvBXU2FAcxXBOrXWhHb4IjXf1ntRccj041BznzCPl8zUECPtdZV1mXFnjJzeDRqTu1jO0+uZTtStuSuYhkjoI64wwoDmV7ELZq7olzPDI+G5lE+5OpC7qaehKpYI6eozlIvtc1RC2yh3xv5v/w8rldqfPLBT43OW5jQp5OEZnsFNSZVlg8YdqFWpbF8ZPnYp0u1RzktKusmyLnbw4yVC3y6c1BMsnAIM/7YTDne9143QplkclAQZ1pE6Qky7QsjnT10+mwRib9SfOso+MRNQdJXWXtoazASyDHndWjU48xEMwFvg+XsZ1cGy0i6aOgzqSCgDPvhT1KSdPig84YkSw2MjmzOcipo+SO3uSQZ8k9LoPSAk/q6PhUMDulOUiOe+CCr3yvmwKvixxdeS0iJymoM2kCHE3HkxYHO/roG6ruKA2SpkVLNDHogq6mnjit52sOkn8qjD2pWuRghpqDjITr9GXsk0fM6S7LEpHxS0GdKbl5GPnju11oOhuZmJZFWzRx1pXWrdEEQ11o7TIglKpF/vDCrlB++pqDjJXHZVDgdZ9cynaR69EytoiMnII6U8b5rSyj8SSH2mMkbKiR7k+a/L6xi/ebugaOkCNxmqOJIZukGEBJnnvQBV1TCryE872OvZhqoHbZnWoqomVsEbkQCupM8HghUJTtUYxZVyzJYZsamXT2JXhhTzOt0bMvQivKcQ+6uURZBpuDjNXpLThP1S877YheRMY3BXUmBEvHbX1rW2+CYzY1MmnvTfDCnibae5NM8fuoKvENui9yJpuDjNVwLThFROymoE43lxuKxufNNwaupLankUlrNM4L/9NMZyzJ1EIff/NHVcR7I7bsO13UglNEnEBBnW7jsF2oZVkc647T1mtPI5Pmnjgv7GmmO5ZkepGPv5hbSr7PTWevLbu3jVpwiogTKajTyTCgZHy1CzUtiyOd/XTG7GlkciLSz7o9zUT6TT5SksOds8OOubhKLThFZDxQUKdTYTGGZ/y0C02aFoc6YvTE7Wlk0tg9ENLRuElVMIcvzA5n7cIwteAUkfFKQZ1OJaXZHsGIxZMDNdJ2NTI52tXPi3ua6U2YfDScy+evCmc0GNWCU0QmCgV1uvgLMXJysj2KEelLmBxsjxE37QnpDzpirN/bTCxpcWVpHndcFUp75y214BSRiUpBnS7jpMFJT3+SQx0xkjbUSAP8ob2PDXUt9CctPlaWx7KZIdsvyFILThGZTBTU6ZCbj5FfkO1RDKuzL8GRzn5MG2qkAd5r6+OluhbipsXs8nyWVgdtCWm14BSRyUxBnQ7j4OYbrdE4x7rtqZEG+N+WXv7ld60kTIurKwtYcmXJmMNULThFRD6koLab1wf+wmyP4rxORPpp6rGnRhrgneZeXv5dC0kL5k8t4E8+OvKQVgtOEZHzU1DbLRh2bC2uZVkc7e6nvdeeGmmAhhNRNv6+FdOCa6b5ueny4mG/fgODi4ryCLtjasEpIjIMBbWd3G4oLMn2KIaUNC0Od8bo7renRhqg/ngPP2low7TguosD/PGlRSMK3VC+h7JADi2x8dWxTUQkGxTUdioOYbicdz41cbKRSdSmRiYAe4718NN9bVjAwo8UcsOMwhGFtNflYkrB+GkCIyKSbQpquxgGFDuvXWh/cqBGOpa0p0YaYNfRCD9/ux0LWFxVxPUfGfk5+cqAV+egRURGQUFtl8ISDI+zvp29cZODHX0kTHvKrwD+63A3//puBwA3XlbEpy4eeUgX5ngozHXW90hExOn0W9MuDivJisSSHOqMYdrUyATgzUPdbNk/ENI3X17MNdMDI36vyzCoDGjJW0RktBTUdvAXYfic0y6042QjE8umRiYA2//QRe17nQDcckUJH5/qH9X7y/xe3ctZRGQMRhTUdXV1rFu3DtM0WbRoEUuWLDlrmx07dvDKK69gGAYXX3wxX/3qVwG44447mD59OgDhcJiHH37YxuE7hIOOppt74hyP2NfIxLIsfvV+F7/+QxcGsKS6hHmVowvpPI+bUJ7+JhQRGYthf3uapsnatWt55JFHCIVCrFy5kpqaGqZOnZraprGxkVdffZUnnngCv99PZ2dn6jWfz8eTTz6ZntE7QV4+Rl5+tkeBZVkcj8RpidrXyMSyLLa+18l/HuzGAG6dGWROxehaoxoYXFToU620iMgYDbsWeeDAAcrLyykrK8Pj8bBgwQJ27do1aJtt27bxmc98Br9/4EirqKgoPaN1IgfcytK0LI509dse0lv2d/CfB7txGXDHVaFRhzQM1EznebXkLSIyVsMeUbe1tREKfVh2FAqF2L9//6Btjh07BsCjjz6KaZosW7aMOXPmABCPx1mxYgVut5tbbrmF+fPn2zn+7PLlgH/kF1SlQ9K0+KAzRsTGRiamZfFv73aw80gEtwGfvyrMlVPyRr0fn1s10yIiF8qWE4emadLY2MiqVatoa2tj1apVPPXUUxQUFPDcc88RDAY5ceIEjz/+ONOnT6e8vHzQ+2tra6mtrQVgzZo1hMP2nfM1c31Y0c60HOW7K6fjzuL56XjS5EBLD+48L0Wjz9EhmZbFj/ccY+eRCB6XwZevmc7M8rH9MVIVKqAob+ig9ng8ts6z2EPz4jyaE2fK5LwMG9TBYJDW1tbU49bWVoLB4FnbXHbZZXg8HqZMmUJFRQWNjY1ceumlqW3Lysqorq7m4MGDZwX14sWLWbx4cepxS0vLBX1Rp7N6IhQlk4POm9vC7YGEiWHjWEcjljA52BGj38ZGJknT4qf72qg7HsXrMvjC7DBT88wxfe+KcjzEexK09Az9ejgctnWexR6aF+fRnDiT3fNSWVl5zteGPXlYVVVFY2MjTU1NJBIJduzYQU1NzaBt5s+fT0NDAwBdXV00NjZSVlZGJBIhHo+nnn/33XcHXYQ2rpVkr11oNJ7k/bY+20N6U0Mrdcej+NwGfzE3zKWh3DHty20YVKhmWkTEFsMeUbvdbpYvX87q1asxTZOFCxcybdo0Nm7cSFVVFTU1NcyePZv6+noefPBBXC4Xd955J4FAgHfffZcf/OAHuFwuTNNkyZIlEyOoDRcUBYffLg26YkkO29zIJGFa/L+3WtnX3EuO2+CuuaVMLx57XbhqpkVE7GNYlo2/8W1y6uI0O1g9EYq62+xd+i4JYUw59zJFurT3JjjaZW8jk3jS4sdvtfBuSx+5HoO755YytWjsIZ3vdTOjJGfYciwt5zmT5sV5NCfOlMmlb3WhGDUDSjJ/YUdTJM6JHvsamcDADTv+pb6VA2195Htd3D23lMpC35j3p5ppERH7KahHK1CI4R17mI2WZVk0dsdp7bWvRhoGQnpDXQt/aI9R4HPxpatLKfdf2NcVzveQ69GSt4iInRTUo5XBcizTsjjS2U9nLGHrfvsSJhvqmjnU0U/A5+JL86ZccL2zz+2iVDXTIiK2U1CPRl4BRm5m2oUmTYtDHTF64vY1MoGBW1+u39vMka5+CnPcLJ9XSjj/wgO2MuDTfaZFRNJAQT0aocy0C40nB2qk+xL2lV8BRPuTvLi3mWPdcYpz3SyfN4WgDTfLKMr1EMhx2zBCERE5k4J6pHy5GAXpbxfalzA52B4jbtob0pH+JC/uaeZ4JE4wz8PyeaUU51749LsNg4oLPLctIiLnpqAeqQycm+7pT3KoI0bS5oq57liSdXuaaOpJUJrv4UvzplBo0xFwecCH160lbxGRdFFQj4THC4H03hGsqy/B4c5+TBtrpE/t94U9zbREE5QVePnS1aX4bQrpAq+bklwteYuIpJOCeiSK09sutDUap7E7bmsjExhokPLCnibae5NU+L3cfXUpBT57gtXAoFI10yIiaaegHo7hguL0tQs9EemnqcfeGmmA1uhASHf2Jbmo0Mtdc0vJ99p39FtaoJppEZFMUFAPpziI4bZ/edeyLI5299Pea2+NNEBzT5x1e5rpiiWZVuTjrrmltoaqaqZFRDJHQX1e6WkXmjQtDnfG6O63t0YaBlqNvrCniUi/ySXFOXxxTpgcm498Lwr4cGnJW0QkIxTU51NYhOG198gxcbKRSdTmRiYAjd39rNvTTDRuMiOYw52zw/hsvotVSa7HtovRRERkeArq87H5aLo/OVAjHbPxPtKnHO3q58U9zfQmTC4L5fLns0K232rSYxiUB1QzLSKSSQrqcynwY+Tm2ba73rjJwY4+Eqb9dxU93Blj/d5m+hIWV4Rz+fysMJ40tPMsD/jSsl8RETk3BfW5lNjXLjQSS3KoM4aZhlt/H+yI8cO9zfQnLWZOyeP2j4XS0nO7wOumxIZ2oyIiMjr6zTuUnFyMAr8tu+roS3Cks9/2GmmA99r6eKmuhbhpMas8n1urg2kJadfJ+0yLiEjmKaiHYlO70JZonMbuflv2dab9rb38qL6VhGkxtyKfz1UH03YldrjAY/uV4yIiMjIK6jN5vBAovqBdWJbF8Uiclqj9jUwA3mnu5eXftZC0oOaiAv70ipK0hXSOaqZFRLJKQX2mkvAFtcU0LYujXf109NnfyARgX1OUjW+1krTgk9P83Hx5cVrbeFYWqmZaRCSbFNSnc7mhuGTMb0+aFh90xoikoZEJwFvHo7zS0IppwacuDvCZS4vSGtIleR78NvUGFxGRsVFQn644iOEaWzDFkwONTHoT6Qnpvcd62LyvDQv4o0sKWVxVmNaQ9hgG5brPtIhI1imoUwwoDo3pnbGEycGOGP1paGQCsPtohJ+93Y4FLJpRyMIZ6b3lJkCFaqZFRBxBQX1KYfGY2oVG40kOtcdIpKFGGmDn4W5+8W4HAJ+5tIjrLilMy+eczu9zU6yaaRERR9Bv41PGUJLVHUvyQZoamQC8eaibLfsHQvqmy4tZMD2Qls85nQuDSrUJFRFxDAU1QEEAIyd3VG9p701wtCs9jUwAfnOwi60HOgH4v1eU8Imp9jRgGc4Uv1c10yIiDqKghlEfTTf3xDkeSU8jE8uy+PUfuvjV+10YwC1XllBzUWZCOtfjIpSv/yVERJxEv5Vz8zDyRxaElmXR2B2ntTc9jUwsy6L2vU5+c7AbA1g6M8jcioK0fNZQKnWfaRERx1FQj/BWlqZlcaSzn85YehqZWJbFv+/v5M0PunEZsGxmiKvK89PyWUMJ5nkpUM20iIjjTO6g9nghMHypU9IcqJHuiaenRtq0LF57t4P/OhLBbcAdV4WonpK5kPa4DMr9ahMqIuJEkzuog6XDNg2JJwdqpPsS6amRNi2Ln7/Tzu6jPbgN+LNZYa4ote8+2CNREfCl5a5bIiJy4SZvULvdUHT+m2/EEiZ/aI8RN9MX0j/d18bexigel8EXZoe5LDS6q88vVMDnpjh38v5vICLidJP3N3TR+duF9vQnOdQRI5mmGumkafGThjZ+dyKK12XwxTlhZgQzG9IuDCp1n2kREUebnEFtGFBy7nahXX0JDnf2Y6apRjphWrzy+1YamnrJcRt8cW4plxTnpOWzzmeK34vPrZppEREnm5xBXViC4Rn64qnWaJzG7njaGpkkTIsf/66Fd1r6yPUY3DW3lGlFmQ/pXI+LsGqmRUQcb3L+pj5HSdaJSD9NPempkYaBC9P+5Xet7G/tI8/r4u65pVyUpaXniwp9ab37loiI2GPyBbW/ECNn8BGsZVkc7e6nvTc9NdIA/UmTl+paeL89RoHXxZeuLqU8Sz21Q3le8r2qmRYRGQ8mX1CfcTSdNC0Od8bo7k9PjTQMXD3+w7oWDnXE8PtcLL96ClOyVLfsdbkoU820iMi4MbmCOjcfI//DlpyJk41MomlqZALQlzBZv7eZw539FOa4WX51KeGC7AVlRcCrmmkRkXFkcgX1aTff6E+aHGyPEUump0YaBu5VvX5vM0e74hTnull+9RSCWbyAqzDHQ5FqpkVExpXJ81vb6wN/IQC9cZODHX0kzPRc2Q0Dddjr9jRzPBKnJG8gpEvysvftdhkGFQEteYuIjDcjSo66ujrWrVuHaZosWrSIJUuWnLXNjh07eOWVVzAMg4svvpivfvWrAGzfvp3NmzcDsHTpUq6//nr7Rj8awTCGYRDpT/JBGhuZAHTHkqzb00RTT4JwvoflV5dSmOUj2TLVTIuIjEvDpodpmqxdu5ZHHnmEUCjEypUrqampYerUqaltGhsbefXVV3niiSfw+/10dnYCEIlE2LRpE2vWrAFgxYoV1NTU4Pdn5v7KKW4PFJbQ0ZfgaBobmcBAs5QX9jTTEk0wpcDDl66eQiAnu1dY53nchLJ4NC8iImM37CHWgQMHKC8vp6ysDI/Hw4IFC9i1a9egbbZt28ZnPvOZVAAXFQ3ckaquro5Zs2bh9/vx+/3MmjWLurq6NHwZ5+cOldLal+RwZyytId3Rl+Cf/2cgpMv9Xu6Zl/2QNjCoLPSqZlpEZJwa9jCrra2NUOjDdpuhUIj9+/cP2ubYsWMAPProo5imybJly5gzZ85Z7w0Gg7S1tdk19hGxDINGd4DG7ta0fk5bNMELe5ro6EtSGfBy99WljqhVDuV7HDEOEREZG1vWQ03TpLGxkVWrVtHW1saqVat46qmnRvz+2tpaamtrAVizZg3h8NCdw8aiq6+Ixva+1FF+OjR1x3hh7x/o6EtySTCP+669hHxf9sPR53ZxZVnAkeVYHo/H1nkWe2henEdz4kyZnJdhgzoYDNLa+uHRaGtrK8Fg8KxtLrvsMjweD1OmTKGiooLGxkaCwSD79u1LbdfW1kZ1dfVZn7F48WIWL16cetzS0jKmL2YokViSpJWTOm9ut6aeOC/8TxORfpOLi318cVaQeG+Ezt60fNyoXFycS3tbf7aHMaRwOGzrPIs9NC/OozlxJrvnpbKy8pyvDXuOuqqqisbGRpqamkgkEuzYsYOamppB28yfP5+GhgYAurq6aGxspKysjDlz5lBfX08kEiESiVBfX8+cOXMu8MtxjuPd/azdPRDSM0pyuGtuKTkeZ1xZXZTjoTDL58dFROTCDXtE7Xa7Wb58OatXr8Y0TRYuXMi0adPYuHEjVVVV1NTUMHv2bOrr63nwwQdxuVzceeedBAIBAG699VZWrlwJwG233Zb5K77T5FhXP+v2NtMbN7kslMufzwrhdUj5k2qmRUQmDsOy0lhQPEanLk6zQySWpM3mpe8jnTFe3NtMX8Lio+FcPn9VGK/bOeeBKwM+QvnODmot5zmT5sV5NCfOlMmlbxXXjtKhjhg/3NtMLGlRXZrH7VeF8DjoYq18r5ugaqZFRCYM/UYfhffb+nipvoX+pMVVZfncNjPoqCuqDQwqA7rPtIjIRKKgHqEDrX38qL6FuGkxpyKfpdVBXA4LxFC+hzyvM86Ti4iIPRTUI/BuSy8v/66FhAnzKgu45crG999MAAAVZUlEQVQSx4W0z+1iShZvnykiIumhoB7GvqYoG99qJWnBJ6b6ufmjxY4LaRi4gMxJy/AiImIPBfV5vHUiyiu/b8W0YMF0P5+9rNiR53+Lcj1Z7ykuIiLpoaA+h7rGHn7S0IYF/J9LAny6qsiRIe02DCr8vmwPQ0RE0kRBPYT/ORrh1bfbsYAbZhSy8COFjgxpGLjPtJNquEVExF4K6jP895EIP3+nHYBPVxXxRx8pzPKIzq1ANdMiIhOefsufZscH3bz2vx0AfPayYq69OJDlEZ3bwH2mVTMtIjLRKahPev1gF788MNBm9E8+Wswnpzk3pAFKCzzkOuQGICIikj4KauDX73ey7f0uDOBPryzh4xc5+8YhPreLUtVMi4hMCpM6qC3LYtv7XWz/w0BIf646yNWVBdke1rAuCvgcWcstIiL2m7RBbVkWvzzQyRuHunEZcOvMILPLnR/Sxbke/KqZFhGZNCZlUFuWxWv/28FvD0dwGXDHx0LMLMvP9rCG5TEMylUzLSIyqUy6oDYti1+8086uoz24DfizWWGuKM3L9rBGpCzgU820iMgkM6mC2rQsXt3Xzp7GHjwugz+fFeLy8PgIadVMi4hMTpPmN3/StNi8r43641G8LoM754SpCuZme1gj4sLgokIteYuITEaTIqiTpsUrv2/l9029+NwGX5wT5iMl4yOkAcIFHnJUMy0iMilN+KCOJ03W/tcH/L6plxy3wV1zS5lenJPtYY1YjmqmRUQmtQkd1LGEyXd+28hbx6PkeVzcfXXpuFtCrixUzbSIyGQ2oYO69r1O6o9H8fvc3DU3TEVgfIV0Sa4Hv0810yIik9mEDurPXl7M0a5+Zk0PUUAs28MZFY9hUD7O/rAQERH7TegrlFyGwZ/PClNZNH4uHDulPODD49KSt4jIZDehg3q88vvclKhmWkREUFA7jguDSi15i4jISQpqhykt8KpmWkREUpQIDpLjdhEu0JK3iIh8SEHtIBepZlpERM6goHaIkjwPBaqZFhGRMyioHcDjMqjQfaZFRGQICmoHqAj4cKtmWkREhqCgzrKAz01xri4gExGRoSmos8iFMe76j4uISGYpqLNoil810yIicn5KiSzJ9bgI52vJW0REzk9BnSUXFfowVDMtIiLDUFBnQSjPS75XNdMiIjI8BXWGeVwGZX5vtochIiLjhII6wypVMy0iIqOgoM6ggM9NkWqmRURkFBTUGeIyDCoLVTMtIiKjM6LDu7q6OtatW4dpmixatIglS5YMen379u1s2LCBYDAIwI033siiRYsAuOOOO5g+fToA4XCYhx9+2M7xjxtTCrz43Pq7SERERmfYoDZNk7Vr1/LII48QCoVYuXIlNTU1TJ06ddB2CxYs4J577jnr/T6fjyeffNK+EY9DqpkWEZGxGvYQ78CBA5SXl1NWVobH42HBggXs2rUrE2ObEAwM1UyLiMiYDXuY19bWRigUSj0OhULs37//rO127tzJ22+/TUVFBXfddRfhcBiAeDzOihUrcLvd3HLLLcyfP9/G4TtfKN+jmmkRERkzW9Zj582bx7XXXovX62Xr1q08++yzrFq1CoDnnnuOYDDIiRMnePzxx5k+fTrl5eWD3l9bW0ttbS0Aa9asSYW8HXx9CTrbeykqKrJtnyP+bLeLK8sCKscagsfjsXWexR6aF+fRnDhTJudl2KAOBoO0tramHre2tqYuGjslEAik/r1o0SJeeumlQe8HKCsro7q6moMHD54V1IsXL2bx4sWpxy0tLaP8Ms4tEkuStHLo7Oy0bZ8jdXFRDu1t/Rn/3PEgHA7bOs9iD82L82hOnMnueamsrDzna8Oeo66qqqKxsZGmpiYSiQQ7duygpqZm0Dbt7e2pf+/evTt1oVkkEiEejwPQ1dXFu+++e9ZFaBNVYY6HQtVMi4jIBRo2SdxuN8uXL2f16tWYpsnChQuZNm0aGzdupKqqipqaGrZs2cLu3btxu934/X7uv/9+AI4ePcoPfvADXC4XpmmyZMmSSRHULsOgMqA2oSIicuEMy7KsbA/iTMeOHbNtX5FYkrYML31XBHyE8xXU56PlPGfSvDiP5sSZHLX0LaOT53ETytOSt4iI2ENBbSPVTIuIiN0U1DYK5XvI8+pbKiIi9lGq2MTndjGlQOelRUTEXgpqm1ToPtMiIpIGCmobFOV4KMxRm1AREbGfgvoCuQ2DCtVMi4hImiioL1CZ34tX95kWEZE0UcJcgHyvm6BqpkVEJI0U1GOkmmkREckEBfUYhfM95Hr07RMRkfRS0oyBz+2iVDXTIiKSAQrqMahUzbSIiGSIgnqUinI9BFQzLSIiGaKgHgW3YVDh92V7GCIiMokoqEehPODD69aSt4iIZI6CeoQKvG5KcrXkLSIimaWgHgEDg0rVTIuISBYoqEegtEA10yIikh1Kn2GoZlpERLJJQT2MiwI+XFryFhGRLFFQn0dJrge/aqZFRCSLFNTn4DEMygOqmRYRkexSUJ9DecCHR21CRUQkyxTUQyjwuinRfaZFRMQBFNRncJ28z7SIiIgTKKjPEC7wkKOaaRERcQgl0mlyVDMtIiIOo6A+TWWhaqZFRMRZFNQnleR58PtUMy0iIs6ioOZkzbTuMy0iIg6koAYqVDMtIiIONemD2u9zU6yaaRERcahJHdQuDCrVJlRERBxsUgd1aYFXNdMiIuJokzalcj0uwgVa8hYREWebtEFdqftMi4jIODApgzqY56VANdMiIjIOTLqg9rgMyv1qEyoiIuPDpAvqioAPt2qmRURknJhUQR3wuSnO1QVkIiIyfowoterq6li3bh2mabJo0SKWLFky6PXt27ezYcMGgsEgADfeeCOLFi1KvbZ582YAli5dyvXXX2/j8EfOhUGl7jMtIiLjzLBBbZoma9eu5ZFHHiEUCrFy5UpqamqYOnXqoO0WLFjAPffcM+i5SCTCpk2bWLNmDQArVqygpqYGv99v45cwMlP8XnzuSbWAICIiE8CwyXXgwAHKy8spKyvD4/GwYMECdu3aNaKd19XVMWvWLPx+P36/n1mzZlFXV3fBgx6tPK+bcL6WvEVEZPwZNr3a2toIhUKpx6FQiP3795+13c6dO3n77bepqKjgrrvuIhwOn/XeYDBIW1ubTUMfIQOmF+fR2x3L7OeKiIjYwJbDzHnz5nHttdfi9XrZunUrzz77LKtWrRrx+2tra6mtrQVgzZo1hMNhO4YFQMiy8Hq9FOTYt0+5cB6Px9Z5FntoXpxHc+JMmZyXYYM6GAzS2tqaetza2pq6aOyUQCCQ+veiRYt46aWXUu/dt29f6rW2tjaqq6vP+ozFixezePHi1OOWlpZRfAnDC4fDtu9TLozmxJk0L86jOXEmu+elsrLynK8Ne466qqqKxsZGmpqaSCQS7Nixg5qamkHbtLe3p/69e/fu1IVmc+bMob6+nkgkQiQSob6+njlz5oz16xAREZl0hj2idrvdLF++nNWrV2OaJgsXLmTatGls3LiRqqoqampq2LJlC7t378btduP3+7n//vsB8Pv93HrrraxcuRKA2267LStXfIuIiIxXhmVZVrYHcaZjx47Zuj8tHTmP5sSZNC/OozlxJkctfYuIiEj2KKhFREQcTEEtIiLiYApqERERB1NQi4iIOJiCWkRExMEU1CIiIg6moBYREXEwBbWIiIiDKahFREQcTEEtIiLiYApqERERB1NQi4iIOJiCWkRExMEU1CIiIg7myPtRi4iIyIBxcUT9/PPPj/j5oZ5bsWKF7WMaiXONOxP7Gel7httuNN/70TyfrTmB7M1LuufkfK/pZ+XC35OJnxUnzQnoZ+V8z2VyXtyPPfbYYxn7tAtQWVk54ufPfK62tpbFixenZVzDOde4M7Gfkb5nuO1G870f6fPZnJMzx5LJ/aR7Ts73mn5WLvw9mfhZcdKcgH5WzvVcJudlUix9r1ixgjVr1mR7GHIazYkzaV6cR3PiTJmcl3Gx9H2hsvnXqAxNc+JMmhfn0Zw4UybnZVIcUYuIiIxXk+KIWkREZLxSUIuIiDiYglpERMTBPNkeQKadOHGCzZs3E41G+fu///tsD0dO+u///m/27NlDb28vN9xwA7Nnz872kCa9I0eO8Nprr9Hd3c1VV13FH//xH2d7SHJSX18fjz32GMuWLWPevHnZHs6k19DQwMaNG5k6dSrXXnstM2fOtHX/EyKon3vuOfbs2UNRURFPP/106vm6ujrWrVuHaZosWrSIJUuWUFZWxn333TdoO0mP0czL/PnzmT9/PpFIhA0bNiio02Q0czJ16lTuvfdeTNPk+9//voI6jUYzLwA/+9nPuOaaa7I13ElhNHNiGAa5ubnE43FCoZD9g7EmgIaGBuu9996zvva1r6WeSyaT1gMPPGAdP37cisfj1kMPPWQdPnw49fpTTz2VjaFOKmOZl/Xr11vvvfdeNoY7KYx2Tnbt2mWtXr3aev3117M15ElhNPNSX19vvfHGG9avf/1ra/fu3Vkc9cQ2mjlJJpOWZVlWe3u79b3vfc/2sUyIc9TV1dX4/f5Bzx04cIDy8nLKysrweDwsWLCAXbt2ZWmEk9No5sWyLF566SXmzJnDjBkzsjTiiW+0Pys1NTV8/etf5/XXX8/GcCeN0cxLQ0MD+/fv54033mDbtm2YppmlUU9so5kTl2sgSv1+P/F43PaxTIil76G0tbUNWoIIhULs37+f7u5uXn75ZQ4ePMhPf/pTPve5z2VxlJPPueZly5YtvPXWW0SjUY4fP65l1gw615w0NDSwc+dOEokEc+fOzeIIJ6dzzcs999wDwPbt2wkEAqmQkPQ715zs3LmT+vp6enp6uPHGG23/3Akb1OcSCAS49957sz0MOcNNN93ETTfdlO1hyGlmzpxp+0UxYp/rr78+20OQkz7xiU/wiU98Im37n7B/igWDQVpbW1OPW1tbCQaDWRyRgObFiTQnzqR5cZ5szcmEDeqqqioaGxtpamoikUiwY8cOampqsj2sSU/z4jyaE2fSvDhPtuZkQvT6/u53v8u+ffvo7u6mqKiI22+/nRtuuIE9e/awfv16TNNk4cKFLF26NNtDnVQ0L86jOXEmzYvzOGlOJkRQi4iITFQTdulbRERkIlBQi4iIOJiCWkRExMEU1CIiIg6moBYREXEwBbWIiIiDKahFMuz111/nm9/8ZkY/8z/+4z/4y7/8S774xS/S3d2d0c+2S0NDA3/913+d7WGIZNyk6/UtkgnvvPMOL730EocPH8blcjF16lTuuusuLr30Uq677jquu+66jI0lkUiwfv16Vq9ezSWXXGLrvpuamnjggQd4+eWXcbvdtu5bRAYoqEVsFo1GWbNmDV/+8pdZsGABiUSCt99+G6/Xm5XxdHZ2Eo/HmTZtWlY+3w7JZDLbQxDJGgW1iM0aGxsB+NSnPgWAz+dj9uzZqde3b9/Otm3beOKJJ/jZz37Gpk2bUq8lEgk+9alP8ZWvfIVoNMr69evZu3cvhmGwcOFCbr/99iFvaxiPx/nRj37Eb3/7WwCuueYavvCFL9Dc3MzDDz8MwN13382ll17KqlWrBr331FHx/fffz8aNG+nv7+fmm29OtUY0TZOf//znbNu2jZ6eHj72sY9x77334vf7U/u6++67AXj00Uf57ne/y0MPPcSMGTN4/fXXeeaZZ3j66aeZNm0av/rVr9i9ezf/8A//cM4xe71eGhoaeOaZZ7jxxhv5t3/7N2bNmsUNN9wwaNyvvfYaW7du5ZFHHhl060GRiUbnqEVsVlFRgcvl4vvf/z579+4lEomcc9tbbrmFDRs2sGHDBr7zne9QWFjIggULAHj22Wdxu9384z/+I9/+9repr69n27ZtQ+5n8+bN7N+/n29/+9s8+eSTHDhwgJ/85CdUVlby9NNPA/Diiy+eFdKne+edd/je977Ho48+yqZNmzhy5AgA//7v/86uXbt47LHHeP755/H7/fzzP/8zAN/4xjdS+96wYQOXX3451dXVNDQ0ALBv3z7Kysp4++23U4+rq6vPO+ZTOjo6iEQiPPfcc/zVX/3VoLFu2rSJ3/zmN3zjG99QSMuEp6AWsVl+fj6PP/44hmHw/PPP8+Uvf5lvfetbdHR0nPM9/f39PPnkk3z2s59l7ty5dHR0sHfvXu6++25yc3MpKiri5ptvZseOHUO+/4033uDWW2+lqKiIwsJCbrvtNl5//fVRjXvZsmX4fD4uueQSLr74Yg4dOgTA1q1b+fznP08oFMLr9bJs2TJ27tx5zuXo6upq9u3bBwyE/5IlS1KPTw/q4cZsGAa33347Xq8Xn88HgGVZrF+/nvr6elatWkVhYeGovkaR8UhL3yJpMHXqVL7yla8AcPToUZ555hlefPFF/u7v/m7I7f/pn/6JyspKlixZAkBLSwvJZJJ77703tY1lWec8emxra6O0tDT1uLS0lLa2tlGNubi4OPXvnJwc+vr6AGhubuapp57CMIzU6y6Xi87OziH3U11dzYYNG2hvb8c0Ta655ho2bdpEU1MT0Wg0dUHbcGMuLCxMBfQp0WiU2tpaHnzwQfLz80f19YmMVwpqkTS76KKLuP7669m6deuQr7/66qs0Njby+OOPp54LhUJ4PB7Wrl07oqupg8Egzc3NqQvGWlpabLuhfSgU4r777uOKK64467Xm5uaznisvL8fn87FlyxauvPJK8vPzKS4upra2liuuuCJ1jn24MZ/+h8EpBQUF/M3f/A3f+c53eOihh4Yck8hEo6VvEZsdPXqUX/ziF7S2tgIDAfTmm29y2WWXnbXt3r172bJlCw899NCgo8eSkhJmz57ND3/4Q6LRKKZpcvz48dQS8pmuvfZaNm/eTFdXF11dXWzatMm2ErBPf/rT/PjHP06FcldXF7t27QIGjnoNw+DEiROD3lNdXc0vf/nL1DL3mY8vZMwzZ87kb//2b3n66ac5cOCALV+jiJPpiFrEZnl5eezfv59//dd/JRqNkp+fz7x587jzzjvP2nbHjh10dXXx4IMPpp677rrruPfee3nggQf40Y9+xNe+9jV6e3spKyvjlltuGfIzly5dSjQa5aGHHgLgk5/8pG03tL/pppsA+OY3v0l7eztFRUVcc801fPzjHycnJ4elS5fy6KOPkkwm+frXv566oOzNN9/kyiuvBAaC+he/+EXq8YWOedasWdx3331861vfYuXKlcyYMcOWr1XEiQzLsqxsD0JERESGpqVvERERB1NQi4iIOJiCWkRExMEU1CIiIg6moBYREXEwBbWIiIiDKahFREQcTEEtIiLiYApqERERB/v/Zxf9mLbct68AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "F-Wv-dFckOKq"
},
"source": [
"It’s [been shown](https://slate.com/business/2014/01/friendship-paradox-why-are-my-friends-better-off-than-me.html) that this paradox goes beyond friends as well. You are also probably deficient, when comparing yourself to your friends, in income, Twitter followers, and how happy you are — and this fact is probably not helping. But, okay, enough of this crap — we all feel terrible now! Surely there is something positive we can glean from all this, right? Yes!\n",
"\n",
"Since your friends have more contacts than you, they will probably contract a virus — or anything else transmitted through communities — before you. Indeed, researchers showed that instead of tracking randomly chosen people to gauge the spread of a disease, it was much more efficient to ask those random people to name a friend, and track that friend instead! In the [study](https://www.cidrap.umn.edu/news-perspective/2010/09/study-friend-sentinels-provide-early-flu-warning), the group of friends got sick an average 2 weeks before the originally chosen people. There are probably lots of other applications out there waiting to be found for the friendship paradox.\n",
"\n",
"Before we end, though, I want to ask one last question: does the friendship paradox have to happen in any social network? The answer to this is yes and no. For the statement of the paradox that uses averages the answer is yes and this can be [proven mathematically](https://mathoverflow.net/a/358619/40959). That is, the statement on average, people have less than or equal to the average number of friends of their friends is true for any social network you can conceive of. For the statement which uses majority (most of your friends have strictly more friends than you), the answer is no. The key ingredient is the existence — or non-existence — of popular individuals. We can even create completely random social networks for which the paradox does not hold. Consider the following network, again over 34 people."
]
},
{
"cell_type": "code",
"metadata": {
"id": "tJmNLq5OkDQ4",
"outputId": "7ffa4435-fc22-4b98-b53a-616ff5bd8da8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
}
},
"source": [
"G = nx.erdos_renyi_graph(34,.75)\n",
"pos = nx.spring_layout(G)\n",
"plt.figure(figsize=(8, 8))\n",
"# with nodes colored by degree sized by population\n",
"node_color = [float(G.degree(v)) for v in G]\n",
"low, *_, high = sorted(node_color)\n",
"norm = mpl.colors.Normalize(vmin=low, vmax=high, clip=True)\n",
"mapper = mpl.cm.ScalarMappable(norm=norm, cmap=mpl.cm.coolwarm)\n",
"nx.draw(G,node_color=[mapper.to_rgba(i)\n",
" for i in node_color],\n",
" edge_color=[0,0,0,.75],\n",
" with_labels=False)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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