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@davidmcclure
Created January 7, 2019 14:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"from tqdm import tqdm\n",
"from sklearn import preprocessing\n",
"from scipy import stats\n",
"from itertools import combinations\n",
"\n",
"from news_vec.utils import read_json_gz_lines"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import altair as alt\n",
"import seaborn as sns\n",
"\n",
"mpl.style.use('seaborn-muted')\n",
"sns.set(style=\"whitegrid\")\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"1237600it [00:03, 384923.17it/s]\n"
]
}
],
"source": [
"df = pd.DataFrame(list(tqdm(read_json_gz_lines('../../data/clf-ts-acc-ab.json/'))))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"d1s, d2s = zip(*df[['d1', 'd2']].apply(lambda x: sorted(x), 1))\n",
"df.drop(['d1', 'd2'], 1)\n",
"df['d1'] = d1s\n",
"df['d2'] = d2s"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"pairs = set(map(tuple, df[['d1', 'd2']].values.tolist()))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def plot_pair(d1, d2):\n",
" pdf = df[(df.d1==d1)&(df.d2==d2)].sort_values('window')\n",
" plt.figure(figsize=(8,3))\n",
" sns.boxplot(x='window', y='acc', data=pdf)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 136/136 [00:34<00:00, 4.10it/s]\n"
]
}
],
"source": [
"rows = []\n",
"for d1, d2 in tqdm(pairs):\n",
" pdf = df[(df.d1==d1)&(df.d2==d2)].sort_values('window')\n",
" lr = stats.linregress(pdf.window, pdf.acc)\n",
" rows.append((d1, d2, lr.slope, lr.pvalue, lr.rvalue))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"lrdf = pd.DataFrame(rows, columns=('d1', 'd2', 'slope', 'p', 'r'))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"buzzfeed.com huffingtonpost.com\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"foxnews.com rt.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"buzzfeed.com foxnews.com\n"
]
},
{
"data": {
"image/png": 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0jdUgy3irupnR1dVFUVER06efmnNsRdjidSasiGlsTIHZcrNmq8RZXTPejHhlkxFxEVchklOR/QWUUkDjAR2Px4PTc4K79zzK3Xsexek5gc/nS+t5Y9/7K1asSPgYIv7jjFiLc6IG+CRrmVstl0qnaTTiBawulGLmRjcjE+lXk7WIh1tuNoTVNeOtlBURFxIlnpU/p/R07rv4m9x38TeZU3p63PLN7pPcuusRbt31CM3ukynVJfa9P3ny5ISPIeI/zjCzODO9nOhokGyOcjOL3kwkU+k0jVa8gJWFUuK50TNNKmJqZbnZRNaMT2dZIT2YCedDDz002tVKCGXlH6KUQkoppPHAIdP5+w6Hg8rS01i95IusXvJFKktPo7S01Aju68MT7EsouC8eqb73RfyTZDTmiMezODM5PSvR+qXrmiSbozyeRW8mnMk+PKMRZGnVUjdzowvCaNPU1MShg40U5ZRSlFPKoYONNDU1ZfScmehwzCk9nfs+9i/c97F/GdLKjyUTS/Om+t4X8U+SVMZ8kxXJsT6tL53j4MnmKDez6OONUVuZcmfmNch0kGWqEeVW3ejjnfEQeS+cYubkOdz68fu59eP3M3PynIyfT1nqb1ManERpcBKNB97OeIdjPJE72hUYj8Ra4NXV1Qm7jUMi+a1vfctyOTOL06x8XV0dGzduBOC6665L+5im2fFTvSaxmOUot3KtEpnnbLXzZeYx2L59OxAdPZ7Oa56K98SKGz3TmF2PTNyXYzXqPlt46KGHwpY1QE1NDd3d3RQXF0dta2lpodQ2NW3Hq6qqirKczcq1tLQwp+QM7vjQzQCsfW3oKcJjlbq6unC76urq0vY+F/G3gMvlYu3ataxevZry8nJTC9yqiJuJ5N69ey29FJcuXcpzzz3HwMBA1Hi2WdnIl+JIvHRTuSZmmLXVKlbmOS9fvpxt27aFPyeyXyh6vL+/f1D0eCTJXnerdRvrmAlzOsV6olyn8UI8ge109zCpoAwA/WAjuXk2/P3B8LZDBxux59koLYo+XktLS9gtH3m87o4eSo2ybx9oJCffRqAvSFn+qW2xhKz8sjy1T+OBt7Hl50Be/JlBmaTZc4Lbdv0SAHdfN3OxFpAXT+gz0ZEX8bdArKWeigVuJpLz58+39FI0szj37t07qGzsS7Guri7pl65ZG8xeulaviVXM2mqFVAQhEbE2ix43O2+2WqZm10PEOn2YCXGsNTzUfsPtE89673T3UFwYLfSnT6nkK5feCcBvt6+htbuZGVPm8NVlatsjO9ZwsvvwoDZ4vV4OHWykND+6k3BG2Ry+ff5qAH7y8t209B5mdukcbv3wHQDc/+pa02syp2Q2d/zDrQCsff1+DvcfHbSPWYfDimchHj6fD2ffce7e8zsAnJ7j2AscVC3UwsdLNLgvVuhD79x0I+I/DGaWeiJWaezLP55Ixr4UzYQoNJ69ZcuWqPHs4V6oZvskInRWBCwVS90Ms7aOBFbaGnk9h4oeF7ETMkVTUxMHGxrJN4T4YMNgazi0X0NDI4XGfvX1B6LGvUOi7vGcEvWGhkYcDhsDvuApoW9oJNdh47TySr54mRL1R7etwdXVnFI7ZpXN4Z8vUkL/8913c9w7uJNgRqyIFxYWMpXh3xFer5fGA4coyysFoPHAIWz5doJ9fsryS8LbWlpaBnWI3nnnHfy9Pu5+5TcAOD3H8Af92G3RMjplyhQeeOABampqAHjggQcstQkyJ/RmiPgPg5mlPnv27LCAA0NmG4t9+afScQidy+l0piWYK1GhG+qmTNZSH4rh2pru4QwRayEdWLWkrVqc8dztZRVzuGiFEs7dm++OW5/yikquuOp7APz3b7+KzxekKEbop5VX8pkr1D5/2HIXHZ3NTC+v5LrLldBv3LqGts7khd7n89HS4eSXL6wBoKXDScDmh8LkjqdEvJGyvDJcvS61Mc9a2Tkls7jjw8orufbV/+Rw/3HmlM5k9YdvAuDuVx/ksPeE6iTkq6HDxgOHGMgJYMcWdSy73U7lpNNZveR6VXbP78ibUma5HZkaz7eCiP8wmFnq3/zmN8nNzWVgYIBFixZRXl5uWYisimQ8IQpN70iVdAudmaWeqjhbaWu2utWFsUE8YXZ5urEVKutyf8PbFDly6PEFyDFEN7TN6wuQW2RY5Q1vm1qcLS0tdHh6yDP2O9DQSL7DRqEjuTpPrajk6iuV0G96+i7cntSs91h8Ph/H2p08skMJ/bF2J/6An5wce1rPM2fSHG7/h9u55/V7OOyz5jFI6PilM1j9T18H4O7//TWH+04yO38aqz/y/9S2V37D4T7rK/HFY7QCc7Ne/GOD+WIxs9SXL1/OM888Q3NzM9/97nfD+1oRotFyZ2eaeFH2Vq5JtgfGCeODeELf6ukKC/2+hkMUO+zYK86gZMW3Aejc/BPwtOComM3UFWpMunXz/eA5SuHUOVStUCssNm2+F6/7CG81vI3DEPq3Gt6mwJFDydQ5fHiFGvN+dfNa+t2DxS5eAF2uY1oGr4o17HY7M8sq+cbHlCfhly+s4URP+gU7EjUefyQc5e/sPII/x2/ZQzASjKSbP5asF//hpt3Fs9Rjp1MlIkTpdN2PJWKj7BO5JmLBC2ONkNhDrNCrseFTQj+LSVf9MwBdT/0cPMdTOm/x1Dmcu0Itsbxv8z343UcslfN6vRxsaKQgIg4gz2GjJEkPQbI4HA6mF88eNuAvnSihP8za1+8HwNl52BiPT6+3YSKR1eJvZW56ui31SCt37969CfX6RmP+vlWsCr3V2QOCMNo0NTXR3duPbVJZhNDPpPiqGwDofupX4DkxyrWMZkpFJctXKNGt27yG7jS79GPx+Xwcb3fy2+3KxX+83UnQNjBMqaGPd6TPyU9eVjEMR9xO+oP9HO5zhqP8D3ucyoIfplNjt9upLI6e53+4P/0r7jV7jnPbrl8A4O7rYi7Wx/xHk6wWf6tz09Ntqadi5WbaQh4JC1ys/PFBsglXxiPxXPr26bMouuqr9Dz1CHhSH99NFz6fjz6XMxzo1+FykoPfdD+Xy8mWp+4CYMDXS09PR9LnPNHm5NFtSuhPtKmx/Nyc5GTE5/NxtM/Jz3erNhztcCZtrTscDmbnzRp2ql+8ejj7Wrj71QcBcHpa6A/6cPYd4+7//bWx7Rj+nADkR5ctLCxkZtXMpKf1mTHcUHS6yGrxtzo3PV1BdpDaOHWmLeSRsMBT8RAImSP+eLYbCgsA2NdwkGJHHt2+/qhtY6W+Vjsh8dvaia1QDVnta9ApduSCI36iqFTx+XwMtDbTtPleALytzeTiZzw5qu12O6dPHjzPP5XjnVFSOWie/6z82VHz/I/2ZXYYwSqhnP3JTOuLR7IZYBPFsvhrmnaRruu7NU0rBy7SdX2ThTJfAO5EhVis03X9FzF/Pw/4lfH3w8AXdV3v0DTtIuBJYxvAm7quf8VqXWFw78lMTJYuXcrWrVvx+/1DLn8qjA7iIRg5mpqalJDHCL2tYjKOq9Rz4XtqB3h6sFVMwXHVcmPb6OTUV/VtwFZYbNS3wTRS3qxDoMrqEWWV0OdUnE7RVV8GoOep/wJP64i1Zyh8Ph99rU5e3azc3p2tTnKAyRWVUVP9vJ7BguhwOCgpnROe6vdfj3yZHq+bTU8rT0Cry4nf38f7/U7+sEVte9/lxB/o42S/k41blZV/0uUEGynN82/paOb+55Rl3tnrxpHn4PTC2UnN8/f5fDh7ndzz+j04O5347dYC+ZSVf5S1r/4nAM7Oo5ADlbFT/fpOMDt/+qBo/2bPcW574WdAyMVfarn9Vkh3mvShsCT+mqbdDSwBLgaKgO9qmrZI1/U1Q5SZBdwNLAb6gD2apu3Sdf1AxG4/Bf5N1/Wtmqb9CKhBdRY+BDyg6/o9yTQKzHtPZjnan332WUDljzdz64sFOjpIHMDQpJLhLV72NlvFZHKv+hgAA0+9AJ6eEWvPUPWNZ9HnVEwj/8rPAND39B/wejoMUVd5ZPc16HHPk1NxGoVX/V8AvE/9D3hc6W7KsDgcDhxlZ0RF+2MxuG+sc6y9mXXPKKHv6nUzqawoyj0+b8FcWlrSP/6eSQa7+Oel7OKPJd1p0ofCquW/Avh7AF3Xj2ia9lFgLxBX/IFLgJ26rrcBaJr2BPBp4D8i9rFDuOtUBITU+UPAdE3TPouy/r+p67plP097e/ug3lM8MYlcPCYeYoEKmSI2otyq61pZrwegUJk7+xoODLNfQXi/Yke+4brPN7YpKx9HkekxMkV897sHwgLekNAxVYfgcwD0Pf14SvXz+Xz4XcfoeeoR/K5j9PoH8PtaVKAf4He10Ov34fcdVVH+gN911Nh2RE3xAwZcRwj6+wn4DqspfoDPdRjwD4pZ8/l89LY2s2+zsnu6W5uxAyVTK4ed6ufz+Wh3OanbrF7L7S4nNqKD73Lsuabz/CeXzBmU5Ke8ZE5SSX5iRXLegrnh+zrSPV5TU0N3S7+lY8bicDiYXTQ74Xn+Kjbg9EFJfqyQqovfSkKfdKdJHwqr4u/Qdd0X8b0fCAxTZiZwLOL7MeAfY/b5DlCnadpPgG7gw8b2DmCDruubNU37BrARON9iXfntb3+L36+CX/x+P+vWrePqq6+ms7MTILyE66ZNm6LEP7RfJOXl5UyfPj38OVQ29lhjfdtYqYe0K3rbX//6V7p7e6Akj30Nb9HZ2cnevXuHLdfZ2YmtooTcFR8CYGDza6Zl1X5l5K4439jvZfzt3WrbVRepbU/txt/eRSyhZ2i4be+99x433HADx46px/3666+noKAg/P2GG25gxowZXHnllYPa/u7Ro1Co0rzta2igICcHW8VU8q5cAUD/05sHHf+GG27A5XJBcUnCdTtVdvKwZYPBINhsg7anCzODQ51z+P3i13f4slaOlcq2kpISPv/5z/PrX6tguc9//vMApvdmTkwEXULndUR/b+48zKqXVQfG3e8mkGvtulndZvXZjLftvffeo6ioKPzZbCnxc845h9dffz08FH3OOecMueR4KlgV/5c1TasF1gNB4Hrg1WHKmD014Q6DpmmFxvGW6br+F03TvgP8N3CFruvfCO2n6/ovNU37oaZpZbquu61UtqGhIUr89+/fz1133UVJiXpZLF68GIAf/OAHUeX+9re/cddddw06Xmy58bhtrNQjm9sVsnRPnjwJwIYNG9QL4rRicq+ez8CmBkpKSli8eLG1cjFmo1nZkpIS6PVE7We3Dw4pS2Wb3+/n3aNHlIh3dePxeDjmcoVF/d2jR+PWzVZRgePKKwHwPf00do8nzvGPgjFG/+7RoxQ7Bs/zil+3lvD4/rtHW1Qgn4WyeXl5BEqnhaP9Czzv01t6WtRUvwLPCXpLT4+a51/gOU5f6cyoJD/5nhZ8pbOikvw4PIOj0fPy8rCXnTHsPP949S0unZPwVL9U74fj7U7+c7Oyhrt63Winzx30W4eI/f0PHWnknu23AeDpc2PPS64ukyZNYubMSJf82bS0tNDccYRVL6n3vLvfgz0/+baa3cNm7Yq3bfHixXzta18bdNxIzjzzTK6//vqw+N98882Wxvz7+vqor68fdr9IrIr/t1Du+nXAAFBHtPvejKPAhRHfZwCRgzyLAK+u638xvv8KuEvTtBzgduCHuq5Hdr8iPQ9DsmTJEjZv3jxs/vzc3NwhvwvZQyrR41ZRLvh6KFL32b6GeoodhZA3tHUZdt0XnXLxFzvywREd4RQvw9tw86FBuYyDrg411g8EXR34TPvv5tgqynFceRm+p7eBp8v4frk69tNbh6ibtQw0topp5F95LQB9T/8JPNanq+VUTKfgyi8A0Pv0Y+AZPIzn8/kIuI6rQD8g4DqOj+Gt5mwn1sWvGS5+K4T2i40DONLRzH/sNDoEvW5y8m0c9jTzvd0qNsLdp7ZFYuaSj32mQx0CkxmRNHtauG33vcbxO7Hl22n2HOO2P//I2NbFXEoGF0wzI5kB1pLa6brerWnaZl3Xb4mI9h8uGuh54N81TZuGcul/Cvh6xN8bgdmapmm6ruuouILXdF0PaJp2DfA28HtN074EvGrhfGFmzJhhaeGdrq6uQd/XrVtHfX29BPdNEKyKelNTE/UN+8g1Fhqpb9iXmQr80pv3AAAgAElEQVRNLSD36rMAGNj0DljyZQFTJ5G74u9Vuc1vgntwX9jr9Rrj+6Gx/FAnoSCpqvr9ftUJeGoHkHiHYHDdGqJc/MUOh2Xxn6h4W5tp2KDG8gd63BQ6ckz362xtZvcGJX79PW7yHZkbjkiEVMbBQ8/gUIJ99sK5gwJUz14417Dqm/nunu/i6nUxn/mWjl9TU0PjgUOs2q1mTrj7PRRNnjQokC/2nJkI7ovHSGWAzVi0v67rRzVNWw3sQk3CeMRw7z+LivB/XdO0L6ME3gacBELT+a4HHtY07fvG9i8l0qji4uJBC++YUVlZidPpjPpeX18/rgP8rKzfPR6JbdeNN95oKdlMU1MTbzXsw2GI+ltDiHpBBZx1lXr5vvNUwNRaTXUu+XDTkeJayBbzkdsqSsld8U8ADGz+X/D0WSrncDjwlRZFRfvbXW78abR+lTfgCgB8T28BT2fSx1KW+vv0Pf0HAAKu9+n1+wn4ToYD/QKuk6buQlX2hIryBwIulaUvdqqfw9NqZiSmjcLCQqoiRGf+fGWZxobAxe63cL4SP7erme0blIXc53WTZ7FD0Opy8tjjtwDQ43XjGCMdCTAX7BDxOgmOQkfS3oaQqMcGI5qdMxHq6up4++236evr48knnxxy6e9Y0plXZigyGe2PruuPAY/FbPtExOetwFaTcm+hOhtJccEFF/DUU08NWngnllWrVnHTTTeFv99+++08+OCDTJkyZdxa/U1NTegH9zHJMPbeqt83aP3usZSRLRHL/MDBfRQUQk83HD9+nL7+bvIMUT9wcF/cFdGKy+HcK9QLbt+WoGX3uNfrZX/DPuxGEPz+BLwBp1z8auzwlIt/6HLKQn4LihxGubcodhRA3shbyKEOQdQ8f5eboKs9PL8/6GpP2hswkfG7juDeoEZGg14PmFj0ZlZzTU0N77X2Dbtf7HOzwOgQtLucPLVB7ddrdAjaXE6e2KjE3j/QT2FhPr4BFVsx3yj3fpuT3z2h9uk2OgQn25ys/1NNeFuuw8aJNie/3HRq2+TT5qbvoiVAbCfB6vtsqM5FusnJySEQCPDKK68kJP4jRSaj/UeV2IV3zJg7d27Y+q+srOSss84awRrGJ9W0qqdPtvGljymxuG9TPwP93RQbnQH9YIbc2UnS1NTEwYP7KDDqd3CI+pWVw5KP29jzXJDeLigphw9froTn1a1BvF1eDjTsO9UhaNhHvqMYe8xQndfrHeQNKHAUm46N502FGSvUi/vYZnNvQLx580zNw37NDAD8Tx5LwMVfTO6KcwAY2Lwf3Om1P9X4fh8DT+0GQu58c3ezFdTwQBu+p7ep/y12BlQ9XPieftqohyuupR50va/G+oGgS6XZjZ3nX+DpwFs6JXqqn+skAddJNdaP8gaostHz/B0eF1Yy0vtdLXRuVIIR9HaCY3BgWKylXmVY9D2uw5zYoKLRA143TDvb9Bzdrc28vkEZLb4eN0wdvJ8Vl/mC+YNd5osWLaSqqir83azcfJNymtm2BMb3s43zzjsPn0/dzQcOHKCtrW3MreCabLT/lxk+2n9csGrVKmpqarj99ttH5fzx3MNd7lZKjVkwhw7uw55XjL+/m0kR2+JaujHv3tMm26i+WP3UtbuSX3QjU0yeAhdfqiq9a3tqbuZJ5bD4E+pYe58N4ovjWS6qgPmfVILX8EyAwOAgc1OUZb4Pm+EN2Newj2JHMd2+biiyRW2zmnGM1gEGNjVAaw8+ciGNCV7DQr/5ZQCCLjd+fxDsyVnryhtQHJXhz+7qiBoeUJ0BF76ntxrndFnuEKiyrfQ/vdko26pm7phEX48E/pNH6dr4E4LeLgpLJ8WI+jxaWlrodh3Fs1HNyw96PcycP29YS71q/tmmwjkoCC7OfmZYdZlHfk+0XLxtQjQjmawnWRKN9v8xKtr/eeAHQ5YYJ8ydO5dNm4bNVJwxmpqaePvAPkoK1Mvx7QP7yMkvZlaZjZsuVEr/4It9HPfCjDIbX79IKcqvd/dz0uvl0MF9UR0Ce14xxUnkakklY9xYGkZIFp/Px4BLjfUD9LogN45k2afCpGtUx6HryYCy6KfasV+jXAz+JzutW/kp1FeJ+msABF2d9PqDBH19aqwfCLo8pkJvt9sJVJRGzfN3eLzWp9PEoDoEk8LR/nZXu6VYAVWuNHqqn8s1aJxd1Tc62t/h6bBkqTscDgZKy6Oi/R2eNtOyAddxujeqZD1K7A2X0YCXqvnmY8ODRd08MMyqu3kk3dJC5hjJZD3JYlX8zwXORmXgs6HG43VgTobqlVXMKsvhXy9QCv7Tl/o41mu97OllNv7fR5W/+jd/9vG+N7k6NDU10XBwX3h4oCGO+z20X+Ew+wnWcDgc9Jflhef5O9zBQQFfqaCEsyQqyY/D05u00FtBiXpJ1FQ/XG2GN2ALEN8boMqWRSX5cXjcGa0vmLnqtUHucTNErAUzli5dynPPPTfsdPPRxKr4P4JKwPNp4JfA1cAfM1UpIbPEC3ibNhk+s1TdEn/YORB3v4opcNUyZfk+tSP9oR9xA/Iy6Pl1OBzklvZHRfsPuKC/VY31g/oczLAMqWGAXjXWD9DaTa8f8PWqKX4ArZ2AfVCGvwJPPz2l+VHR/g5PX8aFcyIQb8papHtcEKxSXV3N9u3bARX4l+lpe8lgVfyDuq7fq2naVKAB+AzwcuaqNTKM9KI98cb3Jw9TLhF8Ph/HO4L89wvqld8/AF290S5Yr9eLfnAfRRFBgLl5xeTHDBd4vV4aIvZrOLgPR14xjuLh65HQgjIxsWZer5eDB/eRbwTkHTy4j7y8YgqGWV3V5/PR61Jj/QCdLiDQC/0qyh+g2wV2my92We60o0TcpwL9AFr76PXngC+o5vcDtPYaY/wW5/GNAkFXB/0blbWOt3dQYiGrnPIGnJrq5/B0SsdEmJCMZLKeZLEq/qGwqSZgka7rL2uaNp6WnY5LonP6rYpaPKHr7milLD96fH+yhRwsPp+PY31Bfr1bOYWPdQQJ5PigMKHqh5k2Ga4zrPyNOwdoj5NCaepkuHaZ+qn/tMOP22S/eJa6290aHh4ICXh/f3dUZH9eXjFFJp2JsnK4yAgC3L09iHdw6vmk8fv99LhUoB9AjwvshgxH4nA4sJX1R0X757od+NPqmB98zv6ygqho/wK3n+4yR1SSH4fbl5JwBl1ufBuVZYK3Dxx5Kup/43PGtl4KS8uiXN9V8xeoqPUUzmutbq30Pb7BqEdPRhIBBVwn6Nn4kDqft1s9EIKQRkYqWU+yWBX/VzVNexz4HrBF07R5mCZJHF8ks2xsU1MTjQfeoqxAvZAaD7yFLb+AQJ+XsgJ1Od8+UE9OfiGBvh7KCnKMbfvJyS9idmkOtyxR6vejPb0ctZaDxTIOh4OpRb6oqX6TCjI7DzvkISiM8RCUT4HLLlHn3vZ8kK5umDIFLjEu9fN10N2dvno4HA6KSvpjov0LsJd0R83z722z48/w7atEPCdqql+B2053WTAqw5/DbctgV8IcNb4dLeqxndWq+QvirsTmet/aKmjpqdt8I6L+fXoff1Tt5O0Gh0Ml9nn8d4Ah4BY7CfHG94XMYmVVu/FIvHaNVLKeZLEq/jcDH9Z1/ZCmad9GLdf7hcxVa2wzp6yYOy78PwCsffEtDvf6mVNWyO0XqJf6PS+9w5FemFPmYNX5akXAe18+yZEEAvlicTgcTC/0RUX7H/UoD8Bv/qxswGMdQYI5o+NILZ8CVxhxAFt2BOhMo6ib4fP56GtT8/sBOtsgx+azksYeh8NBfml/zFQ/B1ZC7Xw+H/5WI8of8LdCr78XfH4V5Q/Q6kfZ5cnPnU8nQZcb34ad6ou3l5nzF8ZNyTrSgWtBl4v+x42ld71eZs6fb2Ga3HyTzkpkJ+E36tjeHnDkEnCdxPv4w8a2bmbO11JamlUYnniCOBbd3+lgPLbLam7/IPC/xuctwJZMViqb8Pl8HOkL8NOXlAvgiDuQkjs/Fn8ATnQEw/P7T3QECdrGzkirz+ejo/3U/P6OdggEeunrV+5+gI42CBrb9jwXxN0GwYB/UKyAMJjBlvTClK3coKud/o1PqS9GHEDQ1Ub/45ugq5vwuM6gcm30P/6EUc5LYWnpICs/0WlyQ3cSNJNOglj5I0WsIC5fvnzcW/tmnZrly5dz3nnnsXbt2qhV/cY6sozdGMTv93O0I8iDL6oOwdE44/sOh4Nphb6YqX4OElgAMYzP5+P9DhXlD/B+BzCGOgmx2O12iqf4ozL89Xc5IMNOdIfDgb+sP2qef4G7gO6y3qh5/g63g/4MDy0EXZ34Nrykvnj7wZFP0OXBt+HPxra+Ia38ZIhNQjNoyKCggMLCwkFxAWbu/KFyqidDoslqhMwxUYUezK382tpa6uvrx2Qyn3iI+KcBn89Hc98A97ykorib3V78OblgIZDP4XAwo2Agap5/c6cdAukRDnvO4Ax/rp7Mi6RVHA4HRcX9URn+eroLKJzUHRPwV0DBpO6I9L5jpw0pc6Kbgcf2Q8+A5RX4zCz6wVZu6lZ+LFYEFsD1/smocqms/iYIo4UV74XL5WL79u0Eg0G2bdtGdXX1uBgGEPEfgnhT86Zm+LwOh4PTC30xGf6Ss+gTOefkov6oef7vu6G1Q0X5g/ps1Rvg8/loa1eBfgBthju/v18F+gG0t4NtDHkXel1waKMayx/wQmEm1tJp7WXgsUPqc88AhaXGS8KnXNItLS10W+jUDCWmY0FglYtf5eLH64Vp00etLmOZiRoENxqk+1pa9V6Mh1S+ZmSF+CebkrapqYnGgwcoy1dBdo0HDzBgy6E74Gfti28B4HR3Q47dNOAvVqx9Ph+H+wL8aI+K/DvsCeDP8VnyEKQTn8/HyQ41xQ/gZAKi7vf7cbWfSu7jage/IepbIrYFAn5yRmFMvqsNXvmj6nD0eyHfAd1t8PoTapvPCwUmoh5rSc+fX0VLSwuu1m6ObDCC+3ogN4UOQTzXd2QWuZqaGlob3mJgw15VqMenvAGtXQxsMJbT6Okn4z3QFBg8NGA+li8orFqJPT09vPPOO7zzzjtjZhGyVElFsENlI69fshZ3KvUYD6l8zcgK8VcifpCyfKWyjQcPWi47p2wSqy9UQRx3v7iXdzzWZjmroQAf976s3J/Nbh/+YE6y66kAcMwd5EfbVRxAVx/YM5wbxuFwUFbUHzXPv9Vth+DwQxJ2u50pk/0xU/0KKC7ujpnqlz73fay4LpxfNcgVPs8Q9XZXN/t/r0Td54W/mz/8sqlVRtlekpvKYCWL3GDhnDci7vx0IilvrYtJImPjhw8fJhAIcM899/Dwww+nra6jTVlZGS6Xi66uxJN5lJeXs2jRIiD1OINkOw7jIZWvGVkh/gCVZVO480L1o6x5cYfpPqGXPcR38TscDmYXFAya6mcFu93O7EnBmHn+DrCwRElhYSEzI4Rt3gIlRJikXDneEeTB55Sg9psc2uFwMKWoPybJjzURdjgclBb3R6X39XQXUFLcHTPVb+TH5K26wmNFfd78KstR5soyb8VTqzoOwR5MlwIGoLUff+0R9bnHb8lal6C1iUM6x30fffRR+vpUx9/pdE4Y63/58uUcPHiQLVu2cOTIkYTLpmuYJJVjjYdUvmbIZKkImpqa8PV6KbUpF7/Xm+QqOSiRDM3zX3X+dOaUOXDESUJy1B3grh293LWjl6Nu81z5IWGrqlJC9cADDzBz5sxB+xUWFqItOJfeQDG9gWKKzNLnTRA622D3n4Ls/lOQzgQSNd54442DrqXVVQmrqqo4d/65FPmKKfIVc+78cyksHDwvs7CwkHPnL6LYl0exL49z5y8a09a6kF6WL1/O+vXrWb9+fVoEasuW6NnV99xzj+l+IY9DU1MTdXV1KZ/XyvFTOWdssFyiGVfHAqFUvjabbcym8jUja8U/MiVtU1NT2NI/a8pk7r/0YuaUlY5IPQoLCzl74bl0B4voDhZx9kJzMYnHcXeQn23r52fb+jnuDg7qJExUwSksLGThgnOx+Yux+YtZuODcEWmrWcdh5syZ0OrHX+vGX+uGVr9pZ228L3ssmJOq4LpcLm655Zaw8Jkdz+VyRZVxOp1xj1deXp6wACXSBrPjm22LbZcZZsFyidRluHNkujMUorq6mkWLFo0bqx8mqNt/7dq1g1esi+nneL1eIw5ARdQ3HjyILS8PCjO95Es0Zq7qmpoaDh1s5d46FRjo6YN5g438QePD8xakJvbvd8DvnlXjBN3Jr+GSFtxtsH2zCtLr80JeTF3G0tSxweP0E7fTJZiTirVnNkc89niVlZVRgl9ZWWl6rFTc17HnjJfQJvb48c5pZe67WbDc/PnzLdXF7ByNjY3U1NTw4x//ODwsYnast99+m76+Pp588kmuueYaS9dnKMZ6Kl8zJqT4v9fYSKlNBamdEvXB7u/KsjLuvOijAKzZ/WeaU3DzpxOrop7OwKpB0e7hmIL05ultb4enjeRwvb2DRd2sLguMunS0dbPrySA93TDrtLRWKyUkwC278Pl8NDc309bWRnl5eUqCazZH3Ox4q1at4qabbgp/v/3221NqQyzx2pBsp8bq3PelS5eydetW/H4/drudZcuWWa6L2Tnuvfdeenp6wkGR8Y6Vk5NDIBDglVdeSYv4j0cmpPjPKpnMzRd8BIA1L26jOckl4Xw+H86+Xu5+UU27cnZ04s+xQ8HgBQ2b3V6+u0MHwN07QE5+8vl50y0mJzqC/GqrmsrX3Qu5JoIbzwPRcLCVR7eogMaeBL0Bbe2w6WllvXt7oawsjqi3d7PVsPJ7e2HBgqEj7wsLEMtaGBHa29tpa2uLsjZPnDhBd3d3WuZzW50jPnfu3LD1X1lZmVCwX6zVDJha0bGk0qmx2q7q6mqeffZZAILBYFy3uVldYs/x4IMPhr0jQwVFnnfeeWrJbeDAgQPhTly2kbVj/ulEjdsvojPooDPo4OyFi+KO2x/2BPj+Li/f3+XlsMc8uC+dVFVVoS04l75AMX2BYrQF1mMKqqqqmL/gXHyBYnyBYuYbZV3tsPGZABufCeBqV/u2tcMTzwR44pkAbe3qmixYcC7+QDH+QDELFpzLhRdeOGgc/MILL2TBgnMJBIoJGPvF83JElpXxc2EkWLRoUZQwPPnkk+Hx5WeffXbI8WwrY95mbu94rFq1iqKiorDVn8o4fTJxAYmQSLuCwWDU/8meY/fu3VF/jxcUadYxyUYmpOWfLMrS72PN7j04OzyQk0Pl5JKoef6HvT6a3d2sev5NANy9PuYuPNPUan77gIs7dh4z9gtQPLk0arre2QszPzYcb7qafrCV9cb4fk8vlM+wVjZ2mtz8BYPn0s9fcEqgh/NeiMtciGW0st6Znffmm2+O2ueVV14Jf/b7/UNa/7Hj0WbHT2SO+Ny5c9m0aVPUNisCHm+cPpNYbVes8CbiTYk9R6gjECJeUOR4TcqTbkT8EyR2vv3chfNMBTx23D4k9OlcyCRZYuumJRAoKPPQhZHALPFL7Fj7SJ03El3Xo74///zzpsJhNh4Ng8U6lTniY3nxHKvt2rFjR5TlH+96WjnHGWecEZUrIF5Q5HhNypNuxO0fgcPhoHJyKXdetITKyaWm8/KtTuFKZS55phnLdRNGj1SmRaVzSlVoidT+/v6ol3nkWHsmiHfeSKZPnz7k9xBmrmWzuf/jdY74cFhtl9XraeUcd9xxR9Tf4wVFVldXk2PkHh9PSXnSTdaKv8/nw9nRwZrdf2bN7j/j7OgIB4EIwkQnnlinMhacrnFkl8vFtm3bohK/RI61b926NeVkMPHm0g+XcObkyZNDfg+RyJj3eJwjbgUr7bJ6Pa2cIxQUCQwZFDlRO1yJMiHd/kc9Hax5cRsAzo42BnJskHzwvSBMSKwsV2qVZMuajYPX1taGhdPn81FbW8vhw4fDZYLBYFoi7WPbbyVCfdmyZWzZsoVgMIjNZuOSSy4xPXYiruXxOEfcClbaZfV6Wj3HqlWrqKmpGXYqZHV1NU6nc8J1uBJhQoq/FRwOB3MKC8fkPH9ByDRjabw4VoTNxoFttlMrYvn9/pSDtMzabyUQrLq6mm3btuHz+cjNzY0rHuM13/tIE3k9HQ5HytfJLCjSjIna4UqECen2n1U6mTsvvIw7L7yMysnqxeLsaGfNiztY8+IOnB3tll38ze4ubqt7hdvqXqHZnVy+AEEYi1iZipZpli9fzn333cfkyZNZvFjNqjEbB166dCm5ucpWSVeQVmz7rZyjoqKCyy67DJvNxsc//vG4LmNxLVsj8nrKdRpZJqT4p4vCwkLmLliIJ2jDE7Qxd8HYXkpVSD/pzg0+UrnGrRA5FS0eydY3kXKx9TAbBzYL0kr1Wsae12ogmNUx+ok6lp9u5DqNDlkh/iqKXy3pe+eFy6icPCXuCnvvtHdw6/ZdNLs9sjiLAKQ/IUrk8Uaic5FscJtZfRMhtpzVeixbtizs5g+NA8ezpK3Uzep5rVrrIZfxcOe1ul+2I9dpdMjaMX8Ap9tNzXYVGOju66OorAwATxCx8scx6ZwPnu6x8djj1dXVpf2lZ3a8ZILbzOo7FC6Xi7Vr17J69WrL+dnN6lFdXR0OlrPb7WGLMDZIK5G6WW2/BIIJ2ULWiv+gZD0LFkTlnZdENeOT0IpdAwMD/PCHP+S+++4b7SoNiZmAmUXAW816Z3XVtUxkORtuFbdE6jFr1iycTiezZs0KC7eVIC2rK9HFO68EggnZQla4/c0Ql/7EpKurK/xSr6+vDy/KMlbG2a1idc30ZEl3AF0iwwjD1cPlchkrSsKxY8cSDki0cp0yEUAoCOOJCSn+Rzs7qKnbRE3dJpzu0YtkHq1gsfEodrEk24bDhw+HX+pwKnd4smPD6aybVcwywZltS4VUspyZtT/ZxVLM6lFbWxue6pfowitmswesnlcQsokJKf5nzp2LJ+jHE/Qzd8ECy6vYZYJMBouN5HlHg2TaYObOTUQ4rZ5z0qRJ9PT0JJyRbKyQ6lS02OuUSEa72HpcdNFFAHz0ox+lvLw86WOFsDKLYbSm4o2F6ZWCABke89c07QvAnUAesE7X9V/E/P084FfG3w8DX9R1vUPTtMlALXAW8D7wWV3Xj1s97x133MHq1auBU6vYNR48SE3dMwC4+3qZO/P0lNs3HJkOFhup8yZLKquzJdsGq5nVrI4Nx6vbY489RjAYZMeOHaNmNaa6+l2ywW1m12nJkiU8//zz4e/nn39+QseMJJWFV8wW1Ikn7KMR3DdcXIQgjBQZs/w1TZsF3A1cAHwA+LqmaQtjdvsp8G+6rn8A0IEaY/sa4EVd1xcADxv7JU1VVRVzFyzAEwzgCQbCwX3C8KTq4h5pD0R1dXV4mthw7txk69bY2MjRo0cBOHLkCO+8805ylU0DqVzfsTDFyuVyhddh//Of/0xbW1tKLvlEhh9Guv3JxkUIQibIpNv/EmCnruttuq53A08An47Zxw6UGp+LgFB+3StQlj/ABuByTdPMJ+ZbYCytYmd1HvZYqRskLzCpjlMn4yKtqKhg5syZAMyYMSNuvVOp29133x31fc2aNQmVTxfpjgNIhT179kR9f/nlly2VMxPrVFzyqQ4ZZJJk4yIEIRNk0u0/EzgW8f0Y8I8x+3wHqNM07SdAN/Dh2LK6rg9omuYBpgEtVk5cX19PZ2cnAHv37g1vt7It2XJvvPEGhw4dAuDhhx/mvPPOM63be++9R1FRUfjz3r17TbfFO68ZVvaz0gazepSXl3PTTTeFy8Srm9X2x9vPrH6bNm2ivr6edevWcfXVV5vuF/vd4/GEl2M9cuQIL7zwAiUlJXGvSzKErP4QR44cYe/evZbvnYnIOeecw2uvvUYgECAnJ4dzzjnHUpvr6uqixHr79u0sWbKEc845h7feesvycSLr8frrr+P3+7Hb7QmXzyTx2ioIo0Emxd9msi0Q+qBpWiGwHlim6/pfNE37DvDfKKt/yLLDsWjRovALPzLi18q2ZMu1tbUxbdo0AM4888y4kcaLFy/ma1/72rDb4p03lrq6unDQWVtbW1wL0Eob4tXDyvGstt9sP7M2uFwu3nzzTYLBIG+++SY333wz5eXlUec1K/ezn/0sKjvc/v37R2RsdfHixZbvnYnImWeeyfXXX09/fz+5ubnh32s4li9fHjW+f+mll4av1cUXX5x0PULib7UeI8FQbRWEVOjr66O+vj6hMpl0+x8FIqPqZhBtuS8CvLqu/8X4/ivgY7FlNU3LRQ0NuDJY15QZTRdspsfVrbjfrbY/3n6xbbDqIk1X1HkiXHjhhVHfL7roorQP54y3qPBkXfXxxveTbf9YXlBHphcKY4lMiv/zwDJN06ZpmlYEfAp4LuLvjcBsTdM04/sK4DXj87PAl4zPn0MF/1lbhm+CYFU4rIhuuhdASTdmbbAi4mblRiJ5S+QwSOT3dCbmyfQ1zwTJLNAST6xTaf9YXShmLHdMhOwjY25/XdePapq2GtiFmsr3iOHefxYV4f+6pmlfBn6vaZoNOAl8xSj+PeC/NE17C+gAxtZTPEKkOz9AMiQydSqdJDvdayTWUa+oqOD000/n+PHj4aBCq2l1rTBa1zxVkk2NGzvlLtX2j+UUvbJ2gDBWyOg8f13XHwMei9n2iYjPW4GtJuXagKsyWbdUSHV+tRXSOVffav54M6wuAJNukhXxkHW1ZcuWjFlXLpcLl8sV/pyOBYQiGa1rPlrEivVEbv9Y7pgI2cWEzPCXCu3t7Zbc41bduWN57NZKG8zc7yMxNdHMRRo6b3t7+5BlM+32TSX9rBXG8nS1kSDb2y8II4GIfwyLFi0aVhATCe5bv349+/fvZ/369emsZspYbUO8MfRUggytdojMRLy8vJxFixYNWS7TyVsyLU7ZvuhMtrdfEEaCrBZ/Mwv25ptvTlvEvsvlYufOnQDs2LEjLHZj2RsQi1mEcqF+AjkAAB6XSURBVKozG6wGc8WKeOi8N998c+INSSOZFqdsjwrP9vYLwkiQ1eIPmZ0mt379+qixy5D1P54iudMdoTwRUpxmWpyyPSo829svCCNBVot/pufmv/DCC1Hfd+3aNS7FL51j6BMhxelIiNNYna42UmR7+wUh02S1+ENmXfChoLDI7+NR/NI5hh5vvHw8DYVA5sVpLCy6M5pke/sFIdNkvfhnMiAvNj3p0qVLsz6SOd54+XgaCgERJ0EQxjdZLf7xAvIiSWVa28qVK6PGhleuXJn1kcxm4+XjcShEEARhPJM14m8m4vEC8mJJNiiwoqKCpUuXArBs2TLKy8uzPpLZbLx8PA6FCIIgjGcmpPi/9NJLltalNwvIiyXVoMCVK1dyzjnnsHLlSkAimWHweHm2D4UIgiCMNBlN7zualJWV4XK56OrqAsxT3JoF5LlcLtauXcvq1avTIsxm6TyzPb937DVJNo+/IAiCkBwT0vK/4IILOO+88+jv7+fIkSNx9zMLyBuJwDMJFosm24dCBEEQRpoJKf7t7e2WAshCrvgQ1157rQSejQIyFCIIgjCyTEjx37x5s+UAskiL809/+pMEno0SktRFEARh5JiQ4r9nzx5LAWS1tbVR4r9r1y4JPBslZChEEARh5JiQ4r9kyRJsNhsANpstbgBZbJR5MBjM6jn4giAIQnYwIcX/4osvDkfyB4NBrrjiCtP9YhPuLF26VALPBEEQhAnPhBT/Xbt2RVn+W7ZsMd0vNsp85cqVEngmCIIgTHgmpPjv2bMnyvKPN3ZvFmUugWeCIAjCRGdCiv+SJUssj93Hir0EngmCIAgTnQkp/itWrLA8di9iLwiCIGQbE1L8p0yZImP3giAIghCHCZvbP9vz5wuCIAhCPCak5Q/m7nyXy8Utt9wiaXsFQRCErGbCir8ZI7FojyAIgiCMdbJG/F0ulyzaIwiCIAhkkfjX1tbKoj2CIAiCQBaJf2wef1m0RxAEQchWskb8Y/P4y6I9giAIQraSNeIfm8dfpgAKgiAI2UrWiL9ZHn9BEARByEYmbJIfMyTxjyAIgiBkmfiHEv8IgiAIQjYz0cTfDtDf3z/a9RAEQRCEESFC8+xWy0w08Z8BcOjQodGuhyAIgiCMNDOAJis7TjTxfw24EDgG+Ee5LoIgCIIwEthRwv+a1QK2YDCYueoIgiAIgjDmyJqpfoIgCIIgKET8BUEQBCHLEPEXBEEQhCxDxF8QBEEQsgwRf0EQBEHIMkT8BUEQBCHLEPEXBEEQhCxDxF8QBEEQsoyJluEPAE3TvgDcCeQB63Rd/4WxvRTYA3xS1/X3NE37PvBZo9gWXddv0zTtP4BPA0Fgva7rPzbK3g9M03X9y8b3ncBpgM8ofwMwHfh3oBjYBuwH/jmian8HvArMMr5v1XW9RtO07wJfAfqATcC1EXW8BPgJcDbwa13Xv2WcvxxoBr6q6/pGTdO+DnwbOAt4GqgGvgncAxw2jnsbUAI0AM26rv+Tpmm/AT4KzATeBVYDx4GfAecA24FHgP9AdRbPBnqAV4x9fmRs2wJ8HngcuNxoXz3wT8B64HOADdir6/qSiGtfCTyt6/rnNU17CrjUKPs2sBj4I7Dc2LYP+DDwb0bZKcCArutzNE17A/g/QADwADuNfU836lsPzAfKjGMFjX3aOHUPNALnAX8APm7s8xdgKfBb4DNGG3brur484l6ZA/xO1/Vvapr2DHBJRH0vAJ4ElhnbXjGO9wOj7GSgR9f1uZqmvQksNNrQhrp3rgSuM679AeAQcLVRtzbUPd4HTDWOvx84H/gC6veeBrwPnAssAh4GqoBWYKGu6wMAmqbVAx26rl+gadoKo34zgV7gA8DHIrZ1GGX7jbJ/BC7Vdb1E07R/A25BZdhsBjaj7q+FqGflOuA/jbrORD0r7wJfAn6Fuh/6UPfeC8ZvFgS8qOfiF0b9bUa7PoW6x2cAZxrH+gqwwTh+EHU/XAVsNPYLXbtrjbKnGdcpF3XvbgWKjP1APUf/CswzztsJPIB6x4TeoXnAn4x2VhllO4F7gZuN43cC64xj3GGU/auu6/+oadqVqHfHfNR74dOapv0cWGns3wT8Pepd8BXU/VAP/APwSaPsLNTzcIamaXWobKcY5/26Ua9/BxzAe8CtxvFON44XMI45GXVPdwHPGtuvM9rUZfxm3YDbOGce6rd2G+cL/T5/Qb0bQvemHXgZmGtssxn/XgZCa6xPNeqzG3XfTTLOnwe8BRQY58wxjuc29gmRD7hQv/nMiPM+Yvx/vbHtLeCnwPeN/byo3283sMo4xyu6rl+uadqPgRuNuh4G/hH1DrrROFbovfFZ4HajPpN1XS/TNO0J1L3nN36HHwCFxv92VDbaLwGPovQDYABwou7X1cZ5j6Lehz9GPdtBQEe9X+ainusyo/7fCD3XQzHhLH9N02YBd6MuygeAr2uatlDTtA8DL6EeYAxRvRT1QH0QWKxp2p2oF/O5qIfqW5piGfDliHPYUA/pB3Rd/6Cu6x9EvYh+CaxAvbjOA45G/L3a2OdDqJfhB4ALNU27FfVjfgjVgfhXQDPOU4i6KeyoG+BcTdMu1zTtM6ibsNjYbx7qRRRA/aY24CHgh8b3y4AlKDF5DWMNBIOLUC9bO/AJYAeq81DGqftjllE3jP26UC+0/0E9lDmoG/qXxjHmoToZp6NepNcZ17RMVVf7H9QD4TaON0/TtIdRIj/LKDsV2IUS0tONsvOA3xm/2xeM9pYYHQkN9aIp5dSDUoi6D/4GVKBeWGXGfqBeqJ9DPcwlqIdvO0r4q1Cdiw8av8FnUOJZAZyvadp9wBVAu9GGazVN+yJK5GcYZRcAv0HdU9ONsh9BCc5S49wBYJZRdp5x3nKg3zjGF1FiPgV1zy1BvVzKUS+UgHHsfzD2WYh6qa9Bvdgwfp9/MdrxO06lvv6apmkzNU17BdVxCnWQHwLWou6jNuNYP0e9sIJGe79s7P8p1D1vM455uVGnp1DP1nXAcxHH+qTxPNxibOsHvoF6Ef/R2OZGvfTOAT6k63oh6l7+v8bvPNtovwv1Qj0H1bEI3cMlwBnG9ShFCdpy1Eu+LOL6dhjX9NvGeZ9CCVYZUKbreqFx7hdQv/18TnWe9xnnLjGu/TvAd1C/eaWxvQUlEp2oe+IgqsP3A9R9UgqcbYjLI5x6fucZHctvGNcw9DxsQon4uUbZucD9qOeuBiUakzRN+wqqs7Ykor7TUB2Rq1H3zxSjLvmo+24upzr3k1Dvo4PGua4C/s64Fs+jnqPzUM/+CqPt76LukW5U56ID+C6q83iacY16gTeN/6ca5wgADxr3xBdQHaJ+lJC2oDp0oev7SaM9HzG29QH3RvxOlxnX4AqjbudF7NcJfA31XpiEuj9+bZzrEpSxMdu4lkeM8vM0Tfs06v74kFGuEKhFvaf/3tg2A9UZ/JlxTXuAAk3TrjCu3VVGvd9Fifq9qA7cJOP6/4vx99moZ9mOek6/j3rOJqE6o0+hOgoXGtscKGPrUeBbuq6HOqdfwwITTvxRP+ROXdfbdF3vBp5A/SBfQ/XgW4z9jgG36Lrer+u6D3WjdwIXG72m6agb0YHqTKyNOIeGeglu1TTtb5qm/TNwDfC4rutHjON9DmXlh3gI9dDbUKLtMP6dCWzTdd2D6uU/grpZQYmSH/XAt6Ae/s+ghH5NxH59qBfcjcZ+ulH2MuN7KeqFdinqwXMBaJpWjOrhdxjH+baxT6dRlxbUDfhkxPXrB2p1XX8bdQP+yNgv32jPS7quNxvXIGTJ7tN1/ZCu673AG6gXygHgPuMaNRttuE3XdZdRtsm4/pfout5hnCskdt9FvWi+h/GgGb/Hg8Beox67UT33N4zfdgfqAelHie+bRlkP6oEOoF5crShPxBHUPdCHeqHv0XW9ESXgXuO67UK9fP+KemBfBK7Wdb3dKOs39i03ft+5xn4vGb/NgyjLy2aUHUC9fN5ACVQA5ZF60zheO/CpiPuzAtXjb0XdUyELbhbwOkpg16I6ip8z9vmisa0RdS991ThWKCe4A+Ux+I6xXztKNP8e1al4wLje7Yb36RHgMQh7oxajXp4hS7sPJThrUYL5C2O/u43f4Liu6y+h7p+Vxn65Rhv8wI81Tfsb6h6+1jjeYygP3mGUQBZx6ln4klG/DtTL8nXjeIXGdXoGdY9MNq4XKE9PP0rcP25sa9E0zatp2u9RHd8eo62vozozbRjvANQ9vBslsKDeOW9wyhPxjK7rbcZv4AG8uq6/YjwP/4YyBpqNa/Iq6j2RA2zSdb3BeB5+hXqGfx7x7B0z/n8C5Zn7Huq5OhN17/yH0da/oDqQ7+i6/rxxvIuN8o8b9/o9qHtwg9GGIpQnzw+8rev6MWP7IpQRcxZKMO9EeTF+ixKx+1HvmIeBE8CNxr3/EOr9ZUN5jbqNNr0PNGualm98dxvXLPSMPWxck7+i3mmv6Lq+zzjev6KEL8QfjPb8BfWchTqyh1DiOoAyXBwR/xcZv5XD+C3zUe+KP3LKs+BFvRMdqPuk1Pgde4zfJA91v+WgvFohrehH3Xs3o+71vzN+l6DRJgdwEvV+zUE9n3eg3kN/Na7VVGO/XKNu7+u6/pqu636jjsuAQl3X/9c453+hnuthmYjiPxN1U4c4Bpyh6/pXdV1/MbRR1/W3QhdM07SzUQ/ms7qu+zRN+wHqIdqBEr/VqJdgiCnG365GXfxvoHradk3Tthkvq5tCZQwvQ6Gu6/+DekAbUNbpeyhX02XGC/GfURZYaFnGmcCuiHqfNNryAV3X74loi1P//+2debSW1XXGf6AIQpAgxipjUnFtQEANei8JqFdlUKIE0ipSAqEpEWNiGptrRAyWhiKkGhGyqMGBolZSiSkg18jkFJDQJQ4MAltFuMxTXMwoIPaPZ7++r9ery3Rhsxb3PGvdhX7fOe+Z9n72cM73HvdeUa42Sm3d5O7PI3L4Q8zDGmRsspTQX6F0fZ/4vgQp/AJE/k2R4O5y9yFoO6AeEjBQNmM8eSQ2FnnLLczMkCNWFzkj2TxfCOx194HuPgOR8qXAeHf/VZQrQd79BHd/0cy+F3PVEDkMfVFEfQgR7hRgHvDd6JPFGu0zs7mxPqcBz0YfuqFoZzJyap5HRNUcpUVLzWwckoFdyDhuLsjFEmTQy5FRLEEEst7d5xTKnYgcpYNmNgsp9A6UXRiFDMioaONEtA2xCpHeAZTy32tmqxAh7gGWx/NXxRqMQrK2EEVH+5BT0SPWehcyBmfG/GWyfDDG2wE5l4cA3P1PKJq7PZ7VAZH2xPh3RKzpXPIs0bLoy4OI5B6Nz5siI7EbyVPneOYkRJClKCsDItdm5GnYJ5Dh+RnSseuj/2vI9e588q2hMiSfA6LN2VHue8jwHY3+voQic1D27VDUGYPkpi+StTbxfW+kTxsRGZ+AjE5pPG88MoKlKMu0BEWbLZBsrwVuiG2Vm8gzLBlPlCL5WoSc9wui302ATVFuBTKsO4FaZvY64oKTok8XIWfm9pjD1hQyg2hrpCtwxMy2mdlBFFk2Rpy1APFfE5RB2Ya2p1bHeJuGTvdADtOJ5FsqJ7v7bxF/bI31rQ28ELw0P/ivIcoyzgyOvQfpjSO9GAMsjmfuQNz0LNJtj771Rzq9MOapExG4mNl3Yg6GxJhvRLz3tRjTRGRUHXFvZtibk3NxBQqM/gVlHnaiTMcwcs5ujBySEcip2IFk65dR9hLkAByJ8ayKz5ohp2hI9GENkvlTkaxmduFW5KzNR7KVZVNOjueeZmYXmVk9lCk5iWrsHZ8Bx6Pxr1XNZ0c/qbCZnYMMR3l41Lj7PyOjUor2bp4p1gmvfZC773f3nWhP+8vIqHwbkVwJ+f7SUBTBdEQGqhUi4/dRamoKMkCzEYlne41/7liaIeV8PAw/SBnPj2f1dPf/KIzjbXfv6+7bo80piPR6IrLejDzjYVHleiSwh8zsDGTs2yOieRUp3DBkGJYix+Zg9C2b50nRp+yzc4H7srk3s0tjDma4+2PR7iKklC8hY9ASKcgvgTUu9EVrNgt5+21QCrgdUrgj0bfbkANTHmMZiwh/HyKb70e5MrR//gGhJwW5+BKxnxifvRifZem2+5Eh3kZsM7n71ShiqIX2wVu6+zcR0dcFLo+1uIV8n75drEUv8uzNb6PNSUjRb40xtEGO3kFkOJ+P74YjY18PeK+KLDcENhQ/M7MhsZ5LkAy8gyKPDe4+FjmoG5GDeBqSZ5BBWOfupcgwZSTeABmlETHHs+L5LZDD9K6ZfZ/8XMGPEQn+A3JCJqCI7DlE2E8W9G4B0DDTRaQbj6MU9SCkk9Pi7wtRbnhhfscA/+3uT0Xf3gT2u/tZ7r7D3d9AOvmneHZ/5Ly+A3wj2vgOckgfQk5sHaTfZ8Qze8T3HyAeeDfWO+OJNjFHGXe8Ep+1jc/Ko+7OWP9uMU+NYk2vRFtFlyH9a4gMzXvIgJUiA3kqSun3inU7M/rWDenqKOSEXIfkqD3Su+2xHk+ijMvTyGGqFc+7hxxHY4wb+Sj+Mdp/qMBLLWLutiLeaVlYrw+5CTkldyPDl3HTbqTTDci5aThay/cK3PRMtLEYyd9utMYe69AQyXnGxbchPWuF5OhotP3dmI9lMZcZj2cO3mbERz1jHCXRp5ExVy2jDUeOWlu0bg2QjPwhnjcSydGBGO+NKBN1MsrU3R7fz4l1WUH19uATbUQRx6Px30SezgNN+ubqCppZFyQgw9z9YTNrY2bnAbj7gSj2VTN7DaXQepvZODPrGucAMmSHgOYHaRxEUVKJmZ2EPL8nkXA84+7b3f09JPSXI6Ht6O5laOGzyLzqWE7/lLG0QUZoH/Cr8NS7xNdZurx5jKUJ0MHMZseebXEcB4DF7r42PqsgF+Y+yAsFCfEKd8/ujv4NIr8jyDsejCKyShRRPYMUdQWKorO5fxsJM2bWH3m8j7v738QYbijUvRNFMBegaAGgRYxjeKHcC0i2v4CcuimIVHqitPAd7v4w+fXPU6LeP0WZve5+vrt3Rka0DoqmMrlYjvb0zos+HEWG6GIz6xPrMAURY4+ISnD3vSjFdy65XE1EDtadZvaTQhuLEbmudPe17r4v+tIp2rwKeATtg29w9zVhAB9BxqB1rGddRDYNUdSQyXJ3FCn1iM/Oi78RyEBsRUbkNBQJfatQtxUi4tOR3I+Jdm4ys/VRpnfM5QfkB0ZbIePZA5Fzuyg3GhHh/VGuddRt7u6l7n4hMiiHkbOcoRFANbp4upn9iFwelgDnmg7FFtdwH9C3MK72wN+ZWXmV59VStQ91ewXwFTPrSa7btZB+vFnQ70qkD4+6ewfkuJ6M0v7FZ71PcAeSpYVIdl9GztIUJEtfBF6PuvuQLDWK+vNQxqc+0o+1hTaycwyV7v5yyMmMeN78mOv/RMatDrDU3VdGmX3IKJdG355GUes2xK1PxjydiWTmEuSoEGvTAcnTr919VOj0JVFuBtoa6ooyIn1QFuaC0Ol+Veb3AEqXX4gc6GnkHHsWcmBAev16zMNMFKlfGnPcwd2/Ri5PTapw8fYIhrJ16IV0cTrinB+iMwVvFdZ5ApLtwzE/M1BEfiOwrVBuFuLene4+r1C3NZLVbsjByvqy293nRLmfIz54wt3ru/spsQ57+Iz2riqOuyt9I/pdiAzWfuS9Xu/aB8LM1iHP+X3kZfdz92fju16I6Loi0qoAJrtO0w8Gytx9sJldhRbj68Q+N1rEW5A3vxcJwAzkVd/rOkWdRQFdkCDfF+1kB1gaoHRb4/hsK/JUL0VKug6YGGk2zOxdZGSfQsI+HJ0FKEPkUYGM4MUoneruPtbMtsazro+6HVHkXokU6rZof0H8rUMpqNcQmZUhEpuDFPF/op4ho9QbkdFcpHx3Iw/8N9GnmUhR+6E9z5Ex1tfRAZ7hMb5u0UafbC2i3BDyw3IjkfGYjSL4p6PtTsi7/6q7bzCzR9DZj/3u/qV4fjav17r778KB6BFjz066byDfoz8fOStZ5NscycpcRLovoNTuUKTEFdHffihK2IXSwG/GWndFRDUt1uFaFCXsRXvAf4x220Y/snRle0ToK5Gi90cEsi3mcAvaX2wXzxyNHJvh0bez478fcPe7Yi4WIlwSz54e4yxDZwdWIRm9DEXni939hqhbHuvwlSiXZYRA+/QXxdz9ML4fhKLpW5Eu3Iyiy4tj7v8eRYqGnIwdhfm4HBH9ISSvk6Le11FktR+R52gki4ti/Zai9PeZKEtRifTznKg7GDmXTxXK1UfrPRllIlohmViP5O3cGMcV0cYKJIPNkSHYEHOwAcnjTKQvX4x/V8SaLoh+dCY3HIuRLP0ARXszkNzchNZ6I5Klt5CsdkaO0TTkAGbltkb7y2Oezou5XhOfnxHjbImcy7Oj7yXIGTsBycSVyMk7HJ+vQ9mYc6IfFVH/asQRI5Hz8iYyYtkh5vZIXypj3ifHus1H21Q/i7o/inJro9+z4u8O5MSUmNm/x/w/j7Zs60YbbaNvle5eGnrdHclaC5QJ2xJj24R4cCCS7QYoWzcx1ntzrOld0a/7Ys6+gWT8DZSRPAVxeheUWVoefeiF+HUV0tfDSJ+7Ij37I/kvQVrGWt6Ltj2uQnKyFHFa2yjbGmUx1iNO7QoMdW2RPgC8ken1p+G4i/zdfRNKjzyHjNXUzPBXQTlKm91jZq+F998S/bTlVSS4i9z9v6ppowKRRFZusrs/hAz7QrTIlegQzF8TaTB3n4sW62VyL/tmFCEvQ8IwgTi85DoQNDi+b4YU9olqxjIECUs5Ep7fI9IfQ37i/gBKkxfHsSzKvBjPX+n6WeRQpGjNEFGNKY4j6q5CUeJz0WZHRDSHo497EHFfHeN5ABFzp+hbPRTNXIAiw4eQPN4cB60ORp3D6CDPAaQMpYW6D0b926LcNBSplMTc7gXeCCepZ3S9fmG9RxAHGKO9n8a45yBSeAcdVuyN0oCvkKcOv0UuK52Q0c2M86+jXEdEkvMQ0e6OMt0Lde8H9rj7QESA6xE5rY6tgifi2XuQcb8PydipSD4Hx/q+Fc8/En0biQzIaHSobiqKqsaRH6qbwMfRGxnqvyWP4H+BCLIiPjsFGe6PICLXocg56IucsyvROo5GBvUniMAOxZrhOiA5GK3fKGSAeiO5X4kIfgXaBngqxroRmOvuPybXxaZIVppF2zOR49AEOQFL4v+3oIOpAwt1R6KofWCU2450+Pfu/gNyg7UDkXH/6FN7cg4YgMh8C4p+VyGZyjIknZHMjYv+7EfG5Rpy7ihB67wppnV8lMvOS0wld3J2IccjqzsF6Vo5iqg92t2AZG5ijO1AzP8VUa5xzPNS8p+WrUOO2LvIUXyM+PllyFLzGEO2RquRoS6m/IfE3J9e0LlrkRy1i/YyXqrKL8sK5Vain0RORM7C2Wa2GunAmJizvYW6q6JfbcxsGeKIa5A8rI+ylcig10f6eR3S74mxnt9EulyB+ObW6Os1SD+nFvrfGBngjNtnR1eujc+yXzicgJyDSchhyc7dlKHsxinIkaiD5OtRpMMHkOG/DPFQdtbgNeTkDQDGxdmgBlSv1x/DcRf5JyQkJCQkJHw6jrvIPyEhISEhIeHTkYx/QkJCQkJCDUMy/gkJCQkJCTUMyfgnJCQkJCTUMCTjn5CQkJCQUMOQjH9CQsInwsx+bmaD/sw65WY25XPqUkJCwjHAcXmlb0JCwrGBu9/xl+5DQkLCsUcy/gkJNRhm9ipwi+sCluvQi2Iauy4jegC97OTf3P3ueFnSWPLrcce7+71mVge9WKQ7ejnONuJudzNrjl5M9GX08piH3f0uM5uObix80Mw6o5fjnOXub5vZ7ehK3Z/+f81DQkJNQ0r7JyTUbEwnv8b2CvT2sovMrDZ6hekrhbJ10XvJu6A3AI6N28VuRK9EbYccgJaFOo+hmyk7oLebfTucjKrtbkXvNgc5HNW9yTIhIeEYIRn/hISajenoFbygd/Dfgwx4KXqd9NYq5WfGv68gZyC7kW6qux+KS2MeAzCzBsjgTwRw990os3Aleo1ymZmdiF69/K9AdzNril5V/dKxHmhCQkKOZPwTEmow3H05cJKZ9UbvzJ+FLjfK3q1fFQejXvHa6Q/46PXT2a2Utfn4tdS1gTrxPv9X0d0PjdBlNBejS5ymF56fkJDwOSAZ/4SEhOno8p657r4aGeMBVG/8q8NsYJCZ1YttgH7w4RXGi9HNdJhZI3Sj37xCu3eia673ootohpFS/gkJnzuS8U9ISJiObmDMjPI8YIu7b/jkKh/BJHRb3Ap0rfHawncDgMvNbDm6tfJ3KPUPuqbWCu3OQTeaLfo/jSIhIeEzI93ql5CQkJCQUMOQIv+EhISEhIQahmT8ExISEhISahiS8U9ISEhISKhhSMY/ISEhISGhhiEZ/4SEhISEhBqGZPwTEhISEhJqGJLxT0hISEhIqGH4X24ciUGrmy9EAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"foxnews.com wsj.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"breitbart.com buzzfeed.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"cnn.com foxnews.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"apnews.com foxnews.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"foxnews.com washingtonpost.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"apnews.com buzzfeed.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailycaller.com rt.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for r in lrdf.sort_values('slope', ascending=False).head(10).itertuples():\n",
" print(r.d1, r.d2)\n",
" plot_pair(r.d1, r.d2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"huffingtonpost.com thehill.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailykos.com huffingtonpost.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"cnn.com huffingtonpost.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"rt.com sputniknews.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"cnn.com dailykos.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailykos.com thehill.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailykos.com washingtonpost.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"apnews.com thehill.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailykos.com nytimes.com\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dailykos.com npr.org\n"
]
},
{
"data": {
"image/png": 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KlStDhHpnZycFBQURgr7L5aI4JweAI7W1OLKzuWjMaB6+6nJW7NrLMXfsDToQiqIwOaePuy8XEvGJvd18cA6Ou/r5rz3iWsdd/ZYK9VgYNxo+v1C8Er+v7guxBoBot7KyMpYtWxaSL5oiVTIGFl8rLA1bt/tSeCf2wEjYVVVV8c4775Cdnc2FF16YzuqZ7ijtMDqOJtTM1G3hwoVs2bKFvr6+IWFuNrrXaO9SvG1iJRUVFbz88ss0NjYOul9HZWUlDQ0Nlliggtsk/DiVCl34tFJlZaWtfDKiMSyF/wdHjlDkyATOC3Vfby/FObkh56YVF/PwVZ8EYMWu12k0MRfu8Xho6Olm5e73AGhwdUJGJlOL83jgyosAeHTPUY53A1hn0lcUhfF5Hr5+VTYAz+zq5YxbsfQa4fitAfmDWAPq6+upCxrl19XuR8kuYFT6FkLYGpfLRVZWFqNGpcaBNBFhkq4O1YhwoWa2bpWVlWzbtg1Inad8opaVeBWzdD0vs/t1hFugzJIOi4ZZjKaVUjH6T5RhKfwnF47mu1eKPdxX7N5Ko/sc04rH8PCCRfq5HTS6O9NZxQCKojAxt49/uVJYIP5rTw+NHXCizcfTu4U14EQUE79/KuB/XhcKwMk2H32+bk71+vjta+Jcbx+c645/1D12NHxmkVCk/rTDa2gN8I/yb1wk5vM27+inw+LmDbcurF69OsICMRRIV+c8lEb5RiTSbskwNweTLgFuJ8UsFdj13Yw2rWQVyVJ8pMNfjCiKwrTiAh5c8BEeXPARphUXoCiD+wUMF/zWgKyMTrIyOqlL0eqB+vp6Dtbux5HZibu7U8YliAGzHurDJdqeEcl2eAx3vrJbm9thY6dEsPO7mYpVDMlwTpXCP0l4PB4aXR4ef+MMj79xhkaXx7Rnv6IoTB7t4M4FOdy5IIfJox2GCoaiKEwc7eCfPqnwT58Uv3Nzc5kw2sGXrlb40tUK2VkwKtfa8MClY+C2T2dw26czKB1jadEDUlwC19zqYMzY1F1TMjxIZjhXOwsmP3bY2Mnuu2GaIZEVPPGSrPdrWJr9rcI/v//IbrG0pqGtA29GJuRmprlm5vH2w+k2H2t3CrPU6TYfPkekEuLxeDjbJhz9AM62AQbprMbIWdDIqXC4Yue5TMnwIF0OaUYj1fBzRu+/3b+JeFbw2BEp/JOEoihcmAv3XTEegMffOMPxbgXoGzjjMCaav4DL1Uxu0JLApqYmw9UDZA5cltGqjqGgSFhpzrN7xylJPWvXrsXr9QLg9Xp57LHHcDqdQPLeESN/hGg+CmaUhHixeklrtHuwchVDqpDCfwAURWFKXj4PLZgPwCO793HMnfzRsJVkZoggP5XXiEe9dmcfzi4F6A1JpygKo/N7Q5b6tRmkSwS3201t7f4QQZ+dXcDoMXDNdWJqYuc2H12dIl1OXmi63FGhZR2s3U+2nuZg7X5ysgvo8XSeP1dn/9gCZp22YhHqQ3VeV5IcqqurQ4T/wYMHbeOnFIuSEC+pcHY1E0fDblaOYSn8T7S3sWK3eHka2lroy3CYWjcvzPw9rNi1l4a2drwZGaaC/IAI7HP/Dg0AV3cfGTlpWKhvIzweDy2t59f3t7SCw+FhzBi4Vn+/t1dBZ5RVAcUlcJWuEOza5sN9LjJNYQl84nqR5q1XffSeg1ElMP8GcW7fK8MrtoCZzmmkeYBLBmf+/Pns3r07cHzZZZfR2toKWKdw2pVULGmNZbVHMq0csTIshX+qycvLY1JZWcDcPGN2uTBT+yKtBMfa+/m3ncI73tXjIyMHTrj6+Y8d3QB0dItzRpx0+Xhim1j+d64HMrPjq6/H4+FMG6zX5/fPRJnf93g8NLeJJX4AzSnyA5BEEkuQF0koI72djh49GnJcX18fMS9tl4BBqcLq+zKzXDMVVo5YGJbe/pOLRvPwgsU8vGAx00aXGJq4PB4PDW1trNj1Oit2vU5DWxsA00YX8fBVlzNtdJFp09ikSZNYtWpVwCNz1apVTJo0KSJdXl4eM2bPo4N8Oshnxux5TJgwgRmz59Hpy6fTJ87l5UVaDfLy8pg5ax5uXwFuXwEzZxmnSzZerxdnK2zc0c/GHf04WzFcxaAoSiDC3+JrHZSMwTamxuHEUIpPn05GcjudOHEi5Pj48eOG6eJdrjjUsPq+hmo7jYiRvzDnt7Jit9hCsqGtFa+vnyzH4EvgGl3nuLfqTQBcPb0i3n+c+JWE5cuXA7Bq1arA34LPLV++nEO1zTxeJawB7T0wc1Zk3uXLl9Pe5Iy5HoqiMCa/l9v0+f311X20RvEDKM7vDQny0+zKBJ83JJ1fIdi8Q0S5cuomfrsyXFYYSBO/OUZ6O02bNo2GhoaQ43BGehuNREaE8DciMzOTaUVFA4b3DTfnT581m6amJhrbWrlv+98AcHV7mD7Z2rqVlZUBBK47c1ZZ4Fy6URSFooJebtaj+W3c0Y+zLRNfmEJgZ+rr63mvbj+Kbjh5L0HHwOGiTEiGJ5/85Cf57W9/Gzh+4IEHePrpp9NYo6FBOqaLUnnNESH8FUVhal5BzOF9jUbq4R399NkzLRfMfqFhZCGwI4qiUFjQGxbe19qVAmbweDx0O887+nU44ei5o4bLC/NLofzTor51L/cndN36+nr21+2HfGFJ2j8EVhlIRg4XXHABDocDn89HaWkpF110UbqrNGRIx1RRqq45IoS/lQwFwXyqzcfTW4Tg7e0TgX1+8aoww3d2Q1acjoJDkd7e3ohRfq5SQEac7gfRdjBkbCaZtxYC4H2xw4qqSySWUFFRwYsvvsjRo0d55JFH0l2dIUM6pkJSeU0p/JNIo8vDg9UnAXB19zPD4ukBgFMuH09tFYL+XA+MKg6dqigtFVLPH39fnVUmhBWp39jI4/HQ2iqW+AG0tkJ/fze9vWJ9P0Cb7i8QjyujoijkF/aGLPXzdCjkFvYy70Z9VL7Zh9dANpsNGtTU1ERzezOOfJFvf91+CpQCGEEKlWTokZ+fz5w5c+SoXxJACv8kET5vP2O29fP20XwDli1bFmGZCHcUbDnZbGldrMTr9dLWItb3A7S1gK+/m55e2LvFhyvo+K1XdRN/C2Q4PMS7nsDtdlNTt58sXeuoqdtPnlJAl6eTTF3QH6jbT75SQOZYGHWrmDI492I/uBK525GLnXwlotVFIhmuSOEfxtHWNu7ZthNXTw/TI1frmSYV0wNWX+NsG/zmFbH2v7MbFItHs4qiUFDQGxbkJ5f8gs6QCH+utkz60+BAmFsKF90shPrRjf3QDtljYeISce7kBinozWBWqAtfiTrQl6zur6tLeV1D66LhyBul10WjqakpYDGTTpyS4cawFP4nOtpYXvUSAK4eN45sc1LMv26+3Sc8+0eS5p+Xl0dZ0HRBeRqnBxRFIW9Ub1iEv1xyR3Vy+acc7N3io/tcLtmjOsMi/KXeyVASiZFQj7Zfg6O0FOWmmwDwbNqUtjoDZJROIP/mLwPQtfHXuNub6ezuxTGqmP11h9JaN4nEaoal8P/Q9Ons3y88rqfPmkVTUxMNrlaWV70MgKunG0d2Ng0uF8u3bdXP9TB91qxAGXZ05EsmRisbli9fTrPJ6YGWVviD7jXvToLVwEo8Hg9e53kv/y4nZOIZnh9DmnCUlqDcdD0Ank2v4m7viFAIChQFwgI/GflepHPEnTl+Mvk3f5Wujc+m5foSSbJIan+nquodwMMId6gnNU37WdDfPgb8Oij5OKBV07Q5qqp+CXgcOK3/bbOmaQ+Zve6DDz7IQw+J5IbL82bNinDmmj5rVsjIVyJoboPnNgsTfFcUoR7NatDS2slLm8ScvLsbTBpgJDbGyKQf/i3l5eWBEtm1CIXgRgA8mzZDe6Tnpdvt1pUE4WgRzWogTfASSWKYFv6qql6ladouVVVLgKs0TXtpkPSTgUeA+UAPsFdV1Z2aph0E0DTtXeBjetp84C/AN/XslwD/qmnaulhvyIiB5sajOcYNd862wRp9fr+rG0omRqYJdyj0C3Vnayfrg0b55QbRB8OFxCw9b2trJ5s2ivK706QQKIpCTlFvyDr//nYF3wieMohtnr4W8sTWjPvrailQsun09IpR/Tl9mkgpjLsujtKxZN+0BIDeTRtwt7t0haBAv2ZivgFRl2sqBZaUJRUTyVDAlPBXVfUR4HLgGiAfuF9V1Tmapq0YINu1QLWmaS16GX8APgf80CDtA8Drmqbt0Y8vAaarqno/cAC4S9O0VjN1lQxOuFBXo0QQNFKawju78gTyzkqCX8G5Fnjzj8La0OuGHIu3E/B4PHibdS9/wNsMHiJDGcdrvk6XMDES6tFwlI5BuVl4bXo2VkF7pz6qX4xn01ZoN9iCMUEcpePIuekzAPRs+lNC0wPnnfv8yoRGgZI1qPA3uqZY+nkOR16RXpaxb4BUEqwlvD1Xr14t2zJGzI78lwAfB9A07biqqp8E9gEDCf9JwMmg45PApeGJVFUdDXwdmBuW9jGENWAl8FOg0mRdqampoaNDmBT37dsXOG/mXLz57H4u+PjSSy/l0ksv5ZlnngHg9ttvD/xtsLKszvvMM89wrjPUr8C/9/hA54zSZGZmMmX8hzl5Urx2UyZPxOmM3PvA6/VG7GjV29uL16l7+QPdTsj09Uak8/l84DA4F8a5c+fYX1cD+WJfhP114p00aqfg43fffZf3TzRCvqLney9qvvC8mzZt4uTJk4H7/8Y3vsHEiRO56aabBs3b0dGBo3Q0WTdfDUDfxtf44IMP+MY3vhFSntPphILciPYc6DgZ50T71gUJ8Do++OAD3n333UHvv6Ojg4zSC8i7+f8B4N74O7ytZwa9rrjmIRx5hfo1D5GbAZmlkxl187dEmo0/NXxe7777Lh+cOEVGXjEAB+oOm66vn2T1B8koP9nn3n33XU4fO01xdjHObifvvvuuqW9kKJxLpKxYMCv8FU3Tgoc3vcBgMVGNds0xylMJvKRpWuDr0zTtVv9vVVV/BBw1yBeVOXPmUFgoPtD58+cHzps5F2++qqoqzpwRt9DS0hKIzhRveVafs0s9ws8VFhYGLMV+MjMzCSczMxNXC+x80UdXJ+TlRqb50Ic+FDH9sHTpUppOtbN/sxDQnU7IdES+hg6DTZ76+/vpa9aX+AG9zaA4HBHr/LNd2XjojryHkmwybxXzKd4XT9LR0cG6desC78m6desoKyuLaA/GFpC1ROjCfRsOUFhYeP5vA7TlunXreP/EMcgTm0+9f+JY1GsuW7Ys8rrdoSN2r9fL+yeOB6wB7584ToGB00f484r2/Kw+lzGmlJybPg9Az6bf421v4/0TTTh0f4H3TzQZ3n9HRwco+aau4Qk7zhxzAQU3fwOAzo2/ILP9dITdJ9o1ldIpjF1yDwDNG36Mt/0EDSdOkZU/GoCGE6dMP+tEz9nh2zd7zj/KD2/PqaOm8sDfPcCjf32U7MLslLRbKs7Fk6+np4eamhpiwazwf0NV1bXAGsAH/CPw1iB5TgALgo4nAk0G6W5BjO4BUFW1GPgnTdOe1E85wMCuakPC98iWxI+rBbZtEAK7xw3FxeedCvNyhVOZ18LpAkVRyCrqDVnn3+fMpB/r4g0IZ7YayBef3f662D5WMzhKi8ha8vcA9G34M+52N/vrDgaZ8w/GWN5olJvFnhiejTugvcvaCltMRuk4cm76AgA9m17A3d4axcSfP1AxCeF2uzlQdzgwFXCg7jD5SgZGEajyxk6lbMl9ANRveDxpdRrK1NfXc/jgEYpzhNXk8MEjZOQ4DNtTYh6zwv8uxFz9k0AfUIXx3H0w24F/V1V1HGJS97MI834AVVUdCIfAN4NOnwPuVVV1r6ZpbwHfAl40Wc+0UVFRIbfCjJO2VnhVF/Td3aGCHoRvQHjkQoBjpwdfhjhmzBhcnmNh4X3NxQNQFAVHcW9IkJ8sl4I3LK/H44Fm7/mY/s1e3Q8gfNIAGJtL1i0ixGrfS+YMWokuf3OUFpO15ApxzQ1vmMpjNR6PB5/TKbz8AZ/TSbe3H5/HE1jf73M6k6LlZ5SOJ/emOwDo3vQ8tEdunOLxeOh3nqJr468B6HeewkPkdI5ZMksvpHDJdwDo2PATaDca90RiNsy00TkrfQjMrOqIds3CCy1NAAAgAElEQVRk+DdMKZrKPZ94EIAfv7WSEz3HQv5utyWiQwFTwl/TtE5VVTdomnZ3kLf/gEMATdNOqKr6ELATsdTvWU3T/qKq6ivA9zVN+ytieV+vpmndQfm8qqr+A7BaVdU84BDwpfhuz35UVVUFXtCqqqoRrzCEOx8aCfpoMRc6WmDXn84793FB8uubDoTF4CDkC5N7rKP3cKI5rqEYzdSNXLxeL17nSbo2PovXeTIhZcAsbreb9+oOo+SLUe57dYfJVTLo8fjI1s8drDtCjuKg1+MjR/chqK07YumSyPr6erS6IxTo5Wt1R8hSHPT1+s6fqzW+ZlNTE+dcXYzKFekO1R5JoEXM4Xa7OXLwMMXZ4ppHDh5O+jXThZFyNWvWLD72sY/FVE4yvf3RNO154PmwczcE/T4DTDDItxu42EzdhiJyeuA88YYoDlcaZkdZdZAKFEWht9gbsquf4lLoNTFlEB5CtqmpyXiToLGjyFrycQD6NvwtofoKZaI24BvgX65nxhQuRvCtwssfxG9D955QFEXBU1QYss4/t72DrqKikAh/Snt7Wub4FEWhr2hsSIS/TOfJQZ+gCBh1gnMbfwqA13kCz6DuUANTMHYq85Y8AMD+DY/idR2ncOxUPrFEjHzf2rCSXtcxikunctUSEc9k14ZHcLcfo7buCLlBCkEijC+Zxm3XPwzA+ldX0NLRyAUl0/jiYnHuua0rcJ5rRKs9EhD0Wu0RsrIdTBwzla8uEume3bHCtEUjkdH61MIpPPh3wqdi5V9/HP+N25z6+nqOHKyjOFcEzDpysI6CgoLkCH/i8/aXGCCnB6zB7lsri6kAD94X9QUvzT2IbYdCPzm3201ndxcUZrO/7j0KlFzIjnQ+sxpHaTFZN18FQN/GXdDuTvo1hxqKouAtGheI8Ke0n7XQAyQ5jCmdRsUSIXSrNqSme54wZhpfuU5c81fbVtDc2RiRxu12c6j2CIVB1oDMbAfeXh9FOefPRbMklDA2JfcyVJhaXMLDCz4NwIrdL8dVRjK9/SUmkVMBI5wLCsi6pZy+l+rAFb9pubW1FZ+znb4NfwbA52zHQwaQO3DGGBAj+IKQdf5Ke6dlo3VhWWimd9MGAHzOZtt4+4pRfhOdG38BgNfZRCaRS/2U9lP0pLGeA2F2Lr+pqYm8rHGWXnvS6Kl882qhJPz8tRWc7jrG5OKpfOsqYb346a5HOOU+xuGDRyjKDXPuy4n9etIPYGDi9fb/MoN7+0tioLi4GKfTyblz1gdIkaQeMRWQEbLUj+Z+aO4+7+jX3K3vKHDezi8sBt30bTigp+nEQybhrs1GHVtra3riYAmB3YJn01Z8zhbdka8Xz6ZXAb8jX/z+BF6vF5/zLD2b/qSXd9Y2CoFZPB4PHucxmjcIc7THeQzwptxhvb6+nrq6I+TrUwN1dUdQFAcez/m5fP+5vPiDNCbEhcVT+c4VQiH4yRuP0NR9bJAcxpz3AxCrLoaiH0C0aJRjLYjMH6u3/38ivP23Az9I+OoSQEwF1NbWsnnzZo4fP57u6gw7Olvgr38QI2qPG3IT7HG9zdC+Vhi+fF2kZclRwAkw77wTYIGSE7HUT2nvMSUohQBvo2/jawD4nG0JCex4EZaF4pDwvpnOZlPmduGxf4aeTS8A0O88Y6mSIKYBQtf5K+2nbT8VEM7Y0mncctP3AHhp03/gam9kXMk0Pn+jOPf7zf9BW0ek6X4oMrXwQh685LsArHz7yUFSD0w6ojSen98X/jhHDtbhyFEgN3HNzGAtkiHzgBlAC9CBcP7TEr76EMBvkq+vr6eqqmrAtE6nk7vvvpuWlsilRIPl27p1Kz6fjy1btsScXxKdsrIyPlI+j8y+AjL7CvhI+bzA1s3hdDvh0Pp+Dq3vpzsyMCAg4gvMK59HvqeAfE8B8wYoLxxFUQJL/bJuuQjG5opzEWlEkJ+sJXNhbEFEGj+O0kKU269Euf1KHKVpGqahL4nUw/s6SkvIzc3Vt+q9HuWm68XvKPdgvnwR3jfnps/gKBXm6H7nWXo2/Z6eTb+n33k2anTAfucZujc9T/em54VC4Emu3cDj8dDnPE7Hhp/QseEn9DmFQu8P8jN2yT0opVMSapORjsfjoaGjgUf/+igNHQ2mn2mwxay+vp7ly5ezevVqU3mFID5EEXkUkceRg4dSshHc1OKx/HjR7fx40e1MLbbO98Gs8H8WeAMoBJ4DXMAfLauFzSkuLqavr29Qk/zatWupqalh7dq1MZW/du1a+vrEJjt9fX0x55dEZ9myZaxatYqyMrEaYNWqVUyaNIkuJxz4334O/G8/XU4h1OeUz0PpK0DpK2COLtR7m+H4un6Or+unt/n81sfh5Q11hIAV4X2zbr5aBPcZYsIpMzOTjNLx5Nz0BXJu+gIZpeMNI/cJheA07o2/w73xd/Q7TyddIZDYAzEVcIgiXwFFvoKYBfjUogn86Opv86Orv83UooiFakMKs2Z/n6Zpj6uqOhaoAz6PUAaGPWZN8k6nk23btuHz+di6dSuVlZWml/Tt2LEjEB/e5/Oxfft27rrrLkvqL4kkfJngzHLj2ALhZr6y8gGWEzZ78a51id9dPtNTAWKOv084+zV36T4A1nn7C3N+TyC4j8/p0p0AzVkrrMTnbKH3hT+IA7cbFAWf00nvCy+EnDODWJo3OiS8r9LeRp9hupKQID+ZTmNTfb/zFJ3rxZI9n/uc4bbEZuvWXzQpJMiP0t5k6RSEx+Ohx9nArg2PANDmbCDD4K7CfUMAioumWlgT47qdbG3g2R1itcHJ1gb6HdZOjiiKwpT8KYHwvke7jtLQcSywxK+h4xjeDK/hstmphZN58BOif1351n+bXoYo5tpHhZRl1qnQzJRB9Pn95Gx9avbt9m+8XQ/M0TTtDVVVk78eyQaYFepr166lv1/MA/f397N27VrKy8tNefGPHz+ehoaGkGMjjFYFyJUCsWN2maDZdOHKRFm52K2wk6HtvOn3A/Bs3AEk5geQlxcatbGsvDyigy0rL6epqYlkBxAWCkFpyMY+RZ4uJk2aFFQXlaamprAdG6zF4/HQ19wYCOvrbm4kC2+E6ufxeOhpbuCtDSIKekdzAz6vF4eBVSMct9tNXd0R8nRnvvb20xQXWXobQx6/NaA4R0ydHTl4CEdOJr4eL8U5o0LOkTPKIK8WlM54NlxMGWgU5xYE0oUva6yvr8fX4wlK45/fT6/wf0tV1ReA7wGbVVWdCUPOzyUCM4LTrFCvrq4OMd3v2LGD8vJyU6N//4YV0Y6DMSpPBg1KL0ZKwvLly2luNt7eNRixKiA7sNRPcfkiAg+fXwGgB/dp7tBXAAzeKQgHutzQ8L7ODt25bxfgF+pmZwDjwz9dYqRIhbeb8+zgYZtTUb/ly5fTerY95XUxQ2ZmJkWl0yKC/BhRUjqNG28Wzny//dVXTZXv8Xg442xg/ati9H7G2YDPEW5XEelOtTbwq20i3anWBnDAxDHTQoL8nGg7SlNbAz9/TaRratOtASYMUB6Ph2M9Dfz4LaH8HGtvEKP6ICORoihMyZ4cEuTnWO8JU/cKMLVoEg994k4AHnnraY71nGZq0UQe+nsRkf6RPz/DsR7jfnlq0QQeuvwfRbq9v4kaQXNq8Xgevlzsgrpi7zqOuVt0hUA4850+18bM0kk8fKXYunrFnj9xrLvNsD0aepyB9f0NLicZrthlgFnh/13gE5qmHVJV9TvAtcAdMV8tjUQT9IMJTrNCfeHChWzZsoW+vj6ysrJYtGiR6YA+ixYtYvPmzfh8PhwOB9dee61hOqPyZNAgSbIQikN+yMY+SnvXkFtmZ1cURUEpvjBkYx9P8/t0Njeyf8OjAHQ2N5IJFI6dFhHhLxyPx0OrsyEQ3KfV2YAjYiLE3ng8Ho73NPCTN8R0xnFXA16fl0xH7IZmISSPB7z8GzqOR50KsJLz1oDzo3xHThbkRmo6U4vH8fAV/wDA1175aXIrFobZ2P4+4M/6783A5mRWKlmEC2wzgtOsUK+srGTbtm0AZGRkUFlZabpelZWVbN26FY/Hg6IoMeWVDH+EdSA/JLyv4vLELYSFUM8LifCntLulUJcEUBSFksKpEeF9jdKNLZg6aIQ/RVG4IH9KRJAfM2RmZjJl1LQBN/axG1OLLuChy78IwCN7n+NYT5TlQ3GgKApTcgtDIvwVFxfHXE7ikQKGCPGOkM0K9dLSUq677jo2b97M4sWLB7QoOJ1OVq5cyUMPPURJSQmlpaUsXrzYVN54kH4Bw4/zjnxvA+Bzduim+zhCodkMn7OZnhfWiQN3l2knwGj0O8/gfuGXomx3Z0yOfN4zJzi3/ie6A6Dx6NPrPEH7+kf18tujpvM4j3F6nTC/97tdKErkVIuiKOQWXxgR298MiqJQUDQ1JLxvZ/vg6/U9Hg9nnQ38fvN/AHDW2QAGJn6r8Xg8nOhp4Ke7xCj/RFsDZMCFxdMsCfIjpgImhazzP9ZrbnfFkcCIEf7xEotQr6yspKGhYdCRe/CSQL9Xf3heqwX2SPELsJWi09yLd63ecXd5QTHpYd/cSd+6fXo+DyjWhecdCJ+zDc/6LeLA3Q2KsX3U52yld/3GkHTCk/8lONcJubn68Z/0NG4YZ+zEGk6k86RwAux0nqX7hef08jpNKwTC0TDSkc/MTgYBB8U+N2XlMw0dACPLF+nCw/tGppthuh5W0u/to9nZwEubhKBvdjbg9XrJzJCiYDDENMJJHnnzfwBoaD+JN8M3ZPXt5Hr5pIk9e/aYDsxjhsrKSubMmTOoUC8tLeWJJ54YdNQfvHrAH9DHKG9JSUlcQruqqorDhw9TU1PDiy++SEVFBWvWrGHNmjUxC8NYghzZhXjbzUrKysqYVz6HAk82BZ5s5pXPEcGAmrvpe/4Qfc8fguZIX3IRROgjFHgyKfBkMq/8I4ZBhMS6/EKyllxC1pJLRMCfBEbI4rqzKOjrp6Cvn3nlswyva5RuwoQJ+jkvBbm5+nE5BX19FPT1Ma+83PSOi0ZxGRYsWKCX10tBXy/zystNB1ZKJC7DsmXLBs1ntnw7x4fIzMxkXKmI8Pf5G7/HuNJphu+Sx+PhdEsDz21dwXNbV3C6xXxwHSMURWHy6Gl866qH+NZVDzF5tPF1RzIej4cGVzMr9mxgxZ4NNLiaLYtJMWzVPSs7f79gtgKj1QNGa/oTdeTLyMigv7+fN998k1tvvTViqiEWrGzLZI/M7eIAabQCIDJugD6qDRpPRvM6b242F27V52zHs+51ceDuASVHrO1fV62f6wYlcqgS7brOsycHTecn/JxVOy5GXU1RV0f3C78R9x2DNSARvM4mOtav0q/ZAeNmJv2aVpKRmWUY3lcyOIqiMCVnHA9d9k8APPLm/3Cs52yaaxU/w1L4X3nllSxatCiuvK2trbS0tCTNZGy0esDqgD4XX3xxQDs8ePAgLS0thlMN4RgJ5mQI03SPytNF9CWBRy0pP3It/WyDtfSzU7KWPtkMPD0gzLI+dxeMs+5di7zmzKgWDa/zOK51P9Tr0Q7jZhimczc3UrdOOLL1dbnIM/ADSASPx4PT2cDmjcLM3+fppqsrcvmYEWdaGljzJ/GudrpdKIpC6aipfHGx8Cl4busKnOeGluIgTPcnWPnWfwPQ0HECb0a/bU33wrmvmIevFHtdrNizgWPdLkvKHpbCPxGmT5/O3r17k7a7ntHqgUQJH9WHWxfWrFnD66+/bir6YLIFs1llwlZz90OEWNbSN9fV4lkvHFlx98A4e5igzWLOsqKanm6I95pGRCoJMwzrEZ6uXPcDCI/zkA7y8vKYFOSjoJZPp6nJvLPcydZGnnxZrLk/1+0iM9tBU1sjP94iznXo50YyQhE5w4o3/heAnj4Prp7UqeVS+IdRUFBAb29vSCjfREzm4SSyJDAa4aP6cOtCdXU1Dof40JI11ZAMYR1vW1v5vFLC6U76nj8AXX0Qw74dPmcHnnV7xIG7F0xuvx4pnGZZKiTThVnhbJd6RLMEfdAc7i4YP4qiUFg0NSTIT37+6EHzRZsGajs9+HxzuOIwc9b0CAvUzFmxKRNGNJ5r5P699+PsdqLkmQ8LPSV7Qkh432O9p+KugxDgp3hkr5h+amg/ZegEGBD0e8UqlgbXmYj4BT58OLs6WLHnT3qas3gzgCT5+0rhH0S0UL5mTOZmiWX1QLx1DrcuAEmfagBrrQaJKCJWPq9kEzDTewYZqTafo2/dW+J3Vy95RaMjTPyxONWBOSHpc7bRu14P6+HuhnETTV1DYi0dzY3sWieCAfV2uchR7DNqPtXawH9vEO/SuW4X6qzppi1QnU3x2TmCFQwlTxEOoEMs5mxmZibTCscHgvx85eX/IjMjdT74UvgHYeSMd8cdd8S9YU80zC4JjLfO4daFT37yk2zfvj0QQTDRqYZU+QbEQyIbLKWDZcuWBdrSvBl5tuFGRFYzXC0EdqezuZG/rrsfAE+XizFFBSHLBGfrJniXs5Ft6+4FoMftIjsNCkHE9MCs6Qm/I8ddjfywWtxXe7eLjJzI+wq3TAAcOXiY+94QFg5XrwtHjjlBKkblTTzy1tMANLQ30evTl/X9+Rn93ElD3wDhBDg2JLzv0XMnaWg/zSN7n9PznoYMmBYe3rc7dOv2rIxMphWPGzS8r1VI4R+EkTOez+cz5Z0fC1auHojmQBhsXbj++usDy/R8Ph833nhjwte1q0A1u5piKJEuc7ZdzOjJoN95mq71Yh93n7sTxg1uCk8FkTtOzjC14+SsGOfkrWIgP5N4CFcmZszW76t/4Hzh7TZ9tvCfGGrWgFQihX8QRs54O3bsSInJPF6iORAGWxeee+45HA5HYOS/efPmhO4hUae9ZM7Jp2I1hWRoE2nRsNYxMBES9ReorTvCxnXiXLduDWhxNvCH9XcDwtu/2dnA8y+I4y63CyWNUwgnXI08uk0f5fe4mGkwZbB8+XK6jw88PRCtPXqPDR5GSYzeL4jY2GdKznhTG/sYl1eatPC+AI2uFu7Z/nsAXN1uxvDhmMuQwj8II2c8n89nuXe+lURzIAy2LlRXV+Pz+QAx8vdvTpQKb/po2x8na04+GaspJMOL4WrRCFdqZpVHOtqVlorv0e0WuxWW6xaDsy0N/OYPQiHodLsoHT/d8BqnWxr4+Uvnl/+NvsA4XTz1nWnBlEE4jR3HuW/PDwBw9babngqwM8I6UhZk5Shn6tSpMZcjhX8QRs54yfDOtxIzDoTRBGI6lvUlMifvtyQMFmLZzs9LIkkWAyk1AwVgCp9CKC83FsLhwjrR+f1YlLBj7Y18b5dweHT1uJjB4EpHtKmAxrYT3LdLbA8sFILYdwxMJY2uZu7ZIVYJuLq7mD67PMI60tPTQ01NTUzlSuEfxg033EB1dXVgXtxq7/xkMJgDoZFALCkpSYuDXqJz8iUlJcyZMyfq342el4wZILEDdn0PE5lqSAXhQnzGbHNKh5lYENNnzzTlU+Cnsf0U9772FACunnNJVxyMRvlWWUek8A/jlVdewe12h8yLW+mdnwwGcyC0kwKTyJy8WV8Do+dlR6VNMvKQ72HsWKl0RPUNOD54ULdwZ8RYFYd4sNqhMhgp/IOIZpK20js/XdhFgTGagrB6RBT+vOyyDHGkY9eRb6qQ7+HQJlrgo97j1oTbBWh0neWeHWKJoKu7k+mTSy0rO5yh7/1gIUYm6eGCmR0HU0FlZSUZeiCL4Dn5eHbii7bjoNPp5O677w7smBgLHo+H+vr6AfMOxZ0O7YIddlyMhnyuknSSm5WNI0eh3ddLu6/XUhO/EXLkH4RcJpZ8jKYgEhkRmV1NYGZ5oX8r5L6+Ph577DF+9KMfxXRdycBUVFRw8cUXs3LlSubPn5/u6hgin6skVhrbT3Hvzp8Bfj8AY7Ha6DrDPTufFem6O3HkZImRfvWvABHbf/pMNZA+2T4VUvgHIZeJpQarpiBiWU0QrhAYmaDPnTsXUP5qampoaWkxFAbSfBs/dg69LJ/ryKWxvYl7dz0OgKunw7QjX+SKAlVfUXCae3f+XC+vk/zRhWH+AmrEMszps9WQkN3JRpr9g4hmkpZYi5VTEOEmfqOpm3CFwJ823AR97NixwF4I/rIk1hHtOUgk6aSsrIzps2fSThftdDF99kzy8vJobD/Jva8/wb2vP0Fj+0nDvMuWLWPVqlWUlZVRVlbGqlWrWLBgAdNnq7TTQzs9TJ+tsmDBgoh0q1evjjjnd0hMBXLkH4SdvOIl5hhsR8OBQjSHj/KM8qYqGNJIwEgxk+0rSTdmlwQmY+OsdCJH/mFUVlYyZ84cOeofAhiNJBcuXBgYvfunboyEuhGXX355yPEVV1wB2NtJbSgR7TnI9pXYDaMRfSpH5alAjvzDGA7L+kYKZnY0jCVEc0dHR8SxnAe2DiOfmlS0byxLDJO574REYifkyF8yZDEaSfqnbhwOR0iIZjO+HG+99VbI8Z///Ofk3sAIo7KyEodDbCIT/BwSWZppluLiYvr6+jh3buBgLmvWrOHAgQOsWbMGgNbWVtsu/ZNLEyWJIIW/ZMhiZOKHyKkbI4UgFYzkztno3ktLS5k0aRIAEydODDyHYL+NaHkTwb/EsLe3l+PHj0dN53Q6qa6uBmDHjh20tLQwZ84cW1sA5JSJJF6k2V8yZDGzo2Fw2mRGOIxmWh7JHXP4vTudzsCe801NTbS0tODz+SKWZhrlNYvRczC7mdSaNWtCppHWrFnDPffcE1c9UoGckpIkQlKFv6qqdwAPA9nAk5qm/Szobx8Dfh2UfBzQqmnaHFVVpwLPAeMBDajUNG3w4MuSEUUsqzPM+HIsWLCA3bt3B46vuuqqmOoTfn2jztnM/PNwCINrdO9r164N2Vraf2xmJYZRm5hVuMxuJrVz586Q4+rq6qQL/+HwrM0yku51KJA04a+q6mTgEWA+0APsVVV1p6ZpBwE0TXsX+JieNh/4C/BNPfvTwNOapq1XVfV7wPeA+5JVV8nQxcoR/Z133hki/O+8807TeWMZhRUXF+N0OgecfzY78vV4PDQ2NkYNSATWd7rxlhfN299sVE2j+zOjcJmN3On3R4h2HI1E23ckWYeSea9SuYiNZI78rwWqNU1rAVBV9Q/A54AfGqR9AHhd07Q9qqoqwFXALfrffg28jhT+EgOsXJ1RWloaGP1fddVVSemoKioqqK2tZfPmzVHnn80qEukMRxxPeUbe/mZXYhi1idl2Mhu58+qrr2b79u2B42uuucb0vcXbviPJdJ+Kex1JilSiJFP4TwKCwyKdBC4NT6Sq6mjg68Bc/dRYoF3TtL6gfBfGcuGampqYKyuRAFx55ZUcP36cK6+8kn379llefnt7O1u2bMHn8/Hqq68yd+7cwBLDwa4Xnq62tjYwot2/fz+vvfYahYWFEelKSkpCrBj+80bXNXMulvKCmTt3Llu2bAk59gv/4HNWt7vRdfft2xdR30suuSQQFMrhcHDJJZcY1sWq9hgIs88m3rzxPvtEz8VbXzPnrH7P03XO6vaNRjKFv5HNzGjn40rgJU3TzsSYLypz5swhJycnliwSSYBYRnyx8tRTT+H1egHwer288sornDkjXv2WlpYBR0aFhYUAgU1x3njjDRwOBz6fD5/Px4EDBygvL4+7vFjOmS0vnAMHDrB582auv/56rr766qjnrMboGkb1ffvtt9m+fTvXXntt1LqYuc+qqirTz8HsNRJ5DuHnzKSJdg+J5E3kXuNtE6vLT/a5ePL19PTEPOhN5lK/E8CEoOOJQJNBuluA9UHHZ4EiVVX9OytEyyeRDDn8I0sQTm/vvfde3Mu1wsvym6zjLS+RJXZm8xpF0ExFVE2z11i6dClz585l6dKlCV9zOCzDS+Qe7HD/w3W5rRX3lcyR/3bg31VVHQd0Ap9FmPcDqKrqQDgEvuk/p2maR1XV3cAXgOeBLwGvJrGeEknKGD9+PA0NDYHjSZMm8ctf/tKSssaPHx+Tv4DVSxPN5DXy0TA6ZxRpL5Hoe2Z9Q6zyIbF6fjsRZ7Z48yZyD6mM3DjYu5BuBSRZJHpfSRP+mqadUFX1IWAnYqnfs5qm/UVV1VeA72ua9lfE8r5eTdO6w7LfCfxGVdWHgUbg9mTVUyJJJX5TaLTjVJZlxlPeLFZ39kZb/9phO+B0epRbpZgNJ6/4kpIS5syZE/Xvw9WhMvy+enp6Yi4jqev8NU17HjF6Dz53Q9DvM4RODfjPNwBXJ7NuEkk6WLRoEZs3bw44lV177bWm8hl12IsWLeLll18OpDFbFti7UzQKymMUDCgWYWhlzP50jCStVMyqqqosvYd0KRPpeIeHk+Ikw/tKJCmksrIyJCRxZWWlYWx7o3Phc6jBsfIdDsew2YnSKCiP0blYywwOIRwvFRUVrFmzhjVr1sTV8Sd7HwMzc8GJ3oMRVs7v+5ew1tTU8OKLLwbO2WXu3g6+DFYghb9EkkJKS0tZvHgxDoeDT33qU5SUlBgKpvBzyeiwU7GhTjwYBeUxuy2zEUZbP6cLq5SQgUi1cErGu+lwOOjv72fXrl2Bc3YQusm413Qhhb9EkmKCPc+NBJNZYbVmzZoQb3//TnRmMSOI0jHiMtqwKdomTmZI1GpgFalQQqIJp3BFzy6Kn9H7dfHFF9PdLdzAamtrA0sFh4vQtQtS+EskKcbvUe4f9cdr4n7ttddCjsNj0w9ELIIo1SMuoy2YzW7LbEQiVgMrSacSEq7oJXsnxVgIf7+MNlhKB3aaakgGUvhLJGkkERO3f9Qf7XggzAqidIy4jLZgTmRb5kSsBlZi9rlaLXTCFb36+npDxS8dZnWj9ysRpdYMsbRvstsknQqG3NJXIkkjicS7v+aaa0Ji0S9cuND0dc1udpMujDZsincTp2hbP6cas3sMgLUrCsIVvccee8zUTorpIhGl1ixm2jdVqwnS5ccghb9EkkaMBJN/WVvwOTznmckAAB8eSURBVCOWLl1KdXU1/f39ZGRkxBSVLhZBlA7MBgMyW5bZrZ+TiVklxGqhE67oBQeGsqPil4hSawY7LXNNZ12k2V8iSSKDOVYlYuIuLS0NdIyLFi2KSaglMoc+FElFCOHBSGTqIhEWLlwYsiR02rRptpgGicbSpUtD3k0rQi0PZaJNDSTqtCmFv0SSRMx41CcS7z7eWPTpEkTpItjJMp2kQwm54YYbQlaF3HnnnbZW/BJRaocDHo+H+vr6AWN8QOLLRqXwl0iShFmPeiPBZFZYJSLU7DAajgW7LE9LhHQoIa+88krIyH/Pnj22V/ys3GDpyJEj3HLLLRw9etSCmkVitdPe6dOn6ezsHDDGR3jf0tbWFvN1pPCXSJKEXdaXR8Muo2GzpCJAznCkuro6ZOS/Y8cO2yt+Vr6bjz/+OF1dXTz66KMW1MwYq1YFvPjiiwHl9tVXX42q6Ib3LRs2bIj5WlL4SyRJwi7ry4cDVgfIGe5ruIMxWuo41BS/eDly5EjAwbGhoSEpo3+zy2HNvHNvvhnY4BafzxdV0Q3vW954442Y6y2Fv0SSJOyyvnw4kAwrih3CxaYCK507h5rS9Pjjj4ccJ3P0H0y0dhrsnTt06FDgt9frjTpgCO9brrjiipjrKIW/RJIkRppHfTKx2ooyksLFWu3cOZSUpuBljUbHfpKh1IS3k5l3zuyAIbxvWbJkScz1k+v8JZIkYZf15cMBu8clsDvxBkgKx05r5M0wbdq0EIE/bdq0qGmt/D7jbSezsSDC+5bRo0dz/PjxmK4lR/4SSRKxu2PVUEFaURJjpMzxh3PfffeFHD/wwAOG6exiCYrFSpNo3yKFv0SSREZqp2s1Iy0ugcQapk+fHhjtT5s2jYsuuijNNRocs0I90b5FCn+JRDIkkFYUSTzcd9995OfnRx31241UDRik8JdIJEMCaUWRxMP06dN56aWXUj7qt3tQKin8JRKJRCKxGLsHpZLCXyKRSCQSC7E6KFUykMJfIpFIJBILSUVob7mrn0QikUgkNiIVob3lrn4SiUQikdiIZIf2lrv6SSQSiURiMyorK0PM/lYvT5W7+kkkEolEMsKQu/pJJBKJRGIz1q5di8PhAMDhcFju8Cd39ZNIJBKJxGZUV1fj9XqBgbfmjRcrdvWTwl8ikUgkEgtJtsNf+F4Xo0ePjrkMKfwlEolEIrGQVOxCKXf1k0gkEonERqRiF8pE97rIsrg+EolEIpGMeCorK2loaLDtLpRS+EskEolEYjH+kbldGW7CPxOgt7c33fWQSCQSiSQlBMm8TLN5hpvwnwhw6NChdNdDIpFIJJJUMxGoN5NwuAn/t4EFwEnAm+a6SCQSiUSSCjIRgv9tsxkcPp8vedWRSCQSiURiO+RSP4lEIpFIRhhS+EskEolEMsKQwl8ikUgkkhGGFP4SiUQikYwwpPCXSCQSiWSEIYW/RCKRSCQjDCn8JRKJRCIZYUjhL5FIJBLJCGO4RfgDQFXVO4CHgWzgSU3TfqafLwL2Ap/WNO0DVVX/DfgHPdtmTdPuVVX1h8DnAB+wRtO0/9Tz/hgYp2nal/XjauACwKPn/wYwHvh3oADYChwAvhVUtQ8DbwGT9eNXNU1brqrq/cBXgB7gJeAzQXW8FvgJMAN4RtO0u/TrlwCNwFc1TVuvqurXge8AFwGbgErgn4FHgWN6ufcChUAd0Khp2t+rqvo/wCeBScD7wEPAKeApYC6wDXgW+CFCWZwBdAFv6mme0M9tBm4HXgCu1++vBvh7YA3wBcAB7NM07fKgtp8GbNI07XZVVTcC1+l5DwPzgT8CFfq5/cAngO/reccAfZqmTVVV9R3gI0A/0A5U62kn6PWtAcqBYr0sn56mhfPvwBHgYuD3wKf0NH8BFgK/Aj6v38MuTdMqgt6VqcBvNE37Z1VVXwauDarvlcCLwCL93Jt6eT/Q844GujRNm66q6t+A2fo9tCDenZuA2/S2PwgcAm7R69aCeMd7gLF6+QeAK4A7EM97HHAWmAfMAX4JlAHNwGxN0/oAVFWtAdo0TbtSVdUlev0mAd3AR4Grg8616Xl79bx/BK7TNK1QVdXvA3cjImw2AhsQ79dsxLdyG/Dfel0nIb6V94EvAb9AvA89iHfvNf2Z+QA34rv4mV5/h35fn0W84xOBD+llfQVYp5fvQ7wPNwPr9XT+tvuMnvcCvZ2yEO/uq0C+ng7Ed/QvwEz9uh3AKkQf4+9Ds4E/6fdZpuftAB4HvquX3wE8qZfxoJ73XU3TLlVV9SZE31GO6Bc+p6rqT4Glevp64OOIvuAriPehBvg74NN63smI7+FCVVWrENFO0a/7db1e/w4owAfAPXp5E/Ty+vUyRyPe6XPAK/r52/R7Oqc/s07ApV8zG/GsXfr1/M/nL4i+wf9uZgJvANP1cw793xuAf1/asXp9diHeu1H69bOB94Bc/ZoZenkuPY2fHMCJeOaTgq77rP7/P+rn3gP+C/g3PZ0b8fx2Affp13hT07TrVVX9T2CZXtdjwKWIPmiZXpa/3/gH4AG9PqM1TStWVfUPiHfPqz+HHwB5+v+ZiGi0XwKeQ8gPgD6gAfG+PqRf9wSiP/xPxLftAzRE/zId8V0X6/X/pv+7HohhN/JXVXUy8AiiUT4KfF1V1dmqqn4C2IP4gNGF6nWID+pjwHxVVR9GdMzzEB/VXapgEfDloGs4EB/pRzVN+5imaR9DdEQ/B5YgOq6LgRNBf6/U01yC6Aw/CixQVfUexMO8BKFA/Aug6tfJQ7wUmYgXYJ6qqterqvp5xEtYoKebieiI+hHP1AGsBh7TjxcDlyOEydvoeyDoXIXobDOBG4AdCOWhmPPvx2S9bujpziE6tN8hPsoMxAv9c72MmQglYwKiI71Nb9NiUV31d4gPwqWXN1NV1V8ihPxkPe9YYCdCkE7Q884EfqM/tzv0+y3UFQkV0dEUcf5DyUO8B/8HlCI6rGI9HYgO9QuIj7kQ8fFtQwj+MoRy8TH9GXweITxLgStUVf0RcCPQqt/DZ1RV/SJCyE/U884C/gfxTo3X816GEDgL9Wv3A5P1vDP165YAvXoZX0QI8zGId+5yROdSguhQ+vWy/05PMxvRqa9AdGzoz+fb+n38hvOhr7+mquokVVXfRChOfgV5NbAS8R616GX9FNFh+fT7/bKe/rOId96hl3m9XqeNiG/rNmBLUFmf1r+Hu/VzvcA3ER3xH/VzLkSnNxe4RNO0PMS7/P/05zxFv38nokOdi1As/O9wIXCh3h5FCIFWgejki4Pat01v0+/o192IEFjFQLGmaXn6tV9DPPtyzivP+/VrF+ptfxT4V8Qzn6afb0IIiQ7EO1GLUPh+gHhPioAZunB5lvPf70xdsfym3ob+7+ElhBCfp+edDvwY8d0tRwiNUaqqfgWhrF0eVN9xCEXkFsT7M0avSw7ivZvOeeV+FKI/qtWvdTPwYb0ttiO+o4sR3/4S/d7fR7wjnQjlog24H6E8XqC3UTfwN/3/sfo1+oGn9XfiDoRC1IsQpE0Ihc7fvp/W7+cy/VwP8HjQc1qst8GNet0uDkrXAXwN0S+MQrwfz+jXuhYx2Jiit+VxPf9MVVU/h3g/LtHz5QFrEf30x/VzExHK4FN6m3YBuaqq3qi33c16vd9HCPXHEQrcKL39v63/fQriW85EfKf/hvjORiGU0Y0IRWGBfk5BDLaeA+7SNM2vnH4NEww74Y94kNWaprVomtYJ/AHxQL6G0OCb9HQngbs1TevVNM2DeNE7gGt0rWk84kVUEMrEyqBrqIhO8FVVVf9PVdVvAbcCL2iadlwv7wuIUb6f1YiP3oEQ2or+70PAVk3T2hFa/rOIlxWEUPIiPvgmxMf/eYSgXxGUrgfRwS3T02l63sX6cRGiQ7sO8eE5AVRVLUBo+G16Od/R03TodWlCvIAvBrVfL7BW07TDiBfwCT1djn4/ezRNa9TbwD+S3a9p2iFN07qBdxAdykHgR3obNer3cK+maU49b73e/tdqmtamX8sv7O5HdDTfQ//Q9OfxNLBPr8cuhOb+jv5sdyA+kF6E8P2bnrcd8UH3IzquZoQl4jjiHehBdOh7NU07ghDgbr3ddiI633cRH+xu4BZN01r1vF49bYn+fKfr6fboz+ZpxMjLoeftQ3Q+7yAEVD/CIvU3vbxW4LNB72cpQuNvRrxT/hHcZOCvCAG7EqEofkFP80X93BHEu/RVvSx/THAFYTH4Vz1dK0JofhyhVKzS27tVtz49CzwPAWvUfETn6R9p9yAEzkqEwPyZnu4R/Rmc0jRtD+L9Waqny9LvwQv8p6qq/4d4hz+jl/c8woJ3DCEg8zn/LXxJr18borP8q15ent5OLyPekdF6e4Gw9PQihPun9HNNqqq6VVX9X4Ti26Xf618RykwLeh+AeId3IQQsiD7nHc5bIl7WNK1FfwbtgFvTtDf17+H7iMFAo94mbyH6iQzgJU3T6vTv4ReIb/inQd/eSf3/PyAsc99DfFcfQrw7P9Tv9S8IBfKopmnb9fKu0fO/oL/rjyLewXX6PeQjLHle4LCmaSf183MQg5iLEALzYYQV41cIIfZjRB/zS+A0sEx/91cj+i8HwmrUqd/TWaBRVdUc/dilt5n/G/ul3ibvIvq0NzVN26+X9y8Iwefn9/r9/AXxnfkV2UMI4dqHGLgoQf/n689K0Z9lDqKv+CPnLQtuRJ+oIN6TIv05dunPJBvxvmUgrFp+WdGLePe+i3jXP6w/F59+TwpwBtG/ZiC+zwcR/dC7eluN1dNl6XU7q2na25qmefU6LgLyNE37s37NXyO+60EZjsJ/EuKl9nMSuFDTtK9qmrbbf1LTtPf8Daaq6gzEh/mKpmkeVVV/gPiIdiCE30OITtDPGP1vtyAa/5sITTtTVdWtemd1pz+PbmXI0zTtd4gPtA4xOv0AYWparHeI30KMwPzbMk4CdgbV+4x+Lx/VNO3RoHtp0DTtBj1dBsK0dZemaa8hOoddejvUI4SN3yR0AcJcf4v+90v5/+2deZCW1ZXGf6gIQpAgxlLWZMQ6gIAatJsEVFQWJUokM4oMgZAMEWNiJk7aiBgcJgzCjEaEFGNwYVodyUjMAIKRzS0gYUpcWKQ5KkKzb7FYGwXE+eM5r+9r21omhZkq+j5VXej33fve7ZznLPd+75XCL0Tk3wwJ7i53H4q2A+ojAQNlMyaQR2LjkLfc0swMOWL1kDOSzfMFwF53H+TuMxApXwJMcPdfRbkS5N1PdPcXzez7MVeNkMPQD0XUBxHhlgPzge9FnyzWaJ+ZzYv1ORV4NvrQA0U7U5BT8zwiqhYoLVpqZuORDOxCxnFzQS6WIoNehoxiCSKQ9e4+t1DuBOQoHTCzWUihd6DswmhkQEZHGyegbYgKRHpVKOW/18wqECHuAVbE8ytiDUYjWVuEoqN9yKnoFWu9CxmDM2L+Mlk+EOPtiJzLgwDu/icUzd0ez+qISHtS/Dsy1nQeeZZoefTlQURyj8bnzZCR2I3kqUs8czIiyFKUlQGRa3PyNOwTyPD8HOnY9dH/NeR6dx751lB3JJ8Do805Ue77yPAdif6+hCJzUPbtYNQZi+SmH5K1tvF9X6RPGxEZH4+MTmk8bwIygqUoy7QURZstkWyvBW6IbZWbyDMsGU+UIvlajJz386PfTYFNUW4lMqw7gTpm9jrighOjTxciZ+b2mMM2FDKDaGukG3DYzLaZ2QEUWTZBnLUQ8V9TlEHZhranVsd4m4VO90IO0wnkWyonuftvEX9sjfU9DngheGlB8F8jlGWcGRx7D9IbR3oxFlgSz9yBuOlZpNsefRuAdHpRzFNnInAxs+/EHAyNMd+IeO9rMaZJyKg64t7MsLcg5+LZKDD6F5R52IkyHcPJObsJckhGIqdiB5KtX0bZi5EDcDjGUxGfNUdO0dDowxok86cgWc3swq3IWVuAZCvLppwUzz3VzC40s/ooU3IiNdg7PgOOReNfp4bPjnxSYTM7GxmOsvCocfd/RkalFO3dPFOsE177YHff7+470Z72l5FR+TYiuRLy/aVhKILphAxUa0TG76PUVDkyQHMQiWd7jX/uWJoj5Xw8DD9IGc+LZ/V29/8sjONtd+/n7tujzXJEer0RWW9GnvHwqHI9EtiDZnY6MvYdENG8ihRuODIMy5BjcyD6ls3z5OhT9tk5wH3Z3JvZJTEHM9z9sWh3MVLKl5AxaIUU5JfAGhf6oTWbhbz9tigF3B4p3OHo223IgSmLsYxDhL8Pkc0Polx3tH/+AaEnBbn4ErGfGJ+9GJ9l6bb7kSHeRmwzuftVKGKog/bBW7n7NxHR1wMui7W4hXyfvn2sRR/y7M1vo83JSNFvjTG0RY7eAWQ4n4/vRiBjXx94r5osNwI2FD8zs6GxnkuRDLyDIo8N7j4OOagbkYN4KpJnkEFY5+6lyDBlJN4QGaWRMcez4vktkcP0rpn9gPxcwU8QCf4DckImoojsOUTYTxb0biHQKNNFpBuPoxT1YKST0+LvC1FuRGF+xwL/4+5PRd/eBPa7+5nuvsPd30A6+ad49gDkvL4DfCPa+A5ySB9CTmxdpN+nxzN7xfcfIB54N9Y744m2MUcZd7wSn7WLz8qi7s5Y/x4xT41jTa9AW0WXIv1rhAzNe8iAlSIDeQpK6feJdTsj+tYD6epo5IRch+SoA9K77bEeT6KMy9PIYaoTz7uHHEdijBv5KP4x2n+owEstY+62It5pVVivD7kJOSV3I8OXcdNupNMNyblpBFrL9wrc9Ey0sQTJ3260xh7r0AjJecbFtyE9a43k6Ei0/b2Yj+UxlxmPZw7eZsRHvWMcJdGnUTFXraINR45aO7RuDZGM/CGeNwrJUVWM90aUiToJZepuj+/nxrqspGZ78Ik2oohj0fhvIk/ngSZ9c00FzawrEpDh7v6wmbU1s3MB3L0qin3VzF5DKbS+ZjbezLrFOYAM2SGgBUEaB1CUVGJmJyLP70kkHM+4+3Z3fw8J/WVIaDu5e3e08FlkXn0sp33KWNoiI7QP+FV46l3j6yxd3iLG0hToaGZzYs+2OI4qYIm7r43PZpML89XICwUJ8Up3z+6O/g0iv8PIOx6CIrJKFFE9gxR1JYqis7l/GwkzZjYAebyPu/vfxhhuKNS9E0Uw56NoAaBljGNEodwLSLa/gJy6ckQqvVFa+A53f5j8+ufyqPdPUWavu5/n7l2QEa2LoqlMLlagPb1zow9HkCG6yMyujnUoR8TYK6IS3H0vSvGdQy5Xk5CDdaeZ/bTQxhJErqvcfa2774u+dI42rwQeQfvgG9x9TRjAR5AxaBPrWQ+RTSMUNWSy3BNFSr3is3PjbyQyEFuRETkVRULfKtRtjYj4NCT3Y6Odm8xsfZTpG3P5AfmB0dbIePZC5Nw+yo1BRHh/lGsTdVu4e6m7X4AMyiHkLGdoDFCDLp5mZj8ml4elwDmmQ7HFNdwH9CuMqwPw92ZWVu15dVTtQ91eCXzFzHqT63YdpB9vFvS7EunDo+7eETmuJ6G0f/FZ7xPcgWRpEZLdl5GzVI5k6YvA61F3H5KlxlF/Psr4NED6sbbQRnaOodLdXw45mRHPWxBz/V/IuNUFlrn7qiizDxnl0ujb0yhq3Ya49cmYpzOQzFyMHBVibToiefq1u48Onb44ys1AW0PdUEbkapSFOT90un+1+a1C6fILkAM9jZxjz0QODEivX495mIki9Utijju6+9fI5alpNS7eHsFQtg59kC5OR5zzI3Sm4K3COk9Esn0o5mcGishvBLYVys1C3LvT3ecX6rZBstoDOVhZX3a7+9wo9wvEB0+4ewN3PznWYQ+f0d5VxzF3pW9Ev4uQwdqPvNfrXftAmNk65Dm/j7zs/u7+bHzXBxFdN0Ras4EprtP0Q4Du7j7EzK5Ei/F1Yp8bLeItyJvfiwRgBvKq73Wdos6igK5IkO+LdrIDLA1Ruq1JfLYVeaqXICVdB0yKNBtm9i4ysk8hYR+BzgJ0R+QxGxnBi1A61d19nJltjWddH3U7oci9EinUbdH+wvhbh1JQryEy645IbC5SxP+NeoaMUl9ERvOQ8t2NPPDfRJ9mIkXtj/Y8R8VYX0cHeEbE+HpEG1dnaxHlhpIflhuFjMccFME/HW13Rt79V919g5k9gs5+7Hf3L8Xzs3m91t1/Fw5Erxh7dtJ9A/ke/XnIWcki3xZIVuYh0n0BpXaHISWeHf3tj6KEXSgN/GasdTdEVNNiHa5FUcJetAf8x2i3XfQjS1d2QIS+Cin6AEQg22IOt6D9xfbxzDHIsRkRfTsr/vsBd78r5mIRwsXx7Okxzu7o7EAFktFLUXS+xN1viLplsQ5fiXJZRgi0T39hzN2P4vvBKJq+FenCzSi6vCjm/rsoUjTkZOwozMdliOgPInmdHPW+jiKr/Yg8xyBZXBzrtwylv89AWYpKpJ9nR90hyLl8qlCuAVrvKSgT0RrJxHokb+fEOC6PNlYiGWyBDMGGmIMNSB5nIn35Yvy7MtZ0YfSjC7nhWIJk6Yco2puB5OYmtNYbkSy9hWS1C3KMpiEHMCu3NdpfEfN0bsz1mvj89BhnK+RcnhV9L0HO2PFIJq5ATt6h+HwdysacHf2YHfWvQhwxCjkvbyIjlh1i7oD0pTLmfUqs2wK0TfXzqPvjKLc2+j0r/u5ATkyJmf1HzP/zaMu2XrTRLvpW6e6lodc9kay1RJmwLTG2TYgHByHZboiydZNivTfHmt4V/bov5uwbSMbfQBnJkxGnd0WZpRXRhz6IXyuQvh5C+twN6dkfyX8J0irW8l607XElkpNliNPaRdk2KIuxHnFqN2CYa4v0AeCNTK8/Dcdc5O/um1B65DlkrKZmhr8aylDa7B4zey28/1bopy2vIsFd7O7/XUMbsxFJZOWmuPtDyLAvQotciQ7B/A2RBnP3eWixXib3sm9GEfJyJAwTicNLrgNBQ+L75khhn6hhLEORsJQh4fk9Iv2x5Cfuq1CavDiO5VHmxXj+KtfPIochRWuOiGpscRxRtwJFic9Fm50Q0RyKPu5BxH1VjOcBRMydo2/1UTRzPooMH0LyeHMctDoQdQ6hgzxVSBlKC3UfjPq3RblpKFIpibndC7wRTlLv6HqDwnqPJA4wRns/i3HPRaTwDjqs2BelAV8hTx1+i1xWOiOjmxnnX0e5Togk5yOi3R1lehbq3g/scfdBiADXI3JaHVsFT8Sz9yDjfh+SsVOQfA6J9X0rnn84+jYKGZAx6FDdVBRVjSc/VDeRj6MvMtR/Rx7B/xsiyNnx2cnIcH8EEbkOQ85BP+ScXYHWcQwyqD9FBHYw1gzXAckhaP1GIwPUF8n9KkTwK9E2wFMx1o3APHf/CbkuNkOy0jzanokch6bICVga/78FHUwdVKg7CkXtg6LcdqTDv3f3H5IbrB2IjAdEnzqQc8BAROZbUPRbgWQqy5B0QTI3PvqzHxmXa8i5owSt86aY1glRLjsvMZXcydmFHI+sbjnStTIUUXu0uwHJ3KQYW1XM/+VRrknM8zLyn5atQ47Yu8hRfIz4+WXIUosYQ7ZGq5GhLqb8h8bcn1bQuWuRHLWP9jJeqs4vywvlVqGfRE5CzsJZZrYa6cDYmLO9hboV0a+2ZrYcccQ1SB7WR9lKZNAbIP28Dun3pFjPbyJdno345tbo6zVIP6cW+t8EGeCM2+dEV66Nz7JfOByPnIPJyGHJzt10R9mNk5EjURfJ16NIh6uQ4b8U8VB21uA15OQNBMbH2aCG1KzXH8MxF/knJCQkJCQkfDqOucg/ISEhISEh4dORjH9CQkJCQkItQzL+CQkJCQkJtQzJ+CckJCQkJNQyJOOfkJCQkJBQy5CMf0JCwifCzH5hZoP/zDplZlb+OXUpISHhKOCYvNI3ISHh6MDd7/j/7kNCQsLRRzL+CQm1GGb2KnCL6wKW69CLYpq4LiN6AL3s5N/d/e54WdI48utxJ7j7vWZWF71YpCd6Oc424m53M2uBXkz0ZfTymIfd/S4zm45uLHzQzLqgl+Oc6e5vm9nt6Erdn/215iEhobYhpf0TEmo3ppNfY3s5envZhWZ2HHqF6SuFsvXQe8m7ojcAjovbxW5Er0RtjxyAVoU6j6GbKTuit5t9O5yM6u1uRe82BzkcNb3JMiEh4SghGf+EhNqN6egVvKB38N+DDHgpep301mrlZ8a/ryBnILuRbqq7H4xLYx4DMLOGyOBPAnD33SizcAV6jXJ3MzsBvXr5X4GeZtYMvar6paM90ISEhBzJ+Cck1GK4+wrgRDPri96ZPwtdbpS9W786DkS94rXTH/DR66ezWymP4+PXUh8H1I33+b+K7n5ojC6juQhd4jS98PyEhITPAcn4JyQkTEeX98xz99XIGA+kZuNfE+YAg82sfmwD9IcPrzBegm6mw8waoxv95hfavRNdc70XXUQznJTyT0j43JGMf0JCwnR0A2NmlOcDW9x9wydX+Qgmo9viVqJrjdcWvhsIXGZmK9Ctlb9DqX/QNbVWaHcuutFs8V80ioSEhM+MdKtfQkJCQkJCLUOK/BMSEhISEmoZkvFPSEhISEioZUjGPyEhISEhoZYhGf+EhISEhIRahmT8ExISEhISahmS8U9ISEhISKhlSMY/ISEhISGhluH/ADsHxcVW7Vk6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for r in lrdf.sort_values('slope', ascending=True).head(10).itertuples():\n",
" print(r.d1, r.d2)\n",
" plot_pair(r.d1, r.d2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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