diff --git a/figure_7/figure_7.ipynb b/figure_7/figure_7.ipynb index 29d9ba5b..0bad399b 100644 --- a/figure_7/figure_7.ipynb +++ b/figure_7/figure_7.ipynb @@ -3,7 +3,6 @@ { "cell_type": "code", "execution_count": 1, - "id": "955392b1", "metadata": {}, "outputs": [], "source": [ @@ -21,7 +20,6 @@ { "cell_type": "code", "execution_count": 2, - "id": "28b395b2", "metadata": {}, "outputs": [], "source": [ @@ -31,7 +29,6 @@ { "cell_type": "code", "execution_count": 3, - "id": "92c38cf8", "metadata": {}, "outputs": [], "source": [ @@ -94,7 +91,6 @@ { "cell_type": "code", "execution_count": 4, - "id": "f3bb92de-1280-4a5d-ac4b-f6190b0372ac", "metadata": {}, "outputs": [ { @@ -448,7 +444,6 @@ { "cell_type": "code", "execution_count": 5, - "id": "763fed0f-718e-44d1-9207-dc1a6f6615e5", "metadata": {}, "outputs": [ { @@ -507,7 +502,6 @@ { "cell_type": "code", "execution_count": 6, - "id": "5f3eb3a4-1bbc-4148-952b-67d0efd1ab1b", "metadata": {}, "outputs": [ { @@ -595,7 +589,6 @@ { "cell_type": "code", "execution_count": null, - "id": "7e5fc71b", "metadata": {}, "outputs": [], "source": [] @@ -603,7 +596,6 @@ { "cell_type": "code", "execution_count": null, - "id": "dc93b788", "metadata": {}, "outputs": [], "source": [] @@ -611,7 +603,6 @@ { "cell_type": "code", "execution_count": null, - "id": "2429da19", "metadata": {}, "outputs": [], "source": [] @@ -619,9 +610,9 @@ ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": "Python 3", "language": "python", - "name": "venv" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -633,7 +624,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.8.3" } }, "nbformat": 4, diff --git a/figure_8/b_figure8cd.json b/figure_8/b_figure8cd.json new file mode 100644 index 00000000..d5e6e905 --- /dev/null +++ b/figure_8/b_figure8cd.json @@ -0,0 +1 @@ +{"rscpu": {"-1": [1, 1589, 758, 588, 728, 588, 575, 654, 635, 586, 610, 609, 561, 513, 550, 498, 489, 479, 488, 387, 384, 446, 456, 351, 364, 290, 277, 244, 283, 269, 221, 199, 195, 171, 125, 150, 99, 82, 108, 80, 2399263], "4": [1270, 168, 121, 104, 155, 195, 248, 292, 342, 375, 516, 535, 656, 670, 691, 918, 1042, 1162, 1382, 1401, 1589, 1837, 1981, 2112, 2413, 2749, 2817, 3072, 3549, 3783, 3886, 3970, 4248, 4153, 4481, 4750, 4632, 5291, 5371, 5073, 363295020], "5": [7, 21, 19, 30, 31, 34, 41, 55, 42, 111, 106, 118, 121, 130, 118, 187, 212, 309, 257, 297, 474, 474, 536, 479, 450, 535, 638, 656, 675, 799, 778, 906, 1010, 1135, 938, 929, 965, 921, 961, 1193, 47913700], "6": [1338, 7828, 11869, 10220, 10538, 10419, 9972, 10461, 10270, 9880, 10174, 9913, 9457, 9380, 9238, 9035, 8684, 8922, 8532, 8009, 7808, 7572, 7649, 7102, 6469, 6453, 6003, 5505, 4989, 4607, 4090, 3652, 3389, 2871, 2592, 2414, 2320, 1992, 1572, 1528, 245313998], "7": [8, 342, 387, 341, 465, 582, 824, 848, 1070, 1121, 1360, 1699, 1861, 2128, 2430, 2620, 3133, 3731, 4226, 4858, 5137, 5791, 6589, 7309, 7961, 8898, 9402, 10242, 11158, 12028, 12628, 13363, 13814, 13997, 14740, 15340, 15646, 16334, 16602, 17244, 764925412], "8": [0, 354, 506, 661, 934, 727, 708, 989, 802, 815, 858, 758, 754, 692, 748, 753, 761, 720, 687, 752, 698, 620, 578, 599, 629, 520, 534, 550, 452, 572, 514, 514, 520, 551, 534, 500, 471, 474, 500, 489, 1939764]}, "rsram": {"-1": [1, 1216, 763, 734, 643, 615, 714, 623, 683, 650, 606, 609, 660, 651, 556, 540, 527, 466, 478, 473, 451, 376, 390, 394, 375, 322, 273, 276, 239, 197, 190, 197, 132, 135, 143, 100, 81, 67, 68, 54, 2399275], "4": [1270, 138, 117, 133, 197, 229, 269, 306, 383, 393, 441, 510, 607, 640, 897, 998, 1206, 1330, 1588, 1700, 2007, 2064, 2424, 2510, 2801, 3010, 3189, 3551, 3717, 3902, 4158, 4504, 4581, 4750, 4927, 5279, 5096, 5433, 5491, 5624, 363286650], "5": [7, 7, 18, 23, 42, 29, 35, 58, 57, 85, 100, 109, 106, 128, 147, 230, 263, 268, 311, 430, 308, 466, 500, 556, 560, 712, 685, 712, 782, 758, 977, 885, 961, 951, 990, 875, 1104, 1144, 1066, 1006, 47912947], "6": [1338, 9361, 11671, 11214, 11355, 10606, 11082, 11083, 10695, 10780, 10563, 10300, 10191, 9950, 9946, 9595, 9152, 8876, 8657, 8415, 7828, 7270, 7156, 6591, 6261, 5610, 5248, 4789, 4434, 3935, 3703, 3325, 2978, 2677, 2370, 1947, 1711, 1573, 1432, 1498, 245311548], "7": [8, 199, 405, 477, 550, 743, 765, 942, 1033, 1262, 1518, 1640, 1784, 2043, 2668, 3017, 3596, 4077, 4631, 5200, 5762, 6370, 6998, 7855, 8276, 9041, 10296, 10658, 11824, 12370, 13078, 13916, 14347, 15258, 15695, 16124, 16449, 16509, 16690, 17480, 764912115], "8": [0, 418, 534, 678, 920, 811, 1016, 876, 876, 770, 918, 912, 795, 876, 753, 756, 773, 768, 868, 793, 712, 765, 656, 672, 745, 748, 689, 656, 713, 578, 574, 541, 565, 612, 589, 685, 601, 572, 595, 561, 1936622]}} \ No newline at end of file diff --git a/figure_8/e_figure8cd.json b/figure_8/e_figure8cd.json new file mode 100644 index 00000000..0de6d306 --- /dev/null +++ b/figure_8/e_figure8cd.json @@ -0,0 +1 @@ +{"rscpu": {"-1": [28, 120, 122, 142, 226, 134, 243, 234, 517, 327, 316, 303, 270, 293, 300, 290, 369, 281, 336, 271, 289, 269, 218, 245, 197, 171, 169, 132, 140, 133, 113, 119, 97, 92, 76, 87, 73, 62, 52, 41, 1553891], "4": [12, 8431, 6288, 5220, 4670, 4138, 3967, 4013, 3949, 3460, 3457, 3328, 3030, 2896, 2529, 2236, 2026, 2105, 1909, 1629, 1822, 1711, 1680, 1511, 1458, 1547, 1521, 1713, 1823, 1751, 1875, 1921, 1827, 2038, 2124, 2188, 2585, 2666, 2654, 2730, 114078985], "5": [0, 492, 250, 223, 697, 212, 182, 219, 207, 363, 391, 1589, 771, 789, 512, 475, 427, 664, 311, 383, 241, 505, 252, 395, 201, 253, 187, 214, 231, 265, 206, 324, 232, 272, 234, 291, 221, 310, 448, 301, 22556227], "6": [850, 242, 196, 288, 425, 461, 488, 638, 772, 903, 1169, 1438, 1623, 1924, 2190, 2492, 2853, 3107, 3408, 3667, 4014, 4312, 4628, 4646, 4854, 4966, 4929, 4947, 5028, 4970, 4624, 4479, 4503, 4278, 4509, 4224, 4148, 3751, 3817, 3567, 106504819], "7": [248, 19742, 18230, 15799, 14287, 13014, 12984, 12239, 12132, 11305, 11178, 10750, 10088, 9421, 8680, 8006, 7702, 7107, 6488, 6152, 6135, 6253, 5494, 5293, 5361, 5195, 5335, 5299, 5535, 5422, 6164, 5861, 5905, 6213, 6295, 6800, 7104, 7218, 7768, 7717, 1236297557], "8": [0, 129, 95, 71, 87, 58, 99, 73, 107, 82, 90, 63, 54, 75, 65, 84, 63, 58, 57, 87, 116, 97, 93, 105, 82, 94, 94, 139, 139, 129, 153, 124, 158, 158, 145, 177, 159, 135, 173, 161, 766255]}, "rsram": {"-1": [28, 76, 172, 265, 276, 349, 398, 346, 417, 518, 437, 388, 355, 365, 372, 332, 543, 478, 280, 266, 245, 181, 181, 174, 138, 122, 113, 108, 130, 104, 73, 76, 64, 42, 45, 22, 36, 32, 66, 55, 1553120], "4": [12, 14749, 9913, 8118, 6966, 5888, 4971, 4434, 4204, 3517, 3474, 3216, 2892, 2412, 2551, 2600, 2602, 2782, 2970, 3359, 3574, 3617, 4191, 4315, 4483, 5005, 5338, 5374, 5758, 6116, 6244, 6406, 6339, 6510, 6678, 7040, 6846, 6945, 7325, 7683, 113980006], "5": [0, 673, 581, 1129, 862, 658, 720, 694, 624, 557, 332, 1797, 754, 633, 261, 224, 630, 861, 275, 482, 402, 341, 536, 377, 781, 432, 572, 612, 655, 682, 689, 639, 688, 722, 711, 820, 778, 852, 826, 1101, 22545004], "6": [850, 385, 864, 1452, 2536, 3296, 4130, 4575, 5094, 5560, 6011, 6278, 6875, 6818, 7011, 6645, 6423, 6503, 6319, 6034, 5913, 5710, 5647, 5290, 4987, 4794, 4702, 4561, 4418, 4395, 4465, 4603, 4603, 4963, 5505, 6054, 6078, 6829, 7509, 7812, 106420650], "7": [248, 42559, 31361, 24332, 20638, 17888, 16137, 14619, 13812, 11715, 10929, 10386, 9122, 8231, 8131, 8265, 7970, 8902, 8679, 9254, 9900, 10910, 12111, 13187, 14254, 15324, 16814, 18306, 21013, 22564, 25349, 26867, 31889, 35047, 38648, 43255, 45866, 50023, 54492, 59068, 1235787411], "8": [0, 167, 167, 126, 105, 136, 126, 137, 147, 121, 150, 172, 221, 187, 217, 155, 179, 198, 185, 213, 208, 233, 197, 237, 240, 268, 219, 188, 250, 266, 235, 217, 201, 199, 196, 219, 135, 211, 155, 196, 763004]}} \ No newline at end of file diff --git a/figure_8/f_figure8cd.json b/figure_8/f_figure8cd.json new file mode 100644 index 00000000..dd8e3c47 --- /dev/null +++ b/figure_8/f_figure8cd.json @@ -0,0 +1 @@ +{"rscpu": {"-1": [1, 264, 86, 109, 102, 98, 97, 117, 88, 83, 101, 120, 130, 99, 115, 134, 105, 142, 112, 108, 124, 131, 145, 143, 127, 149, 146, 131, 152, 151, 156, 160, 145, 185, 183, 184, 181, 203, 205, 185, 2093878], "4": [722, 3233, 2451, 2497, 2343, 2500, 2473, 2529, 2630, 2695, 2700, 2705, 2876, 2856, 2856, 2947, 2922, 2968, 3052, 3125, 3197, 3220, 3328, 3518, 3474, 3529, 3483, 3738, 3750, 3826, 3980, 3999, 4065, 4180, 4311, 4545, 4614, 5038, 5014, 5158, 51086922], "5": [27, 1205, 999, 900, 789, 932, 895, 898, 918, 1004, 985, 950, 1018, 994, 983, 1018, 1016, 1036, 1184, 1162, 1122, 1219, 1212, 1227, 1313, 1337, 1257, 1299, 1377, 1423, 1430, 1400, 1461, 1497, 1491, 1616, 1677, 1666, 1723, 1876, 15174658], "6": [864, 2201, 2469, 2468, 2485, 2602, 2674, 2742, 2740, 2700, 2761, 2918, 2863, 2939, 2918, 2980, 3067, 3059, 3131, 3095, 3222, 3331, 3415, 3480, 3580, 3614, 3561, 3757, 3880, 4007, 4087, 4196, 4221, 4608, 4739, 5114, 5057, 5359, 5562, 5872, 139097796], "7": [197, 13654, 11917, 10846, 11427, 10476, 10440, 10434, 10788, 10753, 10804, 11251, 11300, 11719, 11801, 11927, 12305, 12370, 12757, 13324, 13361, 13693, 14193, 14602, 15482, 15463, 15747, 16340, 17437, 17703, 18126, 18399, 18868, 18937, 20203, 20954, 21364, 21920, 22986, 24094, 989539923], "8": [0, 196, 168, 179, 189, 182, 173, 192, 175, 189, 167, 185, 217, 246, 220, 206, 196, 224, 232, 255, 205, 228, 221, 227, 237, 220, 251, 229, 259, 263, 318, 243, 314, 271, 281, 282, 301, 260, 360, 344, 2570063]}, "rsram": {"-1": [1, 150, 199, 129, 107, 123, 130, 130, 104, 97, 122, 128, 126, 146, 120, 132, 143, 121, 137, 155, 150, 136, 153, 147, 183, 166, 177, 182, 181, 197, 193, 185, 219, 226, 204, 208, 240, 238, 243, 234, 2092913], "4": [722, 3925, 3051, 2820, 3122, 2985, 2966, 3088, 3229, 3199, 3187, 3319, 3245, 3489, 3460, 3640, 3675, 3645, 3790, 3905, 4048, 3980, 4223, 4223, 4316, 4457, 4480, 4595, 4830, 4906, 5057, 5402, 5385, 5553, 5768, 5971, 6122, 6261, 6462, 6737, 51052731], "5": [27, 1735, 1184, 1035, 1078, 1034, 992, 1113, 1161, 1094, 1129, 1196, 1173, 1202, 1277, 1274, 1249, 1258, 1283, 1374, 1342, 1302, 1409, 1374, 1434, 1461, 1530, 1559, 1527, 1661, 1684, 1826, 1762, 1861, 1967, 1940, 1984, 2071, 2085, 2226, 15165321], "6": [864, 2605, 2782, 2979, 3165, 3020, 3030, 3183, 3279, 3447, 3462, 3488, 3479, 3574, 3585, 3647, 3794, 3732, 3831, 3856, 4033, 4067, 4362, 4339, 4401, 4803, 4673, 4940, 4903, 5091, 5492, 5708, 5582, 5855, 6310, 6613, 6747, 7192, 7508, 8107, 139060606], "7": [197, 17108, 13348, 12659, 12246, 12287, 12170, 12747, 12913, 13086, 13383, 13713, 13938, 14458, 14317, 15294, 15470, 15866, 15914, 16717, 16762, 17137, 18344, 17902, 18425, 18775, 19573, 20327, 20740, 21072, 21756, 22646, 23208, 23690, 24963, 26587, 28028, 28199, 29783, 32202, 989402335], "8": [0, 268, 205, 178, 189, 189, 178, 183, 190, 240, 250, 233, 231, 259, 213, 248, 257, 224, 269, 223, 255, 277, 240, 254, 302, 285, 243, 268, 305, 330, 281, 302, 314, 322, 374, 392, 362, 383, 395, 463, 2568594]}} \ No newline at end of file diff --git a/figure_8/figure_8.ipynb b/figure_8/figure_8.ipynb index 1ca171c2..a530b57f 100644 --- a/figure_8/figure_8.ipynb +++ b/figure_8/figure_8.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -13,21 +13,23 @@ "import seaborn as sns\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", - "import numpy as np" + "import math\n", + "import numpy as np\n", + "import itertools" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_8/\"" + "DIR = \"/Users/maggicl/git/bachelorThesis/figure_8/\"" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +38,7 @@ " with open(DIR + cluster + \"_figure8\" + filetype + \".json\", \"r\") as f:\n", " jsondata = json.loads(f.read())\n", " \n", - " terms = [\"-1\",\"4\",\"5\",\"6\",\"7\",\"8\"]\n", + " terms = [\"4\",\"5\",\"6\",\"7\"]\n", " intervals = range(0, 41)\n", " \n", " cd_measures = [0, 0.2, 0.4, 0.6, 0.8, 1]\n", @@ -57,7 +59,7 @@ " for i in intervals:\n", " dfd[\"term\"].append(int(t))\n", " dfd[\"measure\"].append(m)\n", - " dfd[\"interval\"].append(i / 40)\n", + " dfd[\"interval\"].append(i/40)\n", " dfd[\"count\"].append(jsondata[t][m][i])\n", " if read_cd:\n", " for m in [\"rscpu\", \"rsram\"]:\n", @@ -68,7 +70,7 @@ " dfd[\"measure\"].append(m)\n", " dfd[\"interval\"].append(mi)\n", " if len(jsondata[m][t]) == 41 and i != 0:\n", - " dfd[\"count\"].append([sum(jsondata[m][t][k]) for k in range(i, i+8)])\n", + " dfd[\"count\"].append(sum([jsondata[m][t][k] for k in range(i, i+8)]))\n", " else:\n", " dfd[\"count\"].append(jsondata[m][t][i])\n", "\n", @@ -77,53 +79,83 @@ "dfs = {}\n", "\n", "dfs[\"a\"] = pd.concat([read_json(\"a\", \"abef\", True, False, True), read_json(\"a\", \"\", False, True, False)])\n", + "dft = dfs[\"a\"]\n", "for c in \"bcd\":\n", " dfs[c] = read_json(c, \"abef\", True, False, True)\n", + " dft = pd.concat([dft, dfs[c]])\n", "for c in \"efgh\":\n", - " dfs[c] = read_json(c, \"ab\", True, False, False) " + " dfs[c] = read_json(c, \"ab\", True, False, False) \n", + " dft = pd.concat([dft, dfs[c]])\n", + "for c in \"bef\":\n", + " dfs[c] = pd.concat([dfs[c], read_json(c, \"cd\", False, True, False)])\n", + " dft = pd.concat([dft, dfs[c]])" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ - "def categorical_plot(df, key, title, sorted_xs = None):\n", - " if sorted_xs == None:\n", - " xs = set()\n", - " lines = []\n", - " for t in [4,5,6,7,8]:\n", - " xs = xs.union(np.array(df[df.term == t][key]).reshape(-1))\n", - " xs = [str(x) for x in sorted(xs)]\n", + "USICOST = 124000000\n", + "\n", + "def chibordo_label(low, high):\n", + " if low == 0:\n", + " return \"<\" + str(high)\n", + " elif high == USICOST:\n", + " return \">=\" + str(low)\n", " else:\n", - " xs = sorted_xs\n", - " \n", - " plt.figure(figsize=(25,8))\n", + " return \"[\" + str(low) + \",\" + str(high) + \")\"\n", + "\n", + "def chibordo(array, x):\n", + " for interval in array:\n", + " if x >= interval[0] and x < interval[1]: \n", + " return chibordo_label(interval[0], interval[1])\n", + "\n", + "def categorical_plot(df, key, title, a, xlabel, cluster, measure):\n", + " df = df[df[\"interval\"] >= 0]\n", + " #df[\"oldinterval\"] = df[\"interval\"]\n", + " df[\"interval\"] = df[\"interval\"].apply(lambda x: chibordo(a, x))\n", + " df = df.groupby([\"term\",\"interval\"]).sum().reset_index()\n", + " totals = df.groupby(\"interval\").sum().reset_index()[[\"interval\", \"count\"]]\n", + " totals = totals.set_index(\"interval\")\n", + " df = df.join(totals, on=\"interval\", rsuffix=\"_total\")\n", + " df[\"count\"] /= df[\"count_total\"].apply(lambda x: 1 if x == 0 else x)\n", + " del df[\"count_total\"]\n", + " if cluster != \"2011\":\n", + " print(df)\n", + " \n", + " xs = [chibordo_label(ea[0], ea[1]) for ea in a]\n", + "\n", + " plt.figure(figsize=(5,4))\n", " ax = plt.gca()\n", " lines = []\n", - " for t in [4,5,6,7,8]:\n", + " for t in [4,5,6,7]:\n", " ys = []\n", " for x in xs:\n", - " partsum = df[(df.term != -1) & (df[key] == float(x))][\"count\"].sum().astype(int)\n", - " y = df[(df.term == t) & (df[key] == float(x))][\"count\"]\n", - " ys.append((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any() else 0)\n", + " y = df[(df.term == t) & (df[key] == x)][\"count\"]\n", + " ys.append(y.values[0] * 100)\n", " lines.append(ax.plot(xs,ys, marker='.')[0])\n", "\n", " plt.xticks(xs)\n", - " plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\", \"LOST\"],\n", - " bbox_to_anchor=(1,1))\n", + " plt.ylabel(\"Event rate [%]\")\n", + " plt.xlabel(xlabel + \" \" + (\"[NCU]\" if \"CPU\" in xlabel else \"[NMU]\"))\n", + " plt.ylim([-3,103])\n", + " lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"],\n", + " bbox_to_anchor=(1,1), loc=\"upper left\")\n", " plt.title(title)\n", + " plt.savefig('../report/figures/figure_8/%s-%s.pgf' % \n", + " (measure.replace(\"_\", \"\"), cluster), bbox_extra_artists=(lgd,), bbox_inches='tight')\n", " plt.show()" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ - "def prepare_plot(cluster, measure):\n", + "def prepare_plot(cluster, measure,a,df=None):\n", " titles = {\n", " \"rscpu\": \"CPU reservation w.r.t. event rate\",\n", " \"rsram\": \"Memory reservation w.r.t. event rate\",\n", @@ -133,25 +165,57 @@ " \"uram\": \"Memory utilization w.r.t. event rate\",\n", " }\n", " \n", - " df = dfs[cluster]\n", + " if cluster == \"2011\":\n", + " df = df\n", + " title = \"2011 data\"\n", + " elif cluster == \"all\":\n", + " df = dft\n", + " title = \"2019 data\"\n", + " else:\n", + " df = dfs[cluster]\n", + " title = \"Cluster \" + cluster.upper()\n", " df = df[df.measure == measure]\n", " del df[\"measure\"]\n", " df = df.sort_values([\"term\", \"interval\"])\n", " \n", " \n", - " categorical_plot(df, \"interval\", titles[measure] + \" (cluster \" + cluster + \")\")" + "\n", + " categorical_plot(df, \"interval\", title, a, titles[measure].split(\" w.r.t\")[0], cluster, measure)" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 42, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.034869\n", + "2 4 [0.025,0.05) 0.095347\n", + "3 4 [0.05,0.075) 0.097564\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.028772\n", + "6 5 [0.025,0.05) 0.051307\n", + "7 5 [0.05,0.075) 0.033664\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.030855\n", + "10 6 [0.025,0.05) 0.175568\n", + "11 6 [0.05,0.075) 0.016885\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.905504\n", + "14 7 [0.025,0.05) 0.677778\n", + "15 7 [0.05,0.075) 0.851887\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -159,11 +223,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.119310\n", + "2 4 [0.025,0.05) 0.096360\n", + "3 4 [0.05,0.075) 0.052641\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.021589\n", + "6 5 [0.025,0.05) 0.052500\n", + "7 5 [0.05,0.075) 0.005905\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.015289\n", + "10 6 [0.025,0.05) 0.154308\n", + "11 6 [0.05,0.075) 0.657504\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.843813\n", + "14 7 [0.025,0.05) 0.696833\n", + "15 7 [0.05,0.075) 0.283950\n" + ] + }, { "data": { - "image/png": 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\n", 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hjsJCdl97LfbMLDp88TmekZFOOa6ecr923G3K/X8Au5RSGUqpUuAz4GwgVETKa1JtgJSqdlZKvaaUSlJKJUU66T+SpmlNU9rMWRRv207r2bOdllg057AiuewF+omIvxjDOS4CNgFLgavNMsOBhRbEpmlaE5GzeDFHPv6YVrffTuA5Z1sdjlZJoycXpdQKjGawv4D1ZgyvAeOBMSKyHWgFvNnYsWma1jSU7NvHwclT8OvVi8hR91kdjlYFS0aLKaWmAFMqbd4J9LUgHE3TmhBVUkLKmLFgs9F67lzEy6VLwWv1pO/Q1zStSUl/9jmK1q8n7rnn8G6jB5W6Kz0rsqZpTUber7+S+dZbhP7reoL/759Wh6OdhE4umqY1CaVp6RwYPwGfU04hesIEq8OxhL+//9E7RD/88MOQhISE7lu3bvUeM2ZM68mTJ0cDDB06NOHtt98Oq7hffafNbwjdLKZpmttTZWUceOghHEVFxD3zNDYfn5p3asYWLlwYNG7cuPhvvvlmW+fOnZ16Z72z6OSiaZrbO/TqqxSsWEHszJn4dOhgdTi1lr/sj4D8P/4ICujfPzfgrP5OuVP/m2++CRw5cmTCl19+ua1bt25VTqnvDnRy0TTNrRX8+SeHXniR4MsvJ8Ti9VnKHZj4SHzxtm0nnXLfkZ9vK9m1yx+lOPzGG3i3b19gC6h+yn2fTp0KWs+ccdIJMUtKSuT6669P/P7777f07t27qL7xNwbd56JpmtuyZ2WR8uA4vOLbEDNliuXT6NeFIz/fk/LptZQyXjeQl5eXOv300/NeeeWViIYey9V0zUXTNLeklOLgwxMpy8yk3Qf/xSMwwOqQjqqphgFGk9i+u+7qrOx2m3h6OlrPmrWzoU1jIsKiRYt2nnvuuZ0nTJgQ88QTT6Q25HiupJOLpmluKevdd8n7+WeiJ07Er1ujDnRyioCz+ufHv/LKVmf3uQQFBTm+++67bWeffXaX6Oho++jRo91yMk2dXDRNczuFGzaS9uRcAgcMIOzmm6wOp94Czuqf76ykUlF0dHTZt99+u/X888/vEhUVVVr5/dGjR7ebMGFCPEBsbGzJhx9+uHPXrl0+0dHRPcrLzJo1a9+tt96a5ezYyunkommaWynLyydl7Bg8W7Uidob1yxW7k4KCgtXlzxMTE0tTUlLWA9x4443Z5ds//fTT3VXta7fb/3J5gBXo5KJpmttQSpE6dSql+/bTbsF8PMPCat5Jc0t6tJimaW4j+7PPyfnqKyLuHYl/UlLNO2huSycXTdPcQvGOHaROn47/mWcSceedVodTFYfD4dBtdCbzWlR7345OLlq9Faxebdw5vXp1zYU17SQcRUWkjB6Dzc+P1nPmIB4eVodUlQ0ZGRkhOsEYiSUjIyME2FBdGd3notVLwerV7Ll5GNjtiLc3bee/g3/v3jXvqGlVSJs9m+KtW4l/7VW8oqOsDqdKdrv936mpqW+kpqZ2R38xdwAb7Hb7v6sroJOLVi+5S5eC3Q4YizdlL1yok4tWLznffc+R/35A+K23EnjeeVaHU60+ffqkA1dYHUdT0dKzr1ZPRZs2GU9sNhAhe+EiCteutTYorckp2Z/CwUcfxbdHD6IeuN/qcDQn0slFq7OCVaso+N/vBA8eTOT99xP3wvN4Rkay97Z/6wSj1ZoqLeXA2LGgFHFPzUW8va0OSXMi3Sym1YkqKyN1+gw8Y2KInTIZm78xMaxft27sGTacvbf9m7ZvvoFfz54WR6q5u4x58yhcu5a4Z5/BOz7e6nA0J9M1F61Ojnz0EcWbNxM9/qGjiQXAKyaGdvPfwSM83KjBrFtnYZSau8v77X8cfv0NQq+9luBLLrE6HM0FdHLRas2elUXGs8/hf+aZBFXxgeAVG2skmLAw9t56m04wWpVK09M5MH48Pp06ET3xYavD0VzkpM1iIjKmFsfIV0q96qR4NDeW8exzlOXlEf3IxGrne/KKjaXdgvnHN5H16FFlWe1Ea9LXkJyWTFJ0Er2ielkdjtMph4MD48fjKCggbv472Hx9rQ5Jc5Gaai7jgEAg6CSPsa4MUHMPhRs3cuSjjwi78QZ8O3c+adnyBOMRGqqbyOpg2YFlDPtmGPP+msft39/OmvQ1VofkdIdfe52CP5YT/chEfDp1sjoczYVq6tB/Vyn12MkKiIj7rOCjuYRyOEh7fDoeYWFE3ntvrfYpbyLbM3yEUYN56038TjvNxZE2XWWOMmaumInCWLmwpKyE5LTkZlV7KfjrLzKef57ggQMJvfpqq8PRXOykNRel1EM1HaA2ZbSmLXvRIgrXrCFq7Fg8goNrvZ9X69ZGH0xIiNEHs369C6Ns2p7961n25OzBU4zvewpFr8he1gblRGVHjpAy9kG8Wrcm5rFpehr9FqBOHfoi0k9EvhWRn0XkSlcFpbmPstxc0uc+hW/PHoRcOaTO+3u1bm00kekEU60vd3zJOxvf4fpTruftS97m8g6Xo1AkpyVbHZpTKKU48Oij2A8dIu7pp/EIDLQ6JK0RnDS5iEhMpU1jgCuBgcBJm8u05uHQiy9RdvgwMY8+itjqN7jwxART7Vx3Lc66jHVMXTaVvjF9eajvQ/SK6sXMc2dyacKlvLbuNXYe2Wl1iA2W9f5/yPvxJ6LGjMHvtO5Wh6M1kpo+LV4RkckiUj6k4whwNUaCyXFlYJr1irdvJ/O99wi9emiD+0uObyK7VScYIL0gnQeWPkCkfyRPnf8UXjavo++N7zsefy9/piybgkNVO6u52yvavJn02bMJPP98wkcMtzocrRHV1OcyBFgNfCUiw4AHAB+gFTDExbFpFlJKkTpjBjZ/fyJHj3bKMb3i4owEExzM3ttadg2myF7E/UvuJ780n+cHPE+ob+hx77fya8VDZzzEmow1fLTlI2uCbCBHfj4po8fgERZG7BOzdD9LC1NjO4dS6kvg/4AQ4HNgq1JqnlIqw9XBadbJ/f4HCv5YTuSoUXiGhzvtuF5xcUYTWVCQkWA2bHTasZsKpRTT/pjGhsMbmHXuLDqFVT0k9/IOl9M/tj/PrHqG1PzURo6y4VIfe5ySvXtpPfdJvVxxC1RTn8sVIrIU+BZjUZjrgMEi8oGIdGyMALXG5ygsJG32E/h07kzY9dc5/fjHJZhbb21xCeadje/w1c6vuLfXvQxoO6DaciLC5P6TUSimL5+OUqoRo2yYI198QfbChUTcfTcBfftaHY5mgZpqLtOBS4FrgdlKqSNKqbHAJGBGfU8qIqEi8omI/C0im0Wkv4iEi8gPIrLN/Km/6ljk8OuvYz9wkJhJjyKerpnb1CsujrbzW16C+XX/rzyz6hn+2e6f3NHjjhrLtwlqw8heI/ll/y98t/u7Roiw4Yp37iL1scfxP+MMIu652+pwNIvUlFyygauAoUB6+Ual1Dal1PUNOO9zwLdKqS5AT2AzMAH4SSnVCfjJfK01spJ9+zj8xpsEDxqE/xlnuPRc3m0qJJjbbqNwY/NOMDuzdzL+1/F0Ce/C42c/Xus+iJu63kT3Vt2ZtXIWR4qOuDbIBnIUF5MyZgw2b29aP+m2yxVrjaCm5HIlRue9J3CDM04oIiHAecCbAEqpEqXUEWAwMN8sNh89YMASabOeAE9Poh4a1yjnO5pgAgKMYcrNNMFkF2czaskovD28ee7C5/D38q95J5OHzYOpZ00lpziHJ5OfdGGUDZc+50mK//6b2Fkz8YqpfCeD1pLUNFrskFLqeaXUK0opZw09bg9kAG+LyGoRecOcQiZaKXXQLJMKRDvpfFot5f36K3lLlhBx9114RTfe5fduE0fbBQuabYKxO+yM/3U8KXkpPHPBM8QGxtb5GKeEn8It3W9h0Y5FLDuwzAVRNlzujz+S9f77hA8fTtCFF1odjmaxmjr0/6rpALUpU4kncDrwslKqN5BPpSYwZfRcVtl7KSJ3iEiyiCRnZOgBa87iKCkhbcZMvNu1I3x449+P0JwTzDOrnuH3A78zqd8kTo8+vd7HubPnnSQEJ/DYH49RUFrgxAgbrvTAAQ488ii+3boRObY2k6lrzV1NzWJdRWTdSR7rgYg6nnM/sF8ptcJ8/QlGskkTkVgA82d6VTsrpV5TSiUppZIiIyPreGqtOpnz51OyZw/Rjz6CzaLlZptjglm4fSELNi3ghi43cFWnqxp0LB8PH6b0n0JKXgovrnnRSRE2nLLbSRn7INjtxD39lGX/fzT3UlNy6QJcfpLHZcBZdTmhUioV2Ccip5ibLgI2AYuA8q/Mw4GFdTmuVn+laWkcevkVAgcMIPDccy2NpTzB2AL82XvrbRRt2mRpPA2xNmMt0/6YxpmxZzLuDOf0YSXFJHFN52t4b/N7bDjkHjehZjz/AoWrVxMzbRre7dpZHY7mJsSKsfMi0gt4A/AGdgK3YCS6j4C2wB7gWqVU5smOk5SUpJKTm8fkflZKGfsguT/8QIevv3KbtcxL9u9nz7BhOPILaPf2W/ieeqrVIdVJan4q//r6X/h5+vGfgf854Q78hsgtyWXIF0MI9Q3lg8s+OG7amMaWv2wZe2/7NyFDr6L19OmWxeFsIrJKKZVkdRxNmSXLHCul1phNWz2UUkOUUllKqcNKqYuUUp2UUv+oKbFozlHw55/kfP01rf59m9skFgDvNm1oV16DueXWJlWDKbIXcf/S+ykoLWDehfOcmlgAgryDeKTfI2zN2sr8jfNr3sFF7IcOkfLQeLw7dCBm4kTL4tDckyXJRXMPym4n9fHpeLaOpdXtt1sdzgm827Sh3fz5SHmC2bzZ6pBqpJRiyrIpbD68mdnnzSYxLNEl5xnQdgAXt7uYl9e8zK7sXS45x8kYyxVPwJGbS9zTT2Pzr/3Qaq1lqHVyEZF2IvIP87mfiAS5LiytMWR98CHFW7cSPX4CNj8/q8Opknd8vJFg/P3ZO+IWt08wb214i8W7FjPq9FFcEH+BS8818cyJ+Hj6MO2PaY0+c/LhN98k//ffiX74YXxPOfmy11rLVKvkIiK3Y4zqetXc1Ab4wkUxaY3AnplJxrx5+PfvR9A/L7Y6nJPyjo+n3QL3TzC/7PuF5/56jksTLuW27re5/HwRfhGMSxrHqrRVfLrtU5efr1zB6tVkPPscQZdcQuh11zbaebWmpbY1l5HA2ZhruCiltgFRrgpKc72MZ57BUVBAzCOPNImp0E9IMH//bXVIx9lxZAfjfzOmdpl2duMt4zskcQhnxpzJ08lPk5af5vLzlWVnc2Dsg3jFxBCrlyvWTqK2yaVYKVVS/kJEPKnmJkfN/RWuX8+RTz4l/Kab8El0TZ+AKxhNZO8YCWb4CLdJMOVTu/h6+DJvwDz8PBuvibF85uRSRykzVsxw6czJSikOTppMaXo6cU8/hUdwsMvOpTV9tU0uv4jIRMBPRC4GPga+dF1Ymqsoh4PUx6fj0aoVEfeOtDqcOvNu29atEozdYefBXx7kYP5Bnr3wWWICGn8+rbbBbRnZayRL9y3lx70/uuw8Rz78kNzvvydq9AP49ezpsvNozUNtk8sEjPnA1gN3AouVUo+4LCrNZbI//4KideuIenAsHoGBVodTL0cTjJ+f5U1kTyU/xfKDy5nUbxK9onpZFsfNp95M1/CuzFwxk+zibKcfv2jLFtJmziLgnHMIv+UWpx9fa35qm1zuU0q9rpS6Ril1tVLqdRG536WRaU5XlpND+lNP4derFyFXXGF1OA3i3bat0Qfj62tZgvl82+e8t/k9bup6E1d2urLRz1+Rp82TqWdNJasoi6dXPe3UYzsKCkgZPQZbSDCtZz+B2PQdDFrNavu/pKqZDEc4MQ6tEWS88AJlWVlET3q0WXxAnJBgtmxptHOvTl/NY8sfo39sf8YmjW20857Mqa1OZVi3YXy27TNWHFxR8w61lDp9BiW7dhE3Zw6erVo57bha81bTrMj/EpEvgfYisqjCYymg76BvQoq2biXr/f8Qeu21+HXrZnU4TnO0iczX1+iDaYQEk5qfygNLH6B1QGuePP9JPG2uWa2zPu7peQ/xQfFM+2MaRfaiBh8v+8svyf7sM1rddScB/fs7IUKtpajp6+sy4Cngb/Nn+WMs8H+uDU1zFqUUadNn4BEYSOQDza8107tdOyPB+Pi4vAZTaC9k1JJRFJcV8/yA5wnxCXHZuerD19OXqf2nsi93Hy+tfalBxyrZvZvUKVPx69OHyJFNb/CHZq2aFgvbo5T6WSnVXyn1S4XHX0ope2MFqTVM7rffUrByJZEP3I9nWJjV4biEd7t2RhOZt7eZYLY6/RxKKSb/Ppm/M/9mznlz6BDawenncIa+sX25qtNVLNi4gE2H6zcnm6OkhJQxY8HLi7i5TyKe7lM705qG2t6h309E/hSRPBEpEZEyEXHWypSaCzkKCkibPQefrl0JvbZ53019fIIZ4fQE88b6N/h297fcf/r9nNfmPKce29nG9BlDmG8YU5dNxe6o+/fA9LlzKdq0idazZuIVW/eVMzWttr26LwD/ArYBfsC/AfdZrUir1qFXX8OemkrMpEcRDw+rw3G5o01kTk4wS/cu5fnVzzOw/UBu7X6rU47pSiE+IUw8cyKbMzezYNOCOu2bu2QJWQveJezmmwkaMMBFEWrNXa2HDCmltgMeSqkypdTbwCWuC0tzhpI9e8h86y2Cr7gc/9Prv7xuU+OdkGAkGC8vI8FsbViC2Z61nQm/TeDUVqcy7aymM+XJP9r+gwHxA3hpzUvszdlbq31KDx7k4MMT8Tm1K1HjHnRxhFpzVtvkUiAi3sAaEZkjIqPrsK9mkbSZsxAvL6IebHkfEt4JCUYTmZeXMYqsngnmSNER7ltyH/5e/jx74bP4evo6OVLXEREmnjkRL5sX0/6YVuPUMMpuJ2XcOBylpcQ9pZcr1hqmtgniZrPsvUA+EA8MdVVQWsPlLl1K3i+/EDFyJF5RLXOO0YYmmFJHKQ/+8iBpBWmWTe3SUNEB0YxJGsPK1JV8sf2Lk5Y99NJLFCavInbqFHzat2+cALVmq8bkIiIewEylVJFSKkcpNU0pNcZsJtPckKO4mLRZT+DdoQPhN99kdTiW8k5IoO3RJrJb6pRg5v45lxWpK5jSfwo9I5vuXFpDOw2lT3Qfnkx+koyCjCrL5C9fwaGXXyFkyJAmP3uD5h5qTC5KqTKgndkspjUBmW+/Q+nevUQ/MhHRTRv4tG9vJBhPz1onmE+3fsp//v4Pw04dxuDEwY0QpevYxMbU/lMpthcza+WsE963Z2ZyYNw4vBMSiJn0qAURas1RbZvFdgK/i8gkERlT/nBlYFr9lB48yKFXXyXo4n8QePbZVofjNo4mGA8P9o64heJt26ot+1faX0xfMZ2zW5/N6D6jGzFK10kISeDuXnfzw54f+GnvT0e3K4eDAxMmUJadTdwzT2MLCLAwSq05qW1y2QF8ZZYPqvDQ3EzanDngcBA1foLVobgdn/btabtgPuLhwZ7hI6pMMAfzDjL659HEBcYx+7zZbjW1S0MN7zaczmGdmbl8JrkluQBkvjOf/F9/I2rCeHy7dLE4Qq05EVcuLuRqSUlJKjk52eow3Eb+8hXsHTGCiHvvJbIJrtXSWIp37WLvsOEoh4N277yNT6dOABSUFjD82+Hsz93P+4Pep0OIe96B3xAbD23khsU3MLTTUMYFDGH3DTcSdOEFxM2b12SGWDcGEVmllEqyOo6mTA8nbiZUaSlpM6bjFRdHq3+7fv32psxoIpuP2GzsGXELxdu3o5Ri0u+T2JK5xZjapRkmFoBuEd24uevNfLXuI3befy+eUZHETp+uE4vmdDq5NBNZ//0vxdu2E/3wBGy+TedeDKv4dKiQYIaP4L3Fs/h+z/eM7jOac9uca3V4LnV3z7t54EcfVFoGUXNm4RHiXpNvas1DbecWO6FnuKptmjXshw6RMe95As45h8CLLrI6nCajPMGUqFISJ73Ljb7nMaLbCKvDcrmSL76m9/oCPjjPxnyb89Z90bSKaltzeb6W2zQLpD/9DI7iYqInTtTNG3W0J6yUR64rw8PDk6vmraFkxw6rQ3Kpoq1bSZsxk4Cz+qNuGMzbG95mS2bjLbKmtRw1LRbWX0TGApEVhyCLyFSg+c+C2AQUrl1L9mefET7sZnw66Luq6yKrKItRS0aRGxtM/DtvQYU+mObIUVhIypgx2AIDaT17NuP6PkSwTzBTlk2hzFFmdXhaM1NTzcUbCAQ8OX4Icg5wtWtD02qiHA5SH5+OZ2QkEXffY3U4TUqpo5Sxv4wloyCDZy98lthuZ9Bu/nwQjATTDGswaTNnUrJ9B63nzMYzMpJQ31Ae7vswGw9v5L3N71kdntbM1LRY2C9KqWlAP3Pal/LH00qp6u9C0xrFkU8/pWjDBqIeGodHoL75rS7mrJzDn6l/MvWsqfSI7AGAT4cORoIB4z6YZpRgsr/+miMff0Kr228/7uba/0v4P85vcz4vrH6Bfbn7LIxQa25q2+fiIyKvicj3IrKk/OHSyLSTKsvOJuPpZ/Dr04fgyy6zOpwm5aMtH/HBlg8Y0W0El3e8/Lj3fDp0oN2C5pVgSvbuJXXyFPx69SJy1H3HvSciPNrvUTxsHjz+x+M1zpysabVV2+TyMbAaeBQYV+GhWSRj3vOUZWcbi4DpTvxaS05NZtaKWZwddzYPnP5AlWWMGsw7gJlgdu5svACdTJUvV+zhQdxTcxEvrxPKxATE8MDpD/DHwT9YtGORBVFqzVFtk4tdKfWyUmqlUmpV+cOlkWnVKtqyhaz//pew66/XU3bUQUpeCmN+HkOboDbMOW8OHrbqx6T4dOx4LMEMG95kE0z6M89StGEDsdMfxysurtpy155yLb0iezHnzzkcKjzUiBFqzVVtk8uXInKPiMSKSHj5oyEnFhEPEVktIl+Zr9uLyAoR2S4iH+pZmKumlCL18cfxCA4+oYlDq15BaQGjlozC7rDz/IDnCfYOrnEfn44daffO2wDsGd70Ekzuzz+T+fbbhN3wL4L/+c+TlrWJjWlnTaPQXsiclXMaKUKtOattchmO0Qy2DFhlPho6qdf9wOYKr2cDzyilEoEsQM9hUoWcrxdTmLyKyNGj8QgNtTqcJsGhHDz6+6NsP7KdJ89/koSQhFrv65OYaCQY1bQSTGlamrFc8SmnEDV+fK326RDagTt63ME3u7/hl32/uDhCrbmrVXJRSrWv4lHvyZdEpA0wCHjDfC3AAOATs8h8YEh9j99cOfLzSZ8zB99u3Qi9Wi8EWluvrn2VH/b8wJg+Yzg7ru4TSxxNMA5lJphdLojSeVRZGQfGPYSjqMiYRt/Hp9b73tb9NhJDE3l8+ePkleS5MEqtuavt9C/+IvKoiLxmvu4kIg0ZovQs8BDgMF+3Ao4opezm6/1A9Q3ELdShV17Bnp5udOJ76HtYa+PHPT/y0tqXuKLjFQw7dVi9j+OTmGj0wTgUe4YPc+sEc+iVVyhYuZKYyZPx6VC374BeHl5MPWsq6QXpPPfXcy6KUGsJatss9jZQApxlvk4BptfnhGZSSq/vgAARuUNEkkUkOSOj6iVbm6PiXbs4/M58Qq68Er9evawOp0nYkrmFif+bSI+IHkzuP7nBo+qaQoLJX7mSQy++RPAVlxMypH4raPaM7MmNXW/kwy0fsjp9tZMj1FqK2iaXjkqpOUApgFKqAKjvX+rZwBUishv4AKM57DkgVETKV2Zqg5HATqCUek0plaSUSoqMjKxnCE2LUoq0mbOw+fgQNVYvAFobmUWZjFoyiiCvIJ698Fl8PGrfNHQyFZvI9rpZE5k9K4sD4x7COz6emMlTGpRM7+t9HzEBMUxdNpWSshInRqm1FLVNLiUi4gcoABHpCBTX54RKqYeVUm2UUgnA9cASpdSNwFKOTSkzHFhYn+M3R3lLl5L/229E3DsSz4gIq8Nxe6VlpYz5eQyHiw7z3IDniPR37pcQn06daPfO26iyMrdJMEopDj48kbLMTFo//VSDZ2zw9/JnUr9J7MzeyevrX3dSlFpLUtvkMhX4FogXkfeBnzD6TJxpPDBGRLZj9MG86eTjN0mOoiLSZs7CO7Ej4TfeaHU4TcITK59gVdoqpp01je4R3V1yDp9OnWg3/51jCWaXtQkma8EC8n7+mahx4/Dr1s0pxzy3zbkM6jCIN9a/wbYsPduTVje1HS32PXAVMAL4L5CklPq5oSdXSv2slLrMfL5TKdVXKZWolLpGKVWvmlFzc/ittyjdv5+YRx+t8u5q7Xgf/v0hH239iFu738qgDoNceq7jEsww6xJM4foNpM19isABAwi7+SanHnv8GeMJ8gpi6rKpeuZkrU5qO1rsS+CfwM9Kqa+UUvoW3kZQmpLC4VdfI+iSSwjo18/qcNzen6l/8sTKJzivzXmM6j2qUc7p06kTbY82kY1o9ARTlpdHytixeLZqRewM5y9XHOYbxkN9H2LdoXV8sOUDpx5ba95q2yw2FzgX2CQin4jI1SKi19J1sbTZc0CE6If0NG412Z+7nzE/jyE+OJ4nzn3ipFO7OJtv585GgrHb2Tt8BCW7dzfKeZVSpE6ZSun+/cQ9NRfPsDCXnGdQ+0GcE3cOz/31HAfyDrjkHFrzU9tmsV+UUvcAHYBXgWuBdFcG1tLlL1tG7vffE3HXnXi1bm11OG6toLSAUUtHUabKeH7A8wR5BzV6DEcTTGkpe4YNb5QEk/3ZZ+R8/TWR992Lf58+LjuPiDCp3yQAHl+uZ07Waqe2NRfM0WJDgbuAMzDuotdcQJWWkjpjJl7x8YTfcovV4bg1h3Iw8X8T2XFkB3PPn0u74HaWxeLbuTNt57/TKAmmeMcOUh+fjn+/frS64w6Xnadc68DW3H/6/fwv5X98vetrl59Pa/pq2+fyEcY8YAOAFzDue9GzJrpI5nvvU7JjB9EPP1ynqTtaopfXvsxPe3/iwaQHOav1WTXv4GJGDcZMMC5qInMUFZHywGhs/v60njO70WZruP6U6+kR0YPZK2eTWZTZKOfUmq7a1lzexEgodymlliqlHDXuodVLaXo6h154gYDzzyPwwgusDsetfbf7O15Z+wpDEodwU1fnjpJqCN9TzARTUuKSBJP2xBMUb9tG69lP4BUV5dRjn4yHzYNpZ00jrzSPJ/98stHOqzVNJ00uIvIQgFLqO4yhyBXfm+nCuFqsjKeeRpWUEPPww3oRsJP4O/NvJv0+iZ6RPZnUb5LbXasTEsyePU45bs6333Lkgw8Jv+1WAs891ynHrIvEsET+fdq/+WrnV/wv5X+Nfn6t6aip5nJ9hecPV3rvEifH0uIV/LWa7IULCb/lFrwTEqwOx20dLjzMqCWjCPYO5tkLn8Xbwz2X/jESzNtGghk2vMEJpmT/fg5Omoxvjx5E3X+/k6Ksu9tPu532Ie157I/HKCgtsCwOzb3VlFykmudVvdYaQJWVkTr9cTyjo4m40/UdtE1V+dQumUWZPDfgOSL83Hs6HN9TTjESTHFxgxKMKi0lZexYUIq4p59CvK1LqN4e3kw7axqp+ak8v/p5y+LQ3FtNyUVV87yq11oDHPn4E4o3bSZ6/EPYAho2L1RzpZRixooZ/JX+F4+f/TjdWjlnmhNX8z3lFGMUWXFxvZvIMp57jqK164id/jjebdq4IMq66R3Vm+tOuY73N7/Puox1VoejuaGakktPEckRkVygh/m8/PVpjRBfi2DPyiLjmWfw79uXoEsvtToct/XBlg/4dNun/Pu0f3Np+6Z1nY4mmKIiI8Hs3VvrffN++43Db7xJ6HXXEXyJ+7RG33/6/UT5RzFl2RRKy0qtDkdzMydNLkopD6VUsFIqSCnlaT4vf60nunKSjHnzKMvLI/qRR9yuY9pdrDi4gtkrZ3NBmwu4r3fTHAV/tImsqMhoIqtFgilNT+fA+An4dOpE9MMTGiHK2gv0DmRSv0lsP7KdNzfoeWa149X6JkrNNYo2beLIhx8RdsMN+J7S2epw3NK+3H2M/WUsCcEJzDp3FjZpuv9tfbt0qXWCUWVlHHhoPI6CAmO5Yl/3m3Hp/PjzuTThUl5b9xo7j+y0OhzNjTTdv9JmQClF6vQZeISGEnnfvVaH45byS/MZtWQUSimeH/A8gd6BVofUYEcTTGHhSZvIDr/+OgXLlxPz6CP4JCY2cpS1N77vePy9/Jn6x1Qc+hY4zaSTi4VyvvySwr/+ImrsGDyCg60Ox+04lIOHf3uYXdm7eOqCp4gPjrc6JKfx7dLF6IMpKKgywRSsWkXG8y8QPGgQIUOHWhRl7bTya8W4pHGsTl/NR1s+sjoczU3o5GKRsrw80p58Et8ePQi58kqrw3FLL655kaX7ljLujHH0i21+Sw4crcGUJ5h9+wAoO3KElAfH4RUXR8y0qU2iH+6KjlfQP7Y/z/71LKn5qVaHo7kBnVwscuillynLOETMo48gNv3PUNm3u77ltXWvcVWnq7ihyw1Wh+Myvl27Hksww4aT8+237L7xJuzp6cQ99RQegU2jGVBEmNx/Mg7lYPry6XrmZE0nFysU79xJ5oIFhFw9FL8ePawOx+1sOryJSb9PondUbx45s/mPoPPt2pW2b7+FIyeHlAdGU7JjB4ig7E1reG+boDaM7DWSX/b/wne7v7M6HM1iOrk0MqUUadNnYPPzI2r0aKvDcTuHCg8xaskoQn1DefqCp912ahdn8z31VEKGDDm2QSkKVv5pWTz1dWPXG+nWqhuzVs7iSNERq8PRLKSTSyPL/fFH8pctI3LUKDxbtbI6HLdSUlbC6KWjyS7OZt6F89x+ahdnC75sEOLjAx4eiJcX/n3PsDqkOvO0eTLtrGnkFOcwN3mu1eFoFvK0OoCWxFFYSPqsJ/Dp3Jmwf11f8w4tiFKK6cunsyZjDU+e/yRdW3W1OqRG59+7N23feZuClX/i3/cM/Hv3tjqkejkl/BRu6X4Lr69/nYEdBrrFOjta49M1l0Z0+I03KT1wgOhHH0E8dV6v6D9//4fPt3/OHT3u4JIE95nipLH59+5NxJ13NNnEUu7OnneSEJygZ05uwXRyaSQl+/dz+PXXCR44kIC+fa0Ox638ceAPnvzzSS6Mv5CRvUZaHY7mBD4ePkzpP4WUvBReWvOS1eFoFtDJpZGkPfEEeHgQ9dA4q0NxK3tz9vLgLw/SPqR9k5/aRTteUkwS13S+hnc3v8vGQxutDkdrZPovuRHk/fY/8n78iYi778YrJsbqcNxGXkke9y25DxFh3oB5BHjppQaam9F9RtPKtxWTl02m1NG0hlZrDaOTi4upkhLSZszAu107wkcMtzoct1HmKGPCbxPYk7OHp85/ivig5jO1i3ZMkHcQj/R7hK1ZW5m/cb7V4WiNSCcXF8t8911Kdu8m+pGJ2CxcPdDdvLDmBX7Z/wvj+47nzNgzrQ5Hc6GL2l7Exe0u5uU1L7M7e7fV4WiNRCcXFypNS+fQiy8ReOGFBJ53ntXhuI3FOxfzxvo3uLrz1Vx/ih6S3RJMPHMiPp4+eubkFkQnFxdKnzsXZbe73SJPVtp4eCOTl03m9KjTmdh3YrOf2kUzRPhF8GDSg6xKW8Wn2z61OhytEejk4iIFycnkfPkl4bfdinfbtlaH4xbKp3YJ9w3n6QuexstDL2baklyZeCVnxpzJ08lPk16QbnU4movp5OICqqyM1Okz8IyNJeKOO6wOxy2UlJXwwNIHyC3JZd6AebTy01PftDTlMyeXOkqZsXyGnjm5mdPJxQWyPvyQ4r//Jnr8eGx+flaHYzmlFI/98RhrM9Yy/ezpdAnvYnVImkXaBrflnl73sGTfEn7c+6PV4Wgu1OjJRUTiRWSpiGwSkY0icr+5PVxEfhCRbebPsMaOzRnsWVlkPDcP/379CPq/f1odjlt4b/N7LNyxkLt63sU/E/Q1aemGnTqMruFdmbliJtnF2VaHo7mIFTUXOzBWKXUq0A8YKSKnAhOAn5RSnYCfzNdNTsYzz+LIzzcWAdOd1SxLWcbc5Llc1PYi7u55t9XhaG7A0+bJ1LOmklWUxTOrnrE6HM1FGj25KKUOKqX+Mp/nApuBOGAwUH6X1XxgSGPH1lCFGzZy5OOPCb/xRnwSE60Ox3J7cvbw4K8P0jG0IzPPmamndtGOOrXVqQzrNoxPt33KyoMrrQ5HcwFL/9pFJAHoDawAopVSB823UoFoq+KqD+VwkPb443i0akXEvXryxdySXO5bch8e4sG8C+fh7+VvdUiam7m7593EB8Uz9Y+pFNmLrA5HczLLkouIBAKfAg8opXIqvqeMYSRVDiURkTtEJFlEkjMyMhoh0trJXriIwrVriRo7Fo+gIKvDsVSZo4zxv45nX84+nr7gadoEtbE6JM0N+Xn6MbX/VPbl7uPltS9bHY7mZJYkFxHxwkgs7yulPjM3p4lIrPl+LFDlQHil1GtKqSSlVFJkZGTjBFyDstxc0ufOxa9nT0IGX2F1OJabt3oev6X8xoS+Ezgjpumtpqg1nr6xfbmq01XM3zifTYc3WR2O5kRWjBYT4E1gs1Lq6QpvLQLKZ3YcDixs7Njq69ALL1KWmUn0pEmIrWX3K3y18yve2vAW13a+luu6XGd1OFoTMKbPGEJ9Qpm6bCp2h93qcDQnseKT8GzgZmCAiKwxHwOBJ4CLRWQb8A/ztdsr3raNzPfeI/Saa/Dr3s3qcCy14dAGpvw+haToJCb0bZKD/TQLhPiEMPHMiWzO3My7m961OhzNSRp9rV2l1P+A6sboXtSYsTSUUorUGTOxBQYSOfoBq8OxVEZBBvcvuZ9I/0ieuuApPbWLVicXt7uYAfEDeHHNi1zU9iLaBuspk5q6lt2G00C5331PwfLlRN4/Cs+wJnnPp1MUlxUbU7uU5vLchc8R7htudUhaEyMiTDxzIl42Lx774zE9NUwzoJNLPTkKCkibPRufLl0Iu67l9i2UT+2y7tA6Zp4zk1PCT7E6JK2Jig6IZnSf0axIXcEX27+wOhytgXRyqadDr7+O/eBBYiY9inh4WB2OJdakr2HkTyNZtGMR9/S6h3+0+4fVIWlN3NWdr6ZPdB+eTH6SQ4WHrA5HawCdXOqhZO9eMt94k+DLL8e/Tx+rw7HEd7u+Y8S3I/gt5TdsYqNfbD+rQ9KaAZvYmNJ/CsX2YmaumGl1OFoD6ORSD2mznkC8vIh68EGrQ2lUeSV5fLbtM4Z/M5wHf32QMlUGgCCsSltlcXRac9E+pD139byLH/b8wE97f7I6HK2eGn20WFOX98sv5C1dStS4B/GKjrI6HJcrc5SxMnUlC3cs5Kc9P1FUVkT7kPZc2/laFu5YiN1hx8vmRVJ0ktWhas3IiO4j+Hb3t8xcPpO+MX0J8m7Zs140RdKUR2UkJSWp5OTkRjufo6SEnZdfjtg86LDwC8Tbu9HO3dj25Oxh4faFfLnzS1LzUwnyCuLS9pcyOHEwp0WchoiwJn0NyWnJJEUn0Suql9Uha83MhkMbuHHxjQztNJTJ/Sc36rlFZJVSSn9jagBdc6mDzHfmU7pnL/FvvNEsE0tuSS7f7f6OhdsXsiZjDTax0b91f8b2GcuFbS/Ex8PnuPK9onrppKK5TPeI7tzU9SYWbFrAwPYDSYrRn/VNia651FJpaio7Lh1IwNlnEf/CC41yzsZQ5ihjReoKFm5fyE97f6K4rJgOIR0YnDiYyzpcRpR/82/609xXQWkBVy26Ci+bF59c8ckJX3BcRddcGk7XXGopfc6T4HAQPaF5TGuyO3s3i3YsYtGORaQVpBHkHcSQxCEM7jiY7hHd9UJnmlvw9/Jncv/J3PnDnby69lVGnT6qTvuv2pPF8p2H6dehFX3atdwbna2gk0st5K9cSc7ixUSMHIl3m6Y7fXxOSc7RZq+1GWuxiY2zW5/NuDPGcUH8BY32rVDT6uKs1mdxRccreHvD2/xfwv/VeKOuw6E4kF3INxtSmf3N39gdCl9PG+/f3k8nmEakk0sNlN1O2vQZeMXF0er2f1sdTp2VOcpYcXAFX+z4giV7l1BcVkzHkI6M6TOGQR0G6WYvrUkYlzSO/6X8jynLpvD+wPfxsHlgL3OwJ7OA7el5Rx/b0nPZkZ5PYWnZcfuXlDlYvvOwTi6NSCeXGmT99wOKt24l7vl52Hx9rQ6n1nZm72TR9kV8ufNL0gvSCfYOZkjiEIYkDqFbq2662UtrMopKyziQaePi6Dv5cM8srnp/NoWHzmbXoXxKy471GbcO8aVjVCDX9w2nU1QQDofi8a83YS9z4OVpo1+HVhb+Fi2PTi4nYT98mIx58wg46yyC/uH+U5vklOTw7a5vWbhjIesy1uEhHpwddzbjzxjPBfEX4O3R/Ea4ac1HXrG9Ug0kj23peezLLMChAILxi+/CzoBP6RnemwFdOpAYFUinqEA6RgUS6HPix1nX1sG6z8UiOrmcRPozz+AoLCT60Ufc9pt+maOM5QeXHx3tVeIoITE0kbF9xjKowyAi/V23WqfuLNXqIzO/hG1puWzPyDuuSetgdtHRMl4eQoeIQLq3DmFwrzg6RQWSGBWIn19vrvv6KvwjP2f8xa/W+HfZp12Y/r9pEZ1cqlG4bh3Zn35G+C234NOhg9XhnGDnkZ0s3LGQr3Z8RXphOiE+IQztPJTBHQdzaqtTXZYMi0rLWLc/my/WpPDByr04FNgEzk6M4NTYYKKDfYkJ8T36MyrIBy8PPctQS6OUIjWnyKiFpOUdl0gy80uOlvP39qBjZCD9O7Sio5lAOkUF0jbcH88q/98E80CfB5i5YiZf7vySKzrqZcXdlb7PpQrK4WD3dddjT02lwzeL8QgMdPo56iO7OPvoaK91h4xmr3PizmFw4mDOb3O+S5q9svJLSN6TRfLuTJL3ZLF+fzYlZY4TyoX4eVJY4jjhPRGICPQhJrg84Rx7HhviR0yID9HBvgT56sXFmqIyh2J/VsHRBFL+c0d6HnnFx5YsDvHzOlr7qPhoHeKHzVa3L0IO5WD4N8PZlbOLhYMX0srP+X0p+j6XhtM1lypkf/45RevX03rObMsTi91h548Df7Bwx0KW7l16tNnrwaQHGdRhEBF+EU47l1KKfZmF/Lk7k+Q9mfy5O4vt6XmA0UxxWlwIt5ydQFJCOJ4ewt3vraLUbnSWvjWiL6e3DSUzv4TUnCLScopIzS42nmcXcTCniH2ZBfy5O5PswtITzh3g7UF0iC8xZo0npmINyHweEeiDRx0/iDTnKLE72H04/7iayLa0XHYeyqfEfuwLRVSQD4lRgQw9PY5Esy+kU1QQEYHeTqtN28TG1LOmcs2X1zB75WzmnD/HKcfVnEvXXCopy8lhxyWX4t2+Pe3ee9eyvpYdR3YcbfbKKMwgxCeEQe0HMThxMF3DuzolLnuZg80Hc49LJhm5xQAE+XqS1C6MpIRwzkgIp0ebEHy9jl+3pr59LoUlZUbyMZPQwewiUrOLjm3LLiI9txi74/j/mx42ISrI57iEc6w25Hc0Kfl5t8z1dZyhoMTOjvR8tmfkHpdI9hwuoKzCv0ebML+jNZFOUUFHm7RC/BqvBvry2pd5ac1LvDDgBc6PP9+px9Y1l4bTyaWS1BkzyXr/fdp/+gm+Xbs69dg1yS7OPjraa/2h9XiIB+fGncvgxMGc1+a8Bjd75RfbWb33CH/uzmTVniz+2ptFQYlxP0BcqB9nJITRJyGcMxLC6BwVVOfmCmcqcygO5xk1n4qJJzW72ExIhaTlFB/X9FIu2NfzuFpPbIjv0VpReV9QuL+3pb+f1bILStmekWskj/RjTVopRwqPlvGwCQmt/I8mkPKmrA6RAfh7W9/oUVpWyrVfXUtuSS4LhywkwCvAacfWyaXhdHKpoGjLVnZddRWh115D7JQpTjvuydgddpYdWMbC7QtZum8ppY5SOoV1YkjHIQzsMLBBzV7pOUUk78kyaia7s9h0MIcyh0IEusQEc0aCUTNJahdG61A/J/5WjSev2H4s+WQXHU1Gx5rmisjIK6byf3MvDyEq6PjEExN87HlsiC9RwT74eDbdWpBSioy8YrZX7A8xE0l5DRXAx9NGh8jACjUR42e7VgF4e7r3YIy1GWu5efHNXHfKdTzS7xGnHVcnl4bTycWklGLvsOEUb9tGx2+/wSM01CnHrc72rO0s2mHc5Hio8BChPqEM6jCIwR0H0yW8S52bvZRS7MjI48/dx5LJ3swCAHy9bPSKD+WMhHCSEsLp3TaU4BbUgW4vc5CRV2wknfIEZDa/GUmomIPZhRSVnjhQITzA26wB+ZjNbscGIZQ3w4X4eVk6VN3hUKQcKTRGZKUdu09ke3oeOUXHanaBPp5Hax8VO9fbhPk36b6sJ1Y+wX82/4f5l86nd1RvpxxTJ5eG08nFlLN4MSljxhIzdSph11/nlGNWll2czeJdi1m4fSEbD2/EUzw5t43Z7BV3Hl4etf/AL7aXsSElm+TdWfy5O4tVezLJKjA6ylsFeJOUEEZSu3CSEsLo1jrE7b+BWk0pRU6h/YTEc7QmZNaODlcYRlvO18t2XD9Qxea3aLMWFOmEIdnl051sS8tjh9mhbozMOn66k1YB3mZHeuBxTVrRwT5ue79WQxSUFjBk4RD8PP34+PKPnTJqUieXhtPJBXDk57Nj4CA8W7Ui4eOPEA/nNYWUN3t9sf0Lft73M6WOUjqHdWZI4hAGth9Y62GU2QWl/LX3WK1kzf4jR0fpdIgIoE+7MLNmEkb7iIDG+RDZtxJ2/wYJ50J8X9efzw0U28tIzyk+OhAhrXIzXE4RadnFtR6SHRPiZ/40akNb0/L437YM2oT54+VpY7uZQLal5bH78PHTncSG+FaoiRzrEwkPaHkzMfy2/zfu+eke7up5FyN7jWzw8XRyaTjre+XcwKFXX8Oelkbcs884LbFsy9pmNHvt+JLDRYcJ8wnjulOuY3Ci0ex1MkoZzRzJFZq4tqbnohR42oRucSEM69eOpIRw+rQLIzLIxbMZ24shez8c2QNZe4yfB1bDrl9AKRAbdBgArXtCcByEtDF/xoFvqPHJ2kz4eHoQH+5PfLh/tWWUUtUOyU6tYUh2ZTaBtuFGp/pFXaNrnO6kpTq3zbkM6jCIN9a/wT/b/ZNOYZ2sDqnFa/E1l5Ldu9lx+RWEDBpE6ydmNehYR4qOGM1eOxay6fAmPMWT89qcx+DEwZwbd261zV5lDsXfqTms2mM0cSXvzjw6FUagjyentwvjjHZh9EkIo1d8qPNH6pTZIScFjuytkEAqPM89CFT4f2LzBO9AKDpybJtPCJTkgTp+Nlq8AowkU55sgtsce12+zadlro9eeUj2Z3+l8OvWDBRGUhnWP4EJl3Y5YQi4VrXMokwGfzGYtkFtWXDpAjxs9b9uuubScC3+q0/qrFnYvL2JGjumXvuXOkpZlrLMuMlx31LsDjtdwrsw/ozxDOwwkHDf8BP2KSwpY82+IyTvzuTPPVms3pNFrjmkNibYl6SEY01cXWKCG97Z6nBAXurxSaNiLSQ7pVJSEOODP6wddLgAQtsaz0PbQmg7CG4NKatg/hVQVgIe3nDTJxDXB/LSjOPl7Dd/phi1npwU2LbZeJ9KX2h8QqpPQCFtjPN5Nc3RbCfj5+1BQkQACRHGENo2Yf6s2HX46I2pl/dsrRNLHYT7hjO+73ge/u1hPtjyATd2vdHqkFq0Fl1zyV26lP1330PU+PG0umVEnfbdmrWVhdsX8vXOrzlcdJhw33AGth9YZbPXobxikncfm0JlQ0r20RsET4kOOi6ZxIX61b2/RCnIP3Ri0jiy13ievc9IAhUFxpyYNMqfB7cBz1q029enz8VeYtSEclIqJaEDx54XHDpxP/9WJza5Vaz9BLWuXcxuTk8G2jBKKe7+6W7+SvuLLwZ/QevA1vU6jq65NFyLTS6O4mJ2XnY54u1Nhy8+R7xqHqmVVZR1dLTX5szNeIon58efz+COgzmnzTl42bxQSrHrUP6x+bh2Z7HzUD4A3p42erUJNUZyJYTRp204If61GCGmlNEEVTlpHK2F7IXSguP38W91YtIITTB/xrt3TaC0yEg+JySgCq+LsivtJBAYdZLaTxwExUADmkq0puFA3gGGLBxCn+g+vHTRS/Ua3KKTS8O12GaxzLffpnTfPtq+/dZJE0upo5TfU35n4faF/Lz/Z+wOO13DuzKh7wQubX8pQV6hbDyQw/zf9x3tfC8frhrq70VSuzCuPSOeMxLC6B4XUv1NecW5JyaNis+Lc44v7xNsJI5WidDxokq1kLZNux/DyxdadTQe1SnOO77JLefAsecZW2HHUqMPqCLxgKDYCrWe1pVqQm0gIBJseth2U9Y6sDWjeo9i9p+zWZz8PIOKSlvUiEZ30SJrLqUHDrBj4CACzz+fNs89W2WZLZlbWLjDaPbKLMok3Decyzpcxj/iB5KTE3W0VrJ6X9bRm+/ahvsfbeI6IyGMDhGBx6YYKS2EI/uqb7oqzDw+AC9/I3lU13Tlp5tMTkopo3ZTZe2nQkKyFx2/n4e3mYAqNb8dfd3GuPbNaARck+FwgL3Q+FsqLTBquKUFx17bi44+LyspYNiO99hXnMnC/amE2bxg+Je1TjC65tJwLbLmkjbnSQCixz903PYTmr1snvSLPpf2vheQm9mBpctyeTl1Nw61G5tAt9YhXH9GW6O/JD6AaHXITBprYH2lWkhe2vFBeHgfq2XE9jqx6SogQn+ANYQI+IUaj+huVZdRCgoOV137yU6Bfcth40FwVBoy7Ol3Yp/PCUOwQ1z9G7qPMvuxD/njPvwLq0kA5a8rPmp4r7QQyoprjsXkAUz18uKauBjuiInkkcxseu3+TddeGpFbJRcRuQR4DuP/xhtKqSecfY785cvJ/fZbIkbdh1fr1pQ6Svlt/28s3L6QX1N+xe6wE+OTSGfPmziY0pVvNhrNWIHeB7iodSkj+hTQKzCbBM/DeOfug0N7YPteyD0AqsKNc+JhfNiEtYNOFx9LGmHtjBpIYLRufrGaiJHEAyKgda+qyzgckJ9efe1n58/GSDxVaeoY76AaRsDFgXcV98o468ZUpYxBHCd8w68qAZzsQ758/5MkgMrJtzbEZtTOPX2Nn15+xx4+Qcbfh6evua3S++Wvj9vX32hOrfA6f+siWDOXv328uS0mgjfDYulV/yuq1ZHbJBcR8QBeBC4G9gN/isgipdQmZ51DlZaSOn06XvHxHL7yXF5f/gRf7fya3NIjeKlgvHL60DozlsQSO118d9EjcA3tYw/Ryp6Kd/4BJNUOqUcjNtrsQ9tBwjnHkkZ5AglqDR5uc3m1+rLZjIEAQTFAn6rLlNmPjYA72gxXIQGlrjcSVGV+YUbSCW5tJB6lYM17xvFsnnDmncYghaq+xZ8sAZQnkMoJr1a/r9fxH+SeFT7Q/Vud8AFeZXI4LgFU3maW9/B2ec082cOOEhugKBMPklWBTi6NyJ0+/foC25VSOwFE5ANgMOCc5KIUP99zDTHbd/DZed588P0N2BT0yPdiUK6dy4u2EMAGo6w34ADKoiC4HYSeUWnUVTsIiW8WQ181J/DwNEbghcZXX8ZebA63rmYE3P6VUJh1rLyjFP54ocI5fKr5hu4HPjHVfMOvKgGU719NAqjD/HbuLik6CW8PH0odpXjZvEiK1l0ojcmdkkscsK/C6/3Amc46+KJnR5P42xYUMGhZCVGtirgssIyAwHh8256Kd0SCWfMwk0hIfNXNFppWH54+EN7eeFRn56/wn6uNmouHF1z7LiScbSQHPYS6znpF9eL1f75OcloySdFJ9IrqZXVILYo7JZdaEZE7gDsA2rZtW+v9Cv5ebUyrAXiWQdDheGJn/eqaIDWtPjqcB8O/anGTgbpSr6heOqlYxJ16lFOAiu0Kbcxtx1FKvaaUSlJKJUVGRtb64GFnXkSpJ5QJ2D0grN8/Gh6xpjlbfF84d6xOLFqT5041lz+BTiLSHiOpXA/c4KyD/9+tk/kOyFqxhLAzB/B/t0521qE1TdO0StzqJkoRGQg8izEU+S2l1IyTlXf2Mseapmmgb6J0BnequaCUWgwstjoOTdM0rWHcqc9F0zRNaybcqlmsrkQkA9hTx90igCrmdNfqSV9P59PX1Lnqcz3bKaVqP2JIO0GTTi71ISLJui3VefT1dD59TZ1LX09r6GYxTdM0zel0ctE0TdOcriUml9esDqCZ0dfT+fQ1dS59PS3Q4vpcNE3TNNdriTUXTdM0zcV0ctE0TdOcrtkkFxFpLyIrRGS7iHwoIlUutiIiD5tltojI/5nb4kVkqYhsEpGNInJ/hfJTRSRFRNaYj4GN9TtpmlY3Yphn/o2vE5HTqynXR0TWm+XmiRgrl5mfHeV/67tFZI25PUFECiu890oj/lpNk1KqyT4wlvUKMJ9/BFxvPn8FuLuK8qcCawEfoD2wA2Mes1jgdLNMELAVONV8PRV40OrftRbXIgEoBNaYry8BtgDbgQnV7OMDfGiWWQEkmNsvBlYB682fAyrs87N53DXmI6qK4wowzzzuuvJrW0W5PuY5tpvly/sAp2JMXlp+joHm9tOAd5roNT16LPPxSjX7tzf3224ex7uacg+bZbYA/2duO6XC8dcAOcAD7nRNa3HNwxq4/0DgG/P/YD9gRTXlVprvi1n+0irKPAVMrvDvt8Hq69OUHpYHUK+goav5D78L6G3+BzkEeJrv9we+q2K/h4GHK7z+DuhfRbmFwMXm86k0neSywXzugZE4O2Ak4LWYybLSPveUf8hhzEL9ofm8N9DafN4dSKmwz89AUg2xNOgP/GTXHPgRaNsEr2mtPpxowJekSmU8MBblbudO17QWv/8O4H1gAOaXjTru/yrwrwqvtwCxlcrEAn9XeP0v4NVKZQRj8cJOdfn3049jjybTLCYiASJyi4j8D3gdY/njHkqp1UAr4IhSym4W34+xsmVlVa12eVw5EUnA+HBdUWHzvWYV+y0RCXPKL+RaR5eMVkqVAOVLRlc2GJhvPv8EuEhERCm1Wil1wNy+EfATEZ86nH8wsEAZlgOhIhJbsYD5OlgptVwZf70LgCG1OPaXGB/aja1B17Q2JzDLDTD3wzzOkGrO8YFSqlgptQujBlN5AZiLgB1KqdpMj2TVNa1KZ+C/wL3AJhGZKCKty98UkWcqNE1VfEwwi9T4N26+3l9DmXOBNKXUtgrb2ovIahH5RUTOrf+v2DI0meQCHARuA/6tlDpHKfWmUirXmScQkUDgU4ymhBxz88tAR6CXGcNTzjyni9TmD+y4cmZizsZI1BUNBf5SShVX2Pa2+Qc9qZoPTmf8gVeX0JMx/vAbmzOuaU0fTk77koSRLP5baZu7XdMTKKXKlFJfKaWuAs7DqCnuFZG+5vujlVK9qng84eRQ/sXx1+8gRu2uNzAG+I+IBDv5nM1KU0ouV2O0GX8mIpNFpF2F9w5jfDsuX0KgylUsOclqlyLihZFY3ldKfVZeQCmVZv6Hd2DUmFrMEoEi0g2YDdxZYfONSqnTMD6MzgVudsGpT5bQ04HWVezj7hrtw8kczHIF8HGFzU3mmopIiIjcCSwCOgG3YvTd1abmUpsVbVPM7VWWMT9HrsLo8wLArCUeNp+vwmi+69zw37b5ajLJRSn1vVLqOowPtGxgoYj8KCIJZrPKUowEBDAco9+kskXA9SLiY6542QlYaX77fhPYrJR6uuIOlZpzrgQ2OPUXc41aLRldsZz5BxWCkagRkTbA58AwpdSO8h2UUinmz1zgP1SdbBv0B15DQvfF6BhvbA26prX8cGrwlyTTpRi1zbTyDW56TU8gIu8Bf2H0JQ1TSp2vlFqglCqCWtVcFgHDzFFj/YBspdTBiucwX+eISD/zb38Yx39e/AOjT+ZozVpEIkXEw3zeAeOzY6dLLkJzYXWnT0MeGH8g8ebzDhgdxNsxvrH5mNuvAB6rsM8jGH/YWzjWgXwOoDC+Ha3h+NE072KMaFqH8R83trF+vzpeiwSOdT57YvzHb8+xzuduVewzkuM7nz8yn4ea+1xVqbwnEGE+98LoG7jLfH0lMMt8PojjO/RXVhNz5Q798mseW6HMaIz+hfLXQ6lmpJWbX9NIzE538/9qChBuvl4A9DWff8zxHfr3VHGObhzfob+TCh36GP1Bt1Taxy2uaS2u+RWYA3Pqub8AL5p/4+upMPgEc9Sf+TwJ44viDuAFKgweAN4p/39d6RptxPhs+Au43Opr5e4PywPQDyf9Q1YazYIxYmur+cfzSIXtjwFXmM99zQ+z7eYHfQdz+6NAPscPa40CAjCGJq8z/9Ceq/CB+SDmSLyG/oFzkoRulmuUP2wnX9NqP5zMbW3M5/X+kmRuD8CoAYVU+l3c4prqR8t56LnFmglzlNtXSqnuFp3/PWC0UirDhefwAX4BzlHHOr1dpjGuqdnv8qZS6hpXnaOG8zfqNdVaDp1cmgkRiQeWYbTv97I4HJcQkU5AnFLq50Y6n76mmlZPOrlomqZpTtdkRotpmqZpTYdOLpqmaZrT6eSiASAiyuyUL3/tKSIZIvKVlXG5MxG5QETOqua98tm0HzNfjxARh4j0qFBmgzloAHMG3t8qHWONiGyosP8Lld7/WUSSzOdLRSSv/LWmWU0nF61cPtBdRPzM1xdT9Q18LlPh5kGX7uNEFwBVJhfTM0qpyRVe78cYQlydIHMQASLStS6BKKUuxJjGRdPcgk4uWkWLMW6AhEpzK4kxcehbIrLSnB9rsLl9hIh8ISI/mN++7xWRMWaZ5SISbpbrZb5eJyKfl89tZX77flZEkoFHRGSXORUPIhJc8XWFWN4RkVdEZAUwR0Q6isi3IrJKRH4TkS5mufYi8ocY63ZMF5E8c/sFFWtkIvKCiIwwn/cRY+6vVSLyXfkMDSIySoz1ftaJyAdmjeMuYLRZw6jN3FxfAd1E5JRq3v8IuK6q669pTY1OLlpFH2BMj+ML9OD4maEfAZYopfoCFwJPikiA+V53jLmYzgBmAAXKmEPrD4ypNcC4C328UqoHxs18Uyoc21splaSUmoYxpX95grse+EwpVVpFrG2As5RSY4DXgPuUUn0wbuZ8ySzzHPCyMuZCO1jFMY5jJrHngavNY71l/j4AE4DeZvx3KaV2Y9xB/4wyph/5rapjVuIA5gATq3n/U4zrCHA5xmzFmtYk6eSiHaWUWodxV/q/MGoxFf0TmCDGynw/Y9yJ3tZ8b6lSKte8gTKbYx+K64EEEQkBQpVSv5jb52PMeFvuwwrP3wBuMZ/fArxdTbgfK6XKxJjJ+izgYzO2VzHW6wA4m2Pf/t+t9hc/5hSMRPmDeaxHOTb/2TrgfRG5CWjIzYb/AfqJMbddZYeBLBG5HtgMFFR4r7p7BvS9BJpbsrK9WnNPi4C5GP0JFaffF2CoUmpLxcIiciZQcTp+R4XXDmr3fyy//IlS6ncxlpS9AGNqmeomCi3fx4YxTX2vaspV9eFr5/gvVr7mTwE2KqX6V7HPIIyEeDlG891p1ZzvpJRSdhF5ChhfTZEPMabOGVFp+2Gg8lpC4RiL5Gma29E1F62yt4BpSqn1lbZ/B9xnziKLiPSu7QGVUtkY38jL+yVuxphypDoLML7hV1drqXjsHGCXiFxjxiUi0tN8+3eOLYJ1Y4Xd9gCnijE7dijGwlpgzNMVKSL9zWN5iUg3EbFhTJC6FCMphACBQC7Gsth19Q7GzLuRVbz3OUbT2XeVtv8JnC0iMWZsSRgTV+5D09yQTi7acZRS+5VS86p463GMmZDXichG83VdDMfop1mHsabIYycp+z7Gt/TadmjfCNwmImsxJocsXyHyfmCkiKynwmJaSql9GJ3nG8yfq83tJRjLNsw2j7UGo8nNA3jPPM5qYJ5S6ghG89+VdejQLz9/CTAPYzLQyu/lKqVmm2Uqbk8zf5/FZpPdsxjL+Tpqe15Na0x6+hfN7YjI1cBgpZRTFyITkTylVKAzj3mSc00F8pRScxvjfOY5fwYeVErpIcma5XSfi+ZWROR5jMWuBlodSwPlAXeISHCle11cQkSWYkzXX9XIOk1rdLrmommapjmd7nPRNE3TnE4nF03TNM3pdHLRNE3TnE4nF03TNM3pdHLRNE3TnO7/AcR1mya7OM+HAAAAAElFTkSuQmCC\n", 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" + "
" ] }, "metadata": { @@ -171,11 +258,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.204936\n", + "1 4 >=1 0.204259\n", + "2 4 [0.2,0.4) 0.280239\n", + "3 4 [0.4,0.6) 0.243188\n", + "4 4 [0.6,0.8) 0.213767\n", + "5 4 [0.8,1) 0.205417\n", + "6 5 <0.2 0.058212\n", + "7 5 >=1 0.045987\n", + "8 5 [0.2,0.4) 0.064447\n", + "9 5 [0.4,0.6) 0.062171\n", + "10 5 [0.6,0.8) 0.055319\n", + "11 5 [0.8,1) 0.051552\n", + "12 6 <0.2 0.228497\n", + "13 6 >=1 0.347004\n", + "14 6 [0.2,0.4) 0.144899\n", + "15 6 [0.4,0.6) 0.215167\n", + "16 6 [0.6,0.8) 0.269766\n", + "17 6 [0.8,1) 0.314757\n", + "18 7 <0.2 0.508356\n", + "19 7 >=1 0.402750\n", + "20 7 [0.2,0.4) 0.510416\n", + "21 7 [0.4,0.6) 0.479475\n", + "22 7 [0.6,0.8) 0.461149\n", + "23 7 [0.8,1) 0.428274\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -183,11 +301,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.204936\n", + "1 4 >=1 0.165210\n", + "2 4 [0.2,0.4) 0.239466\n", + "3 4 [0.4,0.6) 0.228508\n", + "4 4 [0.6,0.8) 0.188827\n", + "5 4 [0.8,1) 0.160894\n", + "6 5 <0.2 0.058212\n", + "7 5 >=1 0.037751\n", + "8 5 [0.2,0.4) 0.073245\n", + "9 5 [0.4,0.6) 0.064343\n", + "10 5 [0.6,0.8) 0.052677\n", + "11 5 [0.8,1) 0.041929\n", + "12 6 <0.2 0.228497\n", + "13 6 >=1 0.482098\n", + "14 6 [0.2,0.4) 0.143800\n", + "15 6 [0.4,0.6) 0.215247\n", + "16 6 [0.6,0.8) 0.333230\n", + "17 6 [0.8,1) 0.467823\n", + "18 7 <0.2 0.508356\n", + "19 7 >=1 0.314941\n", + "20 7 [0.2,0.4) 0.543490\n", + "21 7 [0.4,0.6) 0.491902\n", + "22 7 [0.6,0.8) 0.425266\n", + "23 7 [0.8,1) 0.329354\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -195,11 +344,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.095017\n", + "1 4 >=1 0.042735\n", + "2 4 [0.2,0.4) 0.017634\n", + "3 4 [0.4,0.6) 0.001944\n", + "4 4 [0.6,0.8) 0.008328\n", + "5 4 [0.8,1) 0.015936\n", + "6 5 <0.2 0.050756\n", + "7 5 >=1 0.094017\n", + "8 5 [0.2,0.4) 0.008651\n", + "9 5 [0.4,0.6) 0.003042\n", + "10 5 [0.6,0.8) 0.014734\n", + "11 5 [0.8,1) 0.039841\n", + "12 6 <0.2 0.170910\n", + "13 6 >=1 0.307692\n", + "14 6 [0.2,0.4) 0.023777\n", + "15 6 [0.4,0.6) 0.005831\n", + "16 6 [0.6,0.8) 0.008969\n", + "17 6 [0.8,1) 0.035857\n", + "18 7 <0.2 0.683317\n", + "19 7 >=1 0.555556\n", + "20 7 [0.2,0.4) 0.949938\n", + "21 7 [0.4,0.6) 0.989183\n", + "22 7 [0.6,0.8) 0.967969\n", + "23 7 [0.8,1) 0.908367\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -207,11 +387,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.094982\n", + "1 4 >=1 0.000000\n", + "2 4 [0.2,0.4) 0.047504\n", + "3 4 [0.4,0.6) 0.027027\n", + "4 4 [0.6,0.8) 0.000000\n", + "5 4 [0.8,1) 0.000000\n", + "6 5 <0.2 0.050737\n", + "7 5 >=1 0.000000\n", + "8 5 [0.2,0.4) 0.042745\n", + "9 5 [0.4,0.6) 0.117838\n", + "10 5 [0.6,0.8) 0.000000\n", + "11 5 [0.8,1) 1.000000\n", + "12 6 <0.2 0.170839\n", + "13 6 >=1 0.000000\n", + "14 6 [0.2,0.4) 0.240274\n", + "15 6 [0.4,0.6) 0.734054\n", + "16 6 [0.6,0.8) 0.991453\n", + "17 6 [0.8,1) 0.000000\n", + "18 7 <0.2 0.683442\n", + "19 7 >=1 0.000000\n", + "20 7 [0.2,0.4) 0.669477\n", + "21 7 [0.4,0.6) 0.121081\n", + "22 7 [0.6,0.8) 0.008547\n", + "23 7 [0.8,1) 0.000000\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -219,11 +430,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.010560\n", + "2 4 [0.025,0.05) 0.063749\n", + "3 4 [0.05,0.075) 0.025979\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.015929\n", + "6 5 [0.025,0.05) 0.005648\n", + "7 5 [0.05,0.075) 0.027476\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.056526\n", + "10 6 [0.025,0.05) 0.071749\n", + "11 6 [0.05,0.075) 0.035046\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.916984\n", + "14 7 [0.025,0.05) 0.858854\n", + "15 7 [0.05,0.075) 0.911499\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -231,11 +465,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.011622\n", + "2 4 [0.025,0.05) 0.063079\n", + "3 4 [0.05,0.075) 0.002371\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.019831\n", + "6 5 [0.025,0.05) 0.006679\n", + "7 5 [0.05,0.075) 0.003832\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.254700\n", + "10 6 [0.025,0.05) 0.062970\n", + "11 6 [0.05,0.075) 0.344004\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.713847\n", + "14 7 [0.025,0.05) 0.867271\n", + "15 7 [0.05,0.075) 0.649793\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -243,11 +500,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.484178\n", + "1 4 >=1 0.033715\n", + "2 4 [0.2,0.4) 0.018396\n", + "3 4 [0.4,0.6) 0.020030\n", + "4 4 [0.6,0.8) 0.024413\n", + "5 4 [0.8,1) 0.028645\n", + "6 5 <0.2 0.002669\n", + "7 5 >=1 0.006702\n", + "8 5 [0.2,0.4) 0.003091\n", + "9 5 [0.4,0.6) 0.003969\n", + "10 5 [0.6,0.8) 0.004933\n", + "11 5 [0.8,1) 0.005798\n", + "12 6 <0.2 0.510103\n", + "13 6 >=1 0.859634\n", + "14 6 [0.2,0.4) 0.923506\n", + "15 6 [0.4,0.6) 0.914358\n", + "16 6 [0.6,0.8) 0.898182\n", + "17 6 [0.8,1) 0.879677\n", + "18 7 <0.2 0.003050\n", + "19 7 >=1 0.099949\n", + "20 7 [0.2,0.4) 0.055007\n", + "21 7 [0.4,0.6) 0.061643\n", + "22 7 [0.6,0.8) 0.072472\n", + "23 7 [0.8,1) 0.085880\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -255,11 +543,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.484178\n", + "1 4 >=1 0.031792\n", + "2 4 [0.2,0.4) 0.018807\n", + "3 4 [0.4,0.6) 0.020889\n", + "4 4 [0.6,0.8) 0.024126\n", + "5 4 [0.8,1) 0.027791\n", + "6 5 <0.2 0.002669\n", + "7 5 >=1 0.005866\n", + "8 5 [0.2,0.4) 0.002855\n", + "9 5 [0.4,0.6) 0.003576\n", + "10 5 [0.6,0.8) 0.004402\n", + "11 5 [0.8,1) 0.005247\n", + "12 6 <0.2 0.510103\n", + "13 6 >=1 0.864200\n", + "14 6 [0.2,0.4) 0.924062\n", + "15 6 [0.4,0.6) 0.911879\n", + "16 6 [0.6,0.8) 0.896663\n", + "17 6 [0.8,1) 0.880848\n", + "18 7 <0.2 0.003050\n", + "19 7 >=1 0.098142\n", + "20 7 [0.2,0.4) 0.054276\n", + "21 7 [0.4,0.6) 0.063656\n", + "22 7 [0.6,0.8) 0.074809\n", + "23 7 [0.8,1) 0.086115\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -267,11 +586,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.061518\n", + "1 4 >=1 0.021767\n", + "2 4 [0.2,0.4) 0.003318\n", + "3 4 [0.4,0.6) 0.000737\n", + "4 4 [0.6,0.8) 0.002505\n", + "5 4 [0.8,1) 0.016427\n", + "6 5 <0.2 0.006661\n", + "7 5 >=1 0.267606\n", + "8 5 [0.2,0.4) 0.004625\n", + "9 5 [0.4,0.6) 0.002637\n", + "10 5 [0.6,0.8) 0.005636\n", + "11 5 [0.8,1) 0.032854\n", + "12 6 <0.2 0.070059\n", + "13 6 >=1 0.407170\n", + "14 6 [0.2,0.4) 0.122830\n", + "15 6 [0.4,0.6) 0.341025\n", + "16 6 [0.6,0.8) 0.351284\n", + "17 6 [0.8,1) 0.451745\n", + "18 7 <0.2 0.861761\n", + "19 7 >=1 0.303457\n", + "20 7 [0.2,0.4) 0.869227\n", + "21 7 [0.4,0.6) 0.655600\n", + "22 7 [0.6,0.8) 0.640576\n", + "23 7 [0.8,1) 0.498973\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -279,11 +629,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.061511\n", + "1 4 >=1 0.000000\n", + "2 4 [0.2,0.4) 0.002478\n", + "3 4 [0.4,0.6) 0.012262\n", + "4 4 [0.6,0.8) 0.000000\n", + "5 4 [0.8,1) 0.000000\n", + "6 5 <0.2 0.006661\n", + "7 5 >=1 0.000000\n", + "8 5 [0.2,0.4) 0.003745\n", + "9 5 [0.4,0.6) 0.006812\n", + "10 5 [0.6,0.8) 0.052632\n", + "11 5 [0.8,1) 0.250000\n", + "12 6 <0.2 0.070073\n", + "13 6 >=1 0.000000\n", + "14 6 [0.2,0.4) 0.146582\n", + "15 6 [0.4,0.6) 0.294278\n", + "16 6 [0.6,0.8) 0.000000\n", + "17 6 [0.8,1) 0.000000\n", + "18 7 <0.2 0.861756\n", + "19 7 >=1 0.000000\n", + "20 7 [0.2,0.4) 0.847195\n", + "21 7 [0.4,0.6) 0.686649\n", + "22 7 [0.6,0.8) 0.947368\n", + "23 7 [0.8,1) 0.750000\n" + ] + }, { "data": { - "image/png": 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\n", 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1WpUnubRvT8P3pub7pSyBgbgiIyGy+Be4FipBJSX/naBSksk+fpysPXuKlKBOCgig0QcfENJBE0xxpPz8C3vvvY8qbdoQ/fpkHEFBdoeUr7ALL6TxtK/YM2YMu2+5lVr330/k8Jtsb75TKj+VJrmAlWD8+UvfrwkqKRlPSjLJCxeR9ttv1sZZWewbN46GU6dqU0kRpa1YwZ477ySoWTOi334LR6jfZufwmcBGjYj5/HP2PfIoCS+8QPr69dR95mkcIae/UFwpO1Sq5FIeFJSggs8+m92rV2OyskAE98GDbL/sMmrdcw/VrxtSZvoLyrIT69YTP+o2AurVo+G7U3BGRNgdUqE5QkOpP2kih9+ZQuLEiVY/zOuTCWzQwO7QlPoHvc6lnMlp3ou66y4affQhTX+YTcg553Dw2WfZdcONZGzbZneIZVr65s3E33ILzurVrdsTl6CWaRcRoebIW4l++y2y9u9n58BBpCxZYndYqhTkNeX+qVPrOxyOc5YtW3ZyWGHz5s1b5UzNX79+/Tb79+93ATz00EN1mjVr1qpFixYtzzzzzJYLFiwIBejcufMZP/3008nq8F9//RXYvHnzVkWNVZNLORTSvj01R40kpH17AurVI/rtt6g3/nnrRlRXXMmhN9+0ajbqHzJ37mT3zTcjQUE0fG8qAbVr2x1SiYSdfz6Np32Fq3Zt4m8dyeEpU3Resgouvyn3c6tdu3bmU089Vfd05fz444+hcXFx1datW7dx8+bNGxcuXLi5SZMm/yqrJDS5VAAiQtXLL6fJ97MI69ObxEmvsOPqazixfoPdoZUZWfv2sWvECHBn0/C9qQRGR9sdkk8ENmxIzOefER7bl4QJL7H33nvxpKXZHZby+m3fb6GTVk6q89u+30qtU693797HN2/eXGXNmjX5jlDZu3dvQGRkpLtKlSoGoG7duu6YmBif/iLVPpcKxFWzJg0mTiT5kks48ORT7Lz2WmqMGE7N0aMr9SSI7kOH2D18BJ7kFBp98D5BTZvaHZJPOUJCqP/yyxxp1YqElyeyc9t2Gkx+jcCGpXrjwUrlsSWPRW89uvW0IylSs1IdO5N2hhgMU9dPJSYiJi00IDTfKfebVW+W9nS3p4s85f6p2zgcDsaOHXvgySefrPvNN9/szKucK664Ium5556rFxMT07p79+5JQ4YMOXLJJZek5KwfOnRok+DgYA9Yk2E6HEWvh9hScxGRe0Rkg4isF5HPRCRYRBqLyDIR2SoiX4iI7ROvlVfhffrQ5PtZVL3yCg6/M4Udl19Rae/Znn3sGLtH3ExWYiLRb71FcMuWdofkFyJCjVtuIfrtt8k6eJAdV19Dys+/2B1WpZaaleoy3in3DYbUrFS/TLmfl1GjRh3+448/wjZt2pTn92jVqlU969ev3zh58uRdUVFR7mHDhjV99dVXa+Ss//DDD7fnHGf27NlbihNrqddcRKQ+cBfQ0hhzQkS+BAYD/YGJxpjPReRN4GbgjdKOr6JwRkRQ75lnqHrJJex/7HF23TiUakMGU+u++3CGhdkdXqnITkll98hRZO7YQfTbb1WK64HCunfzXg9zJ/EjRxJ1zz3UuPUWvR7GxwqqYYDVJDZ6/ugWbo/b4XK4PM92f3Z7l3pd/DKB5akCAgIYM2bMgaeeeqpOftu4XC4GDBiQPGDAgOSzzz77xEcffVTjrrvuOuyrGOzqc3EBVUTEBYQA+4FewDTv+g+AK+wJrWIJ7dqVJjNnEDlsGMc+/4Ltl15GyuLFdofld54TJ9hz++2kb9hA/VcmEdq1q90hlZrA6GhiPvuUiIsvJvHll9l79z14UkvlO03l0qVel9TXe7++eXjr4Xtf7/365tJKLDnGjBlz+Jdffok4cuTIvyoRa9asCVq3bt3JPplVq1ZVadCgQfnu0DfG7AUmALuxkspxYCVwzBiTc2vOPYBeFegjjpAQaj88jpjPPsURGkL8qNvY++CDuI8etTs0vzCZmewZO5a0FSuoN3484b162R1SqXOEhFDvpQnUevBBkufNY+fgwWTu2mV3WJVOl3pdUu8+5+4DpZ1YAIKDg83IkSMT8kouSUlJzqFDhzZu2rRpqxYtWrTctGlTlfHjx+/z5fFLfcp9EakOfA1cCxwDvsKqsTxhjGnm3SYa+MEY0zqP/UcCIwEaNmx4zi79D1MknsxMDr/5FofefhtnRAR1/vMo4RdfXGGaTYzbzd577yN57lzqPP0U1a++2u6QbJe6dCl7770P4/FQf8KLhF1wgd0hlXk65X7hnG7KfTuaxfoAO4wxicaYLOAboBtQzdtMBtAAyPM2fMaYt40xHY0xHaOiokon4grEERhI1F130vjrrwmoV4+9997HntFjyDqYYHdoJWY8Hvb/5zGS586l9sPjNLF4hZ53HjHTphFQvz7xo26zroPS62GUn9mRXHYDXUQkRKyfy72BjcBCYJB3m2HADBtiqzSCz2hBzOefUevBB0ldsoTtAwZw9Kuvyu2XjjGGg888y/Hp06l5151EDhtmd0hlSmCD+sR8+gkRAwaQOOkV9t41luwU7YdR/mNHn8syrGawP4B13hjeBh4C7hWRrUAN4N3Sjq2yEZeLGiOG02TmDILPOosDjz3O7uEjyNy92+7Qiizx5Ykc/fRTIkeMoObtt9sdTpnkqFKFei+Mp9a4h0hesICdg68lc+dOu8NSFZQto8WMMf9njDnTGNPaGHOjMSbDGLPdGNPZGNPMGHO1MaYIc8+rkghs1IiG779HnSefJH39erZfdjmH33sfk51td2iFcujNtzj8zjtUG3wttR64v8L0H/mDiFDjppto+O4Usg8fYcfV15C8aJHdYakKSKd/UYB1U6rq115Dk1nfEdqlCwnjx7NzyHWkb95sd2indeSjj0mcNImIyy6lzuOPa2IppNAuXWg87SsCo6PZc/sdJP7vfxhPvhePK1VkmlzUPwTUqUODN/5HvZcmkBUfz46Bg0ic/Dom06dD4H3i2NffcPDZZwm/qA/1/vtfpBhTVFRmAfXr0+jTT6h62aUcevU19tx1F9kpKQXvqFQh6P9G9S8iQtVLLqHJ7O+JiI3l0OTJ7Bg4iBNr19od2klJc+aw/7HHCO3WjXovvYS4dJq84nAEB1P3+eep/cgjpCxcxM5rriVj+w67w1L5CAkJOTnNxBdffFE1Jiam9ebNmwPvvffeeo8//nhtgIEDB8a899571XPvV9xp80tCk4vKl6t6depPeJEGb/yP7KQkdg4ewsHxL+A5ccLWuJIXLWLv/Q9QpX17Gkx+DUegTkNXEiJC5NAbaTh1KtnHjrHzmms4NGUKh956m7RVq+wOT+VhxowZ4Q888ED0999/v6VFixZlr1kBTS6qEMJ79qTJrO+ods3VHHnvPbZfdjmpvy2zJZbU35ax966xBJ9xBtFvvoGjSpWCd1KFEnpuZ+v+MFFRJE54icRJk9g9fIQmmBJIXfpraMJLL9dJXfqrz6bc/+GHH8JGjx4dM2PGjK2tWrUqswOftC1BFYozPJy6TzxBRP/+7H/sMXbfdBPVrr6aWg8+gDM8vFRiOLF6NfF33EFgo4ZET3mn1I5bmQTUq0fEgEs49NpkMAaTlUXa8t8JaV/xJ/0sin2PPBqdsWXLaafc96SmOjJ37AjBGA5PmUJg48ZpjtD8p9wPat48rd5/nz3thJiZmZkyePDgZnPnzv2rffv26cWNvzRozUUVSWjnzjSZPp3Im0dw7Ouv2X7JAJIXLPT7cdM3bWL3yFG4omoS/e67uKpXL3gnVSyh550HTidgXQsV0rmTzRGVT57UVBc5FyUbY70voYCAANOhQ4eUN998s2ZJy/I3rbmoInNUqULtBx4got/F7H/0UfbccQcR/ftT+9FHcNWoUXABRZSxfQe7R9yMIySERlOnElCrls+Pof4W0r49dR77DweeeJIat96qtZY8FFTDAKtJLP6221oYt9shLpen3nPPbQ89r2uJpkUQEWbOnLn9/PPPbzFu3Lg6zz///IGSlOdPWnNRxValTWsaT/uKqLF3kTxvHtsvGcDx777z6RQymXv2snvECBCx7ntfXyfLLg3VrrkGV1QUGX/9ZXco5VboeV1To998c3ONm2/eG/3mm5tLmlhyhIeHe+Li4rZMmzatxsSJE8tsDUaTiyoRCQyk5u230/jbbwhs1Ih9DzzInttuJ2v//hKXnXUwgd3Dh+M5cYKGU98lqHFjH0SsCkMcDsL79iXlp5/0XjAlEHpe19Ra9917wFeJJUft2rWz58yZs3nChAl1P/nkk6qnrr/nnnsa1a5d++zatWuf3a5duzMBduzYEZSzrHbt2mdPnTrVr23LpT7lvi917NjRrFixwu4wlJfJzuboJ5+QMHES4nBQ64H7qXbNNcW6uNF99Ci7brwR9779NHz/PaqcfbYfIlank7p8ObuHDqP+xJeJuPhiu8MpVTrlfuGUtSn3VQUlTieRQ4fS5LuZVGl7NgeeeJLdQ4cVeXLE7ORk4m++haz4PTR48w1NLDYJOeccnDVrkhQ31+5QVDmkyUX5XGCDBkS/+y51n32G9L/+YvvlV3B4yhSM213gvp60NOJH3Ub6li00eO1VQjt3LoWIVV7E6ST8oj6kLF5s+4WzqvzR5KL8QkSoNnAgTWbNIvT87iRMeImd1w4mfdOmfPfxZGSwZ8ydnFi9mvov6h0Ty4KI2FjMiROk/PSz3aGUBR6Px6Mzo3p5/xb5XrejyUX5VUDtWjR47TXqT5pE1oED7Bh0NQmvvILnlIkwTVYWe++9j9SlS6n77LNE9Iu1KWKVW0jHjjgjI0mOi7M7lLJgfWJiYlVNMFZiSUxMrAqsz28bvc5F+Z2IENEvlpBzO5Pw/HgOv/EmyXPnUfeZpwlp3x7j8bDv4UdImT+f2o/9h2pXXmF3yMpLXC7C+/Th+KxZeNLTcQQH2x2Sbdxu9y0HDhyYcuDAgdboD3MPsN7tdt+S3wY6WkyVupSff2b///0f7v0HCI+NJWvPHtLXryfq3nupOfJWu8NTp0hdupTdI26mweTXCO/Tx+5wSkVeo8VU0VT27KtsEHb++TSZ+R3hF11E8pw5pK9fD04nIZ30/3JZFNKpE85q1Uiao01jqvA0uShbOMNCCW7VCnJdA5O2/HcbI1L5kYAAwvr0JmXhQjwZZXYSXlXGaHJRtgnp3AkJDASnEwkI0AkSy7CI2H54UlNJXbLE7lBUOaEd+so2Ie3b0/C9qdaU7p076QSJZVhol3NxVK1Kclwc4b162R2OKgc0uShbhbRvr0mlHJCAAMJ79yZ53jw8mZl6909VoNMmFxG5txBlpBpj3vJRPEqpMioiti/Hv/mG1KVLCe/Rw+5wVBlXUJ/LA0AYEH6ax33+DFApVTaEdu2KIzycZJ1rTBVCQc1iHxljnjrdBiLis3tDK6XKLgkMJLxXL5Lnz8dkZlqDMZTKx2lrLsaYBwsqoDDbKKUqhvDYWDxJSaQuW2Z3KKqMK9JQZBHpIiJzRGSRiFzpr6CUUmVTaPduOEJDSdK5xlQBTptcRKTOKYvuBa4E+gOnbS5TSlU8jsBAwnr1ImXej5isLLvDUWVYQTWXN0XkcRHJma3uGDAIK8Ek+TMwpVTZFBHbl+zjx0ldvtzuUFQZVlCfyxXAKmCWiAwF7gaCgBrAFX6OTSlVBoV2744jJIRknWtMnUaBfS7GmO+AWKAq8C2w2RjzqjEm0d/BKaXKHkdwMGE9epD844+FuruoqpwK6nO5TEQWAnOwbgpzLXC5iHwuIk1LI0ClVNkT3i+W7KNHSdNbXqh8FFRzeQa4GLgGGG+MOWaMuQ94DHi2uAcVkWoiMk1ENonInyLSVUQiRWSeiGzxPlcvbvlKKf8KO/98pEoVkubMsTsUVUYVlFyOA1cBA4GEnIXGmC3GmMElOO4rwBxjzJlAW+BPYBww3xjTHJjvfa+UKoMcVaoQduGFJM/7EZOdbXc4qgwqKLlcidV57wKu88UBRaQqcAHwLoAxJtMYcwy4HPjAu9kH6IABpcq0iH6xZB8+TNqKlXaHosqggkaLHTLGvGaMedMY46uhx42BROA9EVklIlO8U8jUNsbs925zAKjto+Mppfwg7IILkOBgkvWCSpWHgjr0/yiogMJscwoX0AF4wxjTHkjllCYwY4wBTD7HGykiK0RkRWKiDlhTyi6OkBDCLriApHlzMR6P3eGoMqagZrGzRGTtaR7rgJpFPOYeYI8xJmdyomlYyeagiNQF8D4n5LWzMeZtY0xHY0zHqKioIh5aKeVL4bF9yU48xIk/ivobU1V0Bc2KfGYhyihSb54x5oCIxIvIGcaYv4DewEbvYxjwvPd5RlHKVUqVvrALeyCBgSTFzSWkY0e7w1FlyGmTizFml5+OeyfwiYgEAtuB4Vi1qC9F5GZgF9bwZ6VUGeYMCyX0gvNJjouj9sPjEEeR5sJVFZgttzk2xqwG8vqZ07uUQ1FKlVBEbCwpP87nxOo1hHTQW1Yri/7MUEqVSFjPnkhAgI4aU/9Q6OQiIo1EpI/3dRURCfdfWEqp8sIZFkZo9+4kzdVRY+pvhUouInIr1qiut7yLGgDT/RSTUqqcCY/ti3v/ftLXrbM7FFVGFLbmMhrohvceLsaYLUAtfwWllCpfwnv1goAAknQafuVV2OSSYYzJzHkjIi7yuchRKVX5OCMiCD2vK8lxcVjXQKvKrrDJZbGIPAJUEZGLgK+A7/wXllKqvImI7UfWvn2kr99gdyiqDChschmHNR/YOmAUMNsY86jfolJKlTvhvXqCy0VynE7DrwqfXO40xrxjjLnaGDPIGPOOiIz1a2RKqXLFWa0aoV26kBQ3V5vGVKGTy7A8lt3kwziUUhVARL9YsuLjSd+40e5QlM0KmhV5iIh8BzQWkZm5HguBI6UTolKqvAjr3RucTpLj5todirJZQdO/LAX2Y818/FKu5cnAWn8FpZQqn1zVqxN67rkkxc0h6p67ERG7Q1I2KehmYbuMMYuMMV2NMYtzPf4wxrhLK0ilVPkRHhtL1q7dZPz1l92hKBsV9gr9LiLyu4ikiEimiGSLiK/uTKmUqkDC+/QGh4MknWusUitsh/5kYAiwBagC3AK87q+glFLll6tGDUI6dyZ5jl5QWZkVeuJKY8xWwGmMyTbGvAf0819YSqnyLCK2L5k7dpCxZYvdoSibFDa5pHlv7LVaRF4QkXuKsK9SqpIJv+giECFZ5xqrtAqbIG70bjsGSAWigYH+CkopVb65atYkpGNHkuZqcqmsCkwuIuIE/muMSTfGJBljnjTG3OttJlNKqTyF94slc+s2MrbqV0VlVGByMcZkA428zWJKKVUo4X2spjEdNVY5FXQRZY7twBIRmYnVLAaAMeZlv0SllCr3AmrXokqHDiTHzSVq9Gi7w1GlrLB9LtuAWd7tw3M9lFIqXxGxsWRs3kzG9h12h6JKWaFqLsaYJ/0diFKq4gnvexEH//tfkufGEXTbbXaHo0qRDidWSvlNQJ06VGnfniSdyLLS0eSilPKr8Ni+ZPz5J5m7dtkdiipFhZ1brFthliml1Kki+vYF0NpLJVPYmstrhVymlFL/EFCvHsFtzyZ5jt7+uDI5bYe+iHQFzgOiROTeXKsiAKc/A1NKVRwRfWNJePFFMuPjCYyOtjscVQoKqrkEAmFYSSj3EOQkYJB/Q1NKVRThsbEAJM/VprHK4rQ1F2PMYmCxiLxvjNHeOKVUsQQ2qE9w69YkzYmjxs032x2OKgWF7XMJEpG3RWSuiCzIefg1MqVUhRIe25f0devI2rvX7lBUKShscvkKWAX8B3gg10MppQolwts0pqPGKofCzi3mNsa84ddIlFIVWmDDhgS1PIvkuDhqjBhudzjKzwpbc/lORO4QkboiEpnzKMmBRcQpIqtEZJb3fWMRWSYiW0XkC52FWamKJyK2HyfWrCFr/367Q1F+VtjkMgyrGWwpsNL7WFHCY48F/sz1fjww0RjTDDgKaK+fUhVMeN+LAB01VhkUKrkYYxrn8WhS3IOKSAPgEmCK970AvYBp3k0+AK4obvlKqbIpqHFjgs44Q/tdKoHCTv8SIiL/EZG3ve+bi8iAEhx3EvAg4PG+rwEcM8a4ve/3APVLUL5SqoyK6BfLiT/+IOvgQbtDUX5U2Gax94BMrKv1AfYCzxTngN6klGCMWVnM/UeKyAoRWZGYmFicIpRSNvr7gsp5Nkei/KmwyaWpMeYFIAvAGJMGSDGP2Q24TER2Ap9jNYe9AlQTkZzRaw2wEti/GGPeNsZ0NMZ0jIqKKmYISim7BDVpQlDz5iTr7Y8rtMIml0wRqQIYABFpCmQU54DGmIeNMQ2MMTHAYGCBMeZ6YCF/TykzDJhRnPKVUmVfeGwsaStXkpWQYHcoyk8Km1yeAOYA0SLyCTAfq8/Elx4C7hWRrVh9MO/6uHylVBkREdsXjCH5xx/tDkX5iRhjCrehSA2gC1Zz2G/GmEP+DKwwOnbsaFasKOmIaKWUHbZdMgBXjRo0+vADu0P5FxFZaYzpaHcc5VlhR4t9B/QFFhljZpWFxKKUKt8iYvuStmIF7kP6dVIRFbZZbAJwPrBRRKaJyCARCfZjXEqpCi48th94PNo0VkEV9iLKxcaYO4AmwFvANYD2xCmlii2oRXMCY2JI0lFjFVJhay54R4sNBG4DOmFdRa+UUsUiItaoseW/4z5yxO5wlI8Vts/lS6x5wHoBk7Gue7nTn4EppSq+iH6xkJ2tTWMVUGFrLu9iJZTbjDELjTGeAvdQSqkCBJ15JgENG5Ksc41VOKdNLiLyIIAxJg646pR1//VjXEqpSkBEiIiNJfW333AfPWp3OMqHCqq5DM71+uFT1vXzcSxKqUooPNZqGktZoHdOr0gKSi6Sz+u83iulVJEFt2pJQP36OmqsgikouZh8Xuf1XimlikxECO8XS+qvv5F9/Ljd4SgfKSi5tBWRJBFJBs72vs5536YU4lNKVQIRsbGQlUXygoV2h6J85LTJxRjjNMZEGGPCjTEu7+uc9wGlFaRSqmILbtMGV726JM+ZY3coykcKfRGlUkr5i4gQ0TeWlKVLyU5Otjsc5QOaXJRSZUJ4bF/IyiJloTaNVQSaXJStViesZsq6KaxOWG13KMpmVdq2xVWnDklzdNRYReAqeBOl/GN1wmpujruZLE8WQc4g3un7Du1qtbM7LGUTcTgI73sRxz7/guyUFJxhYXaHpEpAay7KFkmZSby44kUyPZkYDBnZGaw4qDd+q+wi+vXDZGaSsnCR3aGoEtLkokqVx3j4dsu3XPrtpaxLXIdTnAAYDGEB+ku1sqvSrh2uWrVInqtNY+WdNoupUrPx8EaeXfYsaxPX0r5We9666C3S3en8svcXZmydweurX6dbvW5ER0TbHaqyidU01pdjX32FJzUVR2io3SGpYtKai/K74xnHefrXpxk8azB7k/fybPdn+aDfB5wZeSbtarVjTPsxvBv7LgbD6AWjScpMsjtkZaOI2L6YjAxSFi+2OxRVAppclN94jIdpm6cx4NsBfL3la64/63q+u/I7Lmt6GSL/nJquYURDJvaYSHxSPA8sfgC3x21T1MpuVTp0wFmzJkk6DX+5pslF+cX6Q+u5/vvrefLXJ2lStQlfXvolD3V+iPDA8Hz36VSnE491fYyl+5Yyfvn4UoxWlSXidBLR9yJSFi/Gk5ZmdziqmDS5KJ86mn6UJ5Y+wXXfX8eBtAM8d/5zvN/vfVpUb1Go/a9qfhXDWg7j878+57NNn/k5WlVWhfeNxaSnk/LTz3aHoopJO/SVT2R7spm2eRqvrnqV1KxUbmx5I7e3vZ2wwKKPALvnnHvYlbSL8cvH0yi8EefVP88PEavTil8OO3+GmPMhunOpHz6kU0eckZEkz42zboWsyh2tuagSW5O4hiHfD+GZZc9wZuSZTLt0Gg90eqBYiQXA6XAy/oLxNK3WlPsW38f2Y9t9HLE6rd3L4P1LYMGz8MFlVqIpZeJ0En7RRSQvWownPb3Uj69KTpOLKrbDJw7z2JLHuGH2DRxOP8yLF7zIlL5TaFa9WYnLDgkIYXKvyQQ5gxg9fzRH0/UWuKUiIwVmjYXsTDDZ1vNOe5qmImL7YtLSSPlZm8bKI00uqsjcHjef/vkpl06/lFnbZjG89XC+u+I7+jXu969RYCVRN6wur/R6hYS0BO5eeDeZ2Zk+K1vl4fA2ePciSNgE3otbMR6o196WcEI6d8ZZrRrJOtdYuaTJRRXJqoRVDJ41mOeWP0erGq34+vKvufecewkJCPHL8dpGteXpbk/zR8IfPPXrUxijN0D1iy3z4J2ekLwfbvwWRsyBs68FcVjNY+mlf+2RuFyEX9SHlIUL8WRklPrxVcloclGFcujEIR795VGG/jCU45nHeenCl3j7ordpUrWJ34/dv0l/bmt7GzO2zeC9De/5/XiVijHw0wT45Gqo1hBGLoKmPa1O/Kvehms+hP2r4eOBkFH691kJj+2HJy2N1CVLSv3YqmQ0uajTcnvcfLTxIy799lJm75jNLW1uYcblM+gb09enTWAFub3t7cTGxDJp5STm755faset0DKS4csbYcHT0HogjJgL1WP+uc1ZA2DQVNi7Ej4eVOoJJvTczjiqViVJ71BZ7mhyUflacWAFV393NS/8/gJta7Xl28u+ZWyHsX5rAjsdhzh4ptsztKrRiod/fphNRzaVegwVyuFtMKUPbPoe+j4LA6dAYD6fa8vLYdC7sOd3+OQaq9O/lEhAAOG9e5OyYCGeTO1zK080uah/SUhL4KGfHmJ43HDSstKY1HMSb/R+g5iqMbbGFewK5tVerxIRGMGY+WNITEu0NZ5ya3McvN0TUhLgxulw3hgoqBba6koY+A7E/wafXguZqaUSKkBEv1g8KSnaNFbOlHpyEZFoEVkoIhtFZIOIjPUujxSReSKyxftcvbRjq+yyPFl8sOEDLv32Un7c9SOjzh7F9Cum07th71JtAjudqJAoJveeTFJmEmMXjiXdrddAFJrHA4tftJJD9UYwajE0ubDw+7ceCFe9A7uXehNM6UzNEtqlC46ICJJ1rrFyxY6aixu4zxjTEugCjBaRlsA4YL4xpjkw3/telZLl+5dz9cyrmbBiAh3rdGT65dMZ034MVVxV7A7tX86MPJPnz3+e9YfW858l/8FjPHaHVPalJ1n9KwufgbOvgZvnWh34RdVmEFzxJuz8BT4bDFknfB/rKSQwkPBevUhesACjTWPlRqknF2PMfmPMH97XycCfQH3gcuAD72YfAFeUdmyV0YHUA9y/+H5unnsz6dnpvNbrNV7v/XqZv6dKr4a9uPucu4nbGccba96wO5yy7dAWmNIb/voB+j0PV74FASX40dD2WrjiDdjxE3w2pFQSTHhsXzxJSaT+9pvfj6V8w9a5xUQkBmgPLANqG2P2e1cdAGrbFVdlkJWdxYcbP+SttW/hMR7uaHcHw1sNJ9gVbHdohTa81XB2HN/Bm2vepHFEY/o36W93SGXPptnw7ShwBsDQGdD4fN+U226IdYHljNHw+fUw+FMI8N+/ndBu3XCEhZEUF0fYBRf47TjKd2zr0BeRMOBr4G5jzD+u0DLWlXJ5Xi0nIiNFZIWIrEhM1A7d4li6bylXzbyKSX9MokvdLky/fDq3t729XCUWABHh8S6P06FWBx5b8hhrEtfYHVLZ4fHAoufh8yEQ2QRGLvZdYsnR/nq47DXYNh++uAHc/rvQ0REYSFivnqT8OB+TleW34yjfsSW5iEgAVmL5xBjzjXfxQRGp611fF0jIa19jzNvGmI7GmI5RUVGlE3AFsT9lP/cuupdR80bhMR5e7/06r/Z6lQbhDewOrdgCnAFM6jmJWiG1GLtgLPtT9he8U0WXfhy+uB4WPQdth1hX21fzUzNnhxvh0ldg6zz44ka/JpiI2Fiyjx8ndVnpT6Spis6O0WICvAv8aYx5OdeqmcAw7+thwIzSjq2iyszO5J2173DZ9Mv4ec/P3Nn+Tr65/BsuaFAxmheqB1dncu/JZGRnMGbBGFKzSm+YbJmTuBne6W0NN774BatvpCT9K4Vxzk0wYCJsiYMvh4HbP53uod274wgJITlOL6gsD+youXQDbgR6ichq76M/8DxwkYhsAfp436sS+mXvL1w18ypeXfUq3et3Z8YVMxh59kiCnEF2h+ZTTas1ZcKFE9h6bCvjfhpHtifb7pBK35+z4J1ecOIoDJsJ544q+PoVX+k4AvpPgM0/wLThkO37pitHUBBhPXuSPO9HjFtvg13W2TFa7BdjjBhjzjbGtPM+ZhtjDhtjehtjmhtj+hhjjpR2bBXJ3pS93LXgLm7/8XYE4a0+bzGx50TqhdWzOzS/6Va/G+M6j2PRnkVM+mOS3eGUHo/Hmlzyi+uhZnPr+pWY7qUfR+db4eIXYdMsvyWY8Ni+ZB87Rtrvv/u8bOVbeifKCiYjO4Op66fy7rp3cYiDsR3GMrTlUAKdgXaHViqGnDmE7ce28/6G92lctTFXNb/K7pD868QxazTY5jnQ7nq45GW/jtoq0LkjrfvAzBkHX98MA9+1Rqr5SNgFFyAhISTNiSO0a1eflat8T5NLBbI4fjHPL3+ePSl7iI2J5f6O91MntI7dYZW6hzo/xO7k3Tz969NEh0fTqU4nu0Pyj4RN8Pl1cGyX1STV6ZbSawY7nS63W8OU4x6xpuy/ago4ffNV4wgOJuzCC0ieN486jz+GOJ0+KVf5ns4tVgHEJ8UzZv4YxiwYQ6AzkHf6vsOECydUysQC4HK4ePHCF4mOiOaeRfewO2m33SH53saZ1oWRGUkw7DurSaosJJYcXUfDRU/Dhm+tmlW27/pIImL7kX3kCGm/r/BZmcr3NLmUYyfcJ5i8ajJXzLiC3w/8zn3n3Me0S6fRpW4Xu0OzXURgBK/3eh1BGD1/NMczjtsdkm94smH+09ZULlFnWNevNDrP7qjy1u0u6PMErJ8G02+3YveBsAvOR4KDSZ6rd6gsyzS5lEOrElYx7qdx9P+mP2+tfYvejXoz84qZ3NT6JgJ82L5d3kVHRDOxx0T2pOzh/sX3k+Up5xffnThmTRj58wRofyMM/wGq1rc7qtPrfg/0egzWfQnT7/BJgnGEhBB2wQUkzZuHya6EowLLCe1zKScysjNYtn8Z0zZPY2H8QgAE4ZFzH2HImUNsjq7s6linI493eZzHlz7O+OXjefTcR8vMDM9FcnCjNRrsWLzVad9xRNlqBjudC+63+mAWPgsOJ1w2GRwl+10b0S+W5LlzOfHHH4R0qqB9auWcJpcy7HjGcX7a8xML4xfyy95fOOE+QYDj75qJQxyV+4LBQrqy+ZXsOL6D9za8R+Oqjbn+rOvtDqloNky3fvUHhcFNs6BhOWz2vPBBK8Eses5Kipe+VqIEE3bhhUhQEElxczW5lFGaXMqYvSl7Wbh7IQvjF7Ly4EqyTTZRVaIY0GQAPaN7UsVVhdt/vJ0sTxYBjgA61u5od8jlwtgOY9mRtIMXfn+BRhGN6F7fhutAisqTbd2C+JeJ0KATXPMRRNS1O6ri6zHOOqefXgBxwoBJxU4wjtBQwi44n+S5c6n9yMNICWtCyvc0udjMGMOfR/5kYfxCFu5eyF9H/wKgadWmDG89nF7RvWhVsxUO+fs/zzt932HFwRV0rN2RdrXa2RR5+eJ0OBl//niG/jCU+xffz8cXf0yz6s3sDit/aUfg61usSSE7DIP+L4KrAsyq0PMR6zqYn1+yhilf8nKxE0x431iS5/3IidWrCenQwceBqpISawLi8qljx45mxYryNxwxy5PFigMrWLB7AYv2LOJA6gEc4qBdVDt6NexFz+ieNIwoxo2cVIEOpB5gyPdDCHIG8eklnxIZHGl3SP92cIN1/crxvVZS6Tjc7oh8yxj48QlYMgk63gyXvFSs/qPslBS2nNeN6kMGU/vhh30aooisNMZos0AJaHIpJSmZKfyy9xcWxC/glz2/kJyVTLAzmK71utIzuicXRl9YNr/oKqB1iesYHjecljVaMqXvlLI1e8H6b6x7pARFwLUfQXRnuyPyD2Ng3uOw9FXoPNKaZLMYCSb+jtGkb9xIswXzfdo0psml5LRZzI8Oph5kUfwiFsYvZNmBZbg9bqoHVad3o970jO5J13pdy+RthCu6NlFteKbbMzzw0wM8+euTPNPtGftHkHmyYf6TsOQViD4XrvkQwivwRbAicNFTVif/r5OtPph+zxU5wUTE9iVlwQLS166lSrt2/olVFYsmFx8yxrD12FYWxi9kwe4FbDi8AYCG4Q254awb6Bndk7ZRbXE6dMoKu/Vr3I8dx3fwvzX/o3HVxtzS5hb7gkk7AtNGwPaF1hDjfuPBVYZqU/4iAn2fsRLrsjesYcp9nylSggnr1QsCAkiaE6fJpYzR5FJCbo+b1QmrWRC/gIW7F7InZQ8AZ9c8m7EdxtIzuidNqjax/5ex+pfb2t7GjuM7eOWPV2gc0ZjejXqXfhAH1lm3CU7eD5e+CucMK3ifikTEqrGcrMGINW1MIf+/OMPDCTvvPJLmxlHroQf1/1kZosmlGNKy0vh1368siF/AT3t+4ljGMQIcAZxb91yGtx5Oj+ge1AqpZXeYqgAiwlPdnmJvyl4e/uVh3g97n5Y1WpZeAOumwYwxUKWadbV9g0raxC8CF4+3RpEtfc1qIuvzRKETTHhsLCmLF5O+fj1V2rTxb6yq0DS5FNLhE4dZvGcxC3Yv4Lf9v5GRnUF4YDgXNriQntE96Va/G6EBoXaHqYoo2BXMK71eYcj3Q7hz/p18NuAz//8wyHbD/CesL9LoLt7+ldr+PWZZJ2LN7Gw81igyh9OaNqYQCSa8dy/2u1wkzZmjyaUM0dFip7Hz+M6TzV1rEtdgMNQLrUfPhj3pGd2TDrU7/OOKeVV+/XXkL2784UYaV23M+/3e999Ai9TD1o20diy2psiPfa5y9K8UlscDs+6GPz6ACx6EXo8Warfdt44kc8cOms6b65OmMR0tVnJac8nFYzysTVxrXdAYv5Adx3cAcFbkWdze9nZ6NuzJGdXP0HbdCuiMyDN44YIXuGvBXTz6y6NMuHDCPy5c9Yn9a63+lZQD1vxaHW70bfkVgcNhXblvPNaV/A6ndWV/ASL6xbL/0f+QvmEjVVq38n+cqkCVPrnkTAi5YPcCFsUv4nD6YVziomOdjgw+YzA9o3tSN6wcT7mhCq1HdA/uPedeXlr5Eq+vfp0729/pu8LXfgUz74Qq1WH4HGhwju/KrmgcDmtww8m5yBzW3GSnEdarFzidJMfFaXIpIypVclmdsJoVB1dwVuRZHEk/woLdC1iybwkn3CcIDQile/3u9IzuyfkNziciMMLucJUNhrUaxvbj23l77ds0rtqYAU0GlKzAbLd1seBvr0PD8+CaDyBMB3sUyOGAy177ezZlcVizK+fDVb06oV26kDQ3jqh779HWhTKg0iSXZfuXcdu823Cbv++IV6tKLS5tcik9G/akc53OZetKbWULEeGxLo8RnxzP/y35PxqENSj+/G2ph+Crm2Dnz9B5FMQ+69P7yVd4Didc/rqVYBY8bb3vfk++m4fH9uXA4/9HxqZNBJ91VikGqvJSaaYSXZ2wOldiEa4941rmXT2Px7o+Rvf63TWxqJMCnAFM7DGR2qG1GbtwLPtS9hW9kH2r4e0eEL8crngD+r+giaU4HE7r79d6kHc+slfz3TS8Tx9wOkmK0ztUlgWVJrlU4yyMx4UxgvG4qOPo5vsOW1VhVAuuxuTek8nKzmL0/NGkZKYUfuc1n8PUWGv+rBFzoN11/gu0MnA44cq3oNVVMO8xWDo5z81ckZGEdO5E8pw4yvMo2Iqi0ny77kuoQ9ruW8lM7Eva7lt45ps0ek5YxIPT1vDVinh2HU7Vf5DqH5pUbcKEHhPYcXwHD/38ENkF3aJ311KY0he+HQX1O8LIRVBfp4L3CacLrnoHWl4Bcx+FX/+X52YRsbFk7txJxuYtpRuf+pdK0+dyQYso3vqpMVlHGuFyOhjcNZp9x9KZu/EgX66wpmypFR5Ep8aRdI6JpFNMJGfWCcfh0I7Byuy8eucxrvM4nl32LC+tfIkHO+UatZR80Jq+5eA62L4Iti8GDDhc1vUZYVF2hV0xOV0wcIrVBxP3sFWjOXfUPzYJ79OHA089TXJcHMFntLApUAWVKLmc06g6n9zShd+2H6ZLkxqc06g6AB6PYWtiCst2HOH3HUf4fecRvl+7H4CIYBcdvYmmc+PqtKlfjUBXpansKa/BzQex48BKPtr4EU32rmNQUjIcXA+piX9vFFQV8NZ8jYHdv0Kj82yJt0JzBsCgqdZAiR8etEaRdb715GpXzZqEdOxIUlwcUXf5cCi5KjK9Qv8Uxhj2HD3B7zutRLN8xxG2JVr3qQ9yOWgXXY3Oja2E06FRdcKCKk1+rhxOHLNu1pVTIzmwHhL+xJ2dwZjaUSyrEsxbmWF0rnUO1GkNddpA7VZwaAt8cBlkZ4IzEIbNrLj3YikL3Jnw1TD4a7Z1N8tON59cdeSTTzj49DM0mfUdQc2Kd7dRvUK/5DS5FMKhlAxW7DzC8h1H+X3nETbsO47HgNMhtKwbcTLZdIqpTo2wCnAr2srAGDi2y0oiB9b/nUyO7f57m5CauRJIG5JrNOXGFU+TeOIQn/T/hJiqMf8sM365New45nxNLKXBnQFfDoXNc6yr+r137MxKSGDrhT2oOXo0UWNGF6toTS4lp8mlGFIy3Pyx6+jJms3q+GNkuD0ANI0KzZVsImlQvYpe0GW3rBOQ8Kc3geQkkg2QkWStFwfUaAa1vYmkThvrdXidf02cGJ8cz/XfX0/VoKp83P9jqgZVteGE1EnuDPjiBtgy17rossNQAHbecAOe40k0+W5msYrV5FJymlx8IMOdzfq9x0/226zYdZTkdOuamrpVg61E0ziScxtH0iwqTAcJ+FPywb+bs3KSyaHNVicwQGCYN4m09j6fDbXOgsCQQh9i5cGV3DL3Fs6pdQ5vXPSGTl5qt6x0+OJ62Drfuuiy/fUc+ehjDj77LE1mf09QkyZFLlKTS8lpcvGDbI/hrwPJVs1mp5VwEpIzAKgWEkDHRtYAgU4xkbSuX5UApw4SKLJsNxzemqtvxJtQUhP+3qZqdK7aiPe5Wow1tUgJzdg6g/8s+Q+DWgzi8S6Pa+3Ublnp8Nlga9TeFW+QVbcXWy/sQdTYu6h5++1FLk6TS8lpcikFxhh2H0lj+Q6rGe33nUfYeTgNgCoBTto3rOYdkRZJ+4bVCAmsPIMEVu46+q8RfP+SfvzvTvac2kjCn+BOt9Y7AyHqzH82adVuBSGRfo194sqJTF0/lQc7PciNLXWGY9tlnfAmmMVw5VvsfH4GnhMnaDL92yIXpcml5MpUchGRfsArgBOYYox5/nTbFzm5lKEO14SkdH7f+Xe/zZ8HkjAGXA6hdf2q/xgkUC2kbE9N4/EYMtweTmRlW49M7yPX+/Tc67Ks9zsOpXJgw090ZiPLaUnjthfSLiKF+hlbqZ22hcjkv6ia9BfBKfF/H6tKDajTBkcdb5NWndZQs4UtU6t4jId7Ft7Doj2LeK3Xa1zQ4IJSj0GdIjMNPrsWdv7CkcCbOPjBHJrO+YHAmJgiFaPJpeTKTHIRESewGbgI2AP8DgwxxmzMb58iJZf45fDexeDJti6+6nQLVG9svRaH99l5ynNeyx15bFeU5a48y07K9LBydxLLdx7l9x1HWLvnOJnZVj9Bi9phJ2s2nWIiSdqyhKMbF1C9ZS/O7NTntKftdmeTnuXmREYmGZmZpGVkkZGRQXpmFhmZWWRkZp58zszKIjMziwy39ZyV5SbTnUlWppssdxZudxZZbjdZWW6y3Vm43W7c7iyys7Nx4MGFByceHDnPYj27yP57mfc5QDxESyIDHYtxko1BSCeQULGaDz1G2GHqsNE04k9PIzaahmz0xJBANUAIcjkIC3IRGuQiJNB58nVokJPQwFyvg1yEBbkICXQR5n1vvf7ntsW9fiktK42b5tzE7uTdfHTxRzSv3rxY5SgfykyFT68la+OvbJ1Zi6h77qHmqJFFKkKTS8mVpeTSFXjCGBPrff8wgDHmufz2KVJy+eklWPCUDyL1NwGHEyNOPOIg2zjI8giZHsGN4MRDNVIQrEv2UhzhGHHiMNmI8eDwfpE78OA02TilbHy+BTEGUqPaEdBxKKmRZ5IU3oIUTyCpGW5SM92kZGSTluEmJcNNakY2aZk5r92kZmZbz7le56zzFPL0A50OQoOc/0w8Qa58EtU/X2dyhGdW3YY720P9gPPoWu9c+jYr3/drmbt1Jcv3/0Hnuh3K5bmIO42qP4zhyLu7yMoK5OAdg+h/85OF31+TS4mVpcb9+kB8rvd7gHN9VnpMd3AFQ3aW1YQy+FOo196qyZjsU549/l1eiG3FZOP0ZOM0HgI92VTxuDmWks6x7b9TLWMzItYXcrypxZ7gM3A4XYjDidPpwuF04nAG4HC6cDldOF1OnC7rtcsVgCvAhdPpIsAVQECA9zkw4OR7l9OVR00rdy0sr2Xe5XnW+vKurbFvFZ4Pr7Q+E1cAYZe/CNGdCQJ80VtijNVcdzIJZWR7E5WbtIy/k1CaN3nlJLKcbVMy3BxMSj+5X2qGm6zsvLOVq2oPgut+TbL7ezZt+573tvngBMqADduml9tzaZ5geDLJRYjHQ/2XvyROnMSOeNzusCqNspRcCkVERgIjARo2bFj4HRueC8O+KzN9LkXlwPrCTfj9RzJmDSHAuMnChfOSF4gtoGmszGp0Ho6b/PeZiAjBAU6CA5zU9NHFrRnubNK8icdKOFZSemn5Sra5rfqkMVBDOnBunW4+OWZpW3ZgCYfNHyd/wJTXc4n+eQpikgFweuDosgWgyaXUlKXksheIzvW+gXfZPxhj3gbeBqtZrEhHiO5c7pLKqc7s1IdNfFboPpcyr5x9JkEuJ0EuJ9VD/znIYn96T55eOR2DG4yLOzrcwrVnn29TlCXzxdqzeHrl2HJ/LnF7D+D+7TPIBrcTqp/by+6QKpWy1OfiwurQ742VVH4HrjPGbMhvn/IyFFlVDl+s/Zm525fSt8l55fLLOLeKci5xU5/i6LIFVD+3V5GaxLTPpeTKTHIBEJH+wCSsochTjTHPnm57TS5KKX/Q5FJyZalZDGPMbGC23XEopZQqGZ13RCmllM+VqWaxohKRRGBXEXerCRzyQzilraKcB+i5lFUV5VyKcx6NjDF6K9ESKNfJpThEZEVFaEutKOcBei5lVUU5l4pyHuWNNosppZTyOU0uSimlfK4yJpe37Q7ARyrKeYCeS1lVUc6lopxHuVLp+lyUUkr5X2WsuSillPIzTS5KKaV8rlIkFxFpLCLLRGSriHwhIv+6taOIXCQiK0VknfdZZ7lTqgITkTNF5FcRyRCR++2Op6KpsMlFRAJFJNT7djww0RjTDDgK3JzHLoeAS40xbYBhwEc+jidGRE6IyGrv+34i8pc34Y3LZ597RWSjiKwVkfki0iif7QosK9e2A0XEiEhH7/s2IvK+v88lv+PnsX6YiGzxPoadppw7RWSTiGwQkRdK+1xE5BrvZ7NBRD7NZ5vCfMYNRWShiKzyfs79i3suvji3/OLJY7s5InJMRGadsvxzESmV23GKSPUSFnEEuAuY4INw1KmMMRXqAZwFvATsANoDgpU4XN71XYG4AsoQrH94QT6MKwZY733tBLYBTYBAYA3QMo99egIh3te3A1/ksU2hyvJuGw78BPwGdMy1/EegoT/P5XTHz7U+Etjufa7ufV09n7/LjzmfD1CrNM8FaA6syokt9/GL+rlgjWS63fu6JbCzuOfio3PLN55TtusNXArMOmX5hcA7vvp/U8D5bQM+AXrhHZxUzHKeAO4vjZgr06NC1FxEJFREhovIL8A7wEbgbGPMKqAGcMwY4/ZuvgfrrpenMxD4wxiT4aeQOwNbjTHbjTGZwOfA5aduZIxZaIxJ8779DeseN8Uqy+tprFpc+inLvwMGF/00fHb8HLHAPGPMEWPMUWAe0C+P7W4Hns/5fIwxCbnWlca53Aq87o3x1OMXtSwDRHhfVwX25VpXknPxRzx/b2TMfCA5j1U/A328t9DwtxbAZ8AYYKOIPCIi9XJWishEEVmdx+O0tWvlGxUiuQD7sZq6bjHGdDfGvGuMyesffoFEpBXWF+AoXwZ4irxu6VxQwrsZ+KG4ZYlIByDaGPN9HmWsAIp70w5fHL9IZWF9qZzv7UdbLCKdcq3z+7l4j99CRJaIyG8iklcCLGxZTwA3iMgerBnB78y1riTn4o94CmSM8QBbgbbFC7NIx8o2xswyxlwFXIBVK9stIp296+8xxrTL4/G8v2NTFSe5DMK6wdg3IvL4KX0Th4FquX5J5XmHSwARaQB8Cww1xpSZO4eLyA1AR+DFYu7vAF4G7stnkwSgXj7rSqwQxy8qF1bTWRfgAeBLERHvOr+eS67jNwd6AEOAd0SkWjHLGgK8b4xpAPQHPvL+vaB0zqUo8RRWqcUtIlVFZBQwE+szGQGs9a7TmouNytT9XIrLGDMXmCsiNYAbgBkicgirJrNTRBZiJaDPsTrrZ5xahvfL4XtgnDFmiZ9DLtQtnb1x9QEeBS7Mp5muMGWFA62BRd7v4DrATBG5zBizAggGThTjPHx1/Nxl9TilrEV5HHMP8I0xxgDLRcSDNfNtYimcS87xlxljsoAdIrIZ64vt92KUdTPepj9jzK8iEox1LgmU7FxO5Yt4CsuXcedLRD7G6kP9CusH4Zbc640x9/g7BnUadnf6+OuB1cYc7X3dBFiOVV3/ir87gi8DnvK+/g+QCqzO9fhXR20J4onh785VF1ZndWP+7lxtlcc+7bE6LZvnsW5TUco6Zd9F/LNDfyDwpj/PJb/jYzXNzPe+jsQaiFHd+9gBROax/225PrcWWM09UlrngvXl+4H3dU3v8WsU53PBauq8yfv6LKw+jmKdi4/OLc94cn9OubbtwSkd+t7l64A6vvq/c5rzuwzvQJ1i7l8H64dCEnDM+zrC33FXloftAVSWR+7/6N73/YHNWMnj0VzLnwIu877+ETjI38lupnd5TeCvopR1SiyL+GdymYw1DNtv55Lf8bGa++JyrRuB9SNgKzA81/IpufYJBD4G1gN/AL1K81y8X7YvYw0cWQcMLu7ngjUiawnWl/1qoG9xz8VH55ZnPHl8Tj9j1RRPYH0px3qX1waW2/3/TR/2P3RusVIiIjFYv/Ja+6CsAUATY8yrPigrCFgMdDd/j6graJ8YfHcuY4DdxpiZPijL7nOx9XPJo4wYSvlzEpF7gCRjzLslPaYq3zS5lBIRiQaWAoeNMe1sDuck7wVv9Y0xi4qwj56LnxXnXPIoo9TPTUSGAx8VNyGqikOTi1JKKZ+rKEORlVJKlSGaXJRSSvmcJpdKRqxJIz/O9d4lIomnTkBYlnknZLwu1/uOIvKq9/VNIjLZ+/o2ERlajPJ7iMh5ud4Xq5x8yj0uIrNznYcRkTtzbTNZRG7yvn5fRNJEJDzX+knefWp6919/yjGeEO8MvyLyoogcEJ3xV9mgQlxEqYokFWgtIlWMMSeAi8jnAk5/ERFXCTt8Y4DrgE8BjHUh5opTNzLGvFnM8nsAKVid4SUpJy8/G2MG5HqfAIwVkbeMNefXqbZizQH2sfdK+V4U8vMyxjwgIqkljlipYtCaS+U0G7jE+3oI1uR/wMlJQKeKyHKxpl2/3Lv8JhGZLiLzRGSniIwR65YAq7zza0V6t2vnfb9WRL4V77ToIrLI+6t7BfCoiOwQkQDvuojc73PF8r6IDMr1PsX78nmsucVWi8g93hrBv2peOb/iRaTeKdN/ZItIIxG5VKz5yVaJyI8iUts7fPc24B7vtuefUhs43fmN9/7dNotIYecESwTmY80ckZfPgWu9r3tgXYOiI7FUmafJpXL6HBgs1tQeZwPLcq17FFhgjOmMNbX9i/L3fXFaA1cBnYBngTRjTHvgVyCn2ehD4CFjzNlYFxj+X66yA40xHY0xT2JdSJmT4AZjTeeSVcj4x2HVANoZYyYWtLExZp9323ZYs2Z/bYzZBfwCdPGew+fAg8aYncCbWPf/aWeM+fmU4k53fi7v3+3uU5YXZDxwv4g481i3GYjyJrEh3jiVKvM0uVRCxpi1WE1LQ7BqMbn1BcaJdYOpRVjzRDX0rltojEk2xiQCx7GmhAfrSzZGRKoC1Ywxi73LP8CarTbHF7leTwGGe18PB94r2VkVTES6YU2XP8K7qAEQJyLrsCbAbFXA/gWd3zfe55VYf99CMcZsx0rw1+WzyTdYCfhcrCvjT+6aX5GFPbZS/qLJpfKaiXUHvs9OWS7AQPP39OQNjTF/etflnjjTk+u9h8L1351s/zfW5KAxItIDcBpj1uexvRvvv1Fvf8O/bk9dWCJSF3gXuMYYk9O89how2Vh3Hx2FlUhLIufvkU3R+zP/CzyE9fc/1RdY98KZZ6wp7XMcxpqDLbdIrJvjKWUrTS6V11TgSWPMulOWxwF3iljTF4tI+8IWaIw5DhzN1d9wI9YUJvn5EKtTPr9ay07gHO/ry4CcPplkrJmWC8Xbl/MVVnPW5lyrqvJ353juPo88yy/G+RWaMWYT1lxll+axbhdWc+X/TlmeAuwXkV4A3n6vfljNfUrZSpNLJWWM2ZPPHFhPY32JrxWRDd73RTEMq59mLdAOa1LE/HyC9cv71NpTjneAC0VkDdbU6jk1n7VAtoisEWsuq4KchzXx4pO5OvXrYd0Y6ysRWck/f+1/B1yZ06FfgvMrqmfJ+26jGGPeMnnfY2go8Ji3GXMB1g+GMnMvIlV56fQvyjbekWCXG2NutDuW0uBtArz/lKHI/j7mE0CKMWZCaR1TKdCai7KJiLyGNaS4qDWj8iwT6xqjUwdR+IWIvIh18zy91kWVOq25KKWU8jmtuSillPI5TS5KKaV8TpOLUkopn9PkopRSyuc0uSillPK5/wf4GzeUFiUfxgAAAABJRU5ErkJggg==\n", 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" + "
" ] }, "metadata": { @@ -291,11 +672,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.029742\n", + "2 4 [0.025,0.05) 0.047295\n", + "3 4 [0.05,0.075) 0.009998\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.037111\n", + "6 5 [0.025,0.05) 0.029460\n", + "7 5 [0.05,0.075) 0.035456\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.025731\n", + "10 6 [0.025,0.05) 0.070144\n", + "11 6 [0.05,0.075) 0.002510\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.907416\n", + "14 7 [0.025,0.05) 0.853101\n", + "15 7 [0.05,0.075) 0.952035\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -303,11 +707,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.001346\n", + "2 4 [0.025,0.05) 0.047113\n", + "3 4 [0.05,0.075) 0.002540\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.001198\n", + "6 5 [0.025,0.05) 0.031890\n", + "7 5 [0.05,0.075) 0.003751\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.006335\n", + "10 6 [0.025,0.05) 0.059349\n", + "11 6 [0.05,0.075) 0.213957\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.991121\n", + "14 7 [0.025,0.05) 0.861648\n", + "15 7 [0.05,0.075) 0.779752\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -315,11 +742,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.044215\n", + "1 4 >=1 0.243542\n", + "2 4 [0.2,0.4) 0.007127\n", + "3 4 [0.4,0.6) 0.001332\n", + "4 4 [0.6,0.8) 0.004004\n", + "5 4 [0.8,1) 0.007267\n", + "6 5 <0.2 0.030016\n", + "7 5 >=1 0.228782\n", + "8 5 [0.2,0.4) 0.008684\n", + "9 5 [0.4,0.6) 0.001476\n", + "10 5 [0.6,0.8) 0.010919\n", + "11 5 [0.8,1) 0.021802\n", + "12 6 <0.2 0.064417\n", + "13 6 >=1 0.073801\n", + "14 6 [0.2,0.4) 0.049155\n", + "15 6 [0.4,0.6) 0.004202\n", + "16 6 [0.6,0.8) 0.006005\n", + "17 6 [0.8,1) 0.014535\n", + "18 7 <0.2 0.861351\n", + "19 7 >=1 0.453875\n", + "20 7 [0.2,0.4) 0.935034\n", + "21 7 [0.4,0.6) 0.992990\n", + "22 7 [0.6,0.8) 0.979072\n", + "23 7 [0.8,1) 0.956395\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -327,11 +785,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.044209\n", + "1 4 >=1 0.000000\n", + "2 4 [0.2,0.4) 0.002618\n", + "3 4 [0.4,0.6) 0.001380\n", + "4 4 [0.6,0.8) 0.000000\n", + "5 4 [0.8,1) 0.000000\n", + "6 5 <0.2 0.030014\n", + "7 5 >=1 0.000000\n", + "8 5 [0.2,0.4) 0.002591\n", + "9 5 [0.4,0.6) 0.008795\n", + "10 5 [0.6,0.8) 0.014790\n", + "11 5 [0.8,1) 0.000000\n", + "12 6 <0.2 0.064434\n", + "13 6 >=1 0.000000\n", + "14 6 [0.2,0.4) 0.004604\n", + "15 6 [0.4,0.6) 0.002625\n", + "16 6 [0.6,0.8) 0.068200\n", + "17 6 [0.8,1) 0.000000\n", + "18 7 <0.2 0.861343\n", + "19 7 >=1 0.000000\n", + "20 7 [0.2,0.4) 0.990187\n", + "21 7 [0.4,0.6) 0.987199\n", + "22 7 [0.6,0.8) 0.917009\n", + "23 7 [0.8,1) 1.000000\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -339,11 +828,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.029307\n", + "2 4 [0.025,0.05) 0.053770\n", + "3 4 [0.05,0.075) 0.029428\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.106184\n", + "6 5 [0.025,0.05) 0.011875\n", + "7 5 [0.05,0.075) 0.033198\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.025815\n", + "10 6 [0.025,0.05) 0.152311\n", + "11 6 [0.05,0.075) 0.011892\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.838694\n", + "14 7 [0.025,0.05) 0.782044\n", + "15 7 [0.05,0.075) 0.925483\n" + ] + }, { "data": { - "image/png": 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Ku6heLEBOXVSvyFukpvImNZc368XbXuy0sYi1tGBRPQAAMuM7JAAAAABgwxqfHU9aTC+xpUXqonrl/nI1VziL6v1424+77Syay5tZVA8AgBwRMAMAAAAA1q34onpuC4ssFtVrKW9hUT0AANYIATMAAAAAIK8WWlTv5thNjYfG3bHpFtWL90RmUT0AANYeATMAAAAAYNWlW1QvHiinW1Rve/l2NZU3aX/d/qQqZBbVAwBgfSFgBgAAAACsiJnIjBsYJy6ot9iiej+y7UecCmQW1QMAYMPhOzYAAAAAIGsrsaheS0WLaotr6YcMAMAmQMAMAKvs/1y6p/97ZUCv2F2nlz5Qm+/pAAAALCjXRfWONBxRU3mT28qipbxFlYWVhMgAAGxyBMwAsILCkaie7R3TmZ4hnboxpB9eHdS9Maef4Bf++bqK/V5trypWY2VR7CN2OzC3r7zIn+dHAQAANrvERfXcauSElhapi+o1lDaoubyZRfUAAMA8BMwAsAzDk7M60zOsUzecQPncrWFNzkYkSbXlhQoU+9U3NiMryUh6eFu5asuKdHd0Wpd7+9U/PiNrk89ZVuhTY2WRGiqLtK2yWA3xMJoQGgAALEHionrxIDnbRfXiVcjNFc3aXsaiegAAIDMCZgDIUjRqdaV/XKdjYfLpniFd7Z+QJHk9Rnsay/WWQ0062Fqlgy1Vaqoq1umeYf3M548pFI7K7/PoN37iYR1qrXLPGYpEdW90Wr0j07ozMq3ekSndGXa2745M6XLvWNYh9LZAkRoqi7Uttp8QGgCAzS+XRfVaylv0I9t+RC0VLe52Q2kDi+oBAICcGJuaWqyRzs5O29XVlZdrA0A2xqZDOntzWKdvDOtUz5DO9AxpbNr5Ja2qxK+DLVVumPxoc6VKCtL/UnbqxpCOXRvUYztrksLlbM2Go+obyxxC3x2ZThtClxf6nOrnQLEaK4rUGEhuy0EIDQDAxpBpUb2e0R71TfalXVTPrUBmUT0AALACjDGnrLWdae8jYAYAZzGb64OTbmXy6RtDunxvTNZKxkgP1pXrYGuVDrVW6WBLQDuCpevqF7R4CH13JPYxPBW7PeUG0wM5hNCNgWKVFVLNBADAakpcVK9ndC5AjofKqYvq1RTVuKFxvAI5HiizqB4AAFgNCwXMpAYAtqSp2YjO3XJ6J5/pGdLpnmHdn5iV5ISu+1sCes3eBh1sqdL+loAq1nmlb4HPo6aqEjVVlWQcMxuOteMYndad4alYBfRcFfSlu6MZQ+jGlPYbqW05CKEBAFhY1EbVN9mX1MJisUX1Wspb9KPNP+ouqNdS7gTKLKoHAADWExIBAJuetVa3hqZ0umfIXZDv0t1RhaNOkrqztlSv2F0Xq06u0gN1ZfJ4Nl/lT4HPo+bqEjVXLy+E7h+bmXdceZFvXvsNQmgAwFZxtu+suu516UDdAdUV17mtLLJZVK+5vJlF9QAAwIbGb/sANp2ZcEQXbo/qdKzdxakbQ+qLhaLFfq/2Nwf0i4/v1KHWKh1orlJVaUGeZ7x+LCWETgyee0digfTotC7ecSqhU6WG0HNtOObacpQSQgMANoDp8LReGHlBV4av6Ad3fqBvvvBNRW103rh0i+rFeyKzqB4AANgs+IkGwIZ3b3Rap28Muf2TL9we1WzE+SWvubpYL26vcRfj291QLp/Xk+cZb2yrHUInVT5XFM/rC00IDQBYKzORGTdIvjp81f18a+yWu7Cex3jccNnI6JUtr9TPPvyzai5vZlE9AACwJfBbOoANJRSJ6tJdpzr5VM+wTt8Y0u3hKUlO8NmxvVI//yNtOtBSpYOtAdWVF+V5xltTriH03OKEmUPoiiKfGgmhAQAraDYyqxdGXkgKka+OXNXNsZtueOwzPrVWtGpP9R69fufr1R5o167ALt2fua9f+sdfUigakt/j17seeZf21+3P7wMCAABYQ8amrua0Rjo7O21XV1derg1g4xgcn9HpnmG31cX5W8OaDjm/6DVUFDl9k1urdLAloEe2VarAR3XyZjITjqhvdMatfL4zPK3ekSndiVVE3x2Z0sD47Lzj4iF0YvCc2he6pIAQGgC2mlAkpOuj15OC5CvDV3Rz7KYiNiJJ8hqvWipatCuwS+2BdidIrtyl1opW+b3pF/2N92DurO8kXAYAAJuSMeaUtbYz7X0EzADWi0jU6rl7Y26ri9M3hnR9cFKS5PMYPbKtQgdbq9zF+LYFivM8Y6wHM+GI7o3M6O7I0kPobQEncM60OCEhNABsTKFoSD2jPfNaW/SM9ihsw5Kc1hYt5S1zIXIsUG6raFOBl/UZAAAAEi0UMPObM4C8GZkK6UwsSD7dM6yzN4c1PuP80hcsK9CBliq9/UiLDrZUqaOpUkV+b55njPWo0OdVS02JWmoyt+NIDKHjLTjmbk/pwu2RrENotxVHrDqaEBoA8iccDatnrCe5tcXwVV0fva5w1PmZwsioubxZ7YF2vbLllW6Y3FbZpkJvYZ4fAQAAwMbHb8UA1kQ0anVtYCIWJjvtLp7vG5ckeYy0u6FCP3lgm1ud3FJdwqI4WDHZhNDToVg7jpEpZ0HC+OfhafWOZg6hK4v9bvDcUFmsbfFKaDeYJoQGgOWKRCO6OXYzubXFyBVdH7muUDQkyQmSt5dt167ALj3e9LgbJO+o3KEiH2syAAAArBZ+4wWwKiZmwjp3c3iu3UXPsEamnF8AK4v9OtgS0BsedQLljuaAyliUDXlW5F9+CH3+1ogGJxYOoRsDxWqsSA6ht1UWq7iACn0AiEQjuj1+e15rixdGXtBsdO7/r9vLtqs90K6XbH+J29piZ+VOFftonwUAALDWSHQALJu1Vj33J93K5NM3hvVs76iisRbvD9SV6bV7G3SwxVmQb2ewVB4P1cnYeLINoe+NprThGJ7bXkoI3RhIbstBCA1gs4jaqG6P357X2uLayDXNRGbccY2ljWoPtOtF217kViTvrNypEn/m/w8DAABgbREwA1iy6VBE52+NuIHymZ4ht3VAWaFP+5sDeuIVD+hgS0AHmqtUWZJ+xXVgMyrye9VaU6rWmtKMY+IhdLzy2VmYcPEQOlDiV0NFYuVzclsOQmgA603URnV34m5ya4vhK3ph5AVNhafccfUl9doV2KXDDYfdiuT2QLtK/Zn/XwoAAID1gYAZwKLuDE/Ntbq4MaSLd0YVjpUn7wiW6mUP1rq9kx+sL5eX6mRgQcsLoZ2q6LM3h3WfEBrAOmGtVe9E77zWFldHriYFyXXFdWoPtOtND7wpKUguLyjP4+wBAACwHATMAJLMhqO6eGdEp3uGdfqGU6HcOzotSSrye/RoU0Dve9lOHWqp0oGWgGrKWH0dWA3ZhtCJlc/xz/G+0AuF0I2Vie03iua2A8VqqCgihAaQlrVW9ybvzWttcXXkqiZCE+64YHFQ7YF2/fQDP53U2qKysDKPswcAAMBqIGAGtri+sWmdvjGsM7F2F+dvj2g2HJUkbQ8U6/COah1qCehQa7V2N5bL7/XkecYA4or8XrUFS9UWXPkQuqrEn1L5nBxCN1YWqchPCA1sVtZa9U/1J4XIV4av6NrwNY2Fxtxx1UXV2hXYpTe0v8GtSN4V2EWQDAAAsIUQMANbSDgS1bO9Y26ri1M9Q7p53/mz1QKvR3u3V+hfPtbqtLtorVJ9RVGeZwxguZYSQt+JBc9uGB1bnPB0z5CGJkPzjksNobfFqp8bA3NhNCE0sL5ZazU4PTivtcWV4Ssam50LkqsKq9QeaNdP7PyJpCC5qqgqj7MHAADAekDADGxiQxOzOnPTqUw+fWNY524Na3I2IkmqKy/UodYq/cvH2nSwtUp7t1eo0EcQBGxF2YbQicFz7+i07gzPBdILhdBzlc9zwbPTH9rpE00IDayNwanBeSHy1ZGrGpkZccdUFlaqvbJdr217rRsitwfaVVNck8eZAwAAYD0jYAY2iWjU6vm+cZ2Otbo43TOka/1OL0Svx+jhxgq9tbNZB1oCOtRape2BYhnDYnwAslPk92pHsFQ7cgyh7ywQQleXFjiVz4TQwIoYmh6av9je8FUNzQy5Y8oLyrUrsEuvan1VUkVyTVENPx8AAABgSQiYgQ1qdDqksz3DbqB89uawxqbDkpyw5mBLQG8+1KSDLVXqaKpUSQH/3AGsrmxC6KnZiHpHp3V3eCqlL7QTQp/qGdLwAiH0tkC8J3RxUl9oQmhsRSMzI2lbW9yfvu+OKfeXqz3Qrle0vMINktsD7aotriVIBgAAwIogcQI2AGutXhiYiFUmOwvyXb43JmslY6SH6sv1+ke36VCL0zu5raaEXxoBrEvFBdmF0O5ChCPT6k0IoW8PT6vrRuYQujFhQcLUxQkJobFRjcyMJFcjjzgVyQNTA+6YUn+p2gPtennzy9VeOdfaoq6kjp8JAAAAsKoImIF1aHI2rHM3R9zF+BL/rLy8yKeDLVV67d5GHWqt0qPNlSov8ud5xgCwcooLvNpZW6adtWUZx6QLoZ3P07o1NLWkEHpboEgNFcXaFihSfQUhNPJnbHZsfo/k4avqn+p3x5T4StQeaNdLtr8kqbVFfUk9QTIAAADygoAZyDNrrW4NTblh8qmeIV26O6ZI1EqS2mtL9WN76nWotUqHWqvUXlsmj4dfIAFsbdmE0JOzYXcRwrsjsbYcsfYcC4XQNaUFyW04AvMroVkUFcsxPjvuViEnhsl9k33umGJfsXZW7tSLtr0oKUhuKG2Qx3jyOHsAAAAgGQEzsMamQxFdvDPitLu4MaxTPUPqH5uRJJUUeLW/OaBferxdh1qrdKAloEBJQZ5nDAAbU0mBb5kh9KROXr+vkan0IXRjrPI5XQh9d2RKp24M67GdNTrUWrWaDxPr2GRoMjlEHnE+9070umOKvEXaUblDRxuOuiFye6Bd28q2ESQDAABgQyBgBlZZ78i0uxDf6Z4hXbw9qtlIVJLUUl2il+wK6mBLQAdbq/RQfbl8Xn6ZBIC1km0IfTfWfuPOcHJbjoVCaEkykvY0lmtHbZlqywoVLCtQsKxQNQm3a8sLacuxwU2GJvXCyAvzWlvcmbjjjinwFGhnYKcO1R9yQuRYn+RtZdvk9fD6AwAAYOMy1tq8XLizs9N2dXXl5drAaglForp0d1SnbjiB8pmeYd0enpIkFfo86miq1MHWKh1scT5qywvzPGMAwEqYmAmrd3Rad4en9VfHb+jvL/Qq/hNWU6BYBT6P+sdnNDYdTnt8WaHPDZydADp2u7xQtQn7g+WFKi3w0ms3T6bD07o2cm1ea4s743dkY6+43+PXjsodSdXIuwK71FTWRJAMAACADcsYc8pa25nuPiqYgWUYHJ/R6Z5htzr5/K1hTYec6uRtlUU60Fql97xkhw62VunhxgoV+KhOBoDNqLTQp/baMrXXlqm4wKvvXu5TKByV3+fRZ99xwG2TMR2KaHBiVgNjMxoYn9Hg+Kz6x53bA+PO/qv94zr+woy7uGuqIr9HNaVpwueyAgXLE26XFaqy2E8YnYOZyEzaiuRbY7fcINnn8amtok37gvv0k7t+0g2Tm8ub5fPwIzYAAAC2DiqYgSxFolaXe8fcxfhO9wzp+uCkJMnvNXpkW6UOtjgL8R1sDaixsjjPMwYA5MupG0M6dm1wWT2YQ5GohibiAfRcKO2G0Qmf70/MuovDJvJ7TSyMTq6OrnVD6bn7qkoK5N1ii8jORmb1wsgLSSHy1ZGrujl2U1HrvGHsMz61VrTOq0hurmiW3+PP8yMAAAAA1sZCFcwEzEAGI5Mhnb45pDM3hnSqZ0hne4Y1MRuRJAXLCnWoNeAGynu3V9I/EwCQN9Go1dDkbELwPKP+sZmkaunE+0KR+T//eYxUXVqY0Kpjrk1H0nYspPZvoDUDQpGQro9en9fa4ubYTUWs873da7xqqWhxQ+T2QLt2Ve5Sa0Wr/F6CZAAAAGxttMgAFhGNWl0bGHdaXdwY1qmeIV3pG5fk/MK9p7FCP32wSYdanUC5qaqYPzkGAKwbHo9RTWzxwIdUvuBYa61Gp8LqH5/RYErw7ATTzvb1wQkNjM+4rZ9SBUr884LnYEq/6Pj2Wr0JG4qG1DPaM6+1Rc9oj8LW6X/tMR61lLeoPdCuV7e92g2U2yraVOAtWJN5AgAAAJsJATO2pPGZsM7dnOudfPrGkEZjCy8FSvw62FKln9y/TQdbq/RoU0ClhfxTAQBsDsYYVZb4VVni1666skXHT8yE54XP8Y/BWDh98c6oBsZmNDaTfhHD8kKfguWFqiktSGrLEf+oLS9w+0pns4hhOBpWz1hPcmuL4au6Pnpd4agzByOj5vJmtQfa9cqWV7qtLdoq21ToZZFdAAAAYKWQmmHTs9bqxuCkTvcMxQLlYV3uHVXUSsZID9SV6V90NOpArN3FzmAp1ckAAMSUFvpUWuhTa03pomOnQ5GkBQsHJ5zb/Qn9o6/0j+vYCzMaXmARw7lWHH6VlA7JFNzTrLmjsehtDc726N7UTYWtc7yR0fay7doV2KXHmx53g+QdlTtU5Cta0ecCAAAAwHwEzNh0pkMRnb81klSdPDgxK8mpoNrfEtCrX/GADrZWaX9zQJXF9FUEAGAlFPm9aqoqUVNVyaJjQ5Go7k844XPf2KSu3L+pKyNXdGvsBfXN3NDtyC1dtXelibA04RwTna1SdKZekZkXKzpbJ2+oUVUFTfKVlmtstEC37hdquqxQ98oK9Fz5YFLrjqqSAnm22CKGAAAAwFogYF5jZ/vOqutelzrrO7W/bn++p7PhWWt1Z2Rap2841clneoZ08c6owlFn8aKdwVK9/KE6HWqt0sHWgB6oK5eXXy4BAMiLqI3q9vjtea0tro1c00xkxh3XWNqozkC7dgWc1hY7KtpVXdCkiWmvBpLadCS37Hj27pgGJxZfxLA2w8KFTruOQlWXbqxFDAEAAIB8ImBeQ2f7zuq9//BezURm5Pf49ZnHP6NXtLwi39PaUGbCEV28M6rTbnXysHpHpyVJxX6vHm2u1PtftlOHWqt0oKVK1aUs1gMAwFqL2qjuTtxNCpKvDF/RCyMvaCo85Y6rL6nXrsAuHW447C621x5oV6l/gXYcDQtf21qrkalQcvg8lhxG94/P6oWBhRcxrHIXMUwOn1MXMqwpLVizRQwBAACA9YiAeQ113evSbMRp1RCKhvSr3/1VtVW06UjDER1tPKojDUcUKArkd5LrTN/otBMk9zgL8nXfHtFs2PlFsKmqWEd3VutgrHfy7oZy+ag2AgBgzVhr1TvRmxQiXx2+qqsjV5OC5LriOrUH2vWmB96UFCSXF5Sv+JyMMQqUFChQUrDoIobWWk3MRmIB9Fz4POgG004ofeH2iAbGZzW+yCKGSeFzbDHDmlJnEcP4PhYOBgAAwGbDT7hrqLO+U4XeQoWiIXmNV29+8M26PX5bf/fC3+nLz31ZRka7q3e7gfOh+kMq8S/ew3CzCEeierZ3zO2dfOrGkG4NOb+cFvg82re9Uu9+cZsOtgR0sKVKdRUs3AMAwFqw1ure5L15rS2ujlzVRGjCHRcsDqo90K6ffuCn3cX22gPtqiioyOPsMzPGqKzQp7JCn9qC2S1i2D82o8GJ2aRQemB8Vv2xSunn7o3ph9cGMy5iWOz3KlhekNQfOimULiuIhdWFqijysfAwAAAA1j1j7fwedWuhs7PTdnV15eXa+ZSuB3MoGtLFgYs6fve4jvce19m+swpFQ/IZnzpqO3Sk8YiONhzVo7WPyu/dPAvS3Z+Y1ZlYkHy6Z0jnbo5oKhSRJNVXFDp9k1uqdLC1So9sq1Chjz8/BQBgNVlr1TfZNxckjzifrw1f03ho3B1XU1TjViHHQ+RdgV2qLKzM4+zXl9mws4ihUxWd3KZjMKV/9P2JWUXT/Ehe4PW47TncIDqhf3RtWaFqWMQQAAAAa8AYc8pa25n2PgLm9Wc6PK0zfWecwPnucT1z/xlFbVTFvmIdrDuoo41HdbTxqB6qekhez8YIXaNRq+f7xt0w+fSNIV0bcCqefB6jh7dVuGHyodYqbassomIHAIBVYq3VwNRA2tYWY7Nj7rjqomonSK5sT2ptUVVUlcfZbz6RqHXDaCeATgymkxcyHByfdRczTuT1GFWXFqSEz8n9ouP7q0sLaCsGAACAJSFg3uBGZ0fV1dvlBs5XR65KkioKKtx2Gkcbj6qtom3dhLKj0yGdjfVNPt0zpLM9wxqL9S2sKS3QgVjf5IMtAXU0BVRcsDGCcgAANhJrrQanB+e1trgyfEWjs6PuuEBhYF41cnugXdVF1XmcPdKJRq1Gp0NOAJ0SPg+MzWpwwukjHW/hMROev4ihMVJVSYFqSguSwudgWaFqY72jgwnV0fwVGQAAAAiYN5n+yX4d7z3uBs53J+5KkupK6nS04agbODeULrLM+gqx1urawIROu9XJw3qub0zWSh4jPdRQoYMtAbflRWtNyboJwgEA2CzuT99PCpLjn4dnht0xFQUVSZXI8ds1RTV8b96ErLUanwnPteMYm9FAmv7R8fsmZiNpz1Ne5HOC54TwOZhSIR0PpksKWOIFAABgMyJg3sSstbo1dkvHeo/p+N3jOnH3hIZmhiRJbRVtOtp4VEcajuhIwxEFigIrcs3J2bDO3hzWmViF8pmeIQ3FFrKpKPLpYCxIPtRapUebAypjtXQAAFbM8PRwcog84lQl35++744p95en7ZEcLA4SJCOjqdlI2uA5cSHDeP/okan0ixiWFHjThM8FCb2jnaroGhYxBAAA2FAImLeQqI3q+aHn3QUDu3q7NBmelJHR7urdbnXzwbqDKvGXLHo+a61uDU25rS5O3RjSs71jisR6/+2qK9OhliodbHUqlHcGy1hgBgCAFTAyM5K2tcXg9KA7ptRfOhciJ/RJriupI7jDqpoNRzU4Mdcjuj+lf/RAQv/o+5OzSvcrR4HPo2BpQdLChYnV0bUJixoGiv38jAkAAJBHBMxbWCga0sWBi27gfLbvrELRkHwenzqCHW7g3BHskN/r13Qoogu3R9ww+dSNYQ2Mz0iSSgu82t8S0KGWKh1ordKB5oACJQV5foQAAGxsY7NjaVtb9E/1u2NKfCVpK5LrS+oJkrHuhSNR3Z+cTRs+98erpcdmNDiReRFDX+IihuWFCcF0wkKGsTYd1SUsYggAALDSCJjhmgpP6UzfGbedxjODzyiqqLwqVEG4XaNDbZodb1d0ulGtNfHqZKflxUMN5fJSOQIAQE7GZ8fddhaJYXLfZJ87pthXrJ2VO+cFyQ2lDfIYAjNsftGo1chUaF74PK86OtayY3aBRQzThc/pKqVZxBAAAGBxCwXMNMfdQkKRqJ67O6NnbzTqas/junGjQyNj9+UreUEF5VflrXhB/tpn5K+VKgoqdbDhsI7EKpzbKsqpkAIAIAuhSEjfeOEb+v7N78vv8Ws0NKqrw1fVO9HrjinyFmlH5Q4dbTiaFCZvK9tGkIwtzeMxqiotUFVpgR6oL19wrLVWYzPhWAA9G+sPPaP+lP7RZ286f5E3mWERw4oiX9o2He52eaG7yGFxQfow+tSNIR27NqjHdtboUGvVsp8HAACAjYSAeRMbGJ/R6RtDOtUzpDM3hnXu1rBmYlUe2wPFOthapfe17tTBlldpT2OFCnwe9U/263jvcaelxt3j+nbPtyVJdSV1eqzxMR1pOKKjjUfVUNqQz4cGAMC6YK3VnYk76u7v1rn+c+oe6NbFgYsK27A7prW8VYfqDyX1Sd5Wtk1eD1WTwHIYY1RR5FdFkV87axcfPzkb1mCs8jkeSs9VRDvbz/aOaWBsQKPT4bTniC9i6AbR5YUKRaL66unbikStfF6jf/ua3Xp4W4UKvB4V+Dzye52PQve2cfcXeD30lgYAABseLTI2iXAkqsv3xnS6Z1inYwvy3RiclCT5vUZ7t1fqYEuVDsXaXTRUFi16Tmutbo3d0rHeY25LjaGZIUlSW0Wb27/5cP1hBYoCq/nwAABYF8Znx3Vh8IK6+7t1fuC8zvef1/3p+5KkQm+hHql5RJJ0pu+MrKy8xqsnDjyh9+57bz6nDWCJZsKR+T2jExY1TAyl70/MLutaPo9xwmY3dE4IoBOCaOf23NjUANvZl3wuv8+jQq9Hfp9RgdfrHO/uSzx37H5f8vn9Xg8t8gAAgCR6MG9Kw5OzOtMz7C7Gd+7msCZif/ZXW14Y650c0KHWKj2yrVJF/uVXSUVtVM8PPe8uGNjV26XJ8KSMjHZX73YD54N1B1XiL1n29QAAyKdINKIrw1fUPdCt8/3n1T3QravDV2Xl/OzUVtGmjtoOdQQ7tK92nx6oekB+j19n+87qff/wPoWiIfk9fv3Zq/9M++v25/fBAFg1J14Y1M/9+QmFIlH5vB791usf0Y5gqUKRqEKRqGbDUc3GPociNmlfyN0f32eT9oUiUc2EE8dlOt6611hpXo9xqq4TA+80wfb8fSnV2gmhdbowPX1wbtIfl3B+FnQEAGBtEDBvcNGo1dX+cTdMPt0zrCt945KcH/j2NJYnLcbXVFW8Jv2SQ9GQLg5c1LG7x3Si94TO9p1VKBqSz+NTR7DDDZw7gh3ye/2rPh8AAJajf7Jf5/vP6/yAEyZfGLigqfCUJKmysNINkjuCHdob3KvKwsqM5zrbd1Zd97rUWd9JuAxsAeulB7O1VuGonQutMwTTiQG2G2ynhNazkahCYavZSMQJsN19ieOsuy/5eonHzx0zG4lqpX/99BilVHknV3sXpgTYc/tMhtB67vjEfX5fSrV3rBo83XUT9/k8hrVsAACbAgHzBjM2HdK5myNuoHymZ8jtA1dV4tfBhDD50eZKlRSsj1baU+Epnek74/ZvfmbwGVlZFfuKdbD+oI42OIHz7urdLGAEAMirqfCULg1eUvfAXO/k+CJ8Po9Pu6t2O2FyrEK5ubyZgAAAlslaq0jUJgXWiQH1jBt8z4XkMylhuBNe2zQheWJwbnOuEo+u8K/HZl4AnqnNiVGBzzuvzUm6avDE4Dzx+MxheuZqcL+XABwAkB0C5nXMWqsbg5OxymQnUH7u3pii1vlh5MG6ch1sjfdODmhHsHTD/AAwMjOirntdbuB8beSaJKcK7EjDETdwbq1o3TCPCQCw8URtVNdHr6u7v9ttd/Hc0HOKWKe11Pay7W518r7gPu2p2aNCb2GeZw0AyAcnAM8QbMcrspOqvOeC7FDYaiZxXzwkj92XeK6ZhPsTq73TVZfPhiNuFXp4pRNwacEA2+nfvUCbk5T7U0PxxCrvdNXg6XuNJ1eD87siAKwPBMzryA+vDuh/nb0jr8fo3uiMzvQMaTC2MEh5oU/7WwLuQnz7WwKqKNo8rSX6Jvt0oveEGzjfnbgrSaovqXfbaRxtOKr60vo8zxQAsJENTw+7bS7ivZPHZsckSaX+Uu0N7lVHsEMdtU6ri2BxMM8zBgAgO/EAPKn/drpq7ZT7U1uYZKronjtXcrCd3As883VDkZXPF+JV3/MrvzMF1E41eGq7ksV7hqdvj5L+/B5duD2irhtDOrqjWodaqxWPwY0RoTiwSa2Xllj5suyA2RjzGkmfleSV9Hlr7adS7v+wpPdKCkvql/QL1tobC51zKwbMp24M6e2f+6H7TXdboEgvbg+6gfIDdWXybJFVmq21ujl2U8fuHtPxu8d1svekhmaGJDmLJsUD5yMNRxbscQkA2NpCkZCevf+sGyh393erZ6xHkuQxHj0QeMDtm9xR26EdlTto0wQAwCqJRq1C0ZRgO6XKezYSWaB/91ywPZsSfKe2R0kfnKcP1BMXw1xL8ZzZyAmdk0JoGSnp/tg+9/ZcUG1i/5k73rhjlHDuuVw79X7n3KnzSZxnttdP3Jd6jNLd714zeU5KmXNOz1E218/iOZo3x4Ttec/7AnNW2ud5/pyVuJ3u+gnX04L3J1x/oTEpc1Ka53nenFO/PhaZ89zYDM/RUq8/77VPOSar1z79nOf/+0iZc4brX+kb06f/92WFo1EV+Dz6q/c+tuVC5oUC5kWb9xpjvJL+SNKrJN2SdNIY83Vr7TMJw85I6rTWThpjfknS70p62/KnvrkcuzaoSOxPmrxG+pmjrfrlH92V51nlhzFGLRUtaqlo0VsfequiNqrnh553A+e/vfq3+tLlL8nIaHf1bjdwPlh3UCX+knxPHwCQB9Za3R6/7VYmnx84r2cHn9Vs1PlLoLriOu2r3ac3Pfgm7Qvu0yM1j/A9AwCANeTxGBV6vCr0SVqH3aastW5V9vz+3Znbo8ykLJb5vct9+t7lflk54dOL24M6vKMqdg3Jxm/Iue3ss0n3x2v9rJwdNmGONmnbGZNYG2itzXj/3LkTrrfU6yc+jsTrJRwTP2/SdsKcNG9OqXN29ilp3yJzjrpXSzu/xOspw3OUOqfU62eas1LmnPZ1TfMaLes5yvL6yY873WudfAyWLxSO6ti1wS0XMC8km9Xhjki6Yq29JknGmKckvVGSGzBba7+bMP6YpJ9dyUluFo/trFGBz6NQOCq/z6PHdtbke0rrhsd49FD1Q3qo+iG965F3KRQN6eLARTdw/qtLf6UnLz4pn8enjmCHHmt8TEcaj6gj2CG/d/O0EQEAzBmbHdOFgQtuZfL5gfO6P31fklTkLdLDNQ/rnXveqX1BZzG+htKGPM8YAACsZ8YYp2+0b3l/zbR3e6V+eG3Q/d3+w69+kKAJG878NzPSh+Jz4xcO4a1VVgG3e0SaNzvmHWOV/HmRNxc07/6UOad9wyabUN7qcu+YfuvrzygSJdNLZ9EWGcaYN0t6jbX2vbHtn5N01Fr7RIbxfyip11r7Owuddyu2yJDo15KrqfCUztw7o+O9Tv/mZwafkZVVsa9YB+sP6rGGx3S08ageqn6IP30GgA0oHA3r6vBVnR847/RN7u/WtZFr7g97Oyp3aF9wnx6tfVT7gvu0q2qX/B7eYAQAAPnB7/bA1rPV/90vqwfzUgJmY8zPSnpC0uPW2pk0979f0vslqaWl5dCNGzeW+lgASdLIzIi6ervcwPnayDVJUmVhpY40HNHRBqelRmtFKwssAMA61DfZ57a56O7v1sXBi5oKT0mSAoUBddR2OJXJwQ7trd2rioKKPM8YAAAAALau5QbML5L0W9baH49tf1SSrLWfTBn3Y5L+i5xwuW+xSW3VCmasjr7JPh2/64TNx3uPq3eiV5JUX1Lv9m8+2nBU9aX1eZ4pAGw9U+EpPTP4jNvm4nz/ed2bvCdJ8nl82lO9x21z0RHsUFN5E28OAgAAAMA6styA2SfpOUmvlHRb0klJ77TWXkwYc0DS/5BT6fx8NpMiYMZqsdbq5thNt3/zid4TGp4ZliS1VbS5gfORhiOqLKzM72QBYJOJ2qiuj1x3K5PPD5zX80PPK2IjkqSmsibtq3Uqk/fV7tPu6t0q9K7DVYAAAAAAAK5lBcyxE/yEpD+Q5JX0F9bajxtjfltSl7X268aYb0vaJ+lu7JAea+0bFjonATPWStRG9fzQ827gfOreKU2GJ2VktLt6tx5rdPo3H6g7oBJ/Sb6nCwAbytD0kLoHunWu/5y6+7t1YeCCxkJjkqQyf5n2Bve6lcl7g3tVU8xiGAAAAACw0Sw7YF4NBMzIl1A0pAsDF9yWGuf6zykUDcnn8akj2OEGzvuC++T3soAUAMTNRmb17P1n1T3Q7fRP7j+vW+O3JEke49GDVQ9qX3CfuxhfW2UbC68CAAAAwCZAwAwsYCo8pTP3zuhY7zGduHtCzww+IyurYl+xDtYf1GMNTuD8UPVDBCUAtgxrrW6N33LbXHT3d+vS/UsKRUOSpLqSOnUEO9zF+B6ueZi/AgEAAACATYqAGViCkZkRdfV2OS01eo/rhZEXJEmVhZU60nBERxucHs6tFa0sQgVg0xibHVP3QLe6+7udzwPduj99X5JU7CvWwzUPu32T9wX3qaG0Ic8zBgAAAACsFQJmYBn6JvvcdhrHe4+rd6JXklRfUu8uGHi04ajqS+vzPFMAyE44GtaV4Stum4vugW69MPKCrJyfCXZW7tS+4D6nd3Jth3YFdsnn8eV51gAAAACAfCFgBlaItVY9Yz1u4Hyi94SGZ4YlSW0VbTraeFSPNT6mww2HVVlYmd/JAkBM70SvW518rv+cLt2/pKnwlCSpuqja7Zu8r3af9gb3qqKgIs8zBgAAAACsJwTMwCqJ2qieG3pOx+8e17G7x3Tq3ilNhadkZLS7ere7YOCBugP0JgWwJiZDk3pm8Bm3b/L5gfPqm+yTJPk9fu2p3uP2Td5Xu09NZU20+wEAAAAALIiAGVgjoWhIFwYuOP2b7x7Xuf5zCkfD8nl8erT2Ubd/877affJ7/PmeLoANLmqjemHkBbfNxfn+87oyfEURG5EkNZc3u60u9gX3aXf1bhV4C/I8awAAAADARkPADOTJZGhSZ/vO6livEzhfGrwkK6tiX7EO1R/SY42P6UjDET1U/ZA8xpPv6QJY5+5P33fbXHQPdOvCwAWNh8YlSeX+cu0N7nX7Ju8N7lV1UXWeZwwAAAAA2AwImIF1YmRmRF29XU6Fc+9xvTDygiQpUBjQ4YbDbuDcWtHKn6wDW9xsZFaX7l9y21yc7z+v2+O3JUle49WDVQ+6bS46ajvUVtHGG1UAAAAAgFVBwAysU/cm7ulE7wln0cDe4+qd6JUk1ZfUuwsGHmk4ovrS+jzPFMBqstbq1tgtnRs4p+7+bnUPdOvZ+88qFA1Jcv6f0FHboY5gh/bV7tPDNQ+r2Fec51kDAAAAALYKAmZgA7DWqmesx10w8GTvSQ3PDEuS2ira3MD5cMNhVRZW5neyAJZldHZUF/ovOAvxDXSru79bQzNDkqRiX7EeqXnEqUwOOr2TeZMJAAAAAJBPBMzABhS1UT039JwbOJ+6d0pT4SkZGe2p2eMuGHig7oBK/CX5ni6ADMLRsJ4fel7n+8+7gXK8PY6R0c7KnW6bi45gh9oD7fJ5fHmeNQAAAAAAcwiYgU0gFAnpwuAFp3/z3eM6139O4WhYPo9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\n", 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" + "
" ] }, "metadata": { @@ -351,11 +863,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.003620\n", + "2 4 [0.025,0.05) 0.056683\n", + "3 4 [0.05,0.075) 0.001973\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.017849\n", + "6 5 [0.025,0.05) 0.013247\n", + "7 5 [0.05,0.075) 0.008222\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.003230\n", + "10 6 [0.025,0.05) 0.128545\n", + "11 6 [0.05,0.075) 0.541109\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.975300\n", + "14 7 [0.025,0.05) 0.801525\n", + "15 7 [0.05,0.075) 0.448697\n" + ] + }, { "data": { - "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -363,11 +898,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.052978\n", + "1 4 >=1 0.117318\n", + "2 4 [0.2,0.4) 0.031766\n", + "3 4 [0.4,0.6) 0.010123\n", + "4 4 [0.6,0.8) 0.019171\n", + "5 4 [0.8,1) 0.107492\n", + "6 5 <0.2 0.013065\n", + "7 5 >=1 0.634519\n", + "8 5 [0.2,0.4) 0.006756\n", + "9 5 [0.4,0.6) 0.013371\n", + "10 5 [0.6,0.8) 0.124894\n", + "11 5 [0.8,1) 0.530130\n", + "12 6 <0.2 0.147831\n", + "13 6 >=1 0.169656\n", + "14 6 [0.2,0.4) 0.034686\n", + "15 6 [0.4,0.6) 0.013352\n", + "16 6 [0.6,0.8) 0.014096\n", + "17 6 [0.8,1) 0.012215\n", + "18 7 <0.2 0.786126\n", + "19 7 >=1 0.078506\n", + "20 7 [0.2,0.4) 0.926792\n", + "21 7 [0.4,0.6) 0.963154\n", + "22 7 [0.6,0.8) 0.841838\n", + "23 7 [0.8,1) 0.350163\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -375,11 +941,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.052984\n", + "1 4 >=1 0.000000\n", + "2 4 [0.2,0.4) 0.011100\n", + "3 4 [0.4,0.6) 0.007429\n", + "4 4 [0.6,0.8) 0.039252\n", + "5 4 [0.8,1) 0.222222\n", + "6 5 <0.2 0.013068\n", + "7 5 >=1 0.000000\n", + "8 5 [0.2,0.4) 0.006068\n", + "9 5 [0.4,0.6) 0.004240\n", + "10 5 [0.6,0.8) 0.001869\n", + "11 5 [0.8,1) 0.111111\n", + "12 6 <0.2 0.147829\n", + "13 6 >=1 0.000000\n", + "14 6 [0.2,0.4) 0.008326\n", + "15 6 [0.4,0.6) 0.029831\n", + "16 6 [0.6,0.8) 0.000000\n", + "17 6 [0.8,1) 0.000000\n", + "18 7 <0.2 0.786120\n", + "19 7 >=1 0.000000\n", + "20 7 [0.2,0.4) 0.974507\n", + "21 7 [0.4,0.6) 0.958500\n", + "22 7 [0.6,0.8) 0.958879\n", + "23 7 [0.8,1) 0.666667\n" + ] + }, { "data": { - "image/png": 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+9a1hx2NMFiowi4iIiIiIiIiIyLR3sU5jiIzHuOvHmwn2h0lMcPDdO5bFbExGUVERZWVlvPjii/zud7/jtddee9M+ixYt4re//W1Mrj9SDluvLiIiIiIiIiIiIjJFXF7i5VcfXsVf3zSPX314VcyKy4PuvPNO7r//fsrLyyksLHzT9uuuu45AIMAPf/jDM/ft2bOHTZs2xTTXUBctMBtj/tcY02CM2Xue7cYY8x/GmKPGmD3GmMuiH1NERERERERERETEfpeXePn4tbOjVlwenME8+OcLX/jCmW3vec972Ldv33nHYxhjePTRR3nuueeoqKhg0aJF/N3f/R15eXlRyTYSIxmR8QDwPeDn59m+Hpgz8KcS+P7ARxERERERERERERG5gFAodN5t2dnZBIPBN91//PjxM5/n5+fzyCOPnPccDzzwwHjiXdRFO5gty3oJaLnALrcBP7ciNgMeY8ysaAUUERERERERGU7YCrOtfhs/fuPH7GrYZXccERGRaSkai/wVADVDbp8cuO9UFM4tIiIiIiIiF7CrYRfbTm9jee5yls5canecMbMsi65gF/6AH3/AT2tv69kfA634e9/8MUwYBw6SnEn86KYfTenHQEREZCqKRoF5xIwxHwU+ClBcXDyRlxYREREREYk7zx5/ls9t+hyhcAiHcfDOOe+kJKOEJGcSLqeLJGcSSY4hn5/n/sGPiY5EjDGjynC+AndPf8+bC8IXKRz3h/uHvYbTOPG4PHjdXjwuD+WecjwuD/ub97OveR9hwgTDQbad3qYCs4iIyASLRoG5Figacrtw4L43sSzrh8APAZYvX25F4doiIiIiIiLTRiAUYHv9djbVbuLl2pc53n78zLaQFeI3h38z7mu4nC6SHOcUo89TmO4KdrH51GZCVggHDorSi+gN9dIWaKM31Dvs+Q0Gj8uDx+3B6/JSlFbEJdmXnFVA9rq9ZLoy8bq8eNwe0hPThy18b6jZwKde+BQGQ6IjkeW5y8f99YuIiMjoRKPA/AfgE8aYh4gs7tdmWZbGY4iIiIiIiERBTXsNL9e9zMu1L/N6/ev09PeQ5Ehied5yriq4it8c+g0hK0SiI5Hv3/B95mfNJxAKEAwHCYQCBEIB+kJ99IX6/vx5uO+i979pezjyeVd/ZIxFIBSgqaeJkBVZmChMGIdxsGrWqrMKxWd9dHlJT0rH6XBG5bG5Kv8qACpnVfLxpR9X97KIiIgNLlpgNsY8CKwFso0xJ4F/BBIBLMv6AfAEcAtwFOgGPhCrsCIiIiIiIvGut7+Xbae38XJtpKhc3V4NQGFaIbdV3MbqwtUsz11OSmIKAOtK171pREUaaROSdVfDLj7yzEcIhoMkOhL58lVfntAib5IzibTENGZ7Zqu4LCIiYpOLFpgty7rzItst4ONRSyQiIiIiIjLNnGg/cWbsxbb6bfSGenE5XSzPW86d8+/k6oKrKckoGfbYpTOX2lZcXTpzKT+66Ue2LjLodXtp6W2Z8OuKiIhEi9PpZMmSJWduP/bYY5SWlvKd73yHL3zhC5w+fZrMzEwANm7cyDe/+U3++Mc/8sADD7Bt2za+973v2RUdmOBF/kRERERERCSyAN7r9a/zSu0rvFz7Mic6TgBQnF7MO+e8k6sLrmZF3grcCW6bk16cnQVuAK/Liz/gt+36IiIi45WcnMyuXbvedP+DDz7IihUr+P3vf88HPjB5h0aowCwiIiIiIhJjlmVR3V59ZuzFttPbCIQCuJ1uVuSt4K4Fd3F1wdUUZxTbHXXK8bq9NHQ32B1DRESmk5qtcHwTlK6GopUxuURVVRWdnZ3893//N1/5yldUYBYREREREZluBruUN52MjL442XkSgNKMUt4z9z1cXXA1l+dePiW6lCczj8vDodZDdscQEZF48OQXoP6NC+8TaIfTe8EKg3FA7mJwZZx//7wlsP6rFzxlT08PS5cuBaCsrIxHH32Uhx56iDvuuIPVq1dz6NAhTp8+TW5u7ii/oImhArOIiIiIiMg47GrYdWYGcYYrg5dPvswrda+wrX4bfeE+khOSWZm3knsX3ctVBVdRlF5kd+S4kuXOorW3FcuyMMbYHUdEROJdb1ukuAyRj71tFy4wj8BwIzIefPBBHn30URwOB+9617v4zW9+wyc+8YlxXSdWVGAWEREREREZo10Nu/jwMx8mEApgMFhYAJRllnH7/NvPdCm7nC6bk8Yvj9tDIBSgp7+HlMQUu+OIiMhUdpFOYyAyHuNnb4NQHziT4F0/jvqYjDfeeIMjR45w4403AtDX10dZWZkKzCIiIiIiIvFm2+lt9IX6ALCwuLbwWj5f+XkK0gpsTjZ9eF1eAFoDrSowi4hI7BWthHv/ENMZzA8++CBf+tKX+Lu/+7sz95WVlVFdXR31a0WDw+4AIiIiIiIiU9Xy3OU4TOTXKrfTzQeXfFDF5QnmdUcKzP5ev71BRERk+ihaCav/JmYL/D300EO84x3vOOu+d7zjHTz00ENv2veBBx6gsLDwzJ+TJ0/GJNOFqINZRERERERkjJbOXMpc71xaA618Y803WDpzqd2Rpp3BAnNLb4vNSURERMams7PzrNs+n+9N+/z7v//7mc/Xrl0LwH333cd9990Xy2gjog5mERERERGRcWjsaWTVrFUqLttk6IgMERERmXgqMIuIiIiIiIxRW6CNpp4mKjIr7I4ybQ12MLf2qsAsIiJiBxWYRURERERExsjXFnkLa7mn3OYk01daYhoJjgQVmEVERGyiArOIiIiIiMgYVfmrAKjwqIPZLsYYvC4v/oDf7igiIiLTkgrMIiIiIiIiY1TlryI5IZlZqbPsjjKtedweLfInIiJiExWYRURERERExuhY2zFKM0pxGP1qZacsV5Y6mEVERGyin4JERERERETGqKqtSuMxJgGP26MZzCIiMmU5nU6WLl165s/x48fZuHEjt956KwAPPPAADoeDPXv2nDlm8eLFHD9+HIDS0lKampoA+MpXvsKiRYu45JJLWLp0KVu2bAFg7dq1bNu27czxx48fZ/HixVHJnxCVs4iIiIiIiEwznX2d1HfVq8A8CXhdXloDKjCLiMjUlJyczK5du866b7B4PKiwsJCvfOUrPPzww+c9z2uvvcYf//hHduzYgcvloqmpib6+vhgkPps6mEVERERERMbgWNsxAMozy21OIlnuLNoCbfSH++2OIiIi08Cuhl38+I0fs6th14Rd89Zbb2Xfvn0cOnTovPucOnWK7OxsXC4XANnZ2eTn58c8mzqYRURERERExqCqrQpAHcyTgMftAaAt0MaM5Bn2hhERkSnra1u/xsGWgxfcp7Ovk0Oth7CwMBjmeeeRlpR23v3nZ83n8ys/f8Fz9vT0sHTpUgDKysp49NFH37SPw+Hgc5/7HP/6r//Kz372s2HPc9NNN/HlL3+ZuXPncsMNN3D77bdzzTXXnNl+1113kZycDEBfXx8OR3R6j9XBLCIiIiIiMgY+v48kRxIFaQV2R5n2vG4vgOYwi4hIzHUEO7CwALCw6Ah2jPucgyMydu3aNWxxedD73vc+Nm/ezLFjx4bdnpaWxvbt2/nhD39ITk4Ot99+Ow888MCZ7b/61a/OXOeJJ54Yd+5B6mAWEREREREZA1+bj5LMEhIc+rXKbl7XQIFZc5hFRGQcLtZpDJHxGB955iMEw0ESHYl8dfVXWTpzaezDAQkJCfzN3/wNX/va1867j9PpZO3ataxdu5YlS5bws5/9jPvuuy+2uWJ6dhERERERkThV5a9icXZ0Vl+X8VEHs4iITJSlM5fyo5t+xLbT21ieu3zCisuD7rvvPr7+9a/T0fHmzulDhw7hcDiYM2cOALt27aKkpCTmmVRgFhERERERGaWe/h5qO2t52+y32R1F+HMHsz/gtzeIiIhMC0tnLp3wwvKgpKQkPvWpT/HpT3/6Tds6Ozv55Cc/id/vJyEhgdmzZ/PDH/4w5pmMZVkxv8hwli9fbm3bts2Wa4uIiIiIiIzHgeYDvPeP7+Vb13yLm0pvsjvOtBcMB7nsF5fx8aUf52OXfszuOCIiMoUcOHCABQsW2B1jUhnuMTHGbLcsa/lw+2uRPxERERERkVGqaqsCoMJTYXMSAUh0JJKemK4OZhERERuowCwiIiIiIjJKPr8Pp3FSnF5sdxQZ4HV7aeltsTuGiIjItKMCs4iIiIiIyCj52nwUZxST6Ey0O4oM8Lg9WuRPRETEBiowi4iIiIiIjFKVv4qKTI3HmEyyXFkakSEiImIDFZhFRERERERGoS/UR01HDeWecrujyBAet0cjMkRERGygArOIiIiIiMgoVLdXE7JC6mCeZLxuL/5eP5Zl2R1FRERkWlGBWUREREREZBR8bT4AdTBPMl6Xl75wH9393XZHERERGZW0tLQznz/xxBPMnTuX6upqvvSlL/HNb34TgPvuu4/f/va3Zx13/PhxFi9ePKFZh6MCs4iIiIiIyCj4/D4MhtKMUrujyBBetxdAC/2JiMiU9fzzz/OpT32KJ598kpKSErvjjJgKzCIiIiIiIqNQ1VZFYXoh7gS33VFkCK9LBWYREZkY3Tt30vQ/P6R7586onfOll17iIx/5CH/84x+pqJhaY7gS7A4gIiIiIiIylVT5qzR/eRI608EcUIFZRETGpv5f/5XAgYMX3CfU2Ung4EGwLDAG1/z5OIeMuDiXa8F88v7+7y94zkAgwNvf/nY2btzI/Pnzx5TdTupgFhERERERGaH+cD/H249r/vIkpBEZIiIyEcLt7ZHiMoBlRW6PU2JiIldeeSU/+clPxn0uO6iDWUREREREZIRqOmroD/dT4VEH82QzOCLDH/DbG0RERKasi3UaQ2Q8xokPfBArGMQkJpL/zW+QsmzZuK7rcDh45JFHuP766/nXf/1X/n4EOSYTFZhFRERERERGyNfmA6A8Ux3Mk01qYiqJjkRaelvsjiIiInEsZdkyin/6v3RvfZ2UlSvGXVw+c96UFP70pz+xevVqcnNz+dCHPhSV804EFZhFRERERERGyOePFJjLMstsTiLnMsbgdXnVwSwiIjGXsmxZ1ArLQ2VlZfHUU0+xZs0acnJy3rT9L/7iL/jMZz4DQFFREQ8++CCHDh2isLDwzD7f/va3ec973hP1bBeiArOIiIiIiMgIVbVVMSt1FqmJqXZHkWF43V51MIuIyJTT2dl55vOioiKOHTsGwNve9rYz9z/wwAPDHhsMBmOabSS0yJ+IiIiIiMgI+fw+LfA3iXncHvy9frtjiIiITCsqMIuIiIiIiIxA2ApzrO0YFZla4G+yynJl0RpotTuGiIjItKICs4iIiIiIyAjUddbRG+rVAn+TmMftobVXBWYREZGJpAKziIiIiIjICPjaIgv8VXjUwTxZed1e2vvaCYbtn0cpIiIyXajALCIiIiIiMgJV/ioAyjLLbE4i5+N1eQFoC7TZnERERGT6UIFZRERERERkBKr8VeQk55DpyrQ7ipyH1x0pMGtMhoiIyMRRgVlERERERGQEfG0+yj2avzyZDXYwq8AsIiJTSVpa2pvua2tr45577mH27NlUVFRwzz330NYWeYdOOBzmU5/6FIsXL2bJkiWsWLGCY8eOUVlZydKlSykuLiYnJ4elS5eydOlSjh8/HtP8KjCLiIiIiIhchGVZkQKzFvib1M50MAdUYBYRkantQx/6EOXl5Rw9epSqqirKysr48Ic/DMDDDz9MXV0de/bs4Y033uDRRx/F4/GwZcsWdu3axZe//GVuv/12du3axa5duygtLY1p1oSYnl1ERERERCQOnO4+TVewi4pMLfA3mWlEhoiITIR6Xxu1h1spmOslrzz6o7OOHj3K9u3befjhh8/c98UvfpHZs2dTVVXFqVOnmDVrFg5HpHe4sLAw6hlGQwVmERERERGRi/D5fQAakTHJDc7HVgeziIiMxaZHDtNU03nBffp6+mmq7QQLMJBdkEZS8vlLrNlFaax+79xR5di/fz9Lly7F6XSeuc/pdLJ06VL27dvHe9/7Xq6++mo2bdrE9ddfz913382yZctGdY1o0ogMERERERGRi6hqqwKgwqMO5sks0ZFIelK6OphFRCRmAj39keIygDVwe4IVFhZy6NAh/u3f/g2Hw8H111/P888/P+E5BqmDWURERERE5CKq/FV4XV6y3Fl2R5GLyHJn4e/12x1DRESmoJF0Gtf72nj82zsJhcI4nQ5u+tCiqI/JWLhwIbt27SIcDp8ZgxEOh9m1axcLFy4EwOVysX79etavX09ubi6PPfYY119/fVRzjJQ6mEVERERERC7C1+ajLLPM7hgyAl6Xl5ZAi90xREQkTuWVZ3Lb/cuofFs5t92/LCYzmGfPns2yZcv4l3/5lzP3/cu//AuXXXYZs2fPZseOHdTV1QGRwvOePXsoKSmJeo6RUgeziIiIiIjIBViWRZW/iptLb7Y7ioyAx+3hVOcpu2OIiEgcyyvPjGphubu7+6yF+v76r/+an/zkJ3zyk5+koiIynuuKK67gJz/5CQANDQ185CMfIRAIALBy5Uo+8YlPRC3PaKnALCIiIiIicgHNvc2097Vr/vIUkeXOYn/TfrtjiIiIjFg4HB72/l/+8pfD3r9u3TrWrVt33vPdd9993HfffdGINiIakSEiIiIiInIBPr8PgPLMcpuTyEh4XB5aA61YlnXxnUVERGTcVGAWERERERG5gKq2KgB1ME8RWe4sguEgXcEuu6OIiIhMCyowi4iIiIiIXECVv4r0xHRyknPsjiIj4HF5AGgNtNobREREZJpQgVlEREREROQCjrUdo8xThjHG7igyAl63F4DWXhWYRURkZDRW6c/G8liowCwiIiIiInIBVf4qKjI1HmOq8LoiBWZ/wG9vEBERmRLcbjfNzc0qMhMpLjc3N+N2u0d1XEKM8oiIiIiIiEx5/l4/zb3Nmr88hQx2MLf0tticREREpoLCwkJOnjxJY2Oj3VEmBbfbTWFh4aiOUYFZRERERETkPHxtPgDKM8ttTiIjpREZIiIyGomJiZSVldkdY0rTiAwREREREZHzqGqrAlAH8xSSkpBCkiNJi/yJiIhMEBWYRUREREREzsPn95GckExeap7dUWSEjDF43B51MIuIiEwQFZhFRERERETOw9fmoyyzDIfRr05TSZY7C3+v3+4YIiIi04J+ShIRERERETmPKn8VFZkajzHVeFweWgJa5E9ERGQiqMAsIiIiIiIyjM6+Tk53n6bcowX+phqv26sOZhERkQmiArOIiIiIiMgwfG0+AHUwT0Fel1czmEVERCaICswiIiIiIiLDqPJXAaiDeQryur10BDsIhoN2RxEREYl7KjCLiIiIiIgM41jbMZIcSRSkFdgdRUYpy50FoDEZIiIiE0AFZhERERERkWFUtVVRmllKgiPB7igySh6XB4DWgMZkiIiIxJoKzCIiIiIiIsOo8ldp/vIU5XV7ATSHWUREZAKMqMBsjFlnjDlkjDlqjPnCMNuLjTEbjDE7jTF7jDG3RD+qiIiIiIjIxOgOdlPXWaf5y1OU1zVQYFYHs4iISMxdtMBsjHEC/wWsBxYCdxpjFp6z2z8Aj1iWtQy4A/jvaAcVERERERGZKMfbj2NhUZ6pAvNUpA5mERGRiTOSDuaVwFHLsnyWZfUBDwG3nbOPBWQMfJ4J1EUvooiIiIjI1FDva2P7U8ep97XZHUXGydfmA6DCoxEZU1GmKxPQIn8iIiITYSSrVRQANUNunwQqz9nnS8AzxphPAqnADVFJJyIiIjIG9b42ag+3UjDXS155pt1xZJo4VeXnsX/fiRW2cCY4uO3+ZXr+TWE+v48Ek0BxerHdUWQMEhwJZLoyaeltsTuKiIhI3IvWIn93Ag9YllUI3AL8whjzpnMbYz5qjNlmjNnW2NgYpUuLiIiI/Fm9r41Hv7WDzY/5ePzbO9VJKhPmwKunCIcsLAtCoTC1h/XW/Kmsyl9FcUYxic5Eu6PIGHldXvwBv90xRERE4t5ICsy1QNGQ24UD9w31IeARAMuyXgPcQPa5J7Is64eWZS23LGt5Tk7O2BKLiIiIXEDt4VbCIQuAUL+KfDJxgoHQmc+dTgcFc702ppHx8rX5NB5jivO6vZrBLCIiMgFGUmB+HZhjjCkzxiQRWcTvD+fscwK4HsAYs4BIgVktyiIiIjLhho4kMMaoyCcTpvlkJ86kyI/XlW8v13iMKawv1MeJjhNa4G+K87g8tAQ0IkNERCTWLlpgtiyrH/gE8DRwAHjEsqx9xpgvG2PeNrDb3wAfMcbsBh4E7rMsy4pVaBEREZHzSXJHlphwOA3u1ERmlmZc5AiR8Wtr7KG1vpuVbykjOT2RU0c0mmUqO95+nLAVVoF5istyZ2mRPxERkQkwkkX+sCzrCeCJc+774pDP9wNXRTeaiIiIyOg11nQAsOLWMrY87uPEvmZKl7xpcpdIVFXvbQagfFkOge4gO5+tobM1QJrXZXMyGQtfmw9AIzKmOI/LQ2ugFcuyMMbYHUdERCRuRWuRPxEREZFJoammk0SXk2U3FJOckcS+TXV2R5JpoHpvE5kzk/HMTGHh1QVYlsX+V/Tcm6p8fh8O46Ako8TuKDIOXreX/nA/ncFOu6OIiIjENRWYRUREJK40newguzANZ6KDBVfOovqNJjpaeu2OJXEs2Bei9pCf0sWRTvnMnGSKF2ax/+U6wqGwzelkLKr8VRSmFeJOcNsdRcbB647M4NdCfyIiIrGlArOIiIjEDSts0VTTSXZROgCLrs7HAnWSSkzVHmwl1B+mZPGMM/ctWl1Alz/A8TeabUwmY+Vr81Hu0fzlqc7rGigwB1RgFhERiSUVmEVERCRutDX1EAyEyC5KAyAjO5nihTM4oE5SiaHqvc0kuJzkz/Gcua90yQzSvC72vlRrXzAZk/5wP8fbj2uBvzigDmYREZGJoQKziIiIxI2mmsiczZyBDmaAxWvy6WrrUyepxIRlWRzf20TRfC/OxD//aO1wOlh4dT41+1toa+y2MaGMVk1HDf3hfi3wFwdUYBYREZkYKjCLiIhI3Gis6cDhMGTNSj1zX8niGaR6XOxTJ6nEQMupLjpbAmeNxxi08Kp8jMOw7yWNaJlKfH4fABWZKjBPdRqRISIiMjFUYBYREZG40VTTiXdW6rCdpCf2t9DW2GNjOolH1QOd8cMVmFM9LsouzebAq6cIBTWiZaqoaqsCoCyzzOYkMl7JCcm4nC78vX67o4iIiMQ1FZhFREQkbjTVdJAzMH95qMFO0v0vq5NUoqt6bzMzCtNI87qH3b54TQG9XUGO7miY4GQyVlX+KvJT80lJTLE7ioyTMQav20tLb4vdUUREROKaCswiIiISF7raAnS395E9ZP7yoDSvi9IlMzjwah2hfnWSSnQEuoOcqmobtnt5UOE8L5k5yezbpBEtU4WvzUeZR93L8cLr8uIP+O2OISIiEtdUYBYREZG40HQyssBf9jAdzACL1hTQ0xHEt6txImNJHKs50IoVtii9QIHZOAyL1hRw6mgbzbWdE5hOxiIUDnGs7ZjmL8cRr9urRf5ERERiTAVmERERiQtNNR0AZBcOX2AuXpBF+gy3FvuTqKl+owlXSgK5ZRkX3G/BFbNwJjj03JsC6rrqCIQCVHhUYI4XHpdHi/yJiIjEmArMIiIiEheaajrJyHbjSkkcdrtxGBatzqf2sJ/W+q4JTifxxgpbVO9rpnjRDBzOC/9I7U5LZPblMzm4pZ6+3v4JSihj4fP7ACjPLLc5iURLljtLHcwiIiIxpgKziIiIxIXGmo5h5y8PteDKfBwOw75NWuxPxqfhRAc9HcELzl8eatGaAoK9IY68fjrGyWQ8qtqqACj3qMAcLzwuD53BToKhoN1RRERE4pYKzCIiIjLl9fX209bYc97xGINSMpIoX5bDwddO0d8XmqB0Eo+q9zaDgeJFWSPaP688gxkFaex9qRbLsmKcTsaqyl/FzOSZZCRdeOyJTB1etxdAYzJERERiSAVmERERmfKaT3aCBTkX6WCGSCdpoLufqh0NE5BM4lX1G03klmaQnJY0ov2NMSxek09TTScNxztinE7Gyuf3UeYpszuGRNGZArPGZIiIiMSMCswiIhJT9b42tj91nHpfm91RJI41newEILvowh3MAAVzPXhyU9j7ksZkyNh0t/fRUN1B6ZKRjccYNLcyj0SXk70vnYxRMhkPy7LwtfmoyNQCf/HE61IHs4iISKypwCwiIjFTc6CFR7+1gy2P+3j82ztVZJaYaazpwJ2WSKrHddF9jYks9lfvaztTmBYZjRP7mgEoWZw9quOS3AnMXZnLkW0N9HZpHuxkc7r7NN393VR4VGCOJ+pgFhERiT0VmEVEJGZe/d1RwiELy4JQKEztYf1yJ7HRVNNJTlEaxpgR7T9/1SycCQ72baqNcTKJR8ffaCYlM2lEHfPnWnxNAaFgmEOb62OQTMajyj+wwF+mFviLJyowi4iIxJ4KzCIiEhOHttSf1R3qcBgK5nptTCTxKhQK01zXSXbhxecvD3KnJTL78pkc2lJPX29/DNNJvAmFwtQcaKFk8YwRv6AxVHZhOrllGVrsbxIaLDCrgzm+ZCZlYjAakSEiIhJDKjCLiEjUtTX28OKDh5hVkclbP72UJLeTVI+bmSUjLwCKjFTrqW7C/RbZxaPrJl20poBgb4ij27TYn4xcfVUbfT39lCwe3fzloRZfU4D/dDe1h/3RCybj5mvz4XV5z3S8SnxwOpxkujLVwSwiIhJDKjCLiEhUhUNhnv3ffRhjuOGDCylekMX19y6kvamHPRu0sJVEX9PJDoBRdTAD5JVnkJWfyt6XNCZDRq56bzMOp6FoftaYzzH7spm4UhPY+6Kee5OJr81HuUfjMeKRx+VRgVlERCSGVGAWEZGoev1Pxzl9rJ2175tHxoxkAMqWZlOyeAZb/+8Yna0BmxNKvGk60UlCogNPbsqojjPGsHhNAY0nOmiobo9ROok31XubmTXbQ1JywpjPkZDkZP4Vszi2q5GuNv2bOBlYlkWVv4qKTI3HiEdZ7iz8Ab/dMUREROKWCswiIhI1dUda2f7kceZfkcecFbln7jfGsPr2uYTDFq/89oiNCSUeNZ3sYEZhGg7H6Ofhzq3MIyHJwT51McsItDf30FLXRemSsY/HGLR4dQHhsMWBV05FIZmMV3NvM+197epgjlNet5eW3ha7Y4iIiMQtFZhFRCQqeruCPPu/+8nITmb17XPftD0zJ5nl60s4ur2BE/ubbUgo8ciyLJpOdpJdNLb53q7kBOasyOXw66cJ9GixP7mwE3sj/3aNZ/7yIE9uCoXzvex7uZZwWIv92U0L/MU3j8ujDmYREZEYUoFZRETGzbIsNv7qIN1tfdz4oUUkuYd/6/iyG0vInJnMSw8epj8YmuCUEo86mnsJdPeTUzS6Bf6GWrymgP6+MIe31EcxmcSj6r3NZGS7Rz2O5XwWrymgsyVwpnAt9hksMJdnqoM5HmW5s/D3+rEsvZgjIiISCyowi4jIuB149RRVOxpZ+bYyckszzrufM9HBNXfMo62xh53PnJjAhPao97Wx/anj1Pva7I4St5pqOoHRL/A31MySDHKK09m3qVbFBzmv/r4QJw+2UrI4G2NGP45lOKWXZpOSmcTeTRrRYjdfm4/0xHRyknPsjiIx4HF56Lf66Qh22B1FREQkLqnALCIi49Ja38Wmhw9TMM/DsptKLrp/0cIsZi+fyfYnq2lr7J6AhPY4VeXn99/cwebHfDz+7Z0qMsdIY00HxsCMgtRxnWfxmgKaa7uo92mxPxle7RE//cEwJVGYvzzI6XSw8Kp8qvc2097UE7Xzyuj52nyUe8qj9uKBTC5etxeA1t5Wm5OIiIjEJxWYRURkzEL9YZ793/04Ex3ccN/CES+ydvW75+BIMLz00OG47Rjd/uRxrIG5qv39YWoP65faWGg62YknL5WEJOe4zjN7+UwS3U4t9ifnVf1GMwmJDgrmeKJ63oVX52OA/S/XRfW8MjpV/irNX45jKjCLiIjElgrMIiIyZlse99F4ooPr7l5Amtc94uNSPS4q31rOiX0t+HY1xjChPeqPtXFiXwtDG+HyKjLtCxTHmmo6xjV/eVCSO4F5lXkc3d5Ab2cwCskknliWRfXeJgrne8f9Ysa50rPclCzJZv8rdYT6w1E9t4xMa28rLb0tmr8cx1RgFhERiS0VmEVEZExqDrSw89kTLFqdT/my0c+sXLK2gBmFabz8yBH6evtjkNAevV1BnvnRPtKy3LzlE5cyd2UuWHBaoxeirqezj87WANlFY5+/PNSi1QWE+sMc3HwqKueT+OE/3U17Uy8li6M3HmOoxWsK6OkIxuULblOBr80HaIG/eOZ1RQrM/oDf3iAiIiJxSgVmEREZtZ7OPp57YD/evBSues+cMZ3D4XSw9n3z6GwNsO1Px6Mb0CaWZfH8zw7Q1Rbg5g8vpmTRDG784CLKl+aw9Y/H4nrmtB3OLPAXhQ5mgOzCNPLKM9m3qS5uR7fI2FTvbQagOEYF5uKFWaTPcGtEi02q/FUAGpERxwY7mFt6W2xOIiIiEp9UYBYRkVGxLIsXfn6Q3q4gN35oEYnjeLt4XnkmC6+axe7na2iu7YxiSnvsfr6G43uauPKds8ktyzhz/+rb5+J0Gjb+6pAKl1HUWNMBQE5hdDqYARatycd/upvaw/6onVOmvuNvNJOVn0rGjOSYnN84DItW51N72E9rfVdMriHnd6ztGMkJyeSl5tkdRWIkOSEZt9OtERkiIiIxogKziIiMyr6XaiNF1HfMJicKowmueMdskpITePHBqV18rfe18drvqyhfmsMl1xWetS3N6+KKd1Rw8mArh7bU25Qw/jTVdJLmdeFOS4zaOWdfNhNXSgL7NqmTVCL6evo5ddQfs/EYgxZcmY/DadirLuYJV+WvojyzHIfRr0bxzOv20hpQgVlERCQW9FOUiIiMWHNdJy//9ijFC7O45NrCix8wAu60RK54ZwWnjrZxaPPULL72dgV5+sd7SfW6uO6e+Zihq/sNWLS6gFkVmbzym6P0dPTZkDL+NNV0RG3+8qCEJCfzr5iFb2cj3e36PgnUHGwhHLJiXmBOyUiiYlkOhzbXE+wLxfRacraqtiqNx5gGPC6POphFRERiRAVmEREZkf5giGd/so8kt5Pr7l2Acby5iDpWC66YRV55Jq/+/ii9XcGonXciDM5d7m7r4+aPLMaVMnw3rXEY1t41n77efl7+7ZEJThl/gn0h/Ke7ozZ/eahFq/MJhywOvFoX9XNPB/W+NrY/dZx6X5vdUaKiem8zSckJ5FVkxvxai68pINDdz9Ftp2N+LYno6OugobtBC/xNA1nuLC3yJyIiEiMqMIuIyIi89vsqmmu7uO6eBaRmuqJ6buMwXPO+efR29bP5cV9Uzx1ru54bmLv8rtnklmZccN+s/FQuW1fC4S2nObGveYISxqfm2k4si6iMaTmXNy+Vgrke9r9chxWeumNb7FDva+PRb+1g82M+Hv/2zilfZLYsi+q9zRQtyMLpjP2PzbNme/DOSmXvS3pxY6L42iL/56jAHP88bo8W+RMREYkRFZhFROSijr/RxJ4NJ7nk2kJKl2TH5BrZhWlccm0h+zbVcvpYe0yuEW31vjY2P1pF+bKcEY8MWb6uFE9uCht/fYhgQG+DH6ummsiikLHoYAZYtKaA9qZeag6oGDEah1+vJxyKFOX7+8PUHp7ab0dvqumku62P0iWxHY8xyBjD4jX5NBxvp/FEx4Rcc7rz+SMFZo3IiH9el1cdzCIiIjGiArOIiFxQV1uAF35+gBkFqVzxztj+Ar7y1jJSM5LY+OuDhCd552hvV5Cnf7SXtCwX171/+LnLw3EmOrj27vl0NPey9Y/HYpwyfjXVdOBKSSA9yx2T85cvzSE5PVELro1CKBTmxL6zC/IFc702pYmO6r1NABQvmpgCM8C8yjwSkhx67k0QX5uPJEcSBWkFdkeRGPO6vXQFu+gLab6+iIhItKnALCIi52WFLV74+QH6ekPc+KFFJCQ6Y3q9pOQErnrPHJpqOtn74uQtrlhhi+cf2E93+4XnLp9P/hwPC1fns/u5E+pSHKPGmk6yi9JGXNgfLWeCgwVXzuL4G810tgZico14s/OZE7Q19FB5Wzkli7Ngcr9GNCLVe5uZWZJOSkbShF3TlZLInBW5HN5aT6Cnf8KuO11V+asoyyzD6Yjt/29iP6878oKXFvoTERGJPhWYRUTkvPZsOMmJfS1c/e7ZzMiPzSiCc82+fCZFC7xsebyKrrbJWdjb9VwNx99o5qp3z2ZmyYXnLp/Ple+oIDk9iQ2/PEg4FI5ywvgWDoVpru0kuzD685eHWnh1AVZYi/2NREtdF6//6RgVl81k+fpSbvrwYlwpCex85oTd0casp7OP+mPtlCyeuO7lQYvXFNDfF+bQ5voJv/Z042vzUe7R/OXpIMuVBUBrQAVmERGRaFOBWUREhtVY08Grjx6l9JJsFq2ZuLcOG2NYc8c8+vvDvPq7oxN23ZE6VdXGa49VUbEshyVrRzZ3eTiulERW3z6XxhMd7NlwMooJ45//dA+hYJicGM1fHpSZk0zxwiz2v1ynFwEuIBy2eOEXB0hyJbDmjrkAJLkTWLK2EN/uRlrru2xOODYn9rWABSUxmjt/ITNLMphZks6+TbVYVhy0gk9S3cFuajtrtcDfNOFxewB1MIuIiMSCCswiIvImwb4Qz/5kH+7URK67Z+TzhaPFk5vCZTeXcHjraU4emjy/CPZ2Bnnmx3tJz3Jx7T0Lxv24VFyWQ+kl2Wz5g4/2pp4opYx/jTWRsSLZRbHtYIbIYn+drQGq9zbH/FpT1e7nazh9rJ3Vd8w5a5TEkrWFOBMc7Hx2anYxV+9tJjk9kZnFsX+eDWfRmgJa6ro4dbTNlutPB8faI3PwtcDf9KARGSIiIrGjArOIiLzJK785Qmt9Nzfct5DktImbPTrU5TeXkJHt5qUHDxHqt7971ApbPPez/XR3DMxdTk4Y9zkj3dpzMcbw4q8PqVNxhJpOduJMcODJS4n5tUqXzCA1M4m9L2lMxnD8p7vZ8gcfZZdmM2d57lnbUjKSWHDFLA5tqafLPznH3ZxPOGxxYl8zJYtmYBwT+wLboDnLc0lKTtBifzHk8/sAqMhUgXk68LoGCswakSEiIhJ1KjCLiMhZfDsb2bepjmU3FlO0IMu2HAlJTtbcMY/W+m52PWd/B+TO505Q/UYzV797zpjnLg8nPcvNqreXc2J/C0dePx2188azppoOZhSk4nTG/scYh9PBgqvzObG/WV3m57AGRmMkJDq45n3zhu3oX3pjEVbIYvcLNTYkHLvTvjYC3f22jMcYlOhyMm9VHlU7G+jp6LMtRzzztflIMAkUZRTZHUUmQEZSBg7jUAeziIhIDKjALCIiZ3S29vLCLw+QU5xO5W32z6QsWTyD8mU5bPvTcVuLe6eq2tj8mI+Ky3JYfE3051EvvqaQ3LIMXv7NEXo7g1E/fzyxLIummk6yCydm0UmAhVflY4D9L6uLeag3XjzJqaNtXP2eOaRmuobdJzMnhYrLZrLvpVoCPf0TnHDsqvc2YxyGogVeW3MsXl1AuN/iwKunbM0Rr6r8VZRklJDoSLQ7ikwAp8NJZlIm/oDf7igiIiJxRwVmEREBIm8Jf+6B/YSCYW760CKcCZPjv4ir3zMHHIZNjxyx5fo9nX1/nrv8/vHPXR6Ow2G49u75BLr6eeV39nydU0Vna4DeruCEzF8elJ7lpmRJNvtfPUVIi/0B0N7Uw2uPVlG8aAbzVuVdcN/Lbi6hrzfEvik06uH43mZmVWTiSrG38JiVn0r+HE9ksb+wRuhEm6/NR7nH/hdTZeJ43V5aelvsjiEiIhJ3Jkf1QEREbLfr2RPUHvKz+va5eHJjP9t2pNKz3Kx8SxnH9zRxbHfjhF7bCls8/8ABujv6WPfRJVGZu3w+MwrSWHZTMQdfq6fmoH75PZ+mk53AxCzwN9Si1fn0tPdxbFfThF53MrIsixd+cRDjMKy9a/jRGEPlFKdTON/L7hdqCAUnf4G+szVA88lOShbPsDsKAIvXFNDe1EvNAf27EE2BUICajhrKM1Vgnk48Lo86mEVERGJABWYREeH08Xa2PO6j4rKZLLhylt1x3uSS6wvJyk9l08NHCAZCE3bdnc+eoHpvZO5yTnHsC5rLbyklMyeZjb86RH/fxH2dU0lTTQcYmFGQOqHXLV40g/QsN/s2TZ0u3FjZt6mO2kOtXPWu2aRnuUd0zGU3ldDd1sehLfUxTjd+1XsjLyKULJkcBebypTkkpydqsb8oq26vJmyFqfBogb/pJMudpRnMIiIiMaACs4jINNfX28+zP9lHSmbSiLoR7eB0Orjmznl0tPSy7cnjE3LNU0f9bB4ousdi7vJwEpKcrL17Pu2NPbz+p+MTcs2ppvFEB56ZKSS5Y9dNPhyHw7BwdT4nD7biP909odeeTDpaenn190cpnO9l4dX5Iz6ucIGX7KI0dj57YtKPeqje20xalousWRP7Isb5OBMdLLgyn+N7muhs7bU7Ttzw+X0A6mCeZjxuj0ZkiIiIxIAKzBOse+dOmv7nh3Tv3Dktry8ik8+mhw/T3tTDjR9chDt18i50lD/Hw/xVeex69gQtp7pieq2ezj6e/vE+0me4ufb98ye06F44z8v8K2ex89kTZ8ZByJ81newku2jiFvgbasGVs3A4zLTtYrYsi42/PIhlwbV3j+7vhTGGy24uwX+6m2O7J++YkVAwTM3BVkoXZ0+qF9sWrc7HAvZpocmoqWqrwmEclGaW2h1FJpDX5aUt0EbYmvzjekRERKaSiW3/mea6d+7kxH0fwOrrwyQkkP2ZT+MqKwcssAb+EPkFLnKbgfsGOn0G7rfO2sZZx5/ZNmT/we2B6mpafvoAhMOYpCSKf/q/pCxbNoGPgIhMNkdeP83B1+pZfksp+XM8dse5qCveOZtje5p46aFD3PaZZTEpAFlhi+d+eoCezj7e/bnlMZ27fD5XvWs21W80seEXB3jX55fjcEyeQpederuCdDT3snjNxHSUnys100XZ0mwOvlZP5W3lJCQ6bclhl4Ov1XNifwurb59LRnbyqI+vWJZDRrabHc9UU7Z0chVwB9Ud9dMfCE2a+cuDMrKTKV44g/0v17H8llKcTvWIjFeVv4rCtEJcTpfdUWQCed1eQlaIjr4OMl2ZdscRERGJGyowT6Dura9j9fVFCsHBII3f+KZtWaxgkO6tr6vALDKNtTf1sPHXh8gty2DFW0rtjjMiKRlJrHp7BS/++hBHXj/N3JV5Ub/GzmdPcGJfM9fcOXdC5i4Px52ayNXvncOzP9nPGxtPcul1RbbkmGyaBxf4K7Sngxlg0ZoCqnY0UrWjkXmV0X/+TVZd/gCv/PYIs2ZnsmSMI2McTgdLbyjmpYcOc+qon/w53iinHL/qN5pxJjgomD/5si2+poAn/nsPx/c0UbFspt1xpjyf30e5R+MxphuvO/J3u7W3VQVmERGRKFKBeQKlrFyBSUrCCgYxCQnkfvGLuOfNA2PA8OdOHmP+/IfB+wa2n7VtcMOQbcMcP3h3z/791P3132AFg+BwkLJyxQR+9SIymYRDYZ776X4sy+LGDy7CMYW64RZenc+BV0/x8m+PUrIkO6odxnUDc5dnXz6TRTZ1yQ6aszyXQ5tPs/lxH+VLc0a8mFo8a6zpACC7yJ7CP0DhXC+ZM5PZt6l22hSYLcti468P0R8Mc937F2DG0VG/4MpZvP6nY+x4+sTkLDDva6ZgnofEpMnXnV6yeAZpXhf7XqpVgXmcguEg1R3VrC1aa3cUmWBe10CBOdBKKaX2hhEREYkjKjBPoJRlyyh+4KeRzuGVKya8ezixoICEnz1AzV98DNecOepeFpnGtj1ZzamqNm74wEIyc0b/Vnc7ORyGa+6cy2+/uo0tj/tYc8fcqJy3p6OPZ368j4wZ7lHPl40FYyJf54Nf3sKLDx7iLX91ie2Z7NZU00lKZhIpGUm2ZTAOw6KrC3j190dprutkRr593dQT5cjrpzm+p4mr3j0bT27KuM6VkORkydpCtv7fMZprO5lRMHkeP39DN/7T3SxZW2h3lGE5HIZFq/PZ8odj+E93j/t7MZ3VdNTQH+6nwlNhdxSZYEM7mEVERCR6pk7LWpxIWbaM7L/4qG3F3ZTLLsPzrnfR+8YbhNrbbckgIvY6ddTPtj8dY25l7pTtwJxZksHiawrZ++JJGqrH/2+ZFbZ47oH99HYGufkji0myYe7ycDKyk6l8WznVbzRzdHuD3XFs13Sygxwbu5cHzb8yD0eCYd+m+F9wrbu9j5cePkxuWQaXRGlUy5K1hSS4nOx4pjoq54uW6r3NAJNu/vJQC67Kjyw0qcX+xsXn9wFoRMY0dKaDWQVmERGRqFKBeRrKWL8OKxik44UX7I4iIhMs0NPPs/+7n/QZbq65Y57dccal8m1luNOTePHXhwiHrYsfcAE7nqnmxL4Wrn7vHNvmLp/PJdcWklOczqZHjtDbFbQ7jm36gyFaTnWTXWR/x2tyWhKzL5vJoc31BAMhu+PE1EsPHaI/EOa6exZEbbFJd2oii67K58jrDbQ390TlnNFQvbcZb17KpH5Xx5mFJl89RX8wvp97sVTlrwKgLKPM5iQy0c50MAdUYBYREYkmFZinIfcll5CQP4v2J5+0O4qITCDLsnjxVwfp9Ae48YOLJk2X7li5UhK56l2zaajuYP84uvnqjvjZ8odjzF4+k0Wr86OYMDocTgfX3j2f3s4gr/3+qN1xbNNS14UVtsgunBwvACxaXUBfTz9Htp22O0rMHN3eQNWORlbcWkrWrNSonvvSG4owwO7na6J63rEKBkLUHm6leBJ3Lw9atKaA3q4gVTsa7Y4yZVW1VZGfmk9KosaMTDfuBDfJCcnqYBYREYkyFZinIWMMGevW0/XKq4Ta2uyOIyIT5NCWeo5sa2DlrWXklcfHyulzV+ZSMM/D5seq6G7vG/XxkbnLe8nIdnPtXfbPXT6fnOJ0ll5fxP5XTlF7eHr+UtxU0wlATrH9HcwAs2Zn4p2VGrdjMno6+3jpoUPkFKez7MbiqJ8/PcvNnBW57H+5jt5O+zvzTx5sIdxvUToFCsyF87x4clPY+2Kt3VGmLJ/fp/EY05jX5cUf8NsdQ0REJK6owDxNZaxfB/39dDz3vN1RRGQC+Bu6eenBw+TP8XDZuhK740SNMYY1d8wjGAiNurvXCls899P99Hb1T6q5y+ez4q1lZGS72firQ9PyrfFNNR0kup1kzJgc4wuMMSxek0/D8XYaT3TYHSfqNj18hEB3P9ffuwCHMzY/Li67qZj+vjBvvHgyJucfjeq9zSS6ncya7bE7ykUZE1nsr97XRtPJTrvjTDmhcIjj7cepyNQCf9OV1+2lpbfF7hgiIiJxRQXmacq9eDGJBQW0P/WU3VFEJMZqj7Ty2L/vAOCGDyyM2hzVySJrVipLbyzm4OZ66o6MvLt3xzPVnNg/MHd5EiwcdzGJSU7Wvm8+/tPdbH9yci2ONhEaazrJLkzDTKLn77zKPBISHezdFF+dpMd2N3Lk9dNcvr6UGQWx6xifUZBGyZIZ7NlwkmCffS+aWJZF9d5mihZk4UyYGj8az79iFs4EB/teiq/n3kSo66wjEApQ4VGBebryuD34e/12xxAREYkrU+OnaIk6YwwZ69fR9dpr9LdOz7dbi0wH9b42Hv/2Lrr8fYT6w3T5A3ZHionlt5SSnuXmxQcPEwqFL7p/3ZFWtjzuY84knbt8PkULs5hXmceOp6tprps+nYvhsEVTbeekeyHAlZLI7BW5HN56mr6efrvjREVvV5CNvz7EjII0Lp+AdztcdlMxvZ1BDr56KubXOp/m2i46WwOUTIHxGIPcqYnMXj6TQ1vq6euNj+feRKlqiyzwpxEZ01eWK0uL/ImIiESZCszTWPr69dDfT+fzGpMhEq8OvnYKK2wBkS69eJ3fm5jkZPXtc2ip62LP8xd+u313ex/P/HgfGTnJrJ3Ec5fP56p3zybJncDGXx48872Nd+2NPfQHQmQXTY75y0MtXl1AfyDE4dfjY7G/V353lJ6OINffu2BCunlnzfaQW5bBrudOEB7Bi0OxUL23CYCSRVOnwAyweE0BwUCIw1vj47k3Uar8AwXmTBWYpyuP26NF/kRERKJMBeZpzL1wIYnFxbQ/qTEZIvEo2Bfi+EDhxDjA6XRQMNdrc6rYKbs0h9JLstn6p2N0tPQOu48Vtnjugcjc5XUfnfxzl4eTnJ7E1e+ZTb2vnb3T5O3xjTWRGcfZk6yDGWBmaTrZRWnsfakWy5raBf/qfc0cfPUUl91UTE7xxDzWxhguu7mE9qZeqnY0Tsg1z1W9t5nsojRSPS5brj9WuWUZzCiMj+feRPK1+ZiZPJP0pMn374lMjCx3Ft393QRC8fmuLhERETuowDyNGWPIWLeOrs2bNSZDYq57506a/ueHdO/caXeUaWPL4z66Wvu4+r1zqHxbObfdv4y88ky7Y8XU6vfOgbDFK785Muz27U9XU7O/hdW3zyG7cOoWF+ZW5lG0wMtrj1XR2Rr/vyA31XTicBqyZqXaHeVNIov9FdB8spPTx9rtjjNmfT39bPzlQbx5Kax4S9mEXrvskmw8uSnseKZ6wgulvV1B6qvaKF2SPaHXjYZ4ee5NNJ/fp/EY05zH5QFQF7OIiEgUqcA8zWWsXwehEB3PPmt3FIljXVu2UH3PvTR+97uc+MAHVWSeAHVH/Ox+oYbF1xRw6XVFXL6uNO6LywAZ2cksf0spVTsbqd7bfNa22sOtbP2Djzkrcll49dSZuzwcYwzXvG8+VsjipYcO2R0n5ppqOsjKT520C7DNWZFLosvJvim82N+rvz9Klz/AdfcuwJk4sY+zcRiW3VRMU00nJw9MbMGnZn8LlsWUmr881NyVkefedHk3w3hZlkVVW5UW+JvmvO7Iu7lUYBYREYmeyfmbmkwY1/z5JJWU0PGUxmRIbHS++CInP/VpCAYhHMYKBune+rrdseJaMBDi+Z8fIGOGmyveMf1+iV56QzHevBReeugQ/X0hYGDu8k/2kTkzhbV3zZtyc5eHk5mTzIq3lnFsdxO+nfaMFpgIlmXRWNNBduHkm788KMmdwNzKPI5sa6C3K2h3nFE7ebCFfZvquPSGYvLK7Hkhat7KPFIyk9jxTPWEXrd6bzPu1ERmlmZM6HWjJcmdwLzKPI5O0efeRKvvqqenv0fzl6c5r0sFZhERkWhTgXmaM8aQvn4dXZu30N/SYncciSPB2lpqPvEJav7iYzhSUmCgoGcSE0lZucLmdPHttceqaG/s4bp7FpDknnozhsfLmeBgzR1zaW/qZfvT1ZG5yz/dR6C7n5s/sjiuHpOl1xeRXZTGiw8dItDTb3ecmOhu76OnIzgp5y8PtXhNPqFgmEOb6+2OMip9vf1s+OVBMmcmU/nWiR2NMZQz0cGl1xVx8mArDdUTM+4hHLao3tdM8aIsHI6p+6LTojUFhPrDHHztlN1RJr2qNi3wJ0M6mAMqMIuIiESLCsxCxvr1EA7T8YzGZMj4WX19NP3wR1S95Va6Xn6FnPvvZ/bTT+F5z7sBKPiP75KybJnNKeNX7eFW3thwkiXXFsb1gn4XUzg/izkrctn+1HF++7Vt1BxoZfV750zqLtixcDgdXHv3fHra+9j8aJXdcWKi8URkgb+cSV5gzi5MJ7csg32bptaCa5sf99He3Mt19ywgIclpa5ZFawpIcjvZ+cyJCbleQ3U7vZ1BSpZMzfEYg7IL08grz9RifyNQ5Y/8O6kRGdObOphFRESiTwVmwTV3LkllZbRrTIaMU9fmzfje/g4a//3fSb36Kir+9Eey/+KjmKQkMt/+dgCs3l57Q8axvt5+Xvj5ATJykrni7frlec6KmVghaKjuwBjIyp98C8RFw8ySDC65roi9L9Vy6qjf7jhR13SyE2BKvDiwaHUBrfXdU+b7UHfEH3lBam0h+bM9dsfBlZzA4msKqNrRQFtjd8yvV/1GM8ZA8cKpXWCGSAd9W0MPJw+pYHYhvjYfWe6sMx2sMj1luDJwGIc6mEVERKJIBWbBGEPG+nV0b91Kf1OT3XFkCgo2NFD7N5/lxH0fwAoGKfqfH1D0ve+RWFBwZp/kxYsxKSl0b95iY9L49tqjVbQ393L9PQtIdNnbiTgZtNR1weC73k2kmBavVr61jPQsNxt+eZBQMGx3nKhqqukgIyeZpOTJP9pk9vKZuFIS2PtSnd1RLirYF+KFXxwgI9s9qV6QuuS6IozTsPPZmphfq3pvM3nlmbhTE2N+rViruHwmrtQE9mmxvwvy+X0ajyE4jAOPy6MOZhERkSgaUYHZGLPOGHPIGHPUGPOF8+zzXmPMfmPMPmPMr6MbU2Itfd06CIdpf+YZu6PIFGL199Pys5/hW38LHc8+S/bHP075//2BtGuuedO+JimJlMsvp2urCsyxUHOwhb0v1nLpdUXkz/HYHWdSKJjrJSHBgXGA0+mI65EhSe4ErnnfPFrruyd8kbRYa6rpJGcKdC8DJCY5mbcqj6odDfR09Nkd54K2/t8x2hp6uPbu+ZPqBanUTBfzK/M4+Ooputtj9xh2tQVoPNEx5cdjDEpIdLLgilkc29VEV1vA7jiTkmVZVLVVaTyGAJExGf6A3+4YIiIiceOiBWZjjBP4L2A9sBC40xiz8Jx95gB/B1xlWdYi4DPRjyqx5Jozh6SKCjqe1JgMGZnuHTs49q53c/rfvkryZZdR/n9/IOeTn8Dhdp/3mNRVlfQdraK/sXECk8a/vp7IaAxPbgqVt6kza1BeeSa33b+MyreVc9v9y8grz7Q7UkyVLJ7BnBW5bHvyOC2nuuyOExV9Pf20NfZM+gX+hlq0uoBwyOLAJF5wrf5YG7ufO8Gi1fkUzs+yO86bLL2xmFAozJ4NsetiPrGvGYj8vYkXi1YXEA5bPPfAfup9bXbHmXSaepro6OugLNO+xSxl8vC4PbT0aoFzERGRaBlJB/NK4KhlWT7LsvqAh4DbztnnI8B/WZbVCmBZVkN0Y0qsGWPIWLeO7m3bCDbo2yfn19/SQt3f/z+q33cXobY2Cv7juxT98H9IKim56LEplasA6NqyNdYxp5VXfn+UrtYA19+7gESbF+mabPLKM7l8XWncF5cHXf2eOSQmOdn4q4NY4am/2NeZ+ctFU6ODGSBrVir5czzsfqGGbU8cn3SFvlAwzAs/O0Cqx8WV75xtd5xhefNSKb80h70v1tLX2x+Ta1S/0Uyqx8WMgqnz3LqY3q4gxsDJA608/u2dk+65Z7eqNi3wJ3+W5c7C3+u3O4aIiEjcGEmBuQAY2kJycuC+oeYCc40xrxhjNhtj1kUroEycjPXrwLLoeOZZu6PIJGSFQrQ+9BBV62+h7Q9/YMaHP0TFn/5Ixk03YYy5+AkA94L5ODIy6N6yOcZpp48T+5vZv6mOpTcUT5siqpxfSkYSV717NqeOtrH/lck/B/himk52AJAzhTqYAQrmeej297HlDz4em2SFvtf/dIzW+m6uvXv+pJ5rvezmYgLd/ex/OfrP41AozIkDLZQsnjHi/7+mgtrDrVgDryuF+sPUHtZ82aGq/AMF5kwVmCUyIkOL/ImIiERPtBb5SwDmAGuBO4EfGWM85+5kjPmoMWabMWZbo94iP+m4Zs/GNWcO7U89aXcUmWR63tjL8dvvoP5L/4R73jzKH3uUmZ/9LI7U1FGdxzidpKxYQZcW+ouKQE8/G35xEG9eCivfprf8SsT8K2ZRMM/Dq7+vmvKzWBtrOklOTyQlM8nuKKMytGgZCoZ57oH97H2pli6/vd+PxhMd7HjmBPOvnEXxosk9GiKvLDPSCf58DaH+6C5ceepoG8HeUFyNx4DI3HlnYuRHe+MwcT13fiyOtR0jPSmd7ORsu6PIJOBxe/AH/ISt+FoYV0RExC4jKTDXAkVDbhcO3DfUSeAPlmUFLcs6BhwmUnA+i2VZP7Qsa7llWctzcnLGmlliKH39Onq27yB4+rTdUWQSCLW1ceqf/onj730vwfp68r/xDYp/9gCu2WN/W3VqZSXBmhqCtVrpfrxe+e0RuvwBrr93IQmJGo0hEcYY1r5vPqFgmGd/so/tT02+MQ0j1VTTQXZR+pTrMi1akEVCogNMpNAX7Avx4q8P8cAXXuE3//Y62544TnNtJ5Y1cWNMQv1hnv/ZAZLTE7nqXZNzNMa5lt1UTGdrgCOvR/dnkuq9zTgSDIXz46sAm1eeyW2fWUqi28msOR69q+UcVf4qKjIrpty/JxIbWe4swlaY9kC73VFERETiwkjeG/k6MMcYU0aksHwH8L5z9nmMSOfyT40x2URGZviimFMmSMa6dTT9x3/S8fQzZN3zfrvjiE0sy6Ltscdp+MY3CPn9eO++m5xPfRJn+vjfpp6yqhKIzGH2vPMd4z7fdFW9t5kDr5zisptLyC3LsDuOTDKe3BTmXZHH/k111B7xk5DgmHILHYb6w7TUdbH0hsm3CN3FDC4wWXu4lYK5XnLLMmg51cWx3U0c293Elj/42PIHHxnZbsouzaHs0mxmVWTicEbrjWVvtuPpapprO7nlL5fgTk2M2XWiqWTxDGYUpLLz2RPMq8zDOKJTGKx+o4mCOR6S3JN3RMhYzarwULokm7rDrViWpWLqEL42H9cWXWt3DJkkPC4PAK2BVjxuj61ZRERE4sFFf7K2LKvfGPMJ4GnACfyvZVn7jDFfBrZZlvWHgW03GWP2AyHgby3Lao5lcIkNV3k5rnnzaH/qKRWYp6neQ4ep//KX6dm+neSlS8n7yY9xL1gQtfO75szBmZVF95bNKjCPUW9XkA2/OEBWfiorb9VoDBlemscV+cSKzJytPdw6pQrMLae6CIcssgun1vzlQXnlmWc93jPy05iRn8by9aV0+QMc2xMpNr/x4kl2P1+DOzWRkiUzKLs0m6IFWVEtfjbXdrLtiePMWZFL2aVT5x1kxhiW3VTCcz/dT/XeZkovGf9og/amHlrru1m0+tzlROJH/uxMjrx+mvamHjJzUuyOMym09LbQ0ttCWab+z5QIrzvyDobW3lY9L0RERKJgRL+9WJb1BPDEOfd9ccjnFvDXA39kistYv47G73yXYH09iXl5dseRCRLq7KLpP/+Tll/+Emd6OrP+5Z/JfOc7MY7odtQZY0ipXEnX5i3qrhqjV35zhO6OILf81SVn5m2KnKtoQRav/+k4VtjC4XRMuXmsTTWdAGQXpdmcJPpSPS4Wrylg8ZoC+nr7ObGvhWN7Gjm+p4lDm+txJjgoXOCl7JJsSi/JJjXTNeZrhUOR0RiulATW3D43il/FxJi9fCabH69ixzPVUSkwV++N9D/E2/zloWbN8QBQd6RNBeYBPn/kjZUVHi3wJxFe10CBWQv9iYiIRIUqE/Im6TffDEDH00/bnEQmgmVZtP3pT/huuYWWn/8cz7veRfmTT+B597ujXlwelFq5iv7Tp+k7fjwm549nx/Y0cXBzPZevK2FmiUZjyPnllWdy7fvnA7DkmoIp1b0MkfnLCS4nmTPju0CW5E5g9uUzufEDi/jAN67mtvuXsWhNPi11XWz8VWRu82+/to3tTx2n5VTXqOc273z2BI0nOrjmznm406bGaIyhnE4HS68v5tTRNk5VjX+WePXeZjJzkvHkxu/zKisvFVdqAnVH/XZHmTR8bQMF5kwVmCViaAeziIiIjF/8DZ+TcXOVleFasID2J58i69577Y4jMRTwHaP+n79M92ubcS9cSOF//gfJl14a8+umDsxh7t6yFVeZ3pY4Ur1dQTb+6iAzCtJYfkup3XFkClhwxSx2P1cTlcLcRGs62Ul2QSqOKM3dnQqcTgeF87wUzvNy9Xvm0FzbxbHdjRzb3cTmx3xsfsxH5szkM3Ob88ozL/j4tJzqYusfj1FxWQ4Vl82cwK8kuhZenc/rTxxj5zPVzPrLS8Z8nmBfiJOHWlm0Oj+K6SYf4zDkz/Zw6ojf7iiThq/NR0pCCnmpemeeRAwWmP0Bv71BRERE4oQKzDKsjHXraPz2twnW1ZGYH9+/iE1H4Z4emr7/A5p/+lMcbje5/98/4L3jDozTOSHXTywpISEvj64tm/HecfuEXDMebHrkML0dQW79+KU4E/QGFBmZeavyePV3R2mt78Kbl2p3nBGxwhZNNR3MrZy+xSBjDNmFaWQXprHiLWV0tvZGFgnc08SeF2rY9ewJktMTKVmSTdkl2RQtzCIx6c//hofDFi/8/ABJrgTW3DHPxq9k/BJdTpZcU8i2JyJd3FmzxvY8rj3USigYjuvxGINmzfZwbHcTXW2BcY1YiRdV/irKM8s1lkvOcDldpCSk0NLbYncUERGRuKACswwrY93NNH7727Q/9TQzPvgBu+NIFHTv3En31q3gcOB/8CGCdXVk3nYbM//2syRkj3+u5WgYY0itrKRz0yascDhmozjiiW9XI4e3nGbFrWXkFE/NRc/EHnNX5vLa749yaEs9q26bGm8Pb2/upa83RHZh/M1fHqs0r5slawtZsraQQE8/J/Y1c2x3E76djRx89RQJiQ4KF2RRdmk2KRlJ7H3xJKePtXPjBxeSkpFkd/xxu+TaQnY9e4Jdz57gunvGtvBs9d5mEpIcFMyZWvPIxyL/zBxmP3OW507YdXc17GLb6W0sz13O0plLJ+y6F+Pz+1iVv8ruGDLJeN1ejcgQERGJEhWYZVhJJSW4Fy6k/amnVGCOA907d3Li3vuw+voASCwsoOQXPydlxQrbMqVUVtL2+OMEjhzFPW/qLTw1kXo6+9j4q4NkF6Vx+foSu+PIFJOa6aJoYRaHttRT+dZyzBQYOdFU0wGgF1POw5WcwJzlucxZnkuoP0zdEX+ku3l3ZKHAQcZA+gy3jUmjJzk9iQVXzmLfy3WsfGs5ad7RdeValkX13mYK52dNi8VRc4rSSHA5OTWBBeZdDbv48DMfJhgKkuRM4kc3/WhSFJnb+9pp6GmgPLPc7igyyXhdXi3yJyIiEiXx/xO2jFnGLevp3bOHvpO1dkeRMQqebqD5gQeo/cz9Z4rLGIPnXe+ytbgMkFq5EoDuLZttzTEVbHroMIHufq6/dwFOp/7ZltGbtyqPzpYAtVNkJmtjTQfGYcjKnxojPezkTHBQtCCLNXfM5Z5/vZIlawvO2l43Rb7nI3HpDcVYYYvdL9SM+tjWU910NPdSuiT+x2MAOJwOZpVnUHd04uavbzu9jUAoQJgwfaE+tp3eNmHXvhCff2CBP8/UeAeHTByP26MOZhERkShRpULOK33dOgA6nn7K5iQyGiG/n9ZHHqH63vs4unYtDV/9Go7kZEhIAIcD43KRssr+t4kmFhSQWFxM15atdkeZ1Kp2NHBkWwMr3lJKdqG6OWVsyi/NIcnt5NDmU3ZHGZGmk51481JISJyYufDxwhjD3JV5JCQ6MI5I8blgbvyMg8jMSWb25TPZt6mWQHdwVMdW720GoHjR9CgwQ2QOc3NdJ71do3usxqo4vfjM5xYW87yTY/b3sbZjAFRkqsAsZ8tyZ+Hv9dsdQ0REJC5oRIacV1JhIe4lS2h/8ilmfOhDdseRCwh3d9OxYQPtf/wTnS+/DMEgSaWlZP/VX5HxlrfgKi8bmMH8OikrV5CybJndkQFIrayk/amnsEKhCVtgcCrp6ejjxQcPkVOczrKbNRpDxi4hyUnF5TM5uq2BNXeESHRN7r9vTSc6KJyfZXeMKSmvPJPb7l9G7eFWCuZ6ySvPtDtSVC27qYQj2xrY+1Itl68rHfFx1XubmFGQRnpWfIwMGYn8OR6woL6qjdJLYr/WQn1XPQA3ldzEhpoN/GDPD1iet5zkhOSYX/tCqvxVuJwu8tO0aLWczePyaESGiIhIlKiDWS4oY906evfupa9m9G9Hldiy+vro2LCB2s/+LYevXk3d33yW3v37ybr7bkp/+1vKn3yCnE9+Ald5GQApy5aR/RcfnTTFZYCUVZWEOzro3X/A7iiT0osPHibQo9EYEh3zV+URDITw7Wq0O8oFdbf30dXWR3aRFvgbq7zyTC5fVxp3xWWIzOUuWuBl9wsn6Q+GRnRMoKefU0fbKFk8fbqXAXJLM3A4zYSNSdl4ciOzPbP51tpv8fU1X+eNxjf4wktfIBQe2fcpVqraqijNKMXpmNwvrMnE87q99PT30NPfY3cUERGRKU8VC7mgjHU3A9D+lMZkTAZWOEzX1q2c+uI/cmT1Gk7+5V/RtWkTmbfeSvHPf8bsDS+Q+/nPkbx4EcZM/oW8UldqDvP5HNl2mqodDay8tYwZBSq0yfjNqvCQPsPNoS31dke5oKaTkQX+sos0EkaGt+zmEnra+zi0eWTP5Zr9LYTDFiXTZP7yoIQkJ7mlGdQd9cf8Wm2BNnac3sG1RdcCcEPJDXx+5ed5oeYFvrr1q1iWFfMM5+Pz+yj3aIE/eTOvKzJCSGMyRERExk8jMuSCEgsKcF96CR1PPkX2Rz5id5xpybIsevfvp/2Pf6L9iSfoP30ak5xM+nXXkXHrW0i76ipMUpLdMcckISeHpNkVdG3ewowPf9juOJNGd3sfLz14mJmlGSy7sfjiB4iMgHEY5lXmsf3J43S2BkjzuuyONKymmk4Asgv1wooMr3Cel5zidHY+e4IFV+XjcFz4BdXqfc24UhLIK8uYoISTx6zZHnY9e4JgILajcV46+RIhK8TaorVn7rtrwV3Ud9XzwL4HyE/L5wOLPxCz659Pd7Cbuq463pn5zgm/tkx+XnekwNwaaGVW2iyb04iIiExt6mCWi8pYt57e/fvpq662O8q0Ejh2jMbv/Re+9bdw/F3vpuWXv8S9cCH53/wmc195mYJvfZP0a6+dssXlQamVq+jesQOrr8/uKJOCZVm8+OtDBAMhrr93AQ6NxpAomrcqD8uCw1snbxdzU00H6Vlu3KmJdkeRScoYw7Kbimlr6OHYRUa+WGGL6r3NFC/Mmpb/nubP8RAOW5w+1hbT62yo2UBOcg6Lsxefdf/9l9/PutJ1/Pv2f+cJ3xMxzTCcY+0DC/x5tMCfvFmWOzLrv7VXc5hFRETGa/r9pC2jlnHzTQC0P/W0zUniX7C+nub//SnH3vVufOtvoem//ouEmTPJ+/I/MXfTSxR9/7/JvPUtOFJS7I4aNSmrKrG6u+nZu9fuKJPCkddP49vVyMq3lZE1K9XuOBJnPDNTyCvP5ODmelvfsn4hjTWdmr8sF1Vx2UwycpLZ8XT1BZ/LjTUd9LT3Tbv5y4PyKjLBENM5zH2hPl6pfYVriq7BYc7+1cJhHHzl6q+wPHc5/++V/8fWU1tjlmM4Pr8PQCMyZFgelwdAC/2JiIhEgQrMclGJ+fkkL12qOcwx0t/aSuvDj1D9/ns4eu11NHz962AMMz//eWZv3EDJz3+G973vxenx2B01JlJXrABj6NqsOcxdbQFeeugwuWUZLL1BozEkNuatyqP1VNeZURSTSTAQwt/QrfnLclEOh2HZjcU0VHdQd9h/3v2q9zaDgeJF07PA7EpOILswjbqjsetg3lq/le7+7jPzl8+V5EziO9d+h5L0Ej6z4TMcaT0SsyznqvJXkeBIoCi9aMKuKVPHmREZ6mAWEREZNxWYZUQy1q8jcOAAgWPH7I4SF8Ld3bT98U/UfOwvObJ6DfX/+I/0NzWR/fGPU/7kE5T99jfM+MB9JObm2h015pweD64F8+nevMXuKLayLIuNvzpEfzAcGY1xkZmiImM1+/KZOBIMBzefsjvKmzTXdoIFOepglhGYvyqP5PREdjxz/hFe1XubyS3NIDl9ao+TGo/82R5O+9oI9Ydjcv6NNRtJTkimclbleffJdGXy/Ru+jzvBzV8+95ec7jodkyznqmqroiS9hESHRu7Im6UnpeM0ThWYRUREokAFZhmR9JtvBqBDXcxj1r1jB7Wf/zzVH/wQh6+6mrrPfpbeAwfIuuceSn/3W8qf+BM5n/g4rrIyu6NOuNTKVfTs3Em4t9fuKLY5vKWe43uaWHVbOd48jcaQ2HGnJlJ2STZHXj9NKBSbgtNYNZ7oAFAHs4xIQpKTS64t4sS+FppOvrkjv6ejj9PH26fteIxB+XM89AfDZ/5+RZNlWWyo2cCV+Vficl544dBZabP47xv+m85gJ3/1/F/R0Rf9POfy+X0ajyHn5TAOPC6PRmSIiIhEgQrMMiKJeXkkX3YZ7U+qwDwW3Tt3Un3PPbQ//ge6X32V1CuvpOQXP2f2hhfI/dzfkrxoEcZM347V1FWVWMEgPbt22R3FFp2tATY9coRZszO55Dq9jVdib/6qWfR0BDmxr8XuKGdpOtmJKzWBNO+FC1UigxZfU0CCy8nOYbqYT+xrBotpX2CeNdsDxGYO8/7m/TR0N5x3PMa55mfN59/X/js+v4/7N95PMBSMeqZBgVCAk50ntcCfXJDX7cXf67c7hoiIyJSnArOMWMb69QQOHyZQVWV3lCmn47nnoD8UueF0knzJJaSsWIFx6K8gQPLly8HpnJZzmCOjMQ4SCoa57h6NxpCJUbQoi+T0RA5NsjEZTTUdZBemT+sX3GR03KmJLLo6nyPbGmhv6jlr2/G9zaRkJJEzzTviUzKS8OSmcOqoP+rn3lCzAYdxsKZwzYiPuTL/Sv7pqn9iy6ktfPHVL8ZswdHjbccJW2EqMlVglvPzur209E6uF1tFRESmIlW3ZMTSb7oJjNFif2PQe+Bg5BOHA5OYSMrKFfYGmmScaakkL1kyLecwH3ztFNV7m7ninRV4ZqbYHUemCafTwZwVuRzb00RvV+w6CEcjHArTXNul+csyapdeX4QBdj9fc+a+cChMzf4WShbPwOiFO/JnZ3Kqqg0rHN1i7oaaDSzNWXpmsbSRelvF2/jksk/yR98f+Y+d/xHVTIN8bT4AjciQC/K4PPgDfrtjiIiITHkqMMuIJebOJOXyyzWHeZR6du2i+9VXyXjH28n59Kcp/un/krJsmd2xJp2Uykp63niDUGeX3VEmTEdLLy8/coT8OR6WXFNodxyZZuavmkW43+Lo9ga7owDQWt9NqD+s+csyaulZbuauzGX/K3X0dkZeMKn3tRPo7p/24zEG5c/xEOjup7kuev/H1nbWcrj18IjHY5zrI0s+wrvnvpsfv/FjHj74cNRyDaryV+EwDkozSqN+bokfWe4sLfInIiISBSowy6ikr19H4MhRAkeO2B1lSrAsi9Nf/RrOnGxm/cM/kP0XH1Vx+TxSV1VCKETP9m12R5kQlmWx8ZcHCVtw3T0L1GEnEy67KI2s/FQOba63OwrAmUXastXBLGOw9KZi+vvC7Nl4EoDqvc04HIaiBVk2J5scYjGHeWPNRgCuLR5bgdkYw/+r/H+sKVzDv279Vzac2BC1bBDpYC5KLyLJmRTV80p8GexgDoVDdkcRERGZ0lRgllHJODMm42m7o0wJHU89Rc+uXcz89KdxpKbaHWdSS162DJOYSNeWrXZHmRAHXjnFif0tXPmOCjJzku2OI9OQMYZ5q/Ko97XhP91tdxwaazpwJjrw5mpUjIzejPw0SpfM4I0NJwn2haje28SsOZkkJSfYHW1SSJ/hJs3riuoc5g01GyjPLKcko2TM50hwJPCNNd9gQdYCPvfS59jTuCdq+ar8VZRnajyGXJjX7cXCor2v3e4oIiIiU5oKzDIqCTk5pKxYQftTT8VsUZZ4EQ4EaPjmt3DNm0fmO95hd5xJz+F2k7xsGd3TYKG/9uYeXv7tEQrmeVm8psDuODKNzVuZhzFwaIv9XcxNNR3MyE/F4dSPJjI2y24uobcryOt/PEZzbRcli7PtjjRpGGOYNdtD3RF/VH5+a+9rZ3v9dtYWrR33uVISU/je9d8jOzmbTzz/CU60nxj3OYPhICfaT1Dh0QJ/cmFeV2R+uMZkiIiIjI9+i5NRy1i/jr6qKo3JuIjWX/yCYG0tuZ//HMbptDvOlJCyqpLeAwcI+f12R4kZy7LY8IuDYMF175+v0Rhiq1SPi8IFWRzaUh/1xb9Gw7Ismmo6yS7W/GUZu1kVmeSVZ7DzmUiBMjVToxGGyp/jobu9j7bGnnGf6+WTL9Nv9Y95/vK5spOz+f4N38fC4mPPfYyW3pZxna+mvYZ+q18dzHJRgwtUtgZUYBYRERkPFZhl1NJvvBEcDi32dwH9LS00/eB/SFu7ltQrr7Q7zpSRWlkJlkXX66/bHSVm9m2q4+TBVq5692wysjUaQ+w3rzKPjuZeTlX5bcvQ0dJLoLufnELNX5axM8ZQesmfu5Y3/OIg9b42GxNNLvlRnMO8oWYDWe4slmQvGfe5BpVmlvKf1/0nDd0NfOL5T9DTP/ZCeFVbFQDlHhWY5cLOFJjVwSwiIjIuKjDLqCVkZ5OyciXtT2pMxvk0fe97hHt6mPm5v7U7ypSSvGQJJjmZ7s1b7I4SE+1NPbzyu6MULfCy8Op8u+OIAFC+NIdEl5ODNi7211QzuMCfOphlfKzwnz8PhcLUHlbRaJB3VgrutMRxz2EOhoK8XPsya4vW4nRE9x1aS2cu5etrvs6+5n187sXP0R/uH9N5qvyRAnNZRlk040kcOjMiQx3MIiIi46ICs4xJxrp19B07RuDwYbujTDqBo0dpffgRvHfcgatcnTOjYZKSSLn8crq3xl+B2QpbvPDzAzgMXPv+BRij0RgyOSS6nFRclsPR7Q0E+0K2ZGiq6cAYmKEOZhmnwvleEhIdGAc4nQ4K5nrtjjRpGGOYVZE57g7m10+/Tmewk7WFa6OS61zXFV/HF1Z+gY0nN/LVrV8dUzODz++jIK2AlEQtGioXpg5mERGR6FCBWcYk/aYbwemk/ckn7Y4y6Zz+xjdwpKSQ/YmP2x1lSkpdVUngyFH6m5rsjhJVe1+qpfawn6veM4f0LLfdcUTOMn/VLIK9IY7tbrTl+o01nXhyU0hM0rx6GZ+88kxuu38ZlW8r57b7l5FXnml3pEklf46H9qZeuvyBMZ9jw4kNuJ1uVuWvimKys905/04+uPiDPHzoYX6y9yejPt7X5tP8ZRmRJGcSqYmpKjCLiIiMkwrMMiYJWVmkVlbS/uSTGpMxROfLr9D14ktk/+VfkuBV19RYpFRGfmHt2hIfXczBvhD7NtXy8m+OkFuWzoIrZ9kdSeRN8ud4SMtyccimMRlNJzs0HkOiJq88k8vXlaq4PIz8OR4A6sY4JsOyLDae3Miq/FUkJ8R2HYFPX/Zpbim7he/u+C7/V/V/Iz4uFA5xrO0YFZ6KGKaTeOJ1eTUiQ0REZJwS7A4gU1f6+nXU/39fJHDgAO6FC0d0zK6GXWw7vY3luctZOnNpbAOew7IsdjXuYvvp7TG5vhUK0fC1r5FYVIT37ruieu7pxL1wAY70dLo3byHzLW+xO84FhUJhuloDdLYG6GztpbM1QEdL75nbHS29BLr+PD+y6WQXp4+1q+ghk45xGOZV5rHjqWq62gKkZrom7Nq9nUE6WwJkX6PxGCKxll2YRqLLSd0RP3OW5476+IMtB6nvquevLv2rGKQ7m8M4+Oer/pmmnia++OoXyUnJYdWsi3dN13bW0hfuUwezjJjX7cXf67c7hoiIyJSmArOMWfoNN1D/pX+i/cmnRlRg3tWwiw8+/UH6w/04jIMbim8gKzmLUDhEyArRH+4nZIUIhUP0W/1/vn/I52/aNuSYC51j8DaAweByuvjRTT+KapHZ/7vfEThyhILvfhdHUlLUzjvdGKeTlBUrbO9gtsIW3R19fy4etwToGPgYud1LV3sfnNPA70pJIM3rJi3LRV5ZJm1N3dQcaAULwgMLTqnALJPRvMo8tj9ZzeGtp1l2Y/GEXbfpZAcAOepgFok5h9NBXkXmmBf621izEYNhTeGaqOY6nyRnEt++9tvc++S93L/hfh5Y9wDzsuZd8JjBBf7KPSowy8h43V4au+0ZESUiIhIvVGCWMUvwekm94gran3qKnL++/6KLlr1e/zrBcBCAkBViQ80GkhOTcRonCSYBp8MZ+dyRgNM4h72d6EjE7XCfuT3S4xJMArsbd7O1fisWFsFwkG2nt0WtwBzq7KLxu/9B8uWXR+ZTy7ikrqqk84UXCNbVkZifP+7z1fvaqD3cSsFcL3nlmViWRV9P/9kdxy29ZxeQ/QHC/WdXjxMSHaRluUnzuihaNIM0r4v0gdtp3sjHJHfCm6596shOQqGwFpySSc2bl0puWQaHNp9i6Q1FE7YQZWNNJwDZRepgFpkI+bM9bPmDj96uIO7UxFEdu6FmA5fmXMqM5BkxSvdmGUkZfP+G73PXE3fxV8//Fb+65Vfkpeadd/+qtoECszqYZYQ8Lg9HWo/YHUNERGRKU4FZxiVj/TpO/b9/oHfffpIXL7rgvvlpkUJhrDqIL2ZXwy4+8NQH6Lf6cRony3OXR+3czT/6EaHmZnJ/8P0JK8rEsz/PYd6K5x1vH9e56n1tPPbtnYSCYYyBtCw3vZ1BgoHQWfsZhyHVk0R6lpvcskwqzikep2e5caUmjPr7O7jg1NACt8hkNX9VHi8+eJimk50T1lHcdLKDVI+L5HS980NkIuTPifw/dKqqjbJLskd8XH1XPQdaDnD/5ffHKtp55aXm8f0bvs+9T97LXz73l/xs/c/ISMoYdl+f38fMlJmkJ+ldETIyWe4sLfInMkr1r71G7a4qCpZWkHfFFXbHEZFJQAVmGZf066/n1D9+iY6nnrxogTkQiqxYfvfCu7mp5KYJn8G8dOZS/uuG/+Ljz3+clbNWRu36wdpaWn76UzLe+laSlyyJyjmnO9ec2Ti9Xro3bx53gbn2cCuhYBgAy4KEJCcLrsw+04kcKSK7SclMwuGIzYsDeeWZKizLlDB7eS6bHjnCoc31E1dgrukkR93LIhNmZmkGjgRD3RH/qArMG2o2ALC2aG2Mkl3YXO9cvnPtd/jYcx/jMxs+ww9u+AFJzje/MOVr81GRqQX+ZOQ8Lg+9oV56+ntivnilSDyof+01Hv+5n34rj4Q9fm7jNRWZRQSH3QFkanN6PKReeQXtTz6FZVkX3Hd3424yXZl8dvlnJ7y4POjK/Ct5z9z3sOXUFpp6mqJyzoZvfweMYeb9n4nK+QSMw0FKZSVdW7Zc9Hl1MQVzvTBQN05IdHDd++ez+va5LLuxmDnLc8krzyTN64pZcVlkKnGnJlJ6STaHt9YTDoVjfr3+vhCt9d1ka/6yyIRJSHSSW5ox6jnMG2s2UppRauvoicpZlfzzVf/M6/Wv8w8v/wNh6+x/p8JWOFJg9qjALCOX5c4CUBezyAjV7qqi30oEHPRbCdTuqrI7kohMAiowy7hlrFtPsLaW3r17L7jf7obdXJJ9CQ5j79PurgV3EQwHefjQw+M+V8/u3bT/8Y9kfeC+qMwKlj9LXVVJf309werqcZ3HlZIAFpQsnsFt9y9TJ7HIRcyrzKOnI8iJ/S0xv1ZzXRdW2NL8ZZEJNmu2h8bqjjeNizqfjr4OttZvta17eahby2/l05d9miePP8l3dnznrG31XfX09PdQlllmTziZkjwuDwCtARWYRUaiYGkFhsgLfA7CFCzVi3oiogKzREH69ddBYiLtTz513n3aAm1UtVVxac6lE5hseCUZJVxTeA2PHHrkzNiOsbAsi9Nf/RrO7GxmfPgjUUwoACmVlUBkDvN4VO2IrAq+9q55Ki6LjEDJ4hm4UxM5tLk+5tdqqukAILtQHcwiEyl/jodw2KL+WNuI9n+l9hX6w/1cW3RtjJONzIcWf4jb593OT/f+lF8f+PWZ+6v8kS46dTDLaHjdkQWY1cEsMjJ5V1xBfnodABV5JzUeQ0QAFZglCpyZmaRdeSXtTz153nEGbzS9AcClM+0vMAO8f+H7aelt4QnfE2M+R8fTT9Ozcyc5n/4UzrTUKKYTgKTSUhJyc+nesnlc5zm6o2FgDIY7SslE4pszwcGclbkc291EoDsY02s11XSSlJxARrb+fopMpFnlmRgDdUf8I9p/Q80GvC7vpGgUADDG8Hcr/461RWv56tav8nz180Bk/jKgGcwyKiowi4xeT58LgL4+lZREJEL/GkhUpK9fR3/dKXr37Bl2++7G3TiMgyXZk2MRvJV5K5njncMvDvxiTDN+w4EADd/8Fq65c/G8850xSCjGGFIqV9K1eexzmP2nu2k+2UnFZTlRTicS3+avyiPUH+bo9oaYXqexpoPswjSM0Qx0kYmUlJxAdlH6iOYwB8NBNtVuYk3hGpwOZ+zDjZDT4eTra77OkuwlfH7T59nVsAtfm48sdxYet8fueDKFqMAsMjrhviD+wAwAWjvUaCUiESowS1SkX3895gJjMnY37GaOZw6piZPjPyBjDO9f8H6OtB5ha/3oRzC0/vKXBE+eJPcLn8c4J88vW/EmtXIVoZYWAkeOjOn4qp2R4ljFZTOjGUsk7uUUp+PNS+HQltiNyQiHLZprOzV/WcQms2ZnUu9rJ9R/4QU9d5zeQUdfB9cWT47xGEMlJyTzn9f/J7kpuXzyhU/ycu3LJCcks6thl93RZApJT0wnwSRoBrPICLX7jhImgfTEZtqDWfR3ddodSUQmARWYJSqc6emkrl5N+1NPYYXP/kUlFA6xp2nPpHlb5aBbym8hy53FL/f/clTH9be00PT9H5B2zTWkXnlljNIJRBb6A+jevGVMxx/d3kBuWQbpWXr7vchoGGOYtyqPU0fbaGvsjsk12hq66e8Lk1Ok+csidsif4yEUDNN4ouOC+22o2YDL6eKKWZNzxmaWO4vv3/B9QuEQDd0N1HbW8pFnPqIis4yYMQaP26MOZpERaqk6DkBFSSfgwD/GZiARiS8qMEvUZKxfR399PT27dp91f1VbFV3Brkkzf3mQy+nivfPey4snX6S6vXrExzV973uEe3qY+bm/jWE6AUgsKCCxqIiuraMvMLc1dtNU06nuZZExmleZB4aYLfbXOLjAnzqYRWwxq8IDXHgOs2VZbKzZyKpZq0hJTJmQXGNRnFHMLWW3nLkdDAfZdnqbjYlkqvG4VGAWGanWmmYAyq+YG7ntq7EzjohMEiowS9SkXXstJimJ9qeePOv+3Y2RgvNk62AGuH3e7TgdTn514Fcj2j9w9CitDz+C9/bbcVVoAZmJkLqqku6tr2OFQqM6rmpHI4DmL4uMUZrXTeE8L4e21I95DvqFNNV04kgweGdNjtFJItNNSkYS3rwU6i4wh/lw62FqO2tZW7R2wnKN1a0Vt+JyunAaJ4mORJbnLrc7kkwhWe4s/AG/3TFEpoTWhj5SE1rJWbYMQ4iWWr/dkURkElCBWaLGmZZG6prVdDz19FljMnY37Mbr8lKcXmxjuuFlJ2dzS9ktPHb0Mdr72i+6/+lvfANHSgrZn/j4BKQTgJSVlYTb2+k9cHBUxx3d3sDM0gwyZiTHKJlI/Ju/Ko/2pl5OVbVF/dxNNR3MyE/D6dSPIiJ2mTXbw6mjbYTDw7+ItLFmI8CUKDAvnbmUH9/0Yz6x7BP86KYfsXTmUrsjyRTicXlo6W2xO4bIlNDqT8Sb2kFCSgrpia20NvbbHUlEJgH9VidRlbFuPf0NDfTs3Hnmvt2Nu7k051KMMTYmO7+7F9xNT38Pvz/8+wvu1/nyK3S9+BLZH/sYCVlZE5ROUipXAtC9ZfOIj2lv6qHxRIe6l0XGqWxpDgkuZ9THZFiWRdPJTrILNR5DxE75czz09fTTUjf8Ak0bajZwSfYlZCdnT3CysVk6cykfXvJhFZdl1LxurzqYRUbACodp7cnCmxV5YTIrvYvWdq13IyIqMEuUpa1di3G5aH/yKQD8vX6Otx+fdPOXh1owYwHLc5fz64O/pj88/KuvVihEw9e/TmJhId733z3BCae3xJkzSaqooGsUC/0d3dEAwGzNXxYZlyR3AhXLcji6vYH+vtGNqbmQLn8fPR1BsrXAn4itZs3OBIafw3y66zT7mvdxbfG1E5xKZOJlubNoC7QRCkfv/zqReNRVc4KglUzWrMhcfu8Mg793BuG+oM3JRMRuKjBLVDnTUklbs4aOp5/GCoXY07QHmJzzl4e6e+HdnOo6xQsnXhh2u//3vydw+DAzP/tZHElJE5xOUisr6d6+HSs4sh9cqrY3MLMknYxsjccQGa95q/Lo6+nn2J6mqJ2zSQv8iUwKGTOSSctyUXfkzWNwXjz5IgBrC9dOcCqRiedxebCwaOuL/kgokXjSetQHgLckL/IxP50wibQfq7IzlohMAiowS9RlrF9Hf2MjPTt2sKthF07jZNGMRXbHuqC1hWspTCvklwd++aZtoc4uGr/7HyRfdhnpN99kQzpJWVWJ1d1Nzxt7L7pve3MPDdUdVKh7WSQqCud6SfO6ojomo+nkQIFZIzJEbJc/20PdUf+bFvN8oeYFitKLqPBoUWOJf1nuyPi71t5Wm5OITG4t1ZF3inrnzol8LCsAoPXocbsiicgkoQKzRF3aNddg3G7an3yKPY17mOudS0piit2xLsjpcHLXgrvY2bCTvU1nFzGbf/wjQk1N5H7h85N2jnS8S1mxAowZ0Rzmqh2NACowi0SJcRjmVuZxYn8LXW2BqJyzsaaTzJxkktwJUTmfiIxd/hwPPe19tDX0nLmvK9jF1lNbubboWv3sI9OCx+0BVGAWuZjW0924HJ0k5w50MM+bG7n/ZPTe6SYiU5MKzBJ1jtRU0q65hvann+aNht2TfjzGoLfPfjupian8Yv8vztwXrKuj5acPkPHWt5J8ySU2ppveErxeXPPnj2gOc9WOBnKK08nM0XgMkWiZV5mHFbY48vrpqJyvqaZD85dFJolZsz0A1B31n7nvldpXCIaDrC1aa0smkYnmdXkBaA2owCxyIa0tTrwpfowjUkpyebNIcfppPd1nczIRsZsKzBITGevXEWpupvRY96Re4G+otKQ03jH7HTxz/BlOd0WKKA3f/g4AM+//jH3BBIjMYe7ZuZNw4PwdlB0tvZw+1k7FZTkTmEwk/mXNSmVmSTqHtox/TEagp5/2pl5yijUeQ2Qy8Oal4E5L5NSQhf421mwk05XJspnLbMslMpG87oECszqYRS6otSsTr6f/rPu8qe20+BNtSiQik4UKzBITaddcQ9iVyBUHrCnTwQxw14K7CBPm4UMP07NnD+3/939kfeA+EvPz7Y427aWsqsTq66Nn567z7lO1IzITTOMxRP5/9u47PKoy7eP490xPn5PeaQmhKCSQAIqudLu+7q69C5a1rbquZVdXXV3r2rvY1t5dwUoRxUYTEjohCSUB0ie9TDvvHxFWpKXMzJkk9+e6vAgz5zzPDySTmfs85358L2tCEtWlTVSXNfVonD0b/KXKCmYhgoGiKHv6MAO4vW4W71jM71J+h8kgbWxE/7BnBbMUmIU4oLaqSlq9kagJtr0ej4724miNRvN6dUomhAgGUmAWfmEICWH7qHiOKFRIsSXqHafTUiNSmZw2mfc2vcuu++7DGBtLzKxL9Y4lgNDcXDAaaT5IH+bilZXEpoVjjw/unt9C9EaZefEYjAqbluzq0TjVpR0F6tg0WcEsRLBIzrTTUN1Gk6ONVZWrqG+vZ3L6ZL1jCREwZqOZcHM4de11ekcRImjVbioEQE3b+25RNTEMlxZCc+l2PWIJIYKEFJiF33yT6SKy2UvrihV6R+mS84afx7DVdbSvyifuz9diDA/TO5IAjOHh2A4bScsB+jA3OdooL2lgSI6sXhbCH0LCLQw4LIbCZRV4Pd1foVJd2khIpIWwKKsP0wkheiIpIwro6MO8qHQRZoOZI5OP1DmVEIGl2lRq22r1jiFE0HJs61hkEJ05cK/H1QEJHc8XlQQ6khAiiEiBWfhFTWsN85Nr8NjMNHzxpd5xuiRHPZyLvzWyK9FC1Gmn6R1H/ErY+Am0rlmDt7l5n+eKV1YBkDFWCsxC+MuwCUm0NDgp3dj9W4irypqIk9XLwo/yK/N5cc2L5Ffm6x2l14hNDcdsM7Jzcx3flH7D+KTxhJnlArvoX1SrKi0yhDgIx84mTEo7EQMG7/W4OnQIALXbKvWIJYQIElJgFn6xumo1LrOCNjGXxnnz0NzuQ58UJOreeJPoWhcvTnLzU8X+V8sKfYRNGA9uNy0rV+7zXPHKSmJSwrEnSHsMIfxlwGExWMNMbFrSvc3+PC4vjp3N0n9Z+E1+ZT4zv5rJkyuf5NJ5l0qRuZMMRgNJg6PYtqmK0sZSJqdJewzR/6g2VVpkCHEQjlqw22pRTMa9Hg9NSsFqaMZR0aJTMiFEMJACs/CLgqoCTIqJ5FNOx1NXR/PS3lGoddfWUv3ss4QeczS7RsTz+obX9Y4kfiUkJwfFbKZ5yd59mJsc7ewqrmfImLgDnCmE8AWj2UBmbgIl+VU4W7t+4bB2VzNeryb9l4Xf/LjzR5xeJ168uLwuVlT0rjZdekrKtNNU4cLqCmVS2iS94wgRcHarXVpkCHEQjsZw1Mj2fR5XDAbUEAeOWuN+zhJC9BdSYBZ+kV+Vz7DoYaiTpmAIDaXxy97RJqP6qafxtraSeNPNnJl1Jj/s+IGSOuklFSwMISGEZGfv04e5JL/jdixpjyGE/2VNSMTj8lK0suu3QVaVNgIQlyYrmIV/aJq252uTwURuQq6OaXqX5Aw7AOOZTHyo/DwV/U+0LZq69rq9XkeEEB1cjQ00umOIjjfv93lVdeFoiQpwKiFEMJECs/A5l9fFuup1jI4fjcFqJXzqVBrnzUdzufSOdlDtxcU43n0X9cwzsA4ZwhlZZ2AxWHhzw5t6RxO/Ejp+PG3r1+Opr9/zWPHKKqKTw1ATpV+kEP6WMDASe0Jot9pkVJc2YbYaiYoL8UMyIWBV1ao9X/9jwj/Ijs/WL0wvY4hvx624GOnK0zuKELqw2+y0e9ppdbfqHUWIoFNXWAiAmha93+fVeButnkjaqqQPsxD9lRSYhc8VOgpp87QxOm40AJHHH4envp7mJcHdJqPywYcwhIQQe/XVQMcqhpOGnMSc4jnUtdXpG07sETZhPGgaLcuXA9Bc387OojqGjJHVVkIEgqIoZE1IZOfmOhqqu/YhvLqskdjUcBSD4qd0oj8rby5n2a5lnJbRsUFvg7NB50S9y/cV31EZvo2IGvl5Kvon1aoC4GiXjf6E+K3aLTsAUAen7/d5Nb2jVaGjcHPAMgkhgosUmIXPFVQWAJAdlw1A2MSJGMLDafjyCx1THVzTDz/Q9O23xP7pCkzR/7sqe+7wc2nztPHB5g90TCd+LWTUKBSbjealywAoWVUFGmRIgVmIgMkanwjApqWdX8WseTWqS5uITZX+y8I/Pi35FA2NS0ddSkp4ivRf7qJFpYtoiq2kcacbZ1vv2ZxZCF9Rbb8UmNukwCzEbzl21KHgISojc7/PqxkDO47buiuAqYQQwUQKzMLn8qvyiQ+JJzGsowBhsFqJmDqFxgUL0ZxOndPtS/N4qHzgQcypqajnnbfXc0PVoUxImsDbG9/G5Q3uFh/9hWKxEDp2LC2/bPRXvLISNSmM6GRpjyFEoERE20jJsrNpSXmne1XWV7fiavcQmy79l4XvaZrGnOI5jIkfQ1pEGnmJeayoWIFX8+odrVdocbWwZOcS0jJj0LwaFSWy+lv0P1JgFuLAHNUeoiw1GG22/T4fMXAwRpzU7moMcDIhRLCQArPwudVVqxkdPxpF+d8t0BHHHYe3vp7mX4qCwaTuo49oLywk/sa/YLBa93n+/BHnU9lSyYJtC3RIJ/YndMJ42jdvpmHrLnZurmPImDi9IwnR72SNT6K+qpXyThaiqkubANngT/jHupp1bKnfwilDTgEgLzGP+vZ6NjvkVt3O+GnnTzi9To4ck4OiwM6iOr0jCRFw0daOuxilRYYQ+3I0hKBGthzweYPJhN1Wg6MmgKGEEEFFCszCp6pbq9nRtGNP/+XdwidOxBARQcMXX+qUbP88Tc1UPf4EITk5RBx77H6POSrlKAZGDuT19a/LrtJBImz8eAA2fbYaTdpjCKGLIWPiMFkMbFrSuVshq0obMRgUopPkbgPhe3OK52AxWJgxcAYAuQm5ANImo5MWlS4iwhJBXvpYYtMi2Lm5Tu9IQgSc3WYHZAWzEL/lcbZT3x6DGnPw8lF0VDuOJmmFJkR/JQVm4VO7+y//tsCsWCxETJtG44IFQdUmo+bF2Xiqq0m45ea9Vlz/mkExcO7wc1lTvYaCqoIAJxT7YxsxAkN4OFs2NqEmhkp7DCF0YLGZGJwTR9HPlbhdnkMeX13ahJoUhtEsbz2Eb7k8Lr7Y8gVT0qcQYelYIZ8cntzRh7lcCsyH4vF6WFy2mN+l/g6zwUxypp2KrQ14XNJeRPQv4eZwTAaTFJiF+I2GoiK8mIhOsR/0ODXOTKNLxdUkbTKE6I/kU57wqYKqAswGMyNiRuzzXOTxx+FtbGTn7bfTsmqVDun25tq5k9pXXiXypJMIGT36oMeeMuQUIiwRvLHhjQClEwejmEwYc4+iyhnFkDHxB7w4IITwr2Hjk2hvcbN19aHvh6wubSQ2TVa1CN9bvGMxde11e9pj7JabkCt9mDuhoKoAR7uDSWmTAEjOsONxeancJn2YRf+iKAqqVaWuvU7vKEIEldqirQCog5IPepyaagcM1BUW+j2TECL4SIFZ+FR+VT7DY4ZjMVr2ec4QEgJAwydz2HbOuZReeRWOd96ldc1avDqsaq589DEA4m+4/pDHhppD+WPmH1mwbQG7mmRn3GBQO3giKAYGpEtxWQi9pAxTCYuysGlp+UGPa65vp6XBKf2XhV/MKZpDbEgsRyQfsdfjeYl51LXXUVRXpFOy3mFR6SJMBhNHJR8FQFJGFCB9mEX/pNpUattq9Y4hRFBxlHV8T9izsg56nDo4veP4kjK/ZxJCBB8pMAufcXlcrKtet097jN1aVq4Cwy//5DSN5h9+oPzOO9l6+ulsGptLye9/z67bb8fxzju0rl6Nt73db1lbV6+mYe5coi+6CHPywa/E7nb2sLMBeHvj237LJTpvhzuJkJYKrFukbYkQejEYFIaOT2T72hpaGg58obC6rGODv9hUWcEsfMvR5mDxjsWcOOhETAbTXs/lJnb0YV5evlyPaL2CpmksKl3EuMRxhFs6vj9DIiyoiaHs3FyvczohAk9WMAuxL0eli3BTLZbIqIMeZ88cioIHx466wAQTQgQV06EPEaJzNtZuxOl1HrDAHDouD8ViQXO5UMxm0l9+GVNcLG3r1v3y33oa582n7v0POk4wmbBmZGAbOQLbyJGEjByJNSsLg83Wo5yaplHxwIMYY2KIufTSTp+XFJ7EtAHT+GDzB1wx+gpCzaE9yiG6r7XJya6ydgY2bKB1qQv1tP/TO5IQ/VbWhERWzdvO5uUVjJ6att9jqks7evFJiwzha19u/RK3183JQ07e57mU8BSSw5L5ueJnzh1+rg7pgt+Whi1sa9jGecPP2+vx5Ew7m5dX4PVqGAxyp5DoP1SbysbajXrHECKoOOotqOGH7qtsDAkh0lJLbfWh9+YQQvQ9UmAWPrN7A7wDFphzckh/5WVali0ndFweoTk5AFjS0og87jigo/jr2rHzV0XndTQt/Jr6Dz/qGMRoxDpkCLaRI3/5bwS2YcP2tN/ojMZ582n9+WcS/3kXxvCubQ533vDz+GrrV8wpnsNZw87q0rnCd0pWVaF5YUAaNC9diqZp0odZCJ3EJIcTlx7BpqXlBykwNxEZa8Maag5wOtHXzSmaQ5aaRVb0/m/bzU3M5buy7/BqXgyK3Lj3W4u2LwLY0395t6QMO+u+20lNWRNx6dLaRvQfdqsdR7ts8ifEbprbg6MtmhFJFZ06Xo1oxtHQ+c/mQoi+o1MFZkVRjgMeB4zAi5qm3X+A4/4AfADkaZom23b3M/lV+SSGJZIYlnjAY0JzcvYUlvdHURQsqSlYUlOIPHYG0FF0du/aReuvVjo3ffst9R9/3HGSwdBRdB7RsdLZdtjIjqJz6L4rjL1OJ5X//jfWoUOx/+EPXf4zjo4bzeGxh/PGhjc4I+sM+bCqk+JVVUTGhZA0fDgV89/HVVqKJT1d71hC9FtZExL5/r3N1OxoIiZl31XKVaWNxKZKkUr4VkldCWtr1vLX3L8e8JjchFzmFM+huK6YTDUzgOl6h29Kv2F49PB93rslZ9qBjj7MUmAW/Um0LZr69nrcXvc+bXeE6I8aS7fi1myoSZ1bmBUdY2B7TQweZztGi9XP6YQQweSQPzUVRTECTwPTgTJguaIoczRNW/+b4yKAPwNL/RFUBL+CqoIDrl7uCUVRMCcnY05OJnL6dOCXonN5OW3r19O2bh2t69bR9MMP1H/yScdJBgOWwYMIGTnyf4Xn4cOpfORRXKWlxN96K4rR2K0s5484n5sW38T3O77nd6m/8+UfVXRCW5OLso0OcqanEza64wNx85IlUmAWQkeZuQn8+EERm5aWc+TvM/Z6ztnmpr6qlazxB774KER3zC2Zi1ExcsLgEw54TF5iHtDRh1kKzHurbq2moKqAP43+0z7PRUTbiIi2sWtzHaOn7P/OBCH6IrvNDkBdex2xIbH6hhEiCDg2bwEMRA9I6tTxakok3kITDUVFqCNG+jecECKodOay7DigSNO0EgBFUd4BTgXW/+a4u4EHgAMvIxF9VkVzBeXN5Vww4oKAzKcoCuakJMxJSURMnQr8UnSurNyzyrlt3Tqaf/yJ+k/m7HN+1aOPEjLq8IOupj6QaQOmER8az+vrX5cCsw5KCqrQvBoZY+OxpIVjio+nZclS1DPO0DuaEP1WaKSF9MNiKFxazoT/G7JXz9aasibQIDZNVkEK3/F4PcwtnsuRyUcetAiUEp5CUlgSKypWcM7wcwKYMPh9V/YdGhqT0yfv9/nkTDvb19dIGyrRr6g2FYC6NikwCwHg2F4FJKBmde4irTo4BRY14yjeJgVmIfqZztzfnwKU/ur3Zb88toeiKGOANE3TPvNhNtGL7O6/nB2XrVsGRVEwJyQQMWUKcddcTdpzz5L53WIyFn9L6rPPEHrEhD3Hai4XLcu6t6u82WDm7GFns2TXEgodhb6KLzqpeGUlkbE2YtPCURSF0PHj9/RhFkLoZ9iERJrrnZRtrN3r8eqyJgDiZIM/4UPLK5ZT0VLBKRmnHPQ4RVHIS8xjRfkK+TnxG1+Xfk1SWBJZ6v77VydlRNHa6KKuoiXAyYTQj2rtKDBLH2YhOjgqWrEZGglJ6NydaOrQjp8ptWU1/owlhAhCPW4gqyiKAXgE+Esnjr1MUZQViqKsqKqq6unUIojkV+VjNVoZFj1M7yj7MMfHEzF5MnHXXotis4HRiGI2Ezour9tjnj70dGxGG29ueNOHScWhtDW7KNvgYMiY+D2rqcImjMdTU4OzqEjndEL0bwMPj8UaamLTkvK9Hq8qbcQWbibMLn34hO/MLZ5LhDmCSamTDnlsbkIujnYHxXXF/g/WS7S6W1mycwmT0iYdcHXy7j7Mu4rqA5hMCH3tXsHsaJMCsxAADocRNbSu08dbouyEmxw4Kl3+CyWECEqdKTDvAH7dfC31l8d2iwAOA75RFGUrMAGYoyhK7m8H0jTtBU3TcjVNy42Li+t+ahF0CqoKGBEzArPRrHeUAwrNySH9lZeJu/Za0l95uVvtMXaLskZxypBT+LT4U2rbag99gvCJLQVVeH9pj7Fb6PiOlenNS5fpFUsIARjNBjJyEyhZVYWzzb3n8erSJmJTw+UWe+EzLa4W5m+bz4yBM7CZbIc8Pjex4y3pigrZf3q3JTuX0OZpY3La/ttjANgTQgmJMLNzc13gggmhsz0rmKXALAQAjhY7arSnS+eoYY046ix+SiSECFadKTAvBzIVRRmkKIoFOAvY09RW07R6TdNiNU0bqGnaQGAJcIqmafIuvp9wepxsqNnglw3+fC00J4fYyy/rUXF5t3OHn4vT6+T9Te/7IJnojOKVVUTE2Pba0d6SmoI5NZWWpUt0TCaEgI42GW6Xl+KVHXcpeTxeanY2ESf9l4UPLdi+gFZ3K6dmnNqp41PDU0kMS2R5efdaY/VF35R9Q7g5nNyEfdaD7KEoCskZdnYW1QUumBA6273Jn7TIEAJaK8pp80YQnRDSpfPUGA1HWzSau2uFaSFE73bIArOmaW7gauArYAPwnqZp6xRF+aeiKAdvfCf6hfU163F5Xbr2X9bDYPtgJqZM5J1N7+D0OPWO0+e1t7go3VC7V3uM3UInjKd52XI0j7yJEUJPCYMiiYoLYdOSXQA4drXgdWvESv9l4UNziueQGp7a6fcdiqKQl5DHigrpwwwdGyR+U/oNR6ccfcg7z5Iy7DTWtNFY2xaYcELozGwwE2GOkBXMQgCOTZsBUNO7dve5mhiGW7PRVLbNH7GEEEGqUz2YNU37XNO0oZqmDdE07V+/PPYPTdPm7OfYSbJ6uX/ZvcHf6PjgX8HsaxcMv4Dq1mq+2vqV3lH6vC0F1Xg9Ghlj4vd5Lmz8eLz19bRt3KhDMiHEboqikDUhkR2FdTTUtFJd1ghArKxgFj5S3lzOsl3LOGXIKV1qu5KbmEttWy0l9SV+TNc7rKleQ21bLZPSJh3y2P/1Ya7zayYhgolqU2UFsxBA7baOBQNq5uAunacO7NgQ0LFZfuYK0Z/0eJM/IQqqCkgJTyE2JFbvKAF3RPIRDI4azOvrX5dVUX5WvLKS8Ggr8QP3LVSFjhsPQMuSpYGOJYT4jazxHR8qCpdWUL29CZPZgD0hVOdUoq/4tORTNDROGnJSl87LS+jY2HdFuayBWFS6CJNi4qjUow55bExqOBabUfowi35FtamyglkIwLGrGZPSRnj6wC6dp2Zmdpy/vcoPqYQQwUoKzKJHNE2joLKAUXGj9I6iC0VROG/EeWyo3cDKypV6x+mz2lvdbD9AewwAc0I8lsGDaV4mBWYh9BYZG0Jypp1NS8upKm0kJjUcg0E2+BM9p2kac4rnMCZ+DGkRaYc+4VdSI1JJCE1geYX0YV5UuoixiWOJtEQe8liDQSFxiJ2dRfUBSCZEcFCtKnXtdXrHEEJ3jlpQbbUohq6VjUISErAamqitaPVTMiFEMJICs+iR8uZyKlsre8UGf/5y8uCTsVvtvL7+db2j9FlbC6rwuvffHmO3sAnjaV2+As3lCmAyIcT+ZE1IpK6ihV1FddIeQ/jM2uq1bKnfwilDur4FiKIo5CXmsbx8eb++42hr/Va21G9hctrkTp+TnBmFY1czrU2y34ToH1SbSm1brd4xhNCdoykS1d71137FYCA6tA6Hw+iHVEKIYCUFZtEju/svZ8dn6xtERzaTjdOHns7X27+mtLFU7zh9UtHKKsJVKwkDD7zaKnT8BLwtLbSuXRvAZEKI/ckYE4/BqKBpYLbKhwvhG3OK52A1WpkxcEa3zs9N6OjDvKV+i4+T9R7flH4D0LUCc4YdgF2yiln0E3abnbq2un59MUoIZ30dTW4VNf7gm8EeiKq6cTTbfRtKCBHUpMAseiS/Kh+b0cZQdajeUXR1ZtaZGBUjb298W+8ofY6z1U3p+lqG5MSjHOQ2+9BxHf01W5ZKmwwh9Fa7qxnN2/HBfM2iUspLpDAlesbpcfLF1i+YkjaFCEv3VsXnJf7Sh7mi//ZhXlS6iCw1i+Tw5E6fEz8gEqPJIH2YRb8RbY3G6XXS4m7RO4oQunEUbgIgOjWmW+erCTbavBG0VlT4MpYQIohJgVn0SEFlASNjR2I2dO/KZl+REJbAjIEz+GjzRzQ5m/SO06dsXVONx+1lyNgDt8cAMKkq1mHDaJaN/oTQ3Y5CB7vXfXm9GjsKZbMk0TPflX1HfXs9p2R0vT3GbmkRacSHxrO8vH/2YXa0OcivymdyeudXLwMYzQYSBkWyq6jOP8GECDJ2mx1ANvoT/ZqjZCcA6pAB3TpfTY/rGGfzZp9lEkIENykwi25rc7exsXZjv+6//GsXjLiAZlcz/y36r95R+pSinysJs1tJHHTozYjCxo+nddUqvO3tAUgmhDiQlKEqJpMBxQBGo4GUoarekUQvN6d4DrEhsUxImtDtMRRFITcht9/2YV5cthiv5mVS2qQun5ucaadqeyPONrfvgwkRZKJt0YAUmEX/5thZjwE3kRkZ3TpfzRgEQO2Wnb6MJYQIYlJgFt22vmY9bs1Ndly23lGCwsjYkeTE5/DmhjfxeD16x+kTnG1utq+rZUhO3EHbY+wWOmE8Wns7rfkFAUgnhDiQxMFRnHp9DuNPGcyp1+eQODhK70iiF3O0OVi8YzEnDjoRk8HUo7HyEvOoaathS0P/68O8qHQR8aHxjIge0eVzkzPsaBrS7kb0C3arHQBHuxSYRf/lqPYSZa3BaLF26/yI9EGYlDYcu5p9nEwIEaykwCy6Lb8qH4BRcaP0DRJEzht+HmVNZXxb9q3eUfqEbWtqOtUeY7fQvDwwGmlZusTPyYQQh5I4OIqxxw2U4rLosS+2fIHb6+5Re4zd9vRhLu9ffZjb3G38uPNHJqdNRlEOfcH2txIGR6IYFOnDLPoF1dZx142sYBb9maMxFDWytdvnKyYjdlstjlofhhJCBDUpMItuK6gsIC0ijZiQ7jX+74umpE8hOSyZ19e/rneUPqFoZSWhURaSOlmgMoaHYxs5UvowCyFEHzK3eC7Doof5ZEPh9Ih04kPi+12BeVn5MlrdrUxO61r/5d0sNhNxaeHsKpIVzKLvU61SYBb9m6etjXpnDGqssUfjREc5cTR1b2NeIUTvIwVm0S2aplFQVSD9l3/DZDBxzvBzWFGxgg01G/SO06s529xsW1vDkJz4TrXH2C1s/HhaV6/G2yy3Ywmhp5ZVq6h+/gVaVq3SO4roxUrqSlhbs5aTB5/sk/EURWFs4liWV/SvPsxfb/+aMHPYnhXc3ZGUaadiSwMel9eHyYQIPmHmMMwGs7TIEP1WXVEhGkbUFHuPxlHjzTS5o3E2yMVJIfoDKTCLbtnRtIOathrpv7wfp2WeRogphDc2vKF3lF5t29oaPC4vGWPjunRe6ITx4HbTslKKWkLopWXVKrZfeBFVjz7K9osvliKz6LY5xXMwKkZOGHyCz8bMS8yjurWabQ3bfDZmMPNqXr4t+5aJyROxGC3dHic5w47H7aViW4MP0wkRfBRFQbWqsoJZ9FuO4u0ARA9K6dE4amrHhpl1mzb1OJMQIvhJgVl0y+7+y6PjZQXzb0VaIjkt4zS+2PIF1a3VesfptYpXVhISaSFxiL1L54WOGQNms/RhFkJHDZ99juZ0AqA5XbQsW65zItEbebwePi35lIkpE4kNifXZuHkJHat4l1f0j3+Xa6vXUt1azeT07rXH2C05ww7ArqK6nocSIsipNlVWMIt+y1HW8W/fPrRnranUIQM6xtuys8eZhBDBTwrMolsKKgsIMYWQYc/QO0pQOmf4Obi9bt7d9K7eUXolV7uHbWtqGJITh6EL7TEADCEhhI4eLX2YhdCJa8cOGj799H8PKAqh47p/W77ov5aVL6OipYKTh/imPcZuAyIHEBcSx/Ly/lFg/qb0G4yKkaNTju7ROLZwM9HJYbLRn+gX7Da7rGAW/Zaj0kWEqQZzRGSPxonKzMSAm9oddb4JJoQIalJgFt1SUFXA4bGHYzKY9I4SlAZEDuCY1GN4b9N7tHva9Y7T62xbW4Pb5SVjTHy3zg8dP5629evx1Eu/LyECyVNXx/ZLL0Pzekl+6EGsWVkYQkMJGTVK72iiF5pbPJcIc0S3N6Y7EEVRyE3IZUX5in7Rh3lR6SLGJowlytq5DXMPJinDzq7ierzevv/3Jvq3aGs0de11escQQheOBitqRFOPxzFarERZa3HUSO9+IfoDKTCLLmtxtVDoKJQN/g7hvBHnUdtWy+cln+sdpdcpXllJSISZpEx7t84PmzAevF5aVqzwbTAhxAF529oo/dOVuMrKSHv6KaJOPpnYKy7H29hIq/RgFl3U4mphwfYFHDvoWKxGq8/Hz03Mpaq1iu2N230+djApbSilqK6ISWmTfDJecmYUrjYPNWU9LzwIEczsNju1bbV6xxAi4DS3h7q2aNQY34ynRrTgaAj1zWBCiKAmBWbRZetq1uHRPGTHZ+sdJaiNSxzHUHUor294vV+skPIVl9PD1jXVDM6J73J7jN1so0ej2Gw0L5U2GUIEgubxsOPGG2nNzyf5wQcJzetoiRF29NEoZjONCxbqnLB/ya/M58U1L5Jfma93lG6bv20+re5WThlyil/Gz0v8pQ9zH2+Tsah0EYDvCsy/9GGWNhmir1NtKo3ORlxel95RhAioxm0luDUr0UkRPhlPjTVS74zB09bmk/GEEMFLCsyiywqqCgAYFSu3PB+MoiicN/w8Njs2s6x8md5xeo3t62pwO71kjInr9hgGi4XQMWNokT7MQvidpmmU33MPTQsWkvC3vxF53LF7njOGhxN65BE0LlggF9oCJL8yn1nzZvHEyieYNW9Wry0yzy2eS1pEGtlx2X4Zf2DkQGJDYvt8gfmbsm/IsGeQFpHmk/HCVRuRsTZ2ykZ/oo+LtkYDUN8u7dZE/1K7eSsA6sAkn4ynpkShYaS+aLNPxhNCBC8pMIsuK6gsYGDkQOw2u95Rgt4Jg08g2hbNG+vf0DtKr1H8cyW2cDPJ3WyPsVvohAm0FxbirqnxTTAhxH7VPP8CdW+/Q8ysmUSff94+z0dMnYqrrIz2wkId0vU/KypW4PQ40dBwepysqOh9rYJ2Ne1iWfkyTh5yMorSvTtZDqU/9GGub69nZcVKn/ewTsqws6uors/+vQkB7PmcIxv9if7Gsb0SAHVopk/GUweldIxb0rdbUgkhpMAsukjTNAqqChgVJ6uXO8NqtHJm1pl8W/Yt2xq26R0n6LmdHrasqWFwThwGY89ensLGjwOgZZmsHhfCX+o++piqxx4j8pSTibvhhv0eEzFlCigKjfMXBDhd/zQgcgAaHYU/DY3YkFidE3XdpyWfoqFx8uCT/TpPXmIela2VlDaW+nUevSwuW4xH8zAlfYpPx03OtNPa6KKuosWn4woRTKJtHSuYpcAs+htHZRshxgZscd3bbP231KysjnFLpae5EH2dFJhFl5Q2luJod0j/5S44I+sMTAYTb254U+8oQW/7+lrc7R4yxvT8DY1t5EgMYWE0S5sMIfyiafFidt1+O2FHHknyPfegGPb/lsIUG0tITg6NC6UPcyB8XvI5FqOFc4adg2pVeWnNS7S6W/WO1WmapjGneA5jE8aSGpHq17lyE3OBvtuHeVHpIuJC4hgRM8Kn40ofZtEf2K12ABztUmAW/YvDYUYN9V1rGHNEJOGmWmqrpJ+5EH2dFJhFl+RX5QMwOm60vkF6kdiQWI4fdDz/LfovDc4GveMEtaKfK7GFmUkZau/xWIrJRGheHi2y0Z8QPte6Zi1l112PNWsoKU88gWKxHPT4iGnTaN+wAWdZWYAS9k8/7viRBdsX8KfRf+LW8bfy4DEPsrVhKw+veFjvaJ22pnoNWxu2+m1zv18bFDmIGFsMyyv6XoHZ6XHyw44fmJQ2CYPi27f7UfEhhERapA+z6NNUmwrICmbRv2heL45WFTXa49Nxo8MbcdQf/L2iEKL3kwKz6JKCygLCzGEMiRqid5Re5fwR59PqbuWWxbf02g2X/M3t8rB1TTWDs2N73B5jt9AJ43Fu3YqrvNwn4wkhwLl9O6VXXIFJVUl//nmM4WGHPCdiasct+k2yitlvXB4X9y27j/SIdC4YcQEAE5ImcOGIC3l307ssLlusc8LOmVM8B6vRyowBM/w+l6Io5Cb2zT7My8qX0eJuYVLaJJ+PrSgKyRlR7Nosm5+JvivKGgXICmbRv7Ts2km7Nww1IdSn46oxUNcWg+b2beFaCBFcpMAsuqSgqoDDYw/HaDDqHaVXaXO3oaDw3Y7vmDVvlhSZ96N0fS2uNg9Dxvqm3xdA2IQJALKKWQgfcdfUsH3WpeDxkDZ7Nqa4uE6dZxkwAGtmpvRh9qM3NrzB1oat3DLuFizG/60SunbMtQxVh3L7D7dT0xrcm546PU6+3PolU9KnEG4JD8iceQl5VLRUUNbYt1bXL9q+iBBTCOOTxvtl/ORMO421bTTWtvllfCH0ZjaYibREygpm0a84NhcBED3Ad5/HANSkcNyalcbtW3w6rhAiuEiBWXRas6uZzXWbpf9yN6yoWLHn63ZPO9/v+F7HNMGpaGUl1jATKVmqz8a0Dh2K0W6XPsxC+IC3uZnSK/6Eu7KStOeexTp4UJfOj5g+jZaVK3HXyiYvvlbRXMFzBc8xKW0SR6cevddzFqOF+4++nyZnE3f8eEdQr9RdXLaY+vb6gLTH2C0vMQ+gT7XJ0DSNb0q/YWLyRKxGq1/mSJI+zKIfUG0qdW11escQImAc2yoAUDMG+3RcdWASALWFUmAWoi+TArPotDXVa/BqXum/3A25CblYjVYMv3zLfbnlS3nD+isel5etBdUMHh2H0UftMQAUg4HQceNoXrokqIsqQgQ7zeWi7PrraVu3jpRHHiYkO7vLY4RPnQpeL02LvvF5vv7ukZ8fwe11c1PeTft9PlPN5Pqx1/Nt2be8X/h+gNN13pziOcSFxDEhaULA5hwUNYhoW3Sf2uhvfc16KlsrmZw+2W9zxKSEY7EZpQ+z6NNUq0ptu1wUFf2Ho7wZs9JKWFq6T8eNzhraMX5plU/HFUIEFykwi04rqCwA4PDYw3VO0vtkx2cze8ZsrhlzDTfm3siu5l3MmjdLbrv7RemGWpw+bo+xW+iE8bh37sIlm4sJ0S2aprHrzjtpXvwdiXfcQcSUKd0axzZiBKbkJBoXSJsMX1pRvoLPt3zOJYdfQlpE2gGPO2f4ORyZfCQPLX+ILfXBt4LI0ebgu7LvOHHwiZgMpoDNqygKuQm5rKjoO32YF5UuwqAYODrl6EMf3E0Gg0JShp1dsoJZ9GF2m13eq4t+xVFrQA2pRTH4tkxki4snxNCAo0LaKgnRl0mBWXRaQVUBg6MG79n0QnRNdnw2sw6fxYUjL+TJKU+ytWErM+fNDPqemIFQtLISa6iJVB+2x9htdx/m5iVLfD62EP1B9ZNPUv/hR8ReeSXqmWd0exxFUYiYOo3mH37A29zsw4T9l9vr5t5l95Iclswlh11y0GMNioG7J96NzWTjlu9uweV1BShl53y+5XPcmpuTh5wc8LnzEvMoby6nrKlvXIhcVLqInPgcVJvvf6b+WlJGFI7yFlobnX6dRwi9RNui5Y5D0a84miJR7f55f6CG1eOoC9wFZCFE4EmBWXSKV/Oyunq19F/2kSNTjuTpqU9T2lDKzK9mUt1arXck3XhcXrYUVDNodCxGk+9fkiyDBmGKi6NF+jAL0WWOd96l+plnifrjH4i95uoejxcxbRqa00nT9z/4IJ14d9O7bHZs5qa8mwgxhRzy+PjQeO444g7W16zn2fxnA5Cw8+YWz2V49HCGqkMDPvfuPswrylcc4sjgN3/rfAodhWSpWX6fKzmzo4C9q6je73MJoQe71U5te22fubtBiINpd9TS7LGjxlsOfXA3qKoHR4sdzev1y/hCCP1JgVl0ytaGrdS310v/ZR8anzSeZ6Y9w87mnVz85cVUtlTqHUkXpRtrcba6GTLG9+0xoGPVpGXoUBoXLaJl5Sq/zCGCV8uqVVQ//wItq+T/fVc1LlxI+T//SdgxvyPpzjtRFKXHY4aOHYMxKorGhdImo6dqWmt4etXTHJl8JFPSO9+2ZNqAaZyWcRovrnmRnyt+9mPCziuuK2ZdzTpdVi8DDI4a3Cf6MOdX5nPT4o4+3B9s/oD8yny/zhc/IAKj2SAb/Yk+K9oWjdvrptkld92Ivs9RWAiAmhbjl/HVxBDaveG0VpT7ZXwhhP6kwCw6ZXf/ZSkw+1ZeYh7PTXuOypZKLvnqEsqb+98P3OKVlVhCTKQNj/bL+C2rVtGybBlaSwvbzjuP2jfekJUo/UTLylVsO+98qh59lO0XXSxF5i5oWbWKHTf8Bdthh5H66KMoJt/c0qiYTIRPnkzTN9+iuYKrRUNv8/jKx2n1tHLLuFu6XPy/ZdwtpEak8rfv/kajs9FPCTtvTvEcjIqR4wcdr8v8iqIwNmFsr+/DvLx8OW7NDYDH62FFhX9XZBtNBhIHRcpGf6LPslvtANKHWfQLji07AYgeMtAv46vpHYuJHIWb/TK+EEJ/UmAWnVJQVUCEJYJBUYP0jtLnjEkYw/PTn6e6tZqLv7yYXU279I4UMB63f9tjALQsWw4eT8dvvF4q7vkXW/94Og1ffom2+3HRJ1U/9dSe//dae7tsLtdJ7SUllF3xJ0yJCaQ99yyG0FCfjh8xfRrehgZalvfu1aJ6Wl21mo+LPub8Eed36+dyqDmU+46+j4qWCu5bep8fEnaex+vh05JPOSrlKGJDYnXLkZeYx67mXexo2qFbhp6yGW0AKCiYDWZyE3L9PmdShp3q0kacrW6/zyVEoO3uY+5olwKz6PscOxsw4CJycIZfxlczB3fMs63/LagSor+QArPolIKqAkbFjsKgyD8Zf8iOz+aF6S9Q317PxV9d3Ks/4HZF2SYH7S3+a48BEDouD8ViAaMRxWoletYsPE2N7LjueoqPPwHHO+/gbZMdjfsax9tv0/zjj2AwdPwH1M/9FFdFhc7JgpurspLSWZeCyUT6iy9iivb9nQVhRx6JYrPRuGChz8fuDzxeD/9a+i/iQ+K5fNTl3R5ndNxoLh91OXNL5vLlli99mLBrlpYvpbKlUrf2GLvlJXT0Ye7NbTKWli8l0hLJVdlXMXvG7IDsm5GcaUfToLxE+jCLvke1/lJglhXMoh9wVGvYbTUYLGa/jB+eNgCz0krtrha/jC+E0J9UC8UhNTobKa4rZnS8tMfwp1Fxo5g9YzaNzkYu/vJiShtL9Y7kd8U/V2KxGUn3U3sMgNCcHNJfeZm4a68l/dVXSLjxLwz5/HNSHn8cY1QU5XfeRdGUqVQ/+yyeujq/5RCBUz/3U8r/eTfhkycz4D//Ie7Pfybx7n+iNTez/cKLcFdV6R0xKHmamii9/ArcdXWkPf88lrQ0v8xjCAkh/OijaFy4UDZ66YaPij5ifc16/pL7F8LMYT0a69JRlzIqbhT/XPJP3Vo0zS2eS4Qlgklpk3SZf7ch9iGoVtXvbSX8pbSxlMVlizl72NlcPvrygG3KnDAoEsWgSB9m0SfJCmbRnziaQlEj/bfoRjEYUENqcdT2fE8PIURwkgKzOKQ1VWvQ0KT/cgCMjB3JizNepMXdwsVfXsz2hu16R/Ibj8dLSUEVA0fHYjT796UoNCeH2MsvIzQnBwDFaCTy2BkMfO9d0v/zH2yHjaTq8SfYPGUqFffdh2vnTr/mEf7TuGgRO2+5hdC8PFIee5TQvFxiL78M9fTTSXvheVyVlWy/5BLctbV6Rw0qmtNJ2TXX0L55M6mPP0bIYSP9Ol/41Km4KypoW7fOr/P0NXVtdTy+8nHGJoz1Sb9ik8HE/Ufdj9vr5u/f/x2vFtiCf7OrmYXbF3LcwOOwGq0Bnfu3FEUhNzGXFeW9s8D87sZ3MSpGzsg6I6DzWmwm4tIjpA+z6JOibR0LIGQFs+jr3C0tNDijUeN8s+fGgahRLhzNEX6dQwihHykwi0MqqCpAQWFU7Ci9o/QLw2OG89KMl3B6nFz85cVsqd+idyS/2LHJQXuzmyE5/muPcSiKohA2fhzpL7zAoE/+S8S0qdS+8SZFM45l58030/bLbsqid2hetowd112PbfhwUp95BoN174JV6NixpD3zDM7tpWy/ZKasWP+F5vWy8++30fLTEpLuvpvwo4/2+5wRkyaB0UjjfOmL3RVP5T9Fk7OJW8fd2uWN/Q4kLTKNW8fdyrLyZby27jWfjNlZ87fNp9XdyilDTgnovAeSm5DLzuadva5NVau7lY+KPmLqgKnEhwb+Z2pyRhQVWxtwu2RfA9G3hJhCsBgssoJZ9Hl1hYVoGIlOsft1HjXeQrNbxVkn31NC9EVSYBaHVFBVwBD7EMIt4XpH6TeyorN46diXcGtuLvnqEkrqSvSO5HPFP1dithlJH+m/9hhdYcvKIuXBB8mY9xXqOWfTMG8+W045le2XX07L8uVomqZ3RHEQrWvWUvanKzGnpZI2+wWM4ftvHRA2YTypTz+Ns7iY7bMuxdPYGOCkwafy4YdpmDuXuOuvx37a/wVkTqPdTmheHo0LpQ9zZ62vWc97m97jrGFnkRWd5dOx/y/j/5iWPo3HVz3OxtqNPh37YOYWzyU9Ij1o7pDKTezYFK+39WH+vORzGp2NnD3sbF3mT86043VrVG6V11PRtyiKgmpTZQWz6PMcWzrumlUH+6c92m5qWkzHfJtkEY8QfZEUmMVBeTUvq6tWB6yXn/ifTDWTV459BYCLv7qYzY7NOifyHa/HS0l+NQMPj8VkNuodZy/mlBQS//Y3Mr5eSNyfr6VtzVq2nX8BW886i4Z589A8skIr2LQXF1N66aUY7XbSX3oJk6oe9PjwoyaS8sTjtG3aROmll+Fpag5Q0uBT+9pr1L70Muo5ZxNz2aUBnTti6lScxcW0l/TNuzR8yat5uXfpvag2lSuzr/T5+IqicMcRd6BaVW5ZfAttbv9vfLqzaSfLypdx8pCTfbYau6cy7BnYrfZe1SZD0zTe2vgWWWoWY+LH6JIhaYgdQPowiz5JtanUtdXpHUMIv3KU1QFe7JmZfp1HHTKgY76tvetOISFE50iBWRxUSV0Jja7GoFld1N8Mtg/m5WNfxqSYmPnVTDbVbtI7kk/sKKyjrdlFxhj92mMciklVif3Tn8j4eiGJd/wDT62DHdf+mZITT8Lx3nt429v1jigAZ9kOtl8yE0wm0l9+CXNCQqfOi5g8mZRHHqZ1zRrKrrgCb0v/29G64YsvqLjvfiKmTyPh738PeJEvYtpUABoXSpuMQ/m05FMKqgq4bsx1RFoi/TKH3Wbnnon3UFxfzKM/P+qXOX7t05JPATh5yMl+n6uzDIqB3ITcXrXR38rKlRQ6Cjl72Nm6Fept4Waik8PYJX2YRR+kWlVq22XfBtG3OarcRJprMYX5947lqCGZGHDj2NHg13mEEPqQArM4qIKqAgApMOtoUNQgXjnuFSxGCzPnzWRDzQa9I/VY0cpKzNbgaY9xMAabDfXssxnyxeekPPoIhtBQyv9xB0XTplH9wmw8DfIGSS/uqiq2z7wEb2sr6S+9iGXAgC6dHzl9OikPPUjLypWUXnUV3jb/r9oMFs3LlrHzppsJyckh+aGHUIyBv5PAnJSEbeRIGhdIgflgGp2NPLLiEUbFjuLUjFP9OteRKUdy3vDzeGvjW3y/43u/zaNpGnOL55KbkEtKeIrf5umO3MRcdjTt6DV9mN/e+DaRlkhOGHyCrjmSM+zsKq7H6wnsRpFC+JvdZpcVzKLPczTYUCP8f0efwWImylpDbY38rBCiL5ICsziogqoCoqxRDIwcqHeUfi09Mp1XjnuFUFMos+bNYl3NOr0jdZvX42VLfhUDD4/BZAmu9hgHo5hMRB5/PAM//ID0V17GNjSLqkceoWjyFCoefAhXRYXeEfsVT30922ddiruyirTnn8OW1b2etJEnnEDyfffSsmQpZddci9fp9HHS4NNWWEjZVVdjTk8n7ZmnMdhsumWJmD6NtoLVuCoqdcsQ7J4teJbatlr+Nv5vGBT/v227bux1ZNgzuP2H26lt88+qvTXVa9jasDVoNvf7tdyEjj7MvaFNRkVzBQu2LeD3mb8nxBSia5bkTDuudg/VZU265hDC16Jt0dKDWfRpXreburZo1JjAzBcd2Yqjcf97pQghejcpMIuDKqgqYHTc6KDpj9ifpUWk8cpxrxBhieDSry5lTdUavSN1y87NdbQ2uhgSxO0xDkZRFMKOOIL0l15k0EcfEj5pErWvvkrRtOns/NvfaS8u1jviPlpWraL6+RdoWbVK7yg+4W1pofTyK3CWlJD61JOE5uT0aLyoU08l8Z930fzdd+y47nq0Plxkdu3aRemll2EICSF99gsY7XZd80RM7WiT0bToa11zBKsiRxFvbXiLPwz9AyNjRwZkTqvRyv1H3099ez13/XiXXzY4nVM8B5vRxvQB030+dk9lqplEWaN6RZuM9wvfx6t5OSPrDL2jkJRhB6QPs+h77FY7ja5GXF6X3lGE8IuGkiI8WFCT/NOC67fUWCMNzmjc/bA9nRB9nRSYxQHVt9dTUl8i7TGCSEp4Cq8c+wpR1igum38Z+ZX5ekfqsqKVVZgsBtIPC9Blcj+yjRhBysP/Zsi8r1DPOIOGzz+n5MSTKL3yKlpWrvT7/F6nE1dlJW2FhbQsX07D/PnUffABNS++SOXDD7Pr9tvZdv4FbDv3PKoee4ztF1/S64vMXqeTsmuupXX1apIf/jfhEyf6ZFz19NNJuP02mr7+mh1/vQnN7fbJuMHEU19P6WWX4W1uJm32C5iTk/WOhCUjA8uAATTOlzYZv6VpGvctu48wcxjX5lwb0LmzorP485g/83Xp13y0+SOfju30OPliyxdMSZ9CuMW/vR67Y3cf5uXly/WOclBOj5P3C9/nd6m/Iy0iTe84hKtWImNt7Cqq1zuKED4Vbeto5yZtMkRf5SjaBkD0oMC8L1RTVTSM1BcVBmQ+IUTgmPQOIILX6qrVgPRfDjZJ4Um8ctwrzJo3i8vnX86z055lTII+O8d3lderUbKqkoGHx2LuRe0xDsWSmkri7bcRe/VVON54E8ebb7LtnK8JGTOGmFkzMdrttCxfQei4vP2uttVcLjwNDXjq6vDU13f8Wle/9+/386t2sCv/ZjNGexR4vR3/AVpbG43z5vd4xa9eNI+HnX+9ieYffiDpX/8icsYMn44ffe65aC4Xlfc/wE6zmeQH7telN7E/eNvbKbvqatq3biN99uxutxTxNUVRCJ82ldr/vIanoQFjZGBWz/QGX237imXly7ht/G2oNjXg858/4ny+K/uOB5Y/QG5iLgMiu9bj/EAWly2mwdkQlO0xdstLzGPh9oXsbNpJcrj+F2L2Z/62+dS21XLOsHP0jrJHcoadrWtr0DRN7nwTfYbdagegtq2WuNA4fcMI4QeO0mogCTUrMyDzqYNTgTpqi0uJGZUdkDmFEIEhBWZxQAVVBRgUA4fHHq53FPEbiWGJvHzsy8z8aiZXLLiCp6c+TV5int6xDmlXL2+PcSgmVSXumquJmXkJdR9+RO0rr1B25VWw+4O2wUDouHEoirJXodjbdJCelUYjxqgojHY7xqgozImJ2LKyOn5v/9/jv/1VCQ1FURRaVq1i+8WXoLW3g6ZR+9ZbWAakYz/zzF5VANA0jV133EHjV18Rf8vN2P/we7/ME3PRRWhOF1WPPIJiNpP0r3tQDL37Zh/N42HnTTfTsmIFyQ//m7AJ4/WOtJeIadOofellmr5dTNTJJ+kdJyi0uFr49/J/Myx6GH8c+kddMhgUA/ccdQ9/mPMHbv3uVv5z/H8wG8w9HveT4k+IC4ljQtIEH6T0jz19mCtWcEp4cBbC39r4FgMjBzIhOXj+HpMy7WxcUo6jvIXoJOmvKfqG3Rf46trr9A0ihJ84KtsJNdZjjY4NyHzq0KHAEhw7pLe5EH2NFJjFARVUFZBpzyTUHKp3FLEf8aHxvHLcK8z8aiZXLriSp6Y+xfik4Coc/VbRykpMZgMD+kB7jIMxhIYSff55qGefxY6/3kTjF190POHx0L5hA5YBAzDGxmDNGIJhn+Kwfa/isSEsrEeF4NCcHNJfeZmWZcuxZAyh7s23KL/zLhoXfk3SPXdjTkjw0Z/afzRNo/LBh6j/4ENir/wTMRdd5Nf5Yi+7FK29neqnn0axWEi8845eVYz/NU3TqLjv/j2F+agTT9Q70j5CRo/GGBtL48KFUmD+xew1s6loqeDfx/wbo0G/VfSJYYn844h/cOO3N/LC6he4KvuqHo1X21bL92Xfc/6I83X9cx1KpppJpCWSFeUrgnKl9brqdayuWs0t424JyMaPnZX8Sx/mJf8tZsyxA0gcHKVvICF8QLV2FJhloz/RVznqzKhhgWtvZAoLJ9Jci6Oy77WjE6K/kwKz2C+P18PqqtWcPORkvaOIg4gNieXlY19m1rxZXLXwKp6Y/ARHphypd6z96miPUcWAw2MwW4O3sOBLislE9AXn07RoEZrLhWI2k/rsMwFvURGak7NnzogpU3C8/TaVD/2bkpNPIfEf/yDyxBOCuoBa8/zz1L7yCup55xF7zTUBmTP26qvQnE5qZs9GsVhI+NutQf13tD+aplH+z39S9/Y7RJxwgt8L892lGAxETJlCw6ef4m1vx2C16h1JV1vrt/Lqulc5ZcgpZMdn6x2HYwcey+Kyxbyw+gUmJk/sUaYvtnyBW3MH/XuLYO/D/PbGtwk1hXLqkFP1jrKX1qaODVK3FFSzfX0t/3d9jhSZRa+3ewWzo10KzKLv0bxeHC0qQwdUBnReNbwZR4MtoHMKIfwveJY9iKBSVFdEi7tF+i/3AjEhMbx87MsMjBzINV9fw/c7vtc70n6VF9fR0uDss+0xDmT3CuK4a68l/ZWXde9/rCgK0eecw+CPP8I6eDA7b7yRHTfcgNsRnB+cat98k6rHHifq1FMCWuRVFIW4G64n+sILcbz+OpX//jeapgVk7p7SNI3mJUvZctrvqXv7HQCavv46qDd4jJg+DW9LC80//aR3FF1pmsb9y+/HZrRx/djr9Y6zx63jbiUpLIlbvruFZldzt8eZUzyH4dHDyVQD0+exJ3ITcylrKmNX0y69o+yltq2WL7Z8wclDTg66TRJ3bq7b87XH5aXg69Je87opxIFEWTsuksgKZtEXtewow6mFoiYEtq2RGgN1bdF4++Cm2kL0Z1JgFvtVUFUAyAZ/vYVqU3lxxosMsQ/h2q+v5dvSb/WOtI+Cr8tQDAq2sJ738OxtQnNyiL38Mt2Ly79mGTiQAW++QdwNN9C4YCElp5xC4zff6B1rL/Vz51Jx9z2ET5lC0j2B74WsKArxt9yMes7Z1L70MlVPPBHQ+btqd2F5+/kXsP2ii3CVle3p/625XLQsC87VmACh48djCAujaeFCvaPo6pvSb/hhxw9cmX0lsSGB6YXYGeGWcO47+j52Ne/ivqX3dWuMIkcR62vWB2XLif3Zva/BiooVOifZ20ebP8LpdXL2sLP1jrKPlKEqJrOh42VHgaIVlXz2zGoaalr1jiZEt5kMJqKsUVJgFn1SbVExAOrAwC4AUpMj8GChcUtxQOcVQviXFJjFfhVUFaBaVdIi0vSOIjrJbrMze8ZshqpDue6b6/h6+9d6R9pjR6GDklVVaF6Nz59ZTXlJ4Pp8iQNTjEZiL7uUQe+/h0mNpuyKP7Hr9tvxNHV/haKvNH69iJ233Ero+PGkPNqx4Z4eFEUh4bbbsJ/+R2qefY7qZ5/VJceh/Lqw7Ny+nYTbbyP1madRrFYwGlHMZkLHBe9GoAaLhfBjjqFx4ddoHo/ecXTR5m7jgeUPkGHP4KxhZ+kdZx858TnMOnwWnxR/wryt87p8/pySORgVI8cPOt4P6XxvqDq0ow9zEBWY3V437216j/FJ4xliH6J3nH0kDo7i1OtzGH/qYE67IYeJf8xgxyYHb/9zGfkLtuP1ePWOKES3qFZVWmSIPsmxtaM1RvTQjIDOqw5M7pi/aGtA5xVC+JcUmMV+FVQVMDp+dK/rOdrfRVmjeGHGC4yIHsFfvvkLC7Yt0DsSAEs/KdnztcfjZUehvEkPJrZhwxj4wfvEXDqLug8/Ysupp9KyXL/Vrs1Ll7HjuuuwjRhB6tNP696TVzEYSLzrLqJOPYWqx5+g5qWXdM3za81Ll7Ht14Xl225jyPx5RJ97LmHjxgVVe5ZDiZg2FU9tLa35+XpH0cUra19hR9MObh13K2ZDcN7pccXoKzgs5jDu+ukuKporOn2ex+vhs+LPOCrlKGJCescmrwbFwNiEsUHVh/nb0m/Z1bwrKFcv75Y4OIqxxw0kOVMle1o6Z98xnpShdn74oIgPHviZqu2NekcUostUm0pdW53eMYTwOUd5MxalhdCklIDOq2Z1tMqqLa0O6LxCCP+SArPYh6PNwbaGbdIeo5eKtETy/PTnOSz2MG789ka+3Pqlrnm2r6thV3E9ikFBMYDRaCBlqKprJrEvg8VC/F/+woA3XgejkW0XXEjFAw/ibW8PaI7WNWsp+9OfMKenkfbC8xjDA9sT7kAUg4Gkf/2LyBOOp/Khf1P72uu65tlTWL7wQpzbtv2vsHzeuXsV5IOxPcuBhP3udyhmM43zg+PCWCCVNZbx0tqXOG7gcYxLGqd3nAMyG8zcd/R9uLwubvvhNrxa51akLi1fSmVrZa9pj7FbbkIupY2llDeX6x0F6NjcLyksiWNSj9E7SqdFxoRw4pWjmDFrJE117bx//wp++GAzrvb+eaeC6J1Uq0pte63eMYTwOYfDiBpaG/A2dLaYOEKM9TgqAvs5QwjhX1JgFvtYXbUakP7LvVm4JZznpj/H6LjR3Lz4Zj4r+UyXHC0NThb8ZwPRyWGc8ufRjD9lMKfKrvJBLXTMGAZ//BH2s86k9pVX2PKHP9C6bl1A5m4vKqL00ksxqirpL72ESQ2uCxGKyUTyAw8QMX0aFffei+OddwOeoXnZMrZdcGFHYXnrVhL+/vf9FpZ7I2N4OKFHTKBx4cJ+tzHYQ8sfwqAY+EvuX/SOckgDowby17y/smTXEt5Y/0anzplTPIcISwTHpPWewigEVx/m4rpilpYv5YysMzAZTHrH6RJFUcjMTeCcO8YzfGIS+QtKefuupWxbW6N3NCE6RVYwi76qtjkS1a7PRnvRYQ046nrXzzMhxMFJgVnso6CqAKNiZGTMSL2jiB4IM4fx7LRnGZswlr99/zeeXvU0L655kfzK/IDMr2kaC/+zAWeLmxkzR5KaFc3Y4wZKcbkXMISFkXTHHaTNno23oZGtZ55F1TPPoPlxp2dn2Q62z5wFZhPpr7yMOSHBb3P1hGI2k/Lww4Qfcwzld95J3YcfBWTePYXlCy7EuWVLR2F5wXyizz+v1xeWfy1i6jRcpaW0FxbqHSVgvt/xPV+Xfs1loy4jMSxR7zid8sfMPzIpbRKPrXyMQsfB/181u5pZuG0hxw88Hquxd/1bHaoOJcISwYpy/QvMb298G4vBwh8y/6B3lG6zhZmZfO4wTvvLGEwWA58+VcC8F9fS0uDUO5oQB6XaOnow97eLn6Jva6upotUThZqgz89mVfXgaIlG80p/fiH6Cikwi30UVBWQFZ1FqDlU7yiih0LNoTw99WmGRQ/judXP8cTKJ7h03qUBKTKv/rqM7etqmPjHDGJSwv0+n/C98KOPYvDcOUQedxzVTzzJ1rPPob2k5NAndpG7qortl1yCt62N9BdfwpKe7vM5fEmxWEh54nHCJk5k1223UT93rt/malm+nG0XXvS/wvLf/taxYrmPFZZ3i5gyGRSFxgX9o02G0+Pk/mX3MyByABeMuEDvOJ2mKAp3HXkXkZZIbl58M+2eA9/iOn/bfNo8bZw85OQAJvQNo8EYFH2YG52NzCmew/GDjke1BdedHd2RnGnnzL+PY9zJgyjOr+KtO5ew/vudaF4p3ongZLfacXvdNLma9I4ihM84Nm0GIDotVpf51cRQnFooLbt26DK/EML3pMAs9uL2ullTvUbaY/QhIaYQJqVOAkBDw+l1+v123+qyRn78uIiBo2I57JjAbhohfMsYFUXKvx8i5bFHcZWWsuW031P72us+W23gqa9n+8xZuKurSX/+OWxZQ30yrr8ZrFZSn3qS0HHj2HnzLTR86dte57sLy9vOv4D2kuL/FZYvOB+DzebTuYKJKS6OkOxsGhcs1DtKQLy+/nW2NWzjlnG3YDFa9I7TJdG2aO6eeDdFdUU8vvLxAx43p3gOAyIH9Nr3FbkJuWxv3N6lTQ19bU7xHFrdrZw9PHg39+sqo9lA3omDOOu2ccSkhLPojY3899FVOMqb9Y4mxD6ibdFAxz41QvQVjq07AVAzBuoyv5oe35GjsFiX+YUQvicFZrGXzY7NtLpbe+0HQbF/RyQfgcXQUbxQUMhNyPXbXC6nh3kvrsMWZmbKBcNQFMVvc4nAiTzuOAbPnUPYEUdQce+9bL/4Elw7d/ZoTG9LC6WXX4FzyxbSnnqSkOxs34QNEENICGnPPE1IdjY7bvwrjQt7XhRtWbGCbRdd/KvC8q1kzJ/f5wvLvxYxbRrtGzbgLOvbK1rKm8t5fvXzTE6bzFEpR+kdp1uOTj2as7LO4vX1r/Pjzh/3eX5n006Wly/n5MEn99qfBXr3YfZqXt7e+Daj40b3ydZlamIY/3d9DpPPH0bNjibeuWcZyz/bgsclt0yL4GG32gFwtEuBWfQdjp2NGHESMWiILvOrQzvmdWzT7wKuEMK3pMAs9lJQVQDIBn99TXZ8Ni8d+xIjokegoJAQ6r/+tj+8vxlHRQvTLh5BSHjvWpEnDs4UF0fqs8+QdM/dtK1ZQ8kpp1L30cfd6knodTopu/oaWlevJvnhfxN25JF+SOx/hrAw0l54HtuIEZRddz1Nixd3a5w9heXzzqe9uOhXheUL+k1hebeIaVMBaPq6b69ifmTFI3i8Hm7Ku0nvKD1yQ+4NDI4azO3f377PJliflnwKwElDTtIhmW9kqVlEmCN0a5Px086f2NawjbOH9Z3Vy7+lGBRGTEzmnDsnMCQnnmVzt/Duv5axc3Od3tGEAGQFs+ibHDVgt9ViMOmz0V5YShpmpVXuXBGiD5ECs9hLQVUBsSGxpIRLW4O+Jjs+m8cmP4aiKDxb8Kxf5iheVcm673aSMz2dtGHRfplD6EtRFOx//COD5nyCbdgwdv3tb5RdfQ3umppOj6G53ey88a80//gjSffcQ+SMGX5M7H/G8HDSZ7+ANTODsquvofnHfVdyHsheheWiIhJuvaXfFpZ3swwYgDUzk8b5fbcP8/Ly5Xyx9QtmHj6T1IhUveP0SIgphPuPvp/a9lr+ueSfey44aZrGnOI55Cbk9ur3FLv7MOu1gvntjW8TY4thxoDe/TrZGaGRFmbMHMlJV4/G7fTy8cMrWfTGRtqaXXpHE/2c3WYHpMAs+hZHUxhqZJtu8ysGA9GhtdTWSklKiL5CvpvFXvIr8xkdN7rX3soqDi4pPImzhp3FJ8WfUFLn283aGmvbWPT6RuIHRDD+lME+HVsEH0tqKumv/Yf4m2+m+bvvKDnpZBrmzz/keZqmseuOO2icN4+EW2/B/vvTApDW/4xRUaS/9BKWgQMpvfIqWpYffLVjy88/s+3i3xaW5xF94YX9trD8a+HTptLy88+4HX3vw7zL6+LepfeSEp7CJYddonccnxgeM5xrcq5h/rb5fFL8CQCrq1ezrWEbpww5Red0PZebmMu2hm1UtlQGdN7SxlIWly3m9KzTMRvNAZ1bTwMOi+HsO8aTPT2dDT/s5K27lrJ5RUW37pYRwhdUa8fmmtIiQ/QV7uYmGlzRqPH6rF7eTbW7cDRH6ZpBCOE7UmAWe9S01lDWVCbtMfq4Sw+/lBBTCE+uetJnY3q9GgteWY/HozF95kiMJnlp6Q8Ug4GYiy9i0EcfYk5KYsc117Lz5lvwNDTs93hN06h84EHqP/yI2CuvJPrCCwOc2L9Mqkr6Ky9jTkmh9PIraFm1ap9j9hSWzz2P9s1FxN9y8/8KyyEhOqQOThFTp4HXS9PXi/SO4nPvbnyXoroi/pr3V2ymvnMx4cIRF5KbkMt9S++jtKGUucVzsRltTB8wXe9oPZab2LFvwYrywK5ifnfjuxgVI6cPPT2g8wYDs9XIxD9kcPqteYTbrcx7cR2fPb2ahprWg59Yugy+e7jjVyF8JMQUgtVolRXMos9wFBYCBtQUVdccaryVFk8U7bXVuuYQQviGVIHEHtJ/uX9QbSoXjbyIBdsXsLpqtU/GXPnlNnZuruOYs4Zijw/1yZii97BmZDDw3XeIvfJK6j/9lJJTTt1vm4ia556j9tVXUc8/n9hrrtYhqf+ZYmJIf+VljHGxlF56GY4PPqT6+RdwvPMu2y+5ZJ/CcsxFF0lheT9sI0dgSkryycaJwaS6tZqn859mYvJEpqRN0TuOTxkNRu496l6MipFrFl3Df4v+S058DuGWcL2j9dgwdRjh5nCWVwSuD3Oru5WPij5i6oCpxIfGB2zeYBOXHsEfbx7LxD9msGNzHW/ftZT8BdvxevazCWDpMnj1RPj6X/CfU6TILHxGURRUmyoFZtFnOErKAIgekqZrDjUtFgDHps265hBC+IYUmMUeBVUFmBQTI2JG6B1F+NkFIy4g2hbNYysf6/Etp+Ul9Sz7dAuZeQlkTUj0UULR2yhmM3HXXsPAd97GEBLC9ktmUn73PXhbO1ab1b7xJlWPP0HU//0fCbfe0qfb8Jjj4xnw6qsoISGU33YbVY8+Svmdd9K6dh3xN0thuTMURSFi6lSaf/gBb0uL3nF85rGfH6PN08bN427uk98DSeFJnD/ifIrrimn3tLOiYgX5lfl6x+oxo8HImIQxAV3B/HnJ5zQ6Gzln2DkBmzNYGYwGsqelc/Y/xpGSpfLDB0V88MDPVG1v3PvANR+Axwmap+PXrd/pE1j0SapVlRYZos9w7KhDwYM9M0vXHGrGAABqt+zUNYcQwjekwCz2yK/MZ3jM8D51y67Yv1BzKJeNuozl5cv5aedP3R6nvdXN/JfXEa5aOeacrD5ZMBFdE3L44Qz6+CPUC87H8eabbDnt9+z8+21U3HMPIbm5JN1zN4qh7//oMSclEXXyyf97QFGIvuACYi6WwnJnRUybhtbeTtP33+sdxSfyK/P5pPgTLhhxAYOiBukdx29+3SvYq3l12xzP1/IS8tjasJWqliq/z6VpGm9tfIssNYuc+By/z9dbRMaEcOKVo5gxayRNde28f99yfvhgM652T8cBjeX/O9hogYFH6xNU9EmqTaWurU7vGEL4hKPKTaSlFqPO70kjB2dgxIlj1/7b6wkhepe+/ylfdIrL62J9zXppj9GPnDH0DFLCU3hs5WN4tf3canoImqbx7VubaKxtZ8bMkVhD9N0kQgQPg81G4t/+Rvqrr+JpaqT+ww8BaFuzhtY1a3ROFzgR06ehWK1gNKJYrYRNPFLvSL1KaO5YjFFRNPWBNhker4d7l95LfEg8l4+6XO84fpWbkIvVaMWoGDEbzOQm5OodySfyEvMAAlIwX1m5kkJHIWcPO1su3P6Goihk5iZwzh3jGX5UMvkLSnn7rqVszd8JW74B2y/9RI/9F6SN0zWr6FvsVju1bbV6xxDCJxwNIajh+t8hZjCZsNtqcdTonUQI4QtSYBYAFNYW0uZpkwJzP2I2mrkq+yo21G5g3tZ5XT6/cGk5m5dXMO6kgSQOlt1/xb7CJoxHPeNM+KVAorndtCwLXA9TvYXm5JD+6ivEXXst6a+8TGiOrETsCsVkInzyZBoXfYPmcukdp0c+3PwhG2o3cGPejYSa+3af+uz4bF6c8SJX51zN7BmzyY7P1juST2RFZ3X0YS73/2vY2xvfJtISyQmDT/D7XL2VLczM5HOHcdqNYzBZDHz23Ebmlc9k6+jn+LnlTMo37tA7ouhjom3R1LXX6R1DiB7zOl3UtcegxgbHBUw1sg1HY5jeMYQQPiAFZgFAflU+IBv89TcnDDqBTDWTJ1c9icvb+QJOXWUL375dSHKmnTHHDfRfQNHrhR191P9W8ZrNhI7L0ztSQIXm5BB7+WVSXO6miGlT8TY00LKi97ZZqGur44lVT5CbkMtxA4/TO05AZMdnM+vwWX2muAxgMpjIic/xe4G5ormCBdsW8PvM3xNiknY6h5KcYefMv49jXMoPFLUdwWefWFjScAaf/JhH+WZZEid8R7WpNLmacHqcekcRokfqizfjxYSaHKl3FADUOBMNrmjczU16RxFC9JAUmAUABZUFxIfGkxgmm7T1J0aDkT/n/Jntjdv5ePPHnTrH4/Ey/6V1GIwK0y4egcEQHFe/RXAKzckh/ZWXZRWv6JawiRNRbDYa5y/QO0q3PbnqSZqcTdw6/lZpd9DL5SV29GGubq322xzvF76PV/NyRtYZfpujrzHWl5Dn+Tejhu0uKBvwaEZ2LF2pay7Rt9itdgBZxSx6PUfxNgCiB6XonKSDmmoHDNRt3qx3FCFED0mBWQBQUFXA6LjR8uG3H/pd6u8YEz+G5wqeo9Xdesjjl83ZQuW2RiafN4yIaNkQUhyarOIV3WUICSHsqIk0LlyIpml6x+mydTXreL/wfc4edjZD1aF6xxE9tKcPc7l/VtQ7PU7eL3yfY1KPIS0izS9z9EmrXgfFSMbUcSi/XPQ2KF5SnF/rHEz0JdG2aAAcbQ6dkwjRM47SjotxalZwvC9RB6UD4Cgp1TmJEKKnpMAsqGqpYmfzTmmP0U8pisKfx/yZqtYq3tzw5kGPLdtYy8p52xhxVDJDxsQHKKEQoj+LmDoNd0UFbWvX6h2lS7yal3uX3otqU/lT9p/0jiN8YFj0MMLMYX5rkzFv2zxq22o5e9jZfhm/T/K4IP8tGHosiYcPYdpFwwEYkV5K4q7/gFP/TaxE37B7BbOjXQrMondzVDoJMzmw2FW9owBgHzoUBQ+1O+r0jiKE6KFOFZgVRTlOUZRNiqIUKYpyy36ev0FRlPWKoqxWFGWhoigDfB9V+EtBVQEg/Zf7szEJYzgm9RheXvsy9e31+z2mtcnJglfWoyaEctTpmQFOKITor8InHQNGI40LFuodpUueWvUUq6tW84fMPxBpCY4+h6Jn9vRhrvBPgfntjW8zMHIgE5In+GX8PqnwK2iuhDEXAjB0XCIJgyLZ0TwEzdkMhV/qHFD0FbKCWfQVjnozalij3jH2MIWGEmF24Khy6x1FCNFDhywwK4piBJ4GjgdGAGcrijLiN4etAnI1TRsFfAA86Ougwn8KqgowG8yMiPnt/1bRn1w75lqanE28vPblfZ7TNI2vX9tIa7OL6TNHYrYadUgohOiPTKpKaG4ujQt6Tx/mH3b8wOw1swF4bf1r5Ffm6xtI+ExeYh5b6rf4vA/zuup1rK5azVnDzsKgyA2GnbbyNYhIgoxpex4adkQStdVQaR4Paz7QMZzoS+w2OyAFZtG7aV4vjtZo1OjgajsWHdGMo0FaLwrR23XmHew4oEjTtBJN05zAO8Cpvz5A07RFmqbtvgdtCZDq25jCn/Ir8xkRMwKL0aJ3FKGjoepQThp8Em9ueJOK5oq9nlu3eAdbV1dz5GkZxKVF6JRQCNFfRUybhrO4mPaSLXpH6ZSn85/e87Xb62ZFhX969orAy0v4pQ+zj/+fvrXxLUJNoZw65NRDHyw61O+AovmQfS4YTXsezsxLwGg2sNF8bsfzrVIQFD0XZYlCQZEWGaJXayrdhksLITopVO8oe1FjFOraYvA6XXpHEUL0QGcKzCnArzuul/3y2IHMBL7oSSgROC6Pi/U166U9hgDgyuwr8Wgenlv93J7HanY08f0HRaSPjGHUFLl2JIQIvIipUwBo+jr422SsqVrDmuo1GBUjRsWI2WAmNyFX71jCR4bHDCfUFOrTjf5q22r5csuXnDzkZMIt4T4bt8/LfxM0L+Sct9fD1hATQ3LiKNyZhtsNbJirTz7RpxgNRqKsUbKCWfRqjs0lAKgDEnVOsjc1OQIvZhq2FOsdRQjRAz69B09RlPOAXOChAzx/maIoKxRFWVFVVeXLqUU3bajdgNPrlAKzACA1IpUzhp7Bx5s/Zmv9VtxOD/NeWoclxMTUC4ejKIreEYUQ/ZA5ORnbyJE0zg/uNhker4e7l9xNXEgcz057lqtzrmb2jNlkx2frHU34iMlgIichx6cb/X20+SOcXifnDDvHZ2P2eV4vrHwdBh0D0YP2eXrYkUk426HEeJK0yRA+o9pUKTCLXs2xvRIAdWhw7aejDupYv+go2qpvECFEj3SmwLwDSPvV71N/eWwviqJMA/4OnKJpWvv+BtI07QVN03I1TcuNi4vrTl7hY7LBn/ity0ZdhsVo4an8p/jxo2JqdzYz9cLhhEZKCxUhhH4ipk2ltaAAV2Wl3lEO6J1N77ChdgM35d3EEclHMOvwWVJc7oPyEvIoqS+hprWmx2O5vW7e3fQu45PGM9g+2Afp+okt30D9dhhzwX6fTh2qEhFtY6PnZNiyGBrLA5tP9EmqVaWuvU7vGEJ0m6O8FauhiZCEIFvBnDUUAEeZb/c3EEIEVmcKzMuBTEVRBimKYgHOAub8+gBFUXKA5+koLgfvJz+xj/zKfJLCkkgIS9A7iggSMSExXDjyQjauLGPNN2WMnprGgJExescSQvRz4VOnAtD09dc6J9m/qpYqnlr1FEckHcGxA4/VO47wo7xE3/Vh/rb0W8qbyzl72Nk9HqtfWfkahKgw7KT9Pq0YFIYdkUhppZ1GTwys+zjAAUVfpNpUattq9Y4hRLc5HEbU0DoUQ3BtJmtVowkz1lFb4dQ7ihCiBw75yqJpmhu4GvgK2AC8p2naOkVR/qkoyim/HPYQEA68ryhKvqIocw4wnAgyBVUFsnpZ7OP0lLOZUnwuLVG1HPF/Q/SOI4QQWDMzMQ9Ip3FBcPZhfmj5Qzg9Tv4+4e/STqiPGx4znBBTiE/aZLy98W2SwpI4JvUYHyTrJ5prYMOnMPpsMNsOeNiwI5JAg43Gs2DN+wEMKPoqu9UuLTJEr+ZojkK1u/WOsV9qeAOOOrPeMYQQPdCpS1eapn2uadpQTdOGaJr2r18e+4emaXN++XqapmkJmqZl//LfKQcfUQSD8uZyKloqpMAs9qJ5NX56cxtWQvhk0LMsr16mdyQhhEBRFCKmTqN56VI8jY16x9nLjzt/5IutXzDz8JkMiBygdxzhZ2aDmTHxY3q80V+Ro4il5Us5M+tMTAaTj9L1A6vfAa8Lcs4/6GGRsSGkZKlsbDoKrWwl1JYEKKDoq6Jt0dS116Fpmt5RhOiytqpKWr2RqAkHvjCnJzXai6M1Gs3r1TuKEKKbguveCBFQ0n9Z7M+qBdsp2+jgqDMyCY018vjPj8sb6R7Kr8znxTUvkl+Zr3cUIXq1iGnTwOWi6dvFekfZo93Tzr1L7yU9Ip2Zh8/UO44IkNzEXIrri3vUh/mdTe9gMVj4febvfZisj9O0jvYYqXmQMOKQhw8/MomGJis7XSNgzYcBCCj6MrvVjkfz0OBs0DuKEF1Wu6kQADUtOPfCUhPDcGkhNJdu1zuKEKKbpMDcj+VX5mM1WhkWPUzvKCJIVG5rYOl/SxgyJo5RR6dzZfaVrK1Zy4LtC/SO1is1OZt4vuB5LvzyQh5f+TiXzrtUisxC9EBI9miMsbE0Lgye16SX177MtoZt/H3837EarXrHEQGyuw/zzxU/d+v8Rmcjc4rncPyg41Ftqi+j9W2ly6Bq4wE39/utwTlxWGxGNii/tMmQC+aiB3Z/r8pGf6I3cmzbBUB05kB9gxyAOqBjTyhHkdxtIkRvJQXmfmx11WpGxozEbJReRwKcbW7mvbiO0CgLk84dhqIonDz4ZIZEDeGJlU/g9gZnv65gs6NpB29ueJPL5l3G0e8ezVP5T+HVOm71cnqcPtkUSojewB8r9xWDgYgpU2j+djHe9nafjdtd2xu28+LqFzl24LEcmXKk3nFEAI2IGdGjPsxziufQ6m7lnOHn+DhZH7fyNbCEw8jOrfo2W4xk5CZQXD8CZ+U2qFjr54CiL9tdYJY+zKI3cuxswqS0EzFgsN5R9kvNzACgdlulzkmEEN0lBeZ+qt3Tzvra9dIeQ+zx3buFNFS3Mv2SkdjCOi46GA1Grh1zLVsbtjKnWPbu3B+v5qWgqoAnVj7B7+f8nuM+PI77l93PruZdnDf8PG4bf9ueVY0aGtnx2foGFiIA8ivzmTVvFk+ufNLnK/cjpk3F29JCy5IlPhuzOzRN419L/4XZaOamvJt0zSICz2wwkxOf062Lhl7Ny9sb32Z03GhGxBy6zYP4RVsDrPsIDvs9WMM7fdrwI5Nwuw0UtR8Naz7wY0DR10mBWfRmjhqw22pRTEa9o+xXaFIyVkMzjooWvaMIIbpJdhTppzbUbMDtdUuBWQCweXkFG38qJ/fEgSRn2vd6bnLaZEbFjeLp/Kc5YdAJ2EzBuTFEILW4Wvhp1098U/oNi8sWU9tWi1ExkhOfw425NzIpbdJeG31lRWfx3qb3mFsyl021m8hNyNUvvBABsHTXUto9HSuMd6/c99XFldAJEzCEhdG4YAHhxxzjkzG746ttX/Hjzh+5ZdwtxIfG65ZD6CcvMY/HVz5ObVst0bboTp/3086f2NawjT8d/Sc/puuD1n4IrhYYc2GXTksYFImaGMqG5tMYsfY+mHoHGGSNjei6aGvH97mjXQrMovepbYogKSZ4+4crBgNqiANHbXAWwIUQhyYF5n5qzwZ/8VJg7u8aqlv55s2NJA6OIu+Egfs8rygK1425jku+uoR3Nr7DRYddFPCMwaC8uZzFZYtZVLqIZbuW4fQ6iTBHcFTKURyTdgxHpRxFlDVqv+dmx2czOm40la2VPJP/DCcNPumAxwrR27m9bpaVL9vzey9eksOTfTa+wWIh/Jjf0fj1IhLv9KAYA/9BpMnZxIPLHmR49HDOzDoz4POL4LD7YuHPFT8zfcD0Tp/39sa3ibHFMGPADH9F65tWvgbxIyBlbJdOUxSFYUck8dPHLThqPKhlyyB9gp9Cir7MbrMDsoJZ9D7Ohnqa3NGo8a16RzkoVXWxdVeM3jGEEN0kl+/7qfzKfFLCU4gNidU7itCR1+Nl/svrAJh+yQgMxv2/JOQl5jExZSKz18zuNztnezUv66rX8XT+05wx9wymfzCdu5fczdb6rZyRdQYvzniRb8/6lgePeZATB594yIKxoij8NfevNLmaeK7guQD9KYQILI/Xw+0/3M6y8mWcM+wcLjnsEiIsETxX8BxNziafzRM+dSqemhpa8/N9NmZXPJ3/NNWt1dw+4XZMBrlW31+NjB3Z5T7MpY2lLC5bzOlZp8seGF1RvgZ2ruxYvawoXT49a0IiigE2ts/o2OxPiG4IMYUQYgqRArPodeoKCwGITuv83TZ6UONttHoiaauSPsxC9EZSYO6HNE2joKpA2mMIln+2lfKSBiadO4zI2JCDHnvdmOtocDbw6tpXAxNOB23uNr4t/Za7frqL6e9P56zPzuKF1S9gM9m4bsx1/PfU//L57z/n5nE3Mz5pPGZD14oDWdFZ/CHzD7yz8R1K6mWHZNG3eDUv/1zyTz4t+ZRrcq7h1vG3cv3Y63l88uNsb9jObT/ctmfDy54KP+YYMJtpXLDQJ+N1xYaaDby18S1OH3o6h8cdHvD5RfAwG8xkx2V3qQ/zuxvfxagYOX3o6X5M1getfB2MVhh1RrdOD4uyMmBkDBvbp+NdOwc8Lh8HFP2F3WqXFhmi13Fs2QGAOjhd5yQHp6bHAeAo3KxzEiFEd0iBuR/a1byLqtYqKTD3czs3O/j5i60MOyKRzLyEQx4/LHoYxw86njc2vEFVS1UAEgZGdWs1HxZ+yDVfX8PR7xzN1V9fzeclnzM6fjT3TLyHRWcs4rXjX2Pm4TMZYh+C0o2VU792VfZV2Ew2Hl7xsI/+BELoT9M07l16Lx9t/ojLR13OZaMu2/NcXmIeN+beyMLtC3lpzUs+mc8YHk7YhAk0LliApmk+GbMzvJqXe5bcg91q59ox1wZsXhG88hLz2OzY3KkVja3uVj4q+ohpA6ZJ3+6ucLXC6ndg+MkQ2v3Vd8OOTKLFGcr2ulQo+daHAUV/otpUWcEseh3HjnoUPERlZOod5aDUjIEAOLbu0jeIEKJbpMDcD0n/ZdHW7GL+y+uJjAvh6DOHdvq8q7OvxuVx8fzq5/2Yzr80TWNT7SaeL3iecz47h8nvTebOn+5kU+0m/i/j/3hu2nN8d9Z3PDLpEU7NOLVLGzd1RkxIDJeNuozFZYv5YccPPh1bCD1omsZDKx7i3U3vcvHIi7kq+6p9jjl3+LmcOPhEnlz1JN+VfeeTeSOmTcNVWkp7AFe5fFD4AaurV3Nj7o3SR10AHQVm6OjDfCiflXxGo7ORs4ed7e9YfcuGudBWD2Mu6NEwAw+PxRZuYmP7cbD2Ax+FE/2NalWpa6/TO4YQXeKo9hBlqcFoC+7N2iMGDsaIk9pdjXpHEUJ0gxSY+6H8ynxCTCEMVTtfWBR9h6ZpfPPmRloanMyYORKLrfP9Q9Mj0/nD0D/wYeGHlDaU+jGlb62qXMXt39/O9Yuu59gPj+WPc//IU/lPAR1F8w9O/oCv/vAVf5/wdyamTMRitPg1z7nDzyU1PJWHlj+E2+v261xC+JOmaTy+8nFeX/865w4/l+vHXr/fVf6KonDHEXeQFZ3Fzd/d7JPXj4gpk0FRaFy4oMdjdUZNaw2PrXyMvMQ8Thp8UkDmFMFvZMxIbEbbIfswa5rG2xvfJkvNIic+J0Dp+oiVr4E6EAYe3aNhjCYDWeOS2NI6lta1izpWRgvRRapNpbatVu8YQnSJozEUNbJF7xiHZDCZsNtqcNTonUQI0R1SYO6HCqoKGBkzssv9Y0XfsOGHXRSvrGL8qYOJHxDZ5fMvH3U5ZqN5T4E22P2w4wcu+vIi/lv8XxZsX0BSWBJ3HXkXi85YxFsnvsXloy8nKzqrx60vusJitHBj7o0U1xfzYeGHAZtXCF97ruA5Xlr7EqcPPZ2b824+6PdRiCmERyc9ikEx8Odv/kyLq2cfdExxcYSMHk3jgsAUmB/5+RFa3a3cNv62gL5eiOBmNprJjj90H+aVlSspdBRyzvBz5N9PV9QUw9bvIOd8MPT8Y8uwI5PwagYKG8ZC4Vc+CCj6G7vVLiuYRa/icbZT3x6NGtM7Sj/RUe04msL1jiGE6Ibe8SojfKbN3cam2k3Sf7mfcpQ38917haQOU8mZ1r1NHuJC4zhv+Hl8vuVzNtZu9HFC31pbvZa/fvvXPRuLGRUjR6ceze8zf09sSKyu2aakTyEvMY+n8p+iwdmgaxYhuuPFNS/yTMEznDrkVG6b0Lmia2pEKg/+7kGK64q548c7etw/OWL6NNrXb8C1Y0ePxjmU5eXLmVM8h4tGXsRg+2C/ziV6n7zEPAodhdS11R3wmLc2vEWkJZLjBx0fuGB9warXQTFA9rk+GS42NZy4tHA2ts+ANe/7ZEzRv0Tboml2NeP0OPWOIkSn1G/ejBcT0Sl2vaN0ihpvptGl4mqSNhlC9DZSYO5nPin6BLfmJtLS9ZWronfbUejgv4+uwmBUmHbxCBRD91dQXXTYRURaInl85eM+TOg7mqbx1oa3OP+L87EarVgMFoyKEbPBTG5Crt7xgI6WATfl3UR9ez3PF/Tentaif3pt3Ws8vvJxjh90PHcdeRcGpfNvJ45MPpJrc67ly61f8tr613qUI2LqVAAaFy7s0TgH4/K4uGfJPaSEp+y1eaEQu+3+uXKgPswVzRUs3L6Q32f+nhBTSCCj9W4eF+S/BZnHQmSSz4YdPjGZamc6Ves2Q2udz8YV/YPdZgeQjf5Er+Eo3gaAOihZ5ySdo6aqgIG6wkK9owghuqjzzVeFT+RX5rOiYgW5Cblkx2fv9xiv5sXpcdLuacflddHuacfpce55bPfXTq9zn+d2H9/uacfl+eVcb8fzFc0VLCtfBsAzBc8wJmHMATOIvmXrmmo+f2Y1mgYGk0JjTRthUdZujxdpieTSwy/l4Z8fZnn58j2bHAWDZlczd/54J19u/ZJjUo/hX0f9iy31Ww75faeHYdHDOC3zNN7a8BanDz2dgVED9Y4kxCG9s/EdHlrxENMHTOfeo+7FaDB2eYxLDruEdTXreOTnRxgWPYzxSeO7lcUycCDWzAwaFywk+oKebQB2IP9Z/x9K6kt4aspTUhwU+3VY7GHYjDZWVKxg6oCp+zz/fuH7eDUvZ2adqUO6XmzzPGiqgLEX+nTYzLwEvn+/kA3NRxG38VPIOc+n44u+Ldrasfmzo91BQliCzmmEODRHWS2Qgj0rS+8onaIOSQeqqS0pI27MWL3jCCG6QArMAZRfmc/Mr2bi9DpRUEgOT8aoGP9XJP6lYOyLTb8UFKxGK2ajGavRitVopdnVjEbH7chur5sVFSuCqtgmfM/Z5iZ/QSk/f7GV3Xeia16NHYUOEgdH9Wjss4adxesbXuexlY/xxvFvBEVPyc2OzdzwzQ1sb9zOn8f8mUsOuwSDYiA7Pjto/61fk3MNX275kod/fpgnpzypdxwhDurjzR/zr6X/YlLqJB44+gFMhu69jVAUhbsn3k1JXQl//favvHPSOySHd29lTfjUqdS8MBu3w4FJVbs1xoHsaNrB8wXPMyVtCsekHePTsUXfYTFaGB0/er8b/Tk9Tt4vfJ9jUo8hNSJVh3S92MrXIDwRMqb7dFhbmJnB2fEU5k9mYsGrGKXALLpg9wpm2ehP9BaOShfhploskT377Bco9oyhKFTg2FGndxQhRBdJgTmAVlSs2FM81tCwGW1kRWdhMVo6buM3WrAYLPsUhs2GX339y+MWo6XjPMP/vv71OCbFtE/BL78yn0vnXYrL6wqqVgHC9zxuL+u+28mKz7fQ2ugiZaid8pIGvF4vRqOBlKE9L8LYTDauHH0ld/50J4tKFzElfYoPknff3OK5/POnfxJmDuPFGS8G1arqg4kNieXSUZfy+MrHWbJrCROSJugdSYj9mls8lzt+vIOJyRN5eNLDmI092yg2zBzG41Me5+xPz+a6Rdfx2vGvYTPZujxOxLTp1Dz3PE2LvsH++9N6lOm37l96P4qicMu4W3w6ruh78hLyeDr/aerb64my/u9D/Lxt86htq+XsYWfrmK4XatjZsYL5qOvB6PuPK8OPTKLo50q2bGwho7ECImQlqugc1dbxHvpgPdeFCCaOegtqeO/pZ2y02Yiy1OCo9ugdRQjRRVJgDqDchFwsRsueAu+dR94Z0FWV2fHZzJ4xOyhbBQjf0LwaRT9XsuSTYhqq20gZamfClUNIHBRFeUk9OwodpAxVe7x6ebdTM07l1XWv8sTKJzgm9Zhu3SrfU+2edu5beh8fbv6Q3IRcHvzdg8SFxgU8R0+cP+J8Pij8gAeXP8j7J72vy9+jEAfz1davuO2H28hLzOOxyY9hMVp8Mu6AyAHcd/R9XP311dy95G7umXhPl++GsI0cgSkxkcaFC31aYP56+9d8U/YNN4y9gaRw3/V/FX1TbmIuGlpHm4z0/7XJeHvj2wyMHMiEZLl42CWr3gTN67f2FanDowmPNLChZQoZ6/8L4y/3yzyi71GtHQVmR7v0YBbBT3N7cLRFMyKpQu8oXaJGtOBokLZkQvQ2sslfAO0u8F6dczWzZ8zWpcCbHZ/NrMNnSXG5DyrdUMv7969g3kvrMFtNnHTNaE69PofEQR3F5MTBUYw9bqDPissAJoOJa8dcS3F9MZ+WfOqzcTurtKGU8z8/nw83f8isw2cxe8bsXldcBrAarVw/9no2OzbzUdFHescRYi9fb/+aWxbfQnZcNk9OebJbq4wP5pi0Y7hy9JXMKZ7DO5ve6fL5iqIQMXUqzd9/j7elxSeZWlwt3L/sfjLsGZw3Qm6fF4d2eOzhWI1WVpSv2PPYuup1rK5azVnDzurSRpj9ntcLq16DQb+D6MF+mcJgUMg6Mo1SZw5NP3/hlzlE3xRpicSgGGSTP9ErNJZuxa3ZUJPC9I7SJWqsgfr2GDzOdr2jCCG6QN7tBpgUeIWvVW5r4JPHVjHn8XzamlxMu3gEZ/49jwEjYwLSF3la+jRGxozk6fynafcE7k3Awu0LOfPTM9nRtIOnpjzFn8f8udv9YIPBjAEzGBM/hqdWPUWjs/fcxib6tsVli/nLt39hRMwInp76NKHmUL/Mc/noy5mUOokHlz3IyoqVXT4/Yvo0tPZ2mn74wSd5nlv9HLuad3H7hNsxG3rWCkT0Dxajhey4bFZU/K/A/NbGtwg1hXLqkFN1TNYLbfkW6rbDGN9u7vdbw45MQsPAphIVHFv9OpfoO4wGI1GWKCkwi17BsbkEgOgBvetOLDU5Ci8mGoqK9I4ihOgCKTAL0UvVV7Uw78W1vH/fCqpLmzjq9EzOvWsCWeMTUQyB23BPURSuG3sdu5p38d6m9/w+n8vr4uEVD3PdoutIj0znvZPf6xObbymKwk3jbsLR5mD2mtl6xxGCn3b+xPWLrifTnsmz058l3BLut7kMioF7j76X1IhUbvjmBiqau3YrZ+jYsRiiomhasKDHWTY7NvP6utc5LeM0xiSM6fF4ov/ITcxlU+0m6tvrqW2r5cstX3LKkFP8+r3TJ618DWx2GHaSX6exx4eSNNDGhtapaGs+9Otcom9Rbaq0yBC9gmN7FQBqVqbOSbpGHdyx8bOjeJvOSYQQXSEFZiF6mZYGJ4vfKeStO5ayZXU1uScM5Lx7jmD01DSMZn2+pSckTWBC0gRmr55Nk7PJb/NUNFcw66tZvLruVc7MOpPXjn+NlPAUv80XaCNjRnLKkFN4Y/0blDaU6h1H9GMryldw7dfXMiBqAC9Mf4FIS6Tf54ywRPDY5Mdodbdyw7c34PQ4O32uYjYTMWkSjd98i+ZydTuDV/Nyz5J7CLOEcf3Y67s9juifchM6+jD/XPEzH23+CKfXKZv7dVVzDWz8FEafBWbftuPZn+G/G0i9J5nypcv8PpfoO1SbKiuYRa/gqGjDZmgkJCFR7yhdog7NAqC2rEbnJEKIrpACsxC9hLPNzbK5Jbx++0+sXbyD4Uclc97dRzD+lMFYQ/RvDXHdmOtwtDt4bf1rfhn/p50/ccanZ7ChdgMPHP0At024zWcbjQWTa8dci8lg4pGfH9E7iuin8ivzuWrhVSSFJzF7+mzsNnvA5h5iH8I9R93D6qrV3L/s/i6dGz5tKt76elpWrDj0wQfwSdEnrKxcyQ1jb0C1qd0eR/RPh8d19GFeumsp7256l/FJ4xls908P4T5r9bvgccKYCwIy3ZAx8ZhMXjbsHAwV6wIyp+j9VKtKXXud3jGEOCSHw4QaWqd3jC6zRNkJNzlwVHZ/0YAQIvCkwCxEkPO4vaxeVMYbt//E8s+2MmBkDOfcMZ5J52QRFmXVO94eI2NHMmPADP6z7j/UtPruarNX8/JcwXNcPv9yVKvKOye+wwmDT/DZ+MEmPjSemYfNZMH2BSwvX653HNHPrKtex58W/InYkFhenPEiMSExAc8wfcB0Zh42k/cL3+fDws7fth5+1FEoNhuNCxZ2a966tjoe+fkRsuOy+b+M/+vWGKJ/sxqtjI4bzQeFH1DeXM45w87RO1Lvomkd7TFSciFhZECmtNhMZOTEUNR2FK5Vssmu6BzVplLbVqt3DCEOSvN6qW2xo6oevaN0ixrWiKOu7y0mEqIvkwKzEEFK82oULi/nrTuX8N27hUQnhfHHm3M57rLDsCf4Z6Otnrom5xraPe0+6yHsaHNw5YIreTr/aU4cfCJvnfhWv1gNduHIC0kMS+TB5Q/i8fbON4Wi99lUu4nL5l9GlDWKl459ifjQeN2yXJNzDUcmH8m/lv6L1VWrO3WOISSEsIkTaVy4EE3TujznYysfo9HZyG0TbsOgyNsj0T25Cbk4vU4izBHYrXa94/QuZSugakPAVi/vNvx3g3BpIRQv3dJR5BbiEOxWO/Xt9Xg1r95RhDig1ooK2r3hRCeG6B2lW9QYDUdbNJpbPgsJ0VvIJyghglDp+lreu285819aj9lq4qRrRnPq9TkkDPJ/H9SeGBg1kNMyT+PdTe+yo2lHj8YqqCrg9Lmns6x8Gf844h/ce9S9hJqDs7DuazaTjRvG3sDG2o3MKZ6jdxzRDxQ5irh03qWEmEJ4ccaLJIbp26vPaDDy4O8eJD40nuu/uZ7q1upOnRcxdSru8nLa1nbtVvf8ynw+3Pwh5w0/j6zorO5EFgJgT2uVJlcTl8+/nPzKfH0D9SYrXwVzGBz2+4BOm5QRRVSkmw3V2VAmdw6JQ4u2RePRPDQ6G/WOIsQBOTZvBkBNj9M5SfeoiWG4NRtNZbLRnxC9hRSYhQgildsa+OSxVcx5Ip/2FjfTLh7BmX/PY8DIGBRF0Ttep1wx6gqMipFn8p/p1vmapvHG+je46IuLMBlMvHHCG5w+9PRe8+f3leMGHsfouNE8vvJxml3NescRfdjW+q3MmjcLk8HES8e+RGpEqt6RAIiyRvH45MdpaG/gxm9vxOU9dB++8MmTwGCgceGCTs/j9rq5e8ndJIQmcGX2ld0PLATQ6GxEQUFDw+V1saKi+z3B+5W2Blj7UUdx2RoR0KkVRWHY0QPY6TqM+iWfBXRu0Tvt3ptANvoTwcyxtRwANbN33v2pDuxY7ODYXKJzEiFEZ0mBWYggUFfZwlcvruX9+1ZQXdrEUadncu6dE8gan4hi6F2F1YSwBM4Zfg5zi+dS6Cjs0rlNzib+8u1feGD5AxyVehTvnvQuI2JG+ClpcFMUhZvzbqamrYYX17yodxzRR5U2lDJz3kw0NF6c8SIDIgfoHWkvWdFZ3Hnknfxc8TMPr3j4kMebVJXQ3FwaF3S+wPzmhjcpdBRyy7hb+s1dEsJ/8hLzsBqtGBUjZoOZ3IRcvSP1Dus+AlcLjLlQl+mHHTUABS8bVzaCx61LBtF7RFujAXC0S4FZBC9HeTMmpY3w9IF6R+kWNTMTAMf2Kp2TCCE6SwrMQuiopcHJ4rc38fadS9m6uprcEwZy/j1HMHpqGkZz7/32nHnYTMIt4Ty58slOn7OpdhNnfXYWX2//mhvG3sATk58gyhrlx5TB7/C4wzlp8Em8tu41yhrL9I4j+pidTTuZOW8m7Z52Xpj+QtD2Nz9x8ImcN/w83tzwJnOL5x7y+Ihp03AWFdO+Zcshjy1vLueZ/Gc4OuVopqZP9UVc0c9lx2cze8Zsrs65mtkzZpMdn613pN5h5WsQNxxS9SnIh6s20tK9bKwfj7dksS4ZRO8hK5hFb+CoUVBttSiG3vmZMiQhAZuhkdqKVr2jCCE6qXe+2gjRyznb3CydW8Lrt//E2u92MuKoZM67+wjGnzIYS4hJ73g9FmWN4pLDLuGbsm9YVbnqkMd/vPljzv38XFpcLbx07EtcfNjF/a4lxoH8ecyfMSgGHv35Ub2jiD6kormCWfNm0eRs4oXpLwR93+Ebcm8gLzGPu366iw01Gw56bMTUKQA0LVx4yHEfXP4gHs3DreNvldcc4TPZ8dnMOnyWFJc7q3wt7Pi5Y3M/Hb8Ph00dTpM3jh3fSoFZHFy07ZcVzFJgFkHM0RyBanfqHaPbFIMBNbQOh8OodxQhRCdJgVmIACkvqWf5Z1v4/v1C3rj9J1Z8tpUBI2M4547xHHNOFmFRVr0j+tS5w88lLiSOx35+DO0Au7K3udv4xw//4B8//oPsuGzeO/k9xiaMDXDS4JYYlsglh13CvG3zWFmxUu84og+obq1m1rxZ1LTW8Nz053pFGxqzwcxDv3sIu9XOdYuuO+iHenNKCrYRI2hccPAC83dl3zF/23wuG3UZaRFpvo4shOisVa+D0QKjz9I1xqAxyVhNTjast4CrTdcsIrjZrXZAWmSI4OWsr6PJraLGm/WO0iOq6sHRbNc7hhCik6TALEQAlJfU8/EjK1k2dwsFC8sIU6388eZcjrvsMOwJfbPnZ4gphCtGX8HKypV8t+O7fZ7f1rCNcz8/l4+LPuayUZfx/PTniQ2J1SFp8LvosItICE3ggeUP4NW8escRvZijzcGl8y6loqWCZ6c9y6i4UXpH6rSYkBgem/wY1a3V3LT4JtzeA/dJDZ82ldb8fFyVlft9vs3dxr1L72Vg5EAuGnmRnxILIQ7J1QYF78DwkyE0WtcoJrORoYeZKWkZQ9uaebpmEcHNZrIRYgqRFcwiaDkKNwEQnRqjc5KeURNCaPNG0FpRrncUIUQnSIFZCD/TNI3ln27B6/5lFa8CQ3LiSRgUqW+wADgt8zTSI9J5bOVjexVG52+bz5mfnklFSwXPTH2Ga3KuwWiQ258OJMQUwp/H/Jn1Nes71YNWiP2pb6/nsvmXUdpYypNTnmRMwhi9I3XZYbGHcduE21iyawlPrHrigMdFTJsGQPld/6Rl1b5temavmU1ZUxm3TbgNi9Hit7xCiEPY+Cm01XW0xwgCw44dgwcLRd+s0TuKCHKqVZUCswhajpKdAKhDgmvz5q5S0+MAcGzarHMSIURnSIFZCD9ytrn56oW1bF9fi6KAYgCTyUBqlqp3tIAwG8xck3MNmx2b+XzL57g8Lh5Y9gA3fHMDQ6KG8P5J73N06tF6x+wVThx8IofHHs7jKx+nxdWidxzRyzQ6G7li/hUU1xXz+OTHGZ80Xu9I3XZa5mmcmXUmr6x9hS+3frnfY7xNzaAoNC1cyLbzL6Bx8f96qm6p38LLa1/mxMEn9uq/ByH6hJ9fBfsAGPg7vZMAEDfQTkxkAxu2xEFbg95xRBBTbaq0yBBBy7GzHgNuIjMy9I7SI2rmIABqt+3SOYkQojOkwCyEnzjKm/ng/hWU5Fdx5B8yOO3GMYw/ZTCnXp9D4uAoveMFzIyBMxgePZyHVzzMCR+fwBsb3uDc32px5wAAYZhJREFU4efy6nGvkhSepHe8XsOgGLgp7yaqWqt4ae1LescRvUizq5krF1zJxtqNPDLpESamTNQ7Uo/dnHcz2XHZ/OOHf7DZse+qlpbly//3G7ebsiv+xPbLL6fuk0948Ju7CDGGcGPujf4NWboMvnu441chxL5qimHrdzDmfDAEx0cSRVEYPi6WSlcGNT/u/wKWEAB2m11WMIug5aj2EmWtwWjp3Xv8RKQNxKS04djVrHcUIUQnBMe7OREwP29z8PSiIn7eJm+I/Kkkv4r3719Ba5OLU/6cTc70dJKG2Bl73MB+VVyGjsLoyYNPprq1mvLmcswGM8cNPA6zsXdvOqGH7Phsjh90PP9Z9x92NcmVfHFoS3ct5Q9z/sDqqtU8eMyDTEqbpHcknzAbzTw86WHCzGFct+g6Gpx7rzQMHZeHYrWC0YhisRB54gm0F25m1823cPnfl/LwwmSsP+Tjdfppd/XCefDysbDwbvjPKVJkFmJ/Vr3RcWtX9rl6J9nL0Bl5GPCw4ftSvaOIIBZtjaauvU7vGELsV21jGGpkq94xekwxGVFttThq9U4ihOgMKTD3E83tbj78uYyzXviJh+dt4twXl0iR2Q+8Xo0lnxTzxXNrUBNCOeNveaQO03fTmmDQ5mlDQQHAq3lZUbFC50S91/Vjrgfg0ZWP6pxEBLsfdvzAZfMuY0fTDowGI3EhcXpH8qn40HgemfQIO5t2csviW/bq8x6ak0P6Ky8Td+21pP/nVVIeeoj4Lz7i35eorB4XS8yGXZRdfQ2bJx7Fzr/9naYffkBzH3jTwC5proFPrgLNC2jgboVNX/hmbCH6Co8b8t+EzBkQmax3mr2ERFoZmFJLYflgPPX73yhUCLvNTm2bVL1E8PG0ttLgjEaN7Rv726hRThxNEXrHEEJ0gknvAMJ3GttcbKtpYWtNM9tqWthS3cy2mma21rRQ1di+17HtLi9LSmoYO6B/9AIOhLZmF/NfXsf2dbUMPzKJ3509FJO5b/xg76m8xDysRisurwuzwUxuQq7ekXqtpPAkLhx5IS+sfoFzhp1Ddny23pFEEFq4bSF/+/5veOkouu6+sNPX/r3kxOdwy7hbuGfpPTxb8CxXZV+157nQnBxCc3L2/P7J/KdYkdjMX2a+TWbUUJp/WkLDZ5/R+NVX1H/0EcaYGCKPP57IE08gJDsbRVG6HqilFl47tWPTMqOlo4iGF1a8DIOOhiFTev6HFqIv2DwPmipgzIV6J9mv4cdkUvJWHdvmzWfw6cG1wloEh2hbNK3uVtrcbdhMNr3jCLFH3eZCNIyoKXa9o/iEGm+msDwaZ0M9lsj+dSewEL2NFJh7mfoWF1trmvcUkbfWNLO1uuPrmua9b/WNj7AyMCaMSUPjGBgbhter8eSiIpxuLxqwwyEbhflKdVkjXzy3hiZHO5POzWLEUcndK070Udnx2cyeMZsVFSvITcjtc0WuQJt52Ew+3vwxDy5/kDdOeAODIjejiA61bbXct/Q+vtz6JQMiBrCreRcezdOnL+yckXUGa2vW8lzBcwyPHs6U9H2LuGur1/Lepvc4e9jZjIgZAUD40UcRfvRReO+8g6ZvF9Pw2WfUvfcejjfewJySQuQJJxB50knYsoZ2Lsju4nJ1IZz9DlgjOvrLRqV19GJ+/fdw1PUw+e9glLdfom9qWbWKlmXLCR2Xt9cFnn2sfA3CEztWMAeh9InZhL43hw0/NzH4dL3TiGCkWjsW6dS115FoStQ5jRD/4yjZDoQRPShF7yg+oaZGw2qo27SJ+LxxescRQhyEfMIJMpqmUff/7Z13eBzV1Yff2S6terPkJllykeXebWwDphrbmB5KAqEGCCQkkEAKSQgkJKRQvoSEalrAgCE0Fxy6bbDce7cl2bJkWb3tarVl7vfHrJqRZJXdHdl73+eZZ2ZnZ+ecO3fnzu7vnnuu00N+hT/6uNzZHIVcUOGg2ulpc3xarI30xEjOz+lHeqKdIUmRpCfaGZwQid367eo9Y2gS3xwqZ2NBJW+sLyTebuFnF4yQYmgv2LeuhC//sxer3cxl900MuxzLXWV8yngpLAeISHMk90y8hwe/fpBlecu4OOtivV2S9AFWFqzk0XWPUuuu5a7xd3HLmFvYVb7rtO/YURSFB6c/yIGqA/xqza9YPH8xQ2KHNL/vU308kvsIiRGJ3D3h7m993mCzEXPhBcRceAG++nrqPv2U2mXLqVi0iIrnn8c6bCgx8+cTM38+lkGD2neioQpeuxTK9sI1i2Houdr+Qf4/QtkL4OMHYM3jcPhruOJFiOvgXBLJKYpjwwYKb74F4fWiWCwMfvml9kXm2mI4sBJm/qTPdrYYjAZGDHOydU8mjsI87IMy9XZJ0seIs8UBUOWqItUuBWZJ36HqaDVgJ254FzvI+zjxWelAKVX5xaRM0dsbiUTSGX3zV91pzKbDVeTmlTMyLYbYCDMF5f4o5Aq/kFzuoNbVkgdSUaB/bAQZSZHMG5NGRmIkGYl2MpI0EdnWzRQMk9LjmZQej6oKfv3+Tp7+4hANbpXfLBgpReZu4vOpfPPOQbZ/cZT+w+K48LbRRMZY9HZLEiZcnHUxb+x9gyc3P8m5g88l0hypt0sSnahoqOCP6/7IJ4c/IScxh+cveJ7h8dqfinDp2LEarTxx9hNcvfRq7vniHt6Y9wZRligA3tr3FrsrdvOXM/9CtKXzHH7GqCjiLr2UuEsvxVtZSe3HH1O7bDllTz5F2ZNPYRs7ltj584i+6CLMKSnahxqq4bXLoHQPXP06DDvv2ye2RMLCf8CQs+Cje+CZWXDpvyF7XoCvhEQSehrz8qhe8g5VixcjPFoghGhs5OgP7yJ67oXYp00nctpUTPH+tGxb39BylE/4no5en5yRF05iy54i9q/4hgk/kAKzpC0JNm2OlSqXnNNG0reoKvMQbarAHB2jtysBIXbYMAwUU1lUrbcrEonkJEiBOYRsOlzFtc/l4vapbfYbFBgYH0l6YiSXjB9AeisReVBCBFZT4PP4GgwKj142GqvJwKKv83F5ffzhktEYDFJk7gqOmkZWPr+TYwdrGHfOIGZckYXRKNMUSEKHQTFw/5T7ufHjG3ll1yvcOf5OvV2ShBghBCvyV/Cn9X/C4XFwz8R7uHHUjZgM4floT4tK429n/Y0ffPIDHvz6QR4/+3EqGir4x5Z/MD1tOnMz5nbrfKaEBBKuu46E667DU1xM7YoV1CxbxvE//Znjf36MyGnTiLlgDjEVizBW7YSr/wPDTzLcf8yV0H8CvHMTvHktTLsTzv89mKy9KLlEEnpUl4u6lSupWrKEho2bwGQicuJEGrZsQfh8YDBgSU+n9oMPqV78JgDW7Gzs06YSWfo6kdkzMSZm6VyKzonPHkE/+zr27LIwXggZiCFpQ5w1DoCqRikwS/oWlTVW4qPr9XYjYBgtVmKtlVRVqCc/WCKR6Ep4/gvVidy8Cryq1jAqwOUTB3D3OcMYEBeBxRR6cVJRFH53cQ4RFiP//vIQLo+Pv1wxFpMUSjulJK+Gj5/dQaPTy/k35zB8qhwWJ9GHSf0mcUH6BSzauYjLhl0mh2iGEeUN5Tyy9hE+L/ycMUljeGTmI2TF9W2xJhRMTZvKvZPu5a8b/8ofcv/AtrJtNHgb+PW0X/dKHDL370/iLbeQeMstNOblUbt0GbVLP6Lk4T9RYhBETTqLmIM+ogc5MUSeZDRBYhbc8gl88ltY92848g1c+ZK2XyLp47j27qX67SXUfPQRal0dlvR0Un52H7GXXoopKelbOZiFx4Nr1y4cuetwrMulavFiKt0+WHkY2+dXY582Hfv0aURMmIAhIkLv4n2LkWPNfLk2hdIt2+k3cZze7kj6EDKCWdIXUb1eql2JDBx4TG9XAkp8tJPKWjlaUyLp60iBOYRMz0zEYjLg8aqYTQaum5bOkCS7rj4pisL9F44g0mzk75/sp9Gr8uTV4zFLkflbCCHYtbqY1W/tJyreyhUPTCZpYJTebknCnJ9O+ilfFn7JU5uf4k+z/6S3O5IgI4Rgad5S/rz+z7i8Lu6ddC/X51wftlHL7XF9zvWsKVrDkv1LADAqRqobqwN2fmtmJsm330hS5Ie4dlZSa72U2tx91N/3M5SICKLPOYeY+fMxRkfh3Lyl/cnOTFa46DEYcia8/0N49iy4+Ektwlki6WP46h3ULl9G9ZJ3cO3YgWKxEH3BBcRddRWRU6e06byJnDChzfddMZuJGD+eiPHjSbrjdtTFN9KQ+xXOjB/h2LBJy3X+3HPNx0VOn4Z92jQixo5FseifdmzoRWexZu029ny6UwrMkjZEW6IxKkYZwSzpU9QV5OHDQkJa5ynBTjXik4zklyfic7kw2mx6uyORSDpA/iMNIZPS43n91unk5lUwPTORSenxersEaCLzj84dhs1s5I/L99DoUfnndRO6nd/5dMbr8fHV4v3s/eYYg0clcv7NOdjsZr3dkkgYGD2QG0bdwAs7XuC67OsYkzxGb5ckQeK44ziP5D7CV0e/YlzyOB6e+TCZsX04L2jheihYDRmzWya7CwGKojAhZQJrj61t3rfx+MbA5aJurIfXr0Ip2kTED14iIucSUlQV58aN1C5bTt3KldQuW9bij9Xa8WRn2fPhjjXw7i3akv8VzH1My9kskeiIEALX9u1ULVlC7fIVCKcT67Ch9PvVL4lduBBjXFz3T+qsxHBwGfYLb8I+716SAdXhwLl5M47cXJy56yj/59OU/+OfKBERRE6cqAnO06djy8lBMYb+d6k1pT+Zye9xoCCDWY1eTO1MoC0JTwyKgVhrrIxglvQpqg4WACbiM9L0diWgxA+IRew1UnPwAAmj5X8diaSvIn8lhZimSfb6IredmYnNbOA3H+zitlc38tz1k4mwSJG5rtLFimd2UHakjsnzMpiyYIjMVS3pU9w65lbeO/Aej214jNcuek3miTzNEELw/sH3+euGv+JRPfx88s/57sjvYjT04fa5cD28vAB8bi1a9/sfhVRkntF/Bi/ufBGv6sVsMDO53+TAnNjtgDe+o5Xvyhch5xIAFIMB+9Sp2KdOJfXBX3PsN7+l5v33AW2ys5LfP0z/R/+ILSfn2+eMGwQ3LoMvHoU1T0DhBrjqZUjJDozPEkk38NXUUPPhR1QvWULj/v0oERHEzLuI+KuuwjZuXO+eL9vf0tqEiTc07zLY7UTNnk3U7NnN9p0bNuDIXYdz3TrK/v44ZYAhOprIKVOwT59G5LTpWIcNRTGEZrTdyGnJ7F8aQd4XGxg+d0ZIbEpODeKt8QEdISOR9JaqI2VAGvHDh+ntSkBJyBwIn9VSlXdECswSSR9GCsySNlw/IwOr2cgD727nxpfW8+KNU4gK42iNwr2V/O+FXahelXl3jmHIuGS9XZJIvoXdbOfHE3/M7775HR8XfMxFQy7S2yVJgChxlPDQ2of4uuhrJqZM5OGZD5Mek663W51Tth8+ugd8jdprrwu2vhFSgXl8ynheuOAFNh7fyOR+kwMTvex2whtXw5G1cMULMOqydg9TzGbirv4OtR9/jHC7QVFw5+eTf/kVRM6YTuLNN2OfNautUGc0w3m/g4xZ8N7t8NzZMO+vMOF7IDuMJEFGCEHDxo1ULVlC3cr/IRobsY0aRepDDxGzYD7GqACkAxMCNr8KAyZB6ugODzPGxhJ93nlEn3ceAN7ycpzr1zfncK7//HPtuIQEIqdNbc7hbE5PR1GUb+WADgQD5pxP9IqV7PnayPDuzRUqOc2Jt8VT6arU2w2JpJmqUhcRxlpsySl6uxJQ4oYPBzZSVSjvN4mkLxO+yqGkQ74zeRBWk4F7397G9S+u4+WbphIbEV7pIIQQbPnkCLnvHSIu1c68O8YQ108OWZb0XS7JuoTFexfz+KbHmTNoDjaTzE92KiOE4N0D7/K3jX9DFSq/mPoLrs2+FoPSh/PjVx+Brx7TxGSDBQwmEKomLG16GWyxMOdXWkRzCBifMj5waTHcTlh8NRz+Gi5/HkZf0enhkRMmMPilRc1ClzUri+olS6h85VUKb/sB1mHDSLj5ZmLnz2ubZ3bouXDH1/Df2+DDu7WUGQueAOvplUtR0jfwVlRQ8/77VC95B3dBAYaoKGIvv0yLVm4v2r43FG2C0t1w8VPd+pgpKYmYefOImTcPAE9xMY5163Hm5uLIzaVuxcfacampWIcNw5GbCz4fisXC4JcWBURkVuzxZA86yoaC8dSWOYhJ1nf+FEnfId4WT151nt5uSCTNVFWZiY+s0duNgGOOjiHaVEFlmUdvVyQSSSdIgVnSLpeMH4DNbOTuNzZz3fO5vHbLNBLs+k+2EgrcLi+fv7qXQ5tLyZqYwjk3ZGOxyVtF0rcxGozcP+V+bl55M6/seoXbx92ut0uSHlJcX8xD3zzE2mNrmZI6hd+f8XsGRQ/S262OqS+F1X+HjYsABabdCbN+ClX5Wg7m/pNg17vw9ZNw4BO4/FlIPYWGN3oa4M1rIX81XPZslyfiO3Gys8RbbiHh+uupWb6cykUvceyXv6TsiSdIuOF64r7zHYwxMdqB0f3g+vdgzeNa2oyiTXDlS9B/fBAKJwk3hKri+GYt1UuWUPf55+DxEDFxImk/+AExcy/EEBmkzvTNr4DZftLOmZNh7t+fuMsuJe6ySxFC4Dl8uCW6+YsvwaOJD6KxEWfuuoBFMWefNZQNBQb2fbyeKdfPCcg5Jac+8dZ4OcmfpM8gVJWqhniGDirT25WgEB9dT1VNaIIUJBJJz+jDoVCnKUfWwaq/a/kb+zgXjkrl+Rsmc7C0nmueW0tpnUtvl4JO9XEn7zy2ibwtpcy4PIsLbxslxWXJKcOU1CmcN/g8Xtz5IqXOUr3dkXQTVai8tfctLvvgMraVbePBaQ/ywgUv9F1xuaEKPnsYnhoH65+HcdfAjzfD3EchKllLiTH7Psg6Gxb+A657G5zl8NwcTZD2efUuwcnxuODN6yDvK7j03zDu6l6dTrFYiLv0UoZ88D6Dnn8eS1YmpX/7OwfnnMPxPz+G59gx7UCDEc78uZab2eOCF8+Hdc9q0eCSPo9zyxbKn30O55YtervSjOf4ccr//W8OnX8BhbfeinPdOhKuu47MpR+R8cbrxF1+WfDE5cY62PEujL4soNH4iqJgycgg/pqrGfjEEwxe9GLLiAAhqH73HepXrUIE4L6JmXwhA6072bu5HqHK+1CiEWeLo7qxGlWoersikeA8Vkyjaif+NB11G58A1a4EhNentysSiaQDpHIWSgrXU/zcfRS7hjPQ8hapQ6Kg3yiIHQSxA1uWmAEhG0J8Ms4ekcJLN07h1lc3cvWzubx+6zT6x0Xo7VZQyN9Wxqcv7cZgNHDxPeMZlJ2gt0sSSbe5d9K9fHX0K/5v8//xh1l/0NsdSRcprCvkoW8eYn3JeqanTeehMx5iQNQAvd1qH7cD1j0DXz8FrhotIvHsX0HS0M4/N/xC+GEuLP2pJkzvW6FFBCdmhcbv7uJxwVvfhUNfwCVPw/hrA3ZqRVGImj2LqNmzcO3eTcWil6h87TUq//MfYi66iMSbb8I2ciSknwF3rIEPfggr7of8VXDJPyGib04WLIGa5cspvv8B8PnAZCLph3cSkZODwW7HEBmJITISJTISQ6QdQ2REUCeqE14v9atWUf32EupXrQJVJXL6dJLv/SnR55+PwRKikWk7/wseB0z8flDNRE6cyOBXXsa5fj0CqPnvfyn8we3YzziDlAfuxzZiRM9Pbo4ge3g9n+6wU7S3lIE5/QLmt+TUJcGWgCpUahtribPF6e2OJMyp2n8QgIT00yv/chPx/aPwHrJSdziPmKzTaxJDieR0QQlEr35PmDx5sti4caMutvWi5L//5r3/ZaJiBgQ2Yx0Rhnqs1GJRnFgMTm2tOLHaFMyRVqxRdiwxMVji4rEkJGFJ7Ic1eQCWxH4YzcaQ+b7pcCU3LtpAbKSZN26dzuDE06dnVFUFG5bms3F5AcmDo5l7+2hiEk9PEV0SHjy+8XFe2vUSby54k1GJo/R2R9IJqlBZvHcxT21+CoNi4GeTf8YVw65oOwFcX8HbCJtegVV/BUcpDJ8Lc34NaWO7dx4hYOe7sOw+7ZwXPAKTb4EgCm3dxtsIb30PDvwPFv4TJl4fdJOe4mIqX3mV6iVLUJ1O7GfMIOGmm7HPmokCkPsv+OR3EJ0KVy4K6aSJ3SUYE631ZTzHjlG7fAW1y5bh2r27W59VIiKahedvLU2itD3yBHG6aTnhfbudxn37qPv8C7yVFTi/WYu3tBRjUhJxl11G3JVXYEnXYZLQ588Fd73WwRTCtk243VS9+SZlT/8LtbaW2MsvI/nH92Du1zPxxbP7U17+RwNDRlg57ycXBNhbyanIsrxl/GL1L/jg0g/IjM3U2x1JmLPj5bdYlZvM93+ZSVR6ht7uBJziNWt47z9u5l/qI2Pu+Xq7I5GELYqibBJCTG73PSkwh45Nb64h98sGwAioJKeaiE5LxO1043Y04Ha6aWzw4XYr+Hwn/6NtVDxYTG4sZhWrVcEcYcJqt2JpEqXtNiwRJqwRJiwRJiw2I3WVLqpKnKSPTmRgdny3RIwdR2u4ftE6bCYjr982jazkAMwqrjMuh4dPFu3myK4Kss9I46xrh2MKoXAvkQSDOncdC95bQEZMBi/PfblvipUSjtQe4bff/JZNxzcxc8BMHprxEKn2VL3d+jY+L2x/C778M9QcgfRZcO5vYfC03p23thg+uBsOfQaZZ2tRwrEDA+Jyr/A2wts3wP6PtQnJJt0YUvO+2lqq3nqLqldfw1tWhnX4cBJuvonYefNQynbAkpug5iic+xs4454+I8wLIfAeP07N0qWUPfmUNtGaycSgRS9inzJFb/cCjreigtqPP6Z2+QoaNm0CwDZmDBHjxlG9ZAnC60ExmUn7wyNYBg9GdTpbFkfrbUfb95zaa3HCccLt7raPtvHjSbzlZqLPPhvFrNNkzcd3wb/PgAsfhRl36eKCr6aG8n8/Q+Xrr6OYTCTecguJN9/U/ZQgPg9f/OIP7HfM5Ka/n4MlQg4EDXe+Kf6G2z+5nVfmvsLEfhP1dkcS5qz68yL2Hu7HbU9fFNTRMXrhKivlxd/s5IxJJUy47Tq93ZFIwpbOBGb5yyiEDJg6BtOaTfh8AqPRwJk3TCA1M7bdY31eFbfLi7vBi9vpxV1TRWNFKe6qCtw1Nbjr6nDXN9DodONuVHE7Fdz1EVSX2nGrEbhFJG7R8SzX2z4rxGhUsMdbiYyxEBnjX8da/K/9+/yvjSYDYwbGsvi26Vz/4jqufnYt/7l1GtmpMcG6XEGn/Gg9K57ZTn1VI2ddN4JRs/tLIU5yWhBtiebuCXfz8NqH+d/h/3FhxoV6uyRphU/18fqe1/nHln9gNph5ZOYjXJJ1Sd9rf1QV9nwIX/wRyvdD2ni4+EnIOicwUYgx/eF778Kml2Dlg/CvM2DeX2Ds1SGNcmyD1w1LbtTE5fmPh1xcBjDGxJB0220kfv/71CxdRuVLizj2i19S9sST2oSA312B8ctfw6cPtUw8GJUcUh+FEHiKinDt2o1r925cu3bh2r0bX2Vl2+M8Ho7cfAtRs2cTdeaZRJ05G3P//iH1NZD4amup++RTapctw5GbC6qKddhQkn9yDzEXXdQcHRwzf17AI7iF243a0NCxUO10UPfZZzhWrdZGCRgMRM+ZQ8z5oY3y2nS4ity8CqZnJjIpPR42vwZGC4y9JqR+tMYYG0u/XzxA/HXXUvr3xyn/5z+pfustkn9yD7GXXopi7GJggdHMyHEmdq8xcXDdEXLOlhGr4U68VUtXVOWSE/1J9Key0kB8ROVpKS4D2JJTiDDUUnX89J8XSiI5VZERzCGmJK+Gov1VDBge36G43CN8Hqg7pkU11RyFmkJE9VHclaW4qypx11Szo3o2uxouQJvbUSUtxUl0eibOOg/OWjfOGjcuh6fd01vtpmYRWrUa+DS/nHpF5ftzshieHtcsRNvsZhRDHxNJ2mH/+hK+eG0v1kgTc28fE9i6kEj6AD7Vx1VLr8LpcfLBpR9gNfaNvO7hTn5NPr/9+rdsLdvKWQPP4jfTf0M/ex/L5SkEHPwMPn8Yjm2DpBFwzoMw8uLgCb+VefDenVCYq9lZ8CTYk4JjqyN8Hk1c3rsU5v0Npt4WWvsdIITAsWYNFS8uwpmbi8FuJ+47V5Ew3op5w5/AFguXPw+ZZwXHvqriPnxYE5Kblz2oNTXaASYT1qFDsY3KwZaTg2IycfzRPyG8XhSDgaizz8a1ezeeoiIArMOGYj/zTKJmn0nkxAktk7L1UVSnk/ovv6Rm2XIcq1YhPB7MgwYRM28eMfPnYRs+XG8Xm3Fu2cKRm25GeDwoZjODX1oUkhQlQgh2FNXw4pp8PtxajADMRoW3bprAxHdnQOYcuOqloPvRVZybt1D62GM0bNuGdcQI+j1wP/YzzujSZ0XBNyz+6wGsSalc8XvZeRvulDhKOP+d8/ndjN9x5fAr9XZHEua8dNd/GdSvmvN+e7PergSN937+CqpQuOJvN+jtikQStsgI5j5EamZscMRMoxniBmuLHwWw+heA7CVPse8zDz6MGPFxhvcPpDp9MPNOGHctWOz4vCoNde5mwdlZ68ZZ29hq242j0sVYlxGfR2HvBwXsbeWGYlCIjDYTGWv9djR0jIUGh5uqYw76ZcTQLyMWxaBgMLZaDAoGo8G/VgIuVhcdqCL3vTxK8mpIGxrLhbeNxh4rhTfJ6YfRYOT+Kfdz2/9u47Xdr3HrmFv1dims8ak+Xt39Kk9vfRqr0cqjsx5lQeaCvhe1fHitNgHfkW+058mlz8DY74AhyKmDEjLhpuXwzT+0iOl/TdfSU2TPD67dJnweeOdmTVy+6K99RlyGpgkBZxM1ezYNu3ZRueglKl99jcrXFGLmXEpi4gZsr14CZ/4cznoAjD3/aSd8Ptz5+c0Rya5du3Ht2YPqcGi+mM1YR4wg5sILsY0ahS0nB+vwYRisbZ+j1uHD20TwCiFw5+dT/9Uq6ld9pfn/4iIMdjv2M87AfqYW4Wzu1zc6W1S3G8eaNdQuW07dF18gnE5MycnEX3ctMfPnYxszpu/du0DkhAkMfmlRSPJfCyHYc6yOpduLWbbjGIcrnBgUaApb8fgEH7z1HBM9VTCxbwkBkRMnkP7mYuo+/pjSvz/OkZtvwX7mbPr9/OdYh3U+cZQyeDrZCW+y9vilVJU4iE/teLSg5PQn3iYjmCV9g8aqSpy+OOJTnHq7ElTi430cPJqEUNXTNlJbIjmVkRHM4UThekqeu48i13AG2PaReu4C2L8SijdrM9JPugmm/gBi0rp0uiPH67nzxfW4aj3cd+ZQBkZY2gjRmkjdiLPOg1B7+D1TaFd4blqUDva3CNSG5n2NTi9F+6tAaEL4JT8dz4Bh8T3zSyI5RfjR5z9ibfFars+5nrMGnsX4lPF6uxRWbC3dysqClawtXsuhmkOcM+gcHpz+IMmRoU1pcFKObYPPHoGDn0BUP02snPh9MOkQXXp8F7x3O5TsgPHfhbn+KN1g4fPCu7fA7vdh7p9h+p3BsxUgPEVFVL76KlVL3kE4ndiHxZPQ/yD2aZNQrnxRSz9yEoTHQ+OhQ5qI3CQo79uHaGgAQLHZsGVnY8vJ0aKTR43CmpUVkFy+vnoHznW51K9aTf2qVXiPHQPAOmJEcyqNiPHjQ5o3WPh8ONeto2b5cur+9wlqbS3GuDiiL7yQmHnziJw8qeupFE5jDhyv46Ptx1i6vZi8MgdGg8IZWYlcPLY/qTE2fvCfjXi8Koqi8B/LowxQS3gk6w1+Pnckw/pF6+3+t1Ddbqpe+w/lzzyD6nAQd9VVJP/obkxJHY+gcHz0B15ZNo0Jc1KZcfWYEHor6YtMe30aVwy/gvun3K+3K5IwpiQ3l3dfdnLRxY1kzr9Ib3eCxrZFi1mzvh83/S6byLRTN+WWRHIqIyf5k7RQuB4KVkPGbG0GeiGgcB2s/SfsXQaKEUZfDtN/CP3Hn/R0pbUuvvvCOo5UOnnuhsmcNfzboolQBS6Hh43LC9j+5VEtvEWBoRNTSB+TiOoTzYtQBT6filBFm/2qKlB9KsIn8KkCccL+pm3hE/j852m9X/UJnLVuXPVaChDFANMWZjJpbkZgr69E0sf4OP9jfr7q5wAYFSN/mPkHFmQt0Nmr05cGbwNFdUUU1Rex7tg63tj7Bj7hA+Cu8Xdx+9jb+1bkY/kBLWJ413tgi4NZP4Gpt4Olm5NfBRqvG756DNY8DjEDtAkAg5ECwueF/94Gu/4LF/wRzrg78DaCiK+mhqq33qbqNf+EgPE+Ekf7MM+4CueBIiLPvojIC69DbWykcf+BlhQXu3bRuH9/88RxhshIrDkjifBHJdtycrAMGYJiCv5ANyEEjQcO4Fi9mvqvVuHcvBm8XgzR0dhnziRq9mzss2dhTkkJvG1VpWHrNmqXLaN25Up85eUYIiOJPv88YubPxz5jhn6T4/UhCsodLN1ezNLtx9hbUoeiwLQhCSwY25+LRqeSGNUSwd6Ug/nMpHrGvHsWuel3cFvBOTjcXi6fOJCfnj+cAXEROpamfbxVVZT/699ULV6MwWIh8Qe3kfD972OIaMfXkh0s+9MySg0T+f7fzsNglFF04czcd+cyIWUCf5r9J71dkYQxexa/y+dfxfPdn6QRlz1Sb3eCxpFPP+OjdxQuvdbIgLOCkxpMIpF0jhSYJV2jqgDWPQubXwV3PaTPghk/hOFzOx0eXVHfyPUvrudgaT3/vG4CF4xKbfe4krwaPnhiCz6fitFo4JKfdjzJYTAoyavhvcc3o/oEBqPCZfdOlLmXJac9L+x4gf/b/H8IWtr6nMQcFmYtZN6Qec3DOyVdw6f6KHWWcrT+KEfrjnK0/ihF9UUcrdPW5Q3l7X7OoBj40YQf9Z1UJdWF8NWfYesbYIrQ2voZd0NEnN6etaVwgxbNXHkIpt0B5/4ucOK36tPOvWMJnP8IzPxxYM6rA6rbTe1HS6l4/hncBYU0JypQwJzWD09pJXi9ABhiYppF5Ka8yZb09D4z1NRXX4/jm2+oX7UKx6rVeEtLAbDmjPRHN59FxLixPY4mFkLQuGcPtcuXU7N8Od7iYygWC1Fnn03M/PlEnXUmBpstkEU6JSmsdLJshxapvLOoFoDJ6fEsGJvGvDFppMSc5Bp99jCseQJ+spMqUzL/+vIgr6w9DMAN09O5a85Q4u19L/92Y34+pX//O/WffoYpNZWUn/6EmIsvbnt/CEHen25mxZHrmX/XWDLGhDhfvKRPce3Sa4m1xfLMec/o7YokjPnm7y+z7UAat//fORgsp2/HaN3hfF79Uz5nnVHG6Buu1tsdiSQskQKzpHu4arRZv9c9AzWFWm7MaXfC+OvAGtXuR2qcHr7/0np2FNXw5NXjuXhc+0NWgjbJYRf4al8pv3lxM/3dCiU2wd/vnKbNcC6RnMZsLd3Kbf+7DY/qwWQwceXwK9l0fBN7K/diMpg4a+BZLMxayOyBszEbTsMfpIXrIX81DPGP2jgJQghq3bXNAnJr8fho3VGKHcV4VW/z8QbFQJo9jQFRAxgYPVBbRw1kQPQAalw13PfVfXhUD2aDmecveF7/FCX1pbD6cdj4ovZ6yq0w616I6mMpO1rjdsKnD8H6ZyFxGFz2LAyc1Ltzqj54/07Y/hac9xDM+mkgPNUdIQTHbrqYmtyDaDMxCMzRPmJGJWIbORLb1DMxTzgfJW6g3q52CSEEjfv2+VNpfEXDlq3g82GIjSVq5kwtd/Ps2ZgSE096rsa8fGqXL6d22TLc+flgMmGfeQax8+YRde65GKPa/30TThyraWDZ9mMs3X6MrYXVAIwbFMfFflG5f1cjj31eeGIUpI2D777dvLuouoEnP9nPu5uPYreYuP2sTG6eNYRIS9+bEsaxfj2lf/krrp07seXkkPLAA9intTxDfJ//jVfeyaJ/zgDm3n3yZ4vk9OWHn/6QClcFby14S29XJGHMsl+9RK3DxrVPXau3K0FFqCrP37WC7IxSznzgJr3dkUjCEikwS3qGzwt7P4K1T8PRDVoOzEk3asOnYwd86/D6Ri83v7yBjQWVPHbFWK6aPCj0PvsRQlBY2cCGgko2Hq5kY0EVB0rr2xyTlWznsgkDGD8onrGDYomxnYbimkQCvLltFZ/kf8MFmTO5euxsAPZV7uODQx+wLG8Zla5K4q3xzM+cz8KshWQnZPetNA7dxVkJ+atg+1tsLfiMjTYrkxs9jD/jZzD9TtxGM0X1Rd8Sj4/WH6Worog6T12b08VZ45pF49brgdEDSbWndirMby3dysbjG5ncb7K+4nJDtTaBXu6/wevSOgzPegDi9Gunu03el/D+D6GuBGbfp+WJ7kmOaNUHH9wF2xbDOb+BM38WcFf1xLnyDY7c+zDCp2W9GnzTKCLjarQ82z4tJQbRaTBgEgycAgMnQ9r4DjuQ+xK+2lotuvmrVdSvXo2vvBwUBdvo0dpEiGediW30aBq2b8e5fgOWzCF4Dh+mZvlyGnfvAUUhcsoUYubNI/rCCzDFy07m0joXK3aUsHR7MRsKtInKRvWPYcHY/iwYm8aghB6MGNi3AhZfA1e/DiO/nZJp//E6/rpyH5/sPk5ytJUfnzuMa6YMwtzHUk0IVaV22TJKH38C77FjRJ1zDik/uw9rZiZUHGLNH//BDtcCbvzLmURE9b1obElo+PWaX7OxZCMrr1yptyuSMOa1H71Ncnw9cx++WW9Xgs6Se1/DYvZxyWM36u2KRBKWSIFZ0nsK12tC854PtQTGOZfCjLtgwMQ2hzW4ffzgtY2sPlDOI5eO5vrp6SFxz+NT2V1cy8bDVWwsqGTj4SrK6hoBiLaZmJQeT/+4CN7ZWIjHJzAoCv1irRRXuwBQFMhKjmLcwDjGD45jwqA4RqRG97k/OxJJRwghqHC4yStzkF9eT16Zg0NlDvYcq6HI/z03GhR+et4wvjc9nbhI7c+wR/XwTdE3fHDoA74s/BKP6mFY/DAuybqE+ZnzSYo4BYb+ehrgSK4mQOZ9qQlpCFbZo/hJcjxetFjOoW431UYTZSYjrZ98VqOVAVED2kYhRw/UxOSoAURZ+r7w1iF5X8HXT2q59t0OGHU5zPkVJA3T27Oe0VANH/9CE4dTx2rRzP1yuv55VYUP74atr8OcX8NZp+ekTM6Vb+D8ckVzDmYAvI1QshOKNsLRjdq6Mk97TzFASk5b0TlpBPSRtBntIVQV1549OFaton7Vahq2bQNVxRAVhep0anXtxzZ2LLHz5xE9dy7mfv109LpvUOlws2LnMZZuO8a6/ApUASP6RbNgbBrzx6aRmdzLNm/xtVC0CX66C4wdd8BtOlzJYyv2sb6gkozESO67YATzx6RhMPStDk7V5aLy1deoePZZVJeL+KuvJunuu6j5z528uft2Zl01jHHnnkKddZKA8rcNf+Pt/W+z/rvr9XZFEqZ4nU6eu/drJo06xrQf3aC3O0Hn04cXcbQ0lhv/eYXerkgkYYkUmCWBo+owrH9Oy9PcWAuDZ2hC84h5zXmaXR4fd7+xmU/3lPLg/JHcOjsz4G7UuTxsOVLNxoJKNhRUsbWwmgaPNpHWwPgIJqfHMzkjgckZ8QxPiW7+s9I0+cz0zEQmpcdT4/Sw7Wg1Wwur2VaorSscWoSXzWxgdP9Yxg/SROfxg+IYEBdxakd2Sk55Gtw+8ssd5Jc7yCurJ6/coS1l9dS5WlI3WIwG0hO1yLODpfVtBFVFgbED45g9NInZw5KYMDgei8lATWMNK/JX8OGhD9lRvgOjYmTmgJkszFrI2YPOxmq00idQfVCyvUVQPpKLz+vioNXGttThbI1OYKtaT2FDactnhKC/OYbJxmgGVh5hoKOagaqBgYNmkDjycgzZ8/pe/uGeUlWgCcu7/qtdH9AExIVPw4Tr9PQscOz5CD76ifYcOuc32nOok7kCAE1w/OjHsOU1OPuXcPYvguriic+bPomjQhMCW4vOrhrtPUs0DJgAAya3iM5RgZ9oL1B4q6pwfP0NFS++SOOePdpORSHhxhvp98Dp2ZHQHWqcHlbuKuGj7cV8c6gCnyrITLKzYGwaC8b1Z3i/6MAY2rsc3rwOxn4HLn/upIcLIfhiXyl/+Xgfe0vqGD0ghgfmZjN7WN9L2+OtqKDsn/+k+u0lGCIiSJw7ls+rp6EmjeSah2br7Z5EJ17Y8QJPbX6K9d9dT4Sp701gKTn9Kd+6lbeeqeSCC+oZdvlCvd0JOpue+Q+5W/tz258nYInro7+vJJLTGCkwSwKPqxa2/AfW/Ruqj0B8hjYB04TvgTUat1flp29tZdmOY/zsguHcfU7vouWKqxtaopMLqthbUosqwKDAyLQYpvjF5MnpCaTG9nxyHiEER6sa2FJYzdYj1WwtrGJncS1urxYJlRRlZfwgv+h8iqXWOCXEDgkAPlVQXN3AobJ6v5DcIigX17jaHNs/1saQZDuZSVEMSbKT6d8eEB+B0aCw6XAV330hF49XxWwy8NsFOZTWNbL6QDlbC6vxqYJIi5EZmYnMGqYJzlnJUeTX5PPhoQ/5KO8jSp2lxFhiuGjIRSzMWsiYpDGh72ipzGsRlPNXUdtYzXarla0JA9kWFcMOXx0OnzZqIdGWyPiU8aREpPDu/iX4hA+zwcTzFy7S0lSoqhbRu/sDbVRGbREYzJB5NuRcAtnzITIhtOXrDfWlWkoQ/7WhWptIC0uUNmEraLkSzvm1lloiRAS9zakvg6U/gb1LYfAZcOm/IGFI+8eqqnbs5lfgzPu1axFgXB4fB0vr2VdSx6oDZXy0rRhVgMmg8Kt52Vw8bgDJ0X2kk6YjVFWbULFJbD66AY7vgqa847GDtfzXA6downPaWDD3LUHFuWULR266GeHxoJjNDH5pEZETJujtli7UuTx8uuc4S7cdY9WBMjw+waCEiOb0FzlpMYFry4XQOn7euVHrBDRZ4ftLu5T7HrTn3gdbi/j7//ZTVN3AzKGJPDA3m7ED4wLjXwBpPHSI0r/+jfovv+RYxkz2ZFzHVb+aTMrgGL1dk+jAfw/8l9998zv+d8X/SItK09sdSRhy4L0P+d/KKK6+I56k8af/8y5v2QpWfGTlypvs9Js2TW93JJKwQwrMkuCh+rQ/92v/BYW5YI2BiTfAtDvwRg/g/ne2898tRdw1J4ufXTCiS39kfKpgX0kdmw5r0cmbDldRVN0AQKTFyMTB8UxKj2dyRjwTBscTZQ3u5DBur8reklq2+iOctxZWk1fmAFpSa2iCs7Zkp0Zj0im1hhACp9tHrctDbYOXOpeHWpeHbYU1PP3FQXyqwGRU+P3C0cwamkRytJUIy0mi/k4D9BbXO7Jf5XCT509nkVfuIL/MQV55PQUVzuZODYBoq0kTjpNbROQhSdrSlcmROrJf6/Kw9lAFaw6Us/pAGQUVTgDSYm3MGprE7OHJTM+M42DdVj44+AGfH/kcl8/FkNghLMxayILMBaTaUwN4pVrhqID8ryDvS0TeF+Q7itlmtbItOp6tkVEcUjVfDYqBEfEjGJs8lvEp4xmfPJ4BUQOa25qT5kBWVSjeDLvf1wTn6iOaGDtktl9svrjvTYDnqoGCr/3X5yso80dr2mIhYzYMOQsyz4KGatRXFoLPA0Yzhhs/6rLY04QQArdPpcHtw+lftG0vTo+veX+Dx0eD29v8/uEKJ5/sPo5PCEwGhR+encXZ2SlkJNqJjzQHVtTa9iasuF97Hl34R22ugNbnFwKW3QsbF2kC+zm/aft+N1FVQWGVk70ldezzL3tLaimocOJTtd9URoPSvN2apCgL2akxjEyLJjs1huy0aIamRGE19eF22NOgpZ1pFp03ahMAAxhM0G+0Ft3cFOmcmKUJ0wWrte9jN79zgcC5ZQvO9RuInDol9OKyt1GbPLJsv9ZZlT4jpOZXHyjj7Q2FlNa52FJYg9ur0j/WxvyxaSwY25+xA2N7d/8JoeVBL9sDpa2Wsn3gbpW/voedWo1eH6/nHuGfXxyk0uFm/pg07rtgeO/TdgQBx9q1HP3VT/l82O8Z5N7LzLn98NXU6vO9k+jG50c+554v7uGtBW+Rk9iNlE0SSYBY/49X2bCrP7f/fTome99rKwNN9d49vP7kMc6dU0321Zfr7Y5EEnZIgVkSGo5ugtynYdf72uuchajT7uLXG20sXn+Em2cO4TcLRn7rj43T7WVrYTWbCqrYcLiKLYerqGvUoqX6xVi1VBfp8UzJSNBVvG1N69QaTUtlq9QaYwbENudzbkqtsflI9UlFTp8qqHd5qXV5qGnwUOffrm2z3SIc1zZo+5req3N52xU1OsNuMZIcbSUpytq8btm2tHnPZu57IogQgkavSk2Dds1q/eumZe+xOt7ZfBSfKjAqCueMTCE1xobRoGBQFIwGMBgUjIr2umm79f6WY5VWx57wfuvPtdqXV1bPYyv24fGpGA0Ks4clUdPgIa/cQbXT01wOs1FhcEIkQ5KiyPILyE2CclKUpXeCQOH6Lok9hZVOVh8oZ83BMtYcKKfWn3Jj9IAYZg1NZsqQCMrZwPL8j9hcuhkFhelp01k4dCHnDj63d0NDPQ1wZC0c+gJn3hfsrN7PVquVrZF2ttts1KClwImxxDAueVyzmDw6aTSR5h5MQtUeQmhC2u4PtKXykJZaIn2mX2xeADE6RCd5GrSI67yvNFG5eAsIFUwRMHi6JiYPOVObqM2fJsLrU/l4Vwmvvv02k8VuNig5jJ52PklR1laisPfborFfLHa6fbjcPpweX7fbFKvJgKKAy6O2+360zURGop30xEgyEu1kJNnJSIwkPbEX3/XqQm3ivvyvYOj5sPAfWl0JAct/BhtegJk/gfMe6pa4XF7f6BeQ69hfUsfe43UcOF6H0619HxUFBidEMqJfNNmp0YxIjWFEajSVjkZuWLQej1fFZDTwy3nZ+FTYe6xWO9fxOhr9nUhGg0JWst0vPGui88jUGPrFWPtuSqa6423TahRtbomWt0SBx6lde6MZvvdfrcPmdEVVoXQXHPoC8r6AgjUtkykCRKdCcjbED9Ei7OMztO34DLD1PuLV41PZWljN6gPlfLzzGPuPt0xoPG9MKrfMGsKEQfE9y2vsKG8lILcSk13VLcfYk7XypeSA2Qa5z2gR70YLfP/DHncw1Lk8PL86nxdW59HoVbl6yiDuOXcY/WJ6PkotGIgNL7Ps2SKKGcvMr3+FQXjBZCL1t78hduFCDLa+5a8k8Gwt3cr1K67nmfOeYeaAmXq7IwlDVv52EaVVUVz/j+/o7UpIUN0env3x54wffowZ996otzsSSdghBWZJaKku1PI0b3oFGmsQA6eyxLKQX+5O55yc/gxNiSLKYqTS6WFjQSW7imvx+gWMEf2imZQRzxR/uouB8adGzmMhBIWVDWw92n5qjdgIM3UuD0JoouTMoYmYDYYWcbjBQ63LS32j9ySWIMpqItpmIsZmJiZCW0fbTMREmDvcLqx08LMl2/H6VIxGAz+/cASxEWbK6xspq2ukvN5NeV0jZfWNlNc3thE+WxNtNZEUbSU5ykpStEVbR1lb7WsRpk+MyOssilhVBfVuLzVOT7O4XtugCejNwrGrrXCsCcnatXP72hey2iPSYsRqMuBTBarAv9aWpn3BJMpqZPSAWDKTo8hsjkaOYlB8RNc6T1QVPA5wO1utnZq407zt8K+dUHEAdr6jfc5g1FLZpI3Tol3bLHHaUHf//eZTBTuKali9v4zVB8vZfLgKryqwmQ1MG5LImAwPTst6vj7+McX1xdjNdi7MuJCFWQuZmDLx5Pet6oNjWxGHvqAo/1O2lu9mm8XANquNfRYzqv/jWbGZjE+ZwLjkcYxLGUdGTAYGpeudTD2OXhcCSne3iM1lewEFBk3TxOachRA7sOvn6w4+ryYi53+ppbw4sg58jVpE4MDJWoTykDNh0FQqG7VOjLwyB4eaouHL6jlS6cTja//LbFAg0mIiwmIk0mIkwqytW++LtBixtd7v347wv27ZNhJpbvmczWxsNzXLX64cS5TVREG5k8MVDvIrtPXRqoY2ArbdYiQ90U5Gkl98bhKik+ykRJ9EcFVV2PA8fPI7bXj+9Dvh4GdwdD2c8WM4/+EOxeUGt4/9x+uaxeR9x2vZV1JHeX2LUJhgtzCiXzQjUpvE5GiG94vG3sEoms6+e16fSkGFk70ltew9Vscev/DcNFoHIC7STHaqFumc4xeeh/eL7pMdfag+LYK1aCNsfEkbFdCEYtTum4xZkDETBk4FS4A6hfSitrhFUM77Ehxl2v7kbLDGahHcqIAC/UZp38eqAnBWtD1PZGKL4Hyi+Byd1u4ki0IIDpbWs+ZgOWsOlJObV4HD7cOgQEqMjeM1LgRgVODeC0Zw15yhJy9PQ7XWxp0oJjeVC7TnREoOpIyE5JHaOmUk2E+YCLaLHZpdpayukae/OMjr6w5jNCjcPHMIt5+VRWxEH0lP1lDFkUeu4KPKBxm960VSylp9941GrMOGYRuVQ8To0dhGj8Y6fDgGax9PlSPpFgU1BVz8/sU8OutRLs66WG93JGHI4p+8QXRkIwsevUlvV0LG4nsWE2N3MT+MyiyR9BWkwCzRh8Z62Po65P4bqvKpNKfyfsNYFBQ2qsPZoQxn2IBkxqSnMH5IKhPSk4m1W/T2OmC0Tq3x1vpCdh2rbX4vNsLEwPjITsRhE9GtBOTYCO29KKupxxHc3RHa3F6VCkcj5XVuyupd/nWTGN2yLq93U9PQgRhtMzVHP5sMCuvyK/GpAoMCo/vHIqBZOK5t8HQq7BoUiInQrkPT9YiNMGvXKsLU8vqE92IjzBwsrWuOJDSbDLx+6/ROyy9EW+HZpwp8QqCqLQJ08361tTAt8KmtBGvVh2isJ//oMVZ9+gET2UuBMpBrzp/J0DhDizjsdnQgGDvaCsVN73kbOvS9XRSDFu3aFQzmdoRnbXGbYzjiNLO32sDWMsHBWiO1IhKjPY7kDDeO6N3sqc+lwetkYNRAFg5dyMKshQyIGsDWnW+wMW8lk1MmMlKxsTvvY7aV72SrUWWb1Uq5vzMi0mBlTPIYxvebxPiU8YxJGkOsNbZdV10eH1VON5UON9VOj3/tptLhocrppsrppqDcwfaiGq1jR4GzRyQzun8s/WJtpMbY6BdjIzXWRkKk5eTRfaV7tXzNuz+E4zu0fQMmt4jN8RldrJB2aBKz877SBOXDX2uT1wH0G4M3YxbHE6ez2zyK/dVKmwkeW3cGNU3s2JROxaDA86vy8aoqZqOBZ6+fxPTMRH+EcfA77rrS5nh8KkVVDRRUOCgod1DgF54PVzg5Uuls7nwEiDAbSU+MbBacW0dBp8bYWuqw/AC8+V0o36e9NpjgxuUweBo+VVBQ4WgRkks0IflwpZOmn0NWk4HhJwjJI1KjSY4KfkRxTYOnOeXGnmPael9JS8S0QYGMJDsjU2PITo1ujnjuUxPQFq6HVxZqUbwGo3Z/VBzSRgcIVWtnBkzSxOb0mZr4bO3jQ3ob67TI5EN+Qbnpu2VP0XK3Z83R1jH925b/xCheV40mNFcVQGW+f9u/ri4E4WuxabRCfDrED8EZNYiDniTW18TxaUkEW+piacRCRmIkM/2Ttc7ITOJgWX2bjp1vPe8a67WOgBPTW9QVtxxjifJHJGe3FZSjU3uVWqa3HKlw8vgn+/hgWzExNjN3zcnihhkZfaLDRX3jOl5ZfQURVSWM2/FvFJOJpLvuQnU6cO3ajWvnTnxVVdrBJhPW4cOIGDUa26hRftF5GAbL6fP7N9yoaaxh1puzuH/K/Vyfc73e7kjCjKZo3rHDipl5X/iIrR//ZhHlNXa+939X6+2KRBJ2SIFZoi+qD/atoGzp70l27O/4OMUAJpsW6WOK8K9tbdfmDva3e7xNG67Zel/5Qe2PVda52rDyEP1ZOjGa72Qi56lEo9dHRb27jfDcFBXdJEofKK2jytEihPWPtTEiNbpZBG4tDp8oGsdGmLFbTD0b3utn74ZPqdr9OfE555A95byTf8Dn0QQFV40m9LlqtdfN2zX+92u1fa23Wx9LF9tXg1mL6DPbtbXF3rJtbnod6X8vqmW7+Ri7dkybff7PFW9pJXaY4TuvQkKWVjZXtX9d08HrExavq9NiVGNhRVQsH8dEsMUCQoFsLBwUjXgBBTAAPv99N8gaz/h+kxmZMoWMqBxijYOobVCpdLqpcmgisbb2fEtMbvD4OvQj2moi3m7B7VMpaTUpot1ixOnxceJjz2I0kBJj1URnv/icFtsiQKfG2EiJsbZE5VccaolsPrZV25c2ThObR14CSV2IGKzM19I55K/SFn+kYEN0Okdjp7DNPI6vPNlsqzRztMrZpgMmJdraLCJnJtnJSo4iM9nOgLhvR8HrnX+8N3h9KsXVLgoqHByuaBGfCyqcHKlwthm5YDEZSE/Q0mwMSYpkftXrjDv4NAoCHwY+TrmVf/sWcuB4fXNqCkWBjET7t6KS0xPtGHvR3gQaVRUcqXS2EZ33ltRx2J8zHbTvfHarvM4GRaGkxsWZw5P1qff2olhdtVqql4LVWg7x4i2aoGowQf8JmticMUsTnAOQOqJX+LxaFHZTlPLRDVraB1MEpJ/hF5TnaNHJ7f2O6EkUr8+j5bauKsBddoiSgr04Sg5irjtCP+8xopW2nYteeyqmxMxvRT4fOFJI5f5cUgYNZUhyrNZ5VbZXW1cfaTmByQbJI9pGI6eMhJiB7UZO9xV2Fdfw15X7+HJfGWmxNn5y3jCumDhQ3/RpO98l96VP2ey4kgWjCkiaNbFNDmYhBN7iYhp27cK1cxeunTtx7dqFr6ZGO8BsxjZ8OLbRo5ujna1Dh6JI0fmUQBUqE1+byM2jb+bHE3+stzuSMKN6315ef6KYOWdWkXPdFXq7EzLW/d+rbNqdxg8en4kp8hQfFSWRnGJIgVnSJyj66A+kbvwbRkXgEwq1GRcSP+o8TbTyurSJcZrWnoa2r5uP6eS4rop5TRhM2vDUiASITICI+JZ1874T1/GaSNcDdBd6AjxstTsEVWBXVS2q19N6cWrfCY9Ti5r74o+aYGAwwdhrwBbdShyu/bZQ3JUoYaNVE0GsMWCNbtm2xWqvrTHaviO5sHcZILROlMm3wLTbWwRgi73H36kuE6i697i069RQ3UaUVhtqKC07TnFJCZUVZTTWV+E21rEjpp6VsV5qm/74C8EQTzRC+T5u52DqHFYqne4Oc/UCxNhMJNgtxEVa/GszCZEW4u0W4iMtJNjNbd6Li7BgMWn22vvejRsYS1l9IyU1Lm2p1ZbjTdv+dXs+JdgtpPpF534xmvCcZS4ju+orBhz7HxHH/UOj+42GkQsh5xL2Hj5K1e7PScqcwLBY8B76EjXvKyx12iRpNcYENhvH8lnjSL5ozKYIbUJBm9nAkCRNOM7y5+Numtwx2tZHhobriE8VHKtp4HCF0y9AO8kvdzRHP4/y7eV1y6OY8eLBxA+U3yIGTm2ORs5OjWZYSvQpPclpfaO3Odp577GWdd0JqZaSoiz0j4sgwa7dJ4l27f5JtFtIsFvb7IuxmUIXCd1Y5xecv9ai9os2g+rRUmqkjfNHOM/SJsmztT+SIWAIoXUcNaW8yF+tdSSiQP/xWnRy5hxN/DYHPqduU0qiNQfKWH2gnM1HqvD4BBaTgSkZ8czKSuKsgQayrRUYqgtaIp+boqBbRyCfiMEMScP9Ecmt0lvEZzTnbD8Vyc2r4M8r9rK1sJqhKVH87IIRXDiqnz6R/G4n1Y/O5PWSvzMoJ56pCzJJzez8OyuEwFNU1Cw2N+zciWvXbtRabfSKYjZjzc7GNnoUEU2RzllZKGbZ/vdFzn7rbOYMnsPvZvxOb1ckYUb+so9Z/pGFK74fQeqM0E4qqyf73/2QTz6J4pofJpA4drze7kgkYUWvBWZFUeYCTwFG4AUhxJ9PeN8KvApMAiqAq4UQBZ2dUwrMYUjhetSXL9aidIxmDDd+FDihUwjtvN52hGmPX5jeuhi2LaY5L2L6DEgcCs5KaKjyryu1tdp+2gcALNEQeRIROiKh7THWGC0C6kSRTwgtsrRZKG9o8dfrCtz+hhpwHG8pQ1SqJoIaLZq4abScsN3evq5um9rdn79nM/V564gZPJr0rJwWMdjbShT2uL4tELcWjtvb52vs/vfFEtUiALcWg5vF4thO3vdvm7qYQ7Gz4dKnKU63l/X5law+UM62XW+Qn/I+PgVMAtKPX4qIuYh4v0jcWjRuEorjI83E2y3ERZh7HZXWk44dIQS1Dd424vMxv/B83C9CH691UeFwt/lcGhUssGxkgWkDY9Q9GBCoQkFBNAc51ohIctUcvlZH8bU6GldMFpkpTfm4o5ojk9Nap3yQdAtVFfxl5V42rP6Yacoe1ouRzDn/4q7loj3FEULw5xV7eW5VHgJt1EBOWgxJ0VYqHdoogApHY4edOmaj4u+4sZAYpXXiNAvRUX4hOlJ7L8G/3V60d486VN0Orb08/LUmOhdt1NpNxQCpYzSxOcMvOEcEoIPSUaHlOW9Ke1GjdfoQN1gTk7PmaPnOIxN6b+sEhBAcrnA251H+5lDLpKqj+scwa2gSs4YlMSUjoWspIDwNWnTy6sdh+1toHe4GrTPzgkeC34mpE0IIVu46zl9X7uVQmYMJg+O4bMIA6lwepmcmhbQzv+TFX/DuhvMAAwaTwpzvZTMoOwFblBmjqWvPMSEEnsJCXDt3tkQ779qFWq9N3KhYLFhHZrdNr5GViWJqPw98sBBCINxuRGNj81ptdNOwYzuNe/dinzkL+8wz+k7anhBw2QeXkR6TzpNzntTbFUmYsfnZ/7B2S39ufXQs1oSkk3/gNKFsy2befraaCy50MOwymftcIgklvRKYFUUxAvuB84GjwAbgWiHE7lbH/BAYK4S4Q1GUa4DLhBCdJsSRAnOYomMUbZeFPiG0P7pNYnPzuurbQnRDK3G69azqJ6IY2+ZWtERrrz0NdDvyujVG6wmpQJq2I9qmFKnMh5LtTc5A6mhNXPd5tOvhc59k29N2n+g4PUGvUAxaZK85wu97RMu2OUJ7z2TrYF+kVvamzzftqzwEy+7VIpiNZrj+fU2gCCV6fu91ZtPhKn7/2l+Ji9hGtWscv/vez0+5VA0d0ej1UVrb2Bz53CQ+H6t10VhZzHfLn+BssRFFAZ9QWG6dx+GpvyUjJYbMpCiGJNlP6QjavszpnJboZHSl7A1uHxWORr/grKWiadqurPfv86elqahvbBY/T0RRIC7C3Coi2oKqwhf7SvGpAqNB4aZZQ8hKsmMyGjAbFcxGA2ajAZNRwWzQ9pmMBixN+/zHmEQjkcc3YyvKxXz0G4xFG1F8jWgT543WIpwzZmmpNU4QgdsVuD0uKMxtSXtxbDsgtEn5hsxuSXuRkBmU9FlVDjdfHyrn64PlrD5QztEqbaTMgLgIZg1NYuawJGZmJZIY1YsJ4MKwQxO0dDrvbj7KYyv2Uels6fgbEGcjLTZCG90SqXVexkVqnZrx7ax7k895038+IXdNUyKotlgjTdiizEREWYiINhMRbSEiSlvbosxERluwRbe831qQFqqK58gRGvxic1PEs+rUUuQoNhu27Gxso0djiIrCW16OdehQLIMGItxu1MZGRKNfDPa0et0kDLvbvhbuRlS3u+UzjY2onlav3dqxJ8VoxBgfjyk+DmNcPMb4piUOU3yr1/73TPFxKJGRp6woffPKm/GpPl656BW9XZGEGZ89vIgjx+O56enL9HYlpHgd9Tx7Xy5TRhcz9e4b9HZHIgkreiswzwAeEkJc6H/9SwAhxJ9aHbPSf8xaRVFMQAmQLDo5uRSYJboQTKFP9WmpA9oTn/ev0CKymmLKBkyG9OmtROGIllzSrcXidgXjVu91NU9ioP90qr5WgnMnwrTqf73tLdj2JqBqIvKkm2HKLScIwhGaAByMPxdhLPD2BXRPD6MTezd8SvrSa5vTNBxesLhrOcAlASFcv3cQ+LJ7fGqz4NxagK6od7eJjK5yeCiscjZPShhIrLgZpxxiunEPMwx7GK8cIELRhK5DymC2GUez3TSaLUoOxpoCpiu7OU4C4+I9TPZtZahrBxbhxoeRougxHI2fxrHEGdTGj8ZqtWIzG7CajNjMBmxmI1aTtm7ab22132LsfKLMTYerWHOgjNgIMyW1jaw5WMau4lqE0PJlz8hKZPawJGYOTWJIkj2woloYP++e+nQ/T356oDl6f1i/KJKirFQ5PVT7J3/tLCWTzWwgPtJCbITZP8rGL0hHfFuQbhKsY/0jbUoOVPD+4+vxCROKwcDUi7Ow2c001LlpqPPQUO9f17lpqPfgqvcgOpjd2BJh8gvQLWK0LdqiCdFRZmx2E6a6cgxHD8KBnTTu3knDjp3UWPtTFTeM+OoDxNbmd3yhDAYUmw2D2YxitfoXC4rFgsFyktdWK4rFimKxoFhbXtevWcPRb/ZRFTuU+JoDpA1PwpKRga+6Cm9VFb7qanxV1dpkh2r7daBYLH7ROa6tGN2JQG2wtaSsyX3mVcq2FJI8YRDT7wit4PTgH24mtjCOYTmDuPSen4bUNsD7Tz1B1e5y4nOSws5+OJcd4MW7XsfjMZE6qjjk9j9652WKV39C/9nnc/GVN4bUNsBzd7yLUJ30G1UelnUv77vwta83vRWYrwTmCiFu9b++HpgmhLi71TE7/ccc9b8+5D+mvKPzSoFZElb0haiiUyF6XCI5zej2BJMSySlO6whqk9HAv747kZz+MXh9ArdPxesTeHyqfxF4fSoeVeDxqnhVFXfTvtbv+wQeVcXjFf5jVFSPm351uxhUt4UhdZtJd+7EKrRJPVWhCYxNum2BYRDrDeP4RoxlrS+bKq8Ft7djofFkKArYmkRnk7GNOO32qewtqWueTNSowKT0BGYN09JejB0Qq++EdKcxXYned3l8VPsnjq1yuqlxeponkq12uv3vtQjSNQ3aa18HYjBAtM3EVONBfu98lRJPDmnmXdRHQqM5usPPCAFe1YbHZ8ejRuLxRbbdViNx+5q27Xh8kbQXHQ1gVFwYvQ24DbFo33xBtPsIJrtXe4l/d+ubIsB4XSbqxKAW+0ohJlv7Ix8QQstW5/Ov1fbWAsXX6tiOUACDgsdoo86e3mLfeRgTPUih1gPcWHFEtti2NhxGoQtzeQQIQQSNEeFpP5zL3mI/AwCD6iGl8F/4lJKQ2I5ocJN5vBFFaJN65/Wz0hARuolJjSKVkvQfE951L+87fe2DQfWSNnpP2InMnQnMIU3apSjKD4AfAAwePDiUpiUSfRk0VRNV9YwqGjRVP1G3L5RfItGB7CnngRSWJWHEpPR4Xr91eoiix8cB12mbPg8Ub6VmxcPEFK1qTk1TOvYOMq74MxnAd1p9UlU1wdvl8eHyqDR6265dHh+N3qb3W7YbvSqNHh+uptceFZe3ZX2otL5ZXDYo8KNzhvGT84cH8RpImujKd89mNpIaayQ1tuuTNQohqGv0Uu3wUN3gbhGgHW6qGzxUOz2k715KmmUfA617EQKO+xKpOamWWweGMk03Psk/MiEUvMKG22fHo9pxq1G4fdrao9qpqR+MW8RpArIAjzUGxVB/wknoVVa2zvAa7KA2qdjgNUShqI6OP6DQ9X+hghahWdBq3bLPTYx2Un/53aZYFF9Nj8vTHTzG2Da2VWMshp73X3Ub1RC+9sO57C32AUVBVYxgziSivjAktuMcHhR/Zy5Cex2sDqz2cEdlahthXffyvtPbvqoYqdrdYUxtWNKVR3sRMKjV64H+fe0dc9SfIiMWbbK/NgghngOeAy2CuScOSySnLHoKvH2BcC+/RCKRhAmT0uNDn5bEaIZBU4i96DeoL1+M8HlQTGbSpl7e7uEGg4LNYOxV3t32ODGKdvbw5ICeX9I5wfjuKYpCjM1MjM3MYCLbPWZv2iW4l76JWWgpkarnPxfSUSvrln7KlqVufMKEUfEyekEc0xZcGXL7KkYM+Bg1L55pC64Kmf3cZ15ly6YoVMWIQfgYPc3J9DtuCYnt9596gmM7W2ynjC8MaTRbONsP57K3Z994XjoX37MlJLY/eudloh96DJMPvEaofuDnIU2T8f5TT2DY6e0z1z6c7Idz2duzHz8qfCbX7ApdSZFhQpvk71w0IXkDcJ0QYlerY+4CxrSa5O9yIcR32j2hH5kiQyKRSCQSiUQScHTOQxzO+b/DGb1TIq1b+inF2/PoPzaTaQvCz76eOZj1zscZzvbDuex629c7B3M4X3u97Ydz2fuCfb3pVQ5m/wnmAU8CRmCREOKPiqI8DGwUQnyoKIoNeA2YAFQC1wgh8jo7pxSYJRKJRCKRSCQSiUQikUgkEomk79PrHMxCiOXA8hP2/bbVtgsI3TgoiUQikUgkEolEIpFIJBKJRCKR6I6cxloikUgkEolEIpFIJBKJRCKRSCQ9QgrMEolEIpFIJBKJRCKRSCQSiUQi6RFSYJZIJBKJRCKRSCQSiUQikUgkEkmPkAKzRCKRSCQSiUQikUgkEolEIpFIeoQUmCUSiUQikUgkEolEIpFIJBKJRNIjpMAskUgkEolEIpFIJBKJRCKRSCSSHiEFZolEIpFIJBKJRCKRSCQSiUQikfQIKTBLJBKJRCKRSCQSiUQikUgkEomkR0iBWSKRSCQSiUQikUgkEolEIpFIJD1CCswSiUQikUgkEolEIpFIJBKJRCLpEVJglkgkEolEIpFIJBKJRCKRSCQSSY+QArNEIpFIJBKJRCKRSCQSiUQikUh6hBSYJRKJRCKRSCQSiUQikUgkEolE0iOkwCyRSCQSiUQikUgkEolEIpFIJJIeIQVmiUQikUgkEolEIpFIJBKJRCKR9AhFCKGPYUUpAw7rYlx/koByaT8s7Ydz2fW2H85lD3f74Vx2ve2Hc9n1th/OZQ93++Fcdr3th3PZw91+OJddb/vhXHa97Ydz2cPdfjiXvS/Y15N0IURye2/oJjCHM4qibBRCTJb2w89+OJddb/vhXPZwtx/OZdfbfjiXXW/74Vz2cLcfzmXX2344lz3c7Ydz2fW2H85l19t+OJc93O2Hc9n7gv2+ikyRIZFIJBKJRCKRSCQSiUQikUgkkh4hBWaJRCKRSCQSiUQikUgkEolEIpH0CCkw68Nz0n7Y2g/nsuttP5zLHu72w7nsetsP57LrbT+cyx7u9sO57HrbD+eyh7v9cC673vbDuex62w/nsoe7/XAue1+w3yeROZglEolEIpFIJBKJRCKRSCQSiUTSI2QEs0QikUgkEolEIpFIJBKJRCKRSHqEFJiDiKIocxVF2acoykFFUX7RzvtWRVHe8r+/TlGUjFDaURTlfEVRNimKssO/PqfVZ770n3Orf0kJoh8ZiqI0tLL1TAjK/t1W9rYqiqIqijK+p2XvgV9nKoqyWVEUr6IoV3b3/L2xoSjKeEVR1iqKsktRlO2Kolzd6r2XFUXJb1X28cEur6Iovlb2PgxB+eecUPcuRVEu7U35u+nXvYqi7PZf+88URUkPlQ2d6r7D8gax7jsqv951f4eitbdbFUVZoyhKTqhsKAFu73vpS4/a/F7YC2p73xXfWh13haIoQlGUbs863VMbetR9J74Epe47saf3s/5GRVHKWtm4tbs2emNHCXCb35vyKsFr7zsq+5wT6j6k7b3/mO8o2rNol6Iob4TKRqDrvbflDVbdd1J+XeteUZQnWp1/v6Io1aGyoUfdd1beIN73HZVf77ofrCjKF4qibPFf/3mhsqHo8zuvI1969KzvpU29n/fpivafY7vf3sBQ2dDpvu+wvD2573tR9mDf84sURSlVFGVnB+8riqL8n9/v7YqiTOyujdMOIYRcgrAARuAQkAlYgG1AzgnH/BB4xr99DfBWKO0AE4D+/u3RQFGrz3wJTA6RHxnATr2uMTAGONTTsvfQrwxgLPAqcGUobQDDgWH+7f7AMSDO//rl7vrT2/IC9XpdYyABqAQie1r+Hvg1p5W9O9v7TgbLhk5132F5g1j3J73GOtV9TKvthcDHobJBANv7APiSQTfb/EBdXwLc3nfVN/9x0cAqIDcY17sjG3rUfSe+BKXuu3J9A133XfxO3gj8M9jfr47sEMA2v7flJXjt/UmvMfq098OALUC8/3VKqGwEst4DUd4g1v1Jr7EedX/C8T8CFoXKhh5131l5g1X3XbnGetQ9Wk7WO/3bOUBBqGygz++8jnzJIHj/7U96jdHneb8E+L5/+xzgtVDZQJ82v8Py0s37PlDXlwDf8/5znAlM7Oj7DMwDVgAKMB1Y1xt7p8MiI5iDx1TgoBAiTwjhBt4ELjnhmEuAV/zb7wDnKoqihMqOEGKLEKLYv38XEKEoirWb9nvtRw/tBdLmtf7PBoqT+iWEKBBCbAfUUNsQQuwXQhzwbxcDpUByD/3olS99wOaVwAohhDOEfn3Ryl4u0N0e7h7b0Knue1veYNnUo+5rW720AyJUNgLc3vfKF53tBbq975Jvfh4BHgNcobShR9135IvO9kL+rNfbToDb/FCVNxg2Q97eA7cBTwshqgCEEKWhsqHHs74jX/qATT3qvjXXAotDZUOnum/Xlz5gU4+6F0CMfzsWKKZ79NiGTs/63pY3WDb1eN7nAJ/7t79o5/2g2dDpvu9teYNhL9D3PEKIVWiidUdcArwqNHKBOEVR0gJl/1RECszBYwBQ2Or1Uf++do8RQniBGiBRJztXAJuFEI2t9r3kH07wmy4Iwb31Y4h/qMtXiqLMPomtQNls4mq+/cOkO2XviV+9JSA2FEWZitZTeKjV7j/6h3g80cUfJr31xaYoykZFUXKbhrSEwGYT1/Dtuu9u+Xvj1y1ovZ4ht6FT3Z/oSyjqvqNrrEvdK4pyl6Ioh4C/AD/WyUZv2/tA+NLdNj9QZQ90e98l3/xD5gYJIZb14PyBtBGSuj+JLwGv+y6WXa9n/RX+duUdRVEGddNGwOwEoM3vrR/BbO9Pdo31aO+HA8MVRfnaX+a5etgI4bO+M1+CVfdduca6/c5TtPRcQ2gRRUJqI9S/8zrwJai/805yjfWo+4eA7ymKchRYjhZdrYeNUP3O68yX7j7rA2GzCT2e99uAy/3blwHRiqJ0R9cJiI0Q3ved+dLd+z5Q1zfQ93xXCIXuc0ohBWYJiqKMQov6ub3V7u8KIcYAs/3L9UF04RgwWAgxAbgXeENRlJiTfCYgKIoyDXAKIVrn1Qll2XVD0XrXXgNuEkI0Rfn+EsgGpqANM3kgBK6kCyEmA9cBTyqKkhUCm03lHwOsbLU7ZOVXFOV7wGTgr6G2oUfdd+BLUOv+JOXXpe6FEE8LIbL8538w1DZC3d534EvQ2vyTlF2X9l5RFAPwOHBfoM/dHRuhqvuT+BLwuu9i2fV61n8EZAghxgKf0DKiKqR2Qtjmd+ZHsNr7rpRdj/behJbC4Wy0aLrnFUWJC6WNED/rO/MlWHXflfLr9jsPTex4RwjhC7UNnX7jt+dLsH/jd1Z+Per+WuBlIcRAtKHzr/mfUSGzEeLfeR35Esz/9icrv17P+58BZymKsgU4CygCAn3vd2ojxPd9Z74E477vStn1bO8lfqTAHDyKgNZRFAP9+9o9RlEUE9owj4pQ2lG0BOnvATcIIZp7uoQQRf51HfAG2tCFoPghhGgUQlT47W1C63EbfhJ7vbLZ6v1v9XT1oOw98au39MqG/yG/DPi1fzgHAEKIY/4hHo3AS3St7L3ypdX1zkPLkTUh2Db9fAd4TwjhaeVLT8rfbb8URTkP+DWw8ITogqDb0KPuO/IlmHV/kmusW9234k3g0lDaCGB73ytfetjmB+L6BqO974pv0Wj5EL9UFKUALUfbh0r3JvrrlY0Q132HvgSp7rtyfXV51gshKlq1Py8Ak7ppo9d2Atjm98qPYLX3XbjGerX3R4EPhRAeIUQ+sB9NDA2JDR2e9R36EsRn/cmusd7P+vai6YJuQ8ff+J21s8H6jd/RNdar7m8B3vbbWwvYgKRQ2dDhd167vvTwWd8rm63e1+t5XyyEuFxoovqv/fuqQ2Uj1Pd9Z7704L4PxPUNxj3fFUKh+5xaiD6QCPp0XNB61fPQhu00JSsfdcIxd9F2Arq3Q2kHiPMff3k750zyb5vRchffEUQ/kgGjfzsT7aZMCPY1RutgKQIye1P2nvjV6tiX6dkkfz224T/+M+An7Ryb5l8rwJPAn4PsSzxg9W8nAQfoZCKPQF5jtNy8c3pb/h58Jyeg/dAa1t16760NPeq+E1+CVvcnu8Y61v2wVtsXAxtDZYMAtvcB8KXbbX5vry9Bau+76tsJx39J9yfb6bENPeq+E1+CUvedXd9g1X0Xv5NprbYvA3KD8f3qyA4BbPN76Ucw2/tOrzH6tfdzgVdalbkQSAyFjUDWewB8CWbdd3qN9ap7/3HZQAGgdOf8vbWhR9134ktQf+N3do31qnu0lGw3+rdHouUH7vJ3oDc20Od3Xke+BPO/fYfXGH2f90mAwb/9R+DhUNlAnza/I1+6fd8H4voShHu+1Xky6HiSv/m0neRvfU9snE6L7g6czgvasI39aELHr/37HkaLqAOtx20JcBBY37oxDIUdtOHDDmBrqyUFbXKkTcB2tEkCnsL/kAiSH1f47WwFNgMXh+Iaow2pO/GPSI/K3gO/pqBFXjjQIqp3hcoG8D3Ac0K9j/e/9zmwA9gJ/AeICrIvZ/jtbfOvbwnFNUZ7UBThf1C12t+j8nfTr0+B462u/YehsqFT3XfkSzDrvsNrrHPdP0VLW/cFnYhkgbZBgNv7XvrSoza/N9eXILb3XfHthGO/pAezmffUhh5134kvQan7zq5vMOu+C9/JP/nPv83/ncwOxverIzsEuM3vhR/BbO87vMbo294raKlbdvttXRMqG4Gu9176Esy67/Aa61n3/tcP0UMxozc29Kj7TnwJWt13do31rHu0ici+9pd5K3BBqGygz++8jnwJ5n/7Dq8x+j7vr0QTU/ejjaaxhsoG+rT5HfnSo/u+N9eX4N7zi9FSvnjQdIVbgDvwd1KgPYee9vu9gx78vj/dlqbeHolEIpFIJBKJRCKRSCQSiUQikUi6hczBLJFIJBKJRCKRSCQSiUQikUgkkh4hBWaJRCKRSCQSiUQikUgkEolEIpH0CCkwSyQSiUQikUgkEolEIpFIJBKJpEdIgVkikUgkEolEIpFIJBKJRCKRSCQ9QgrMEolEIpFIJBKJRCKRSCQSiUQi6RFSYJZIJBKJRCKRSCQSiUQikUgkEkmPkAKzRCKRSCQSiUQikUgkEolEIpFIeoQUmCUSiUQikUgkEolEIpFIJBKJRNIj/h8QefeLJpvSagAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -387,11 +984,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.028977\n", + "2 4 [0.025,0.05) 0.014899\n", + "3 4 [0.05,0.075) 0.010970\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.035397\n", + "6 5 [0.025,0.05) 0.011481\n", + "7 5 [0.05,0.075) 0.008717\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.170067\n", + "10 6 [0.025,0.05) 0.007413\n", + "11 6 [0.05,0.075) 0.184418\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.765559\n", + "14 7 [0.025,0.05) 0.966207\n", + "15 7 [0.05,0.075) 0.795895\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -399,11 +1019,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.003031\n", + "2 4 [0.025,0.05) 0.015234\n", + "3 4 [0.05,0.075) 0.005270\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.002668\n", + "6 5 [0.025,0.05) 0.011374\n", + "7 5 [0.05,0.075) 0.038322\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.196690\n", + "10 6 [0.025,0.05) 0.019510\n", + "11 6 [0.05,0.075) 0.039520\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.797611\n", + "14 7 [0.025,0.05) 0.953881\n", + "15 7 [0.05,0.075) 0.916888\n" + ] + }, { "data": { - "image/png": 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s7Xec3MgPjttpxG0mEgl222233NeXXXYZJ598Mqeeeiq33nor++yzD8899xxNTU3Mmzdvs/u+/vrr7LHHHtv+5opIGsxCCCGEEEIIIYQQQgiRh+5kmoxh/jtjmF+P1GDOx1ARGQAnn3wy+++/P7/5zW+GjMcoF9JgFkIIIYQQQgghhBBCjHvbmjQGMx7j9L8/RyqdweN28YdTFhQtJmPatGnMmjWLJ554gn/84x88++yzW91mp5124o477ijK/vPlcnTvQgghhBBCCCGEEEIIUSH2mBHipi/sy9eO2I6bvrBv0ZrLllNPPZWvfvWrzJ49m6lTp251/SGHHEJ/fz9XXHFF7rJXX32Vp556qqh1DbbNBrNS6mqlVLtS6vVhrldKqT8qpd5XSr2qlNrd/jKFEEIIIYQQQgghhBDCeXvMCPHlT8+1rblsZTBbf7797W/nrjvxxBN54403ho3HUEqxdOlSHn30UebMmcNOO+3EZZddxsSJE22pLR/5RGRcC/wvcP0w1x8FzMv+2Qf4S/ZvIYQQQgghhBBCCCGEECPQdX3Y61paWkilUltdvmrVqty/J0+ezJIlS4bdxrXXXjuW8rZpmw1mwzCeVErNHOEmC4HrDcMwgOeUUkGl1CTDMNbbVaQQQgghhBBClK2PX4BVT8HMg2Da3k5XU3LxV14h/uJL+PfeC/+CBU6XM67Ely8n/sKL4/Kx37AyxkdvdDFxToAJMxtLvv+Nq7ppX9XD1O1DTJwdKPn+nXzfGc/Pu3Igj78oR3Ys8jcF+HjQ12uyl0mDWQghhBBCCFHdPn4Brj0W9H5we+Hse8ZVkzn+4ousPutsMAyU18v0a66WhkeJxJcvZ/XpZ5iPfW3tuHrsN6yMsfQ3r5DRDadL4eUHXCz86oLSNplXPwvXHGX+2+2Fs+8u2ftOfPlyPjr7HIyBAfN5d+014+Z5Vw66//lP1n75K+ByoWpqxtXrXpQ3OxrMeVNKfRH4IsD06dNLuWshhBBCCCGEsN+qp0AfMP+tD5hfj6MGc+TWW8Ewm3zGwIA5VSfNjpKIv/AiZDIAGKnUuHrs174b2ay5PGPnZqbt0FSy/X/8VpjVr3cBoOsZ1r4bKW2D+f1HgOz3X+L3nfgLL2JkT9Ufb8+7ctD7z8fMf2Qy8viLsmJHg3ktMG3Q11Ozl23FMIwrgCsA9txzT+cPNQohhBBCCCHEWMw8CFwaZNLgcptfjyP9q1Zv+iKToWbuHOeKGWf8e+2V+7fyePDvvdcIt64uU+aHUC6FkTFwe1zsefTMkjZ4J8xq5KM3wxgZA01zMWW+PYt85a11h+w/FGg1JX3f8e+9F2gapNMoTRtXz7ty4Jk82fyHUuPudS/Km8uGbdwNnKVM+wIxyV8WQgghhBBCjAvT9ob5R5r/PuDicTW9PLBqFf1vvEHwpBNpOuccqK0lct31GCMsVCTsUztnNgCuurpxd5r8xNkBJs8P4q33lD6eIrv/7fedAMBxF32i9BnMjZPMv5vmlDQeA8C/YAENR5rvecEzTh9Xz7tyoDWaeeP+PfcYd697Ud62OcGslLoFOBhoUUqtAX4AeAAMw/grcD9wNPA+EAfOLVaxQgghhBBCCFF2XJr5t9eBhb4cFLn9dtA0Wr78FTwT2qidP5/13/kOXVf+nZYLzne6vKqnRyKAGU3i2203Z4txgAKCbX5nFtgDWqY1AhsITqgr/c7jZjwH3kZHDmq5PB4AtLr6ku97vNOj5uveM2OGNJdFWdnmBLNhGKcahjHJMAyPYRhTDcO4yjCMv2abyximLxuGMccwjF0Mw3ip+GULIYQQQgghRJnoyzZ7+jqdraOEMgMDxO5cSsMhn8YzoQ2AwAmLaDz6aDr+9CcSK1Y4W+A4kA5nG8ypFJm+PoerKb1ETwpfg8ex/Vv7TvQOlH7n1ntN3Jn3HD0c3uxvUTrp3GMfcbgSYTdN09htt91yf1atWgXA73//e7xeL7FYLHfbxx9/nGOPPRaAa6+9lq985StOlLwZOyIyhBBCCCGEEGL8sqYJrb/Hgd5HH0WPRAiedFLuMqUUE//nh3gmTmTt17+B3tPjYIXVz5pkhE3TzONJsncAb71zDWZr38neVOl3Hg9v/neJpbPPvcHPQVEaeiSa/Vse+2rj8/lYsWJF7s/MmTMBuOWWW9hrr7248847nS1wG6TBLIQQQgghhBBjYU0RjqMGc+S2JXimTKHugAM2u1xraGDyr39Fav16Nvzoxw5VNz4Mnh4db5OkhmGQ6E3hq69xrAZr34keJxrM2fecgV5IJUu+e2t6Ni1TtCUn0+Nl5OMX4KnfmH8XyQcffEBvby8/+clPuOWWW4q2HztsM4NZCCGEEEIIIcQwMplB04Tjo8Hc/+GHxJ9/ntZLLkG5tp5Z8i9YQMuX/5vOP/6J+gMPILBwoQNVVr/0oAnG9DibZkwldTK64egEs8+aYO5zosHctfm/A1NKuntrelamaEvPmhpPR6POFlLNHvg2bHht5Nv0d8PG18HIgHLBhJ2htnH420/cBY76+YibTCQS7JbN0581axZLly7l1ltv5ZRTTuGggw7inXfeYePGjUyYMGGU31BpyASzEEIIIYQQQhQqGQVDN/89TjKYo7ffAW43gcUnDHublvPPx7/nnmz4nx8xsHp1CasbPwZnsI63PFYr99jJDGaruZ3ocTCDGUqew5wZGCDT2wvIFK0TrKnxTCyGkXLg4IYwJWNmcxnMv5OxkW+fh8ERGUuXLgXMeIxTTjkFl8vFZz/7WW6//fYx76dYZIJZCCGEEEIIIQplTS97g+NigjkzMEBs6VIaPv1pPG1tw95OaRqTf/VLVi46gbVf/wYzb7oRVeNcnEE10iMRXIEAmVhs3E2SJrK5x9465xrMmttFjVdzKIO5y3zPSUZL/r5jZQC7AgHS0SiGYaCUKmkN45WRyaBHo5te97EY7pYWp8uqPtuYNAbMWIzrjgd9ALQa+OzfYdretpbx2muv8d5773H44YcDMDAwwKxZs8piQb+hyASzEEIIIYQQQhTKmh5s3c5s9ujVPVHW8/Aj5uJ+J5+8zdt6Jk1i0o9+RPK11+j4059KUN34ko6EqZkyBeXxoEfG1yRpMpt77Gtw9qCFt6Em1+wuqXiX+Z4D0FfqBrP5XKudPRtSqdw0syi+THc36Lr52ANpmSB3zrS94ey74ZDvmn/b3FwGc3r5hz/8IatWrWLVqlWsW7eOdevWsbpMzwqSBrMQQgghhBBCFMqaHmyZb/6dqO5J0uiSJXimTqVu//3yun3jZ44geOKJdP39KvqefbbI1Y0veiSK1tSEFgqNuwxmq6nrczCD2dp/srfEERmGYUZkWO85JY7IsKbla+bM3uxrUXzprR77qIPVCKbtDQddWpTmMsCtt97KCSdsHkV1wgkncOutt25122uvvZapU6fm/qxZs6YoNY1EIjKEEEIIIYQQolB9gyaYra/rh4+OqGT9Kz8k/sILtH71q0Mu7jecCZd9m/jLL7Pum99i1t134Q6Filjl+KGHw9TMnIHW1DRuM5idXOQPzAZzb7S/tDsd6AO9H5rnmIuLlTgiw5qarZ09B8jmME+fXtIaxiurmZ977MfZmQvVrneLswFWrly51W1++9vf5v598MEHA3DOOedwzjnnFLO0vMgEsxBCCCGEEEIUypoebNlu86+rUPT228HtJjjC4n5Dcfn9TPntb9CjUdZ/57sYhlGkCscXPRzGHQqhhYLjbrG1ZE8Kze3CU6s5Woe33kOip8QRGdZ7TF0r+JpKvriodTCjdo4V0zC+Dm44yXqdb3rsx9frXpQ3aTALIYQQQgghRKHiYfD4ITA1+3V1LvSX6e83F/c75BDcra2jvr93++1p+8bX6f3Xv4jcfHMRKhxfMv39ZOJxtFAT7lAT6ej4avIl+lL4GjyOLy7nq68h2Zsq7UET6z3G3wJ1LQ4s8hcBpaiZOXPT16IkchEZsyWeRJQfaTALIYQQQgghRKH6OsHfbP6xvq5CPQ8/gh6NEjz5pIK3ETrzTOo+eRDtv/glyXfftbG68cdqLGmhEFooNO4iMpI9A47HY4A5waynM6T69dLt1FrUz3rfKXVERiSMFgigNbcAEtNQStbr3N3aiquhYdy97kV5kwazEEIIIYQQQhQq3pVt9DRlv67OZkt0yRI806ZRt19+i/sNRSnF5Msvx9XYyLpLLyWTTNpY4fiSazA3hdCaQmR6ejBSJY5qcFCiN+X4An8AvgazhmRvCR97q6Fc50yD2Vpc0lXnR9XUjLsFJp2kRyIovx+X14vWFJIJZlFWpMEshBBCCCGEEIWKZyeYNQ94A1WZwdy/ciXxF18keOKJo1rcbyju5mYm//zn9L/3Pu2//KVNFY4/VvaqOzvBDIyrRl+iN4W3vsbpMvBlayhpDrP1HmNNMJc8gzmMFgqhlBqX0/NO0iNh3MEgAO5giLRMj4syIg1mIYQQQgghhChUvMvMQQUzE7UKM5ijty0paHG/4dQfeABN555L5OZb6PnnP23Z5nijR6IAaE1NuJuaNrtsPEiWyQSzFdOR6B0o3U7jXeDyQG2j+d6TCEMmU7Ld65EI7ibzoIbW1CRTtCWUjkTQsq9387GPOluQEINIg1kIIYQQQgghCtXXtSl/2YFpwmLL9PcTW7aMhsMOw93SYtt22756Cd4dd2T9d75LauNG27Y7XujZCWYtFEILms2+8ZKFq6czDCTSuXgKJzkSkWHlvitl/m1kIBkt2e7TkUjuOecOBWWKtoT0cCR3xoI5PS6PfTXRNI3ddtst92fVqlU8/vjjHHvssQBce+21uFwuXn311dx9dt55Z1atWgXAzJkz6ew0P4P89Kc/ZaeddmLXXXdlt9124/nnnwfg4IMP5qWXXsrdf9WqVey888621C8NZiGEEEIIIYQoRCoBqb5NDea6lqrLYO55+GH0WIzQSSfaul1VU8PkX/+azMAA6771bQy9hIukVQE9GgGXC62xEa3JajCPj0nSZJ/ZzC2HiAyrhkRJM5jDm581ASU7c8IwDPTBU7QhmaItpcHT4+5sBrNhGA5XJezi8/lYsWJF7s/MmTO3us3UqVP56U9/OuJ2nn32We69915eeeUVXn31VR599FGmTZtWpKo3kQazEEIIIYQQQhTCaurkJpibqi6DOXLbbXimT8e/7762b7t29iwmfu+7xJ97jq6rrrZ9+9UsHQ6jBQIoTcNtZTCPk2lGK++4HCIyarwaLk2RLGlERuemRUWtv0t05kSmuxt0HS0UBGSKttQGT49roRBGKkWmr8/hqsavFe0r+Ptrf2dF+4qS7fPYY4/ljTfe4J133hn2NuvXr6elpYXa2loAWlpamDx5ctFrcxd9D0IIIYQQQghRjawG85YZzIZhnr5e4fo/+IDESy/T9vVLx7y433ACixfT+/TTdPzxj9Ttuw++XXctyn6qjR6JbpoizS76NV4mSa1mrrcMGsxKKbz1nhJPMHfBxOzrpK60E8zWlLw7lwMcItPbizEwgKpxfqK8mmWSSYx4fLPpcTB/Jlp9vZOlVZ1fvPAL3g6/PeJtegd6eSfyDgYGCsV2oe2orxn+57B90/Z8a+9vjbjNRCLBbrvtBsCsWbNYunTpVrdxuVx885vf5Gc/+xnXXXfdkNs54ogj+NGPfsT8+fM57LDDOPnkk/nUpz6Vu/7000/H5/MBMDAwgMum/99lglkIIYQQQgghCmFNDQ7OYNYHoL/HuZpsFF2yBDweAifYs7jfUJRSTPqf/8Hd1sraS7+O3ivTePnQw+HcFKnyeHA1No6bSVKrmesrg4gMMOuwpqpLwspghk1/l+jMiXTYbDBbOcC56flxcnDDSVZzf9P0uPn3eHndl5ueVA8GZjyJgUFPauz/7w+OyBiquWw57bTTeO655/jwww+HvL6+vp6XX36ZK664gtbWVk4++WSuvfba3PU33XRTbj/333//mOu2yASzEEIIIYQQQhTCylu2clAHTxN6G52pySaZZJLosrtoOOxQ3M3NRd2X1tjIlF//mtVnnMnGH/+Iyb/4RVH3Vw30aISambNyX7tDITOXeRywFtQrhwlmMOso2SJ/etpc0M+hDGbrOWZNz+amaKMRPBPaSlLDeLXl9Lj1d3qcZK+X0rYmjcGMxzjv4fNIZVJ4XB5+ftDP2a1tt+IXB7jdbi699FJ+McL/lZqmcfDBB3PwwQezyy67cN1113HOOecUtS6ZYBZCCCGEEEKIQlhTgw41e4qp5+GHycRihE4+uST78+++Oy3//d/E7rqb2D33lGSflSwd3rTQGoDW1JSbLq12iZ4BUOCtK495OV+Dh0SpMpgT1kGt7EEfjxdq6qGvRA3m7LSstdBcboFJmaItutz0eC6eJNvcHyev+3KzW9tuXHnElXxlwVe48ogrS9Zctpxzzjk8+uijdHR0bHXdO++8w3vvvZf7esWKFcyYMaPoNZXHO7IQQgghhBBCVJp4FygXeIPm17nT1Su/wRy5bQmeGdPx7713yfbZcsH59D37LBt++D/4dtuNmhKsel+JjEwGPRrNnSIPZmRBau1a54oqoWRvilq/G5dWHvNyvroSTjBvubAoZBcXLc17TjoydESGLlO0RZeLyBi0yN/gy0Xp7da2W8kby5aamhouuugiLr744q2u6+3t5cILLyQajeJ2u5k7dy5XXHFF0WuSBrMQQgghhBBCFKKvE3xNYC2QU9e86fIK1v/++yRefpm2b3y9aIv7DUW53Uz51S9ZuXARay/9OjNvuhHlKY8YhHKS6e4GXc+dIg/mJGnytdccrKp0Er2psslfBvA21NAfT6PrGbRiN737tjhrArKLi5bmPUcPR1A+H67sAmHWFO14mZ53kh7ZfHrcVVeH8nhyl4vK19vbu9VlVswFmFPLg2MuLrroIi666KLc16tWrQKgpaWFZ555Zsh9PP7445t9PXPmTF5//fUx1W0pj0N+QgghhBBCCFFp4l1bTBJWxwRzpASL+w3HM3kyk378I5KvvkrH//5fyfdfCbacIgVzkjQdjWIYhlNllYzZYC6fAw9WLf196eLvLL7FwqLWv0t0UEuPRDafnA8EcpeL4kpHIqBpuBrNfH+lFFooJBnMomxIg1kIIYQQQgghChHv2nySsKYetNqSTRMWQyaZJLbsLhoPP2yzCdlSajzySAKf+yxdV1xB33PPO1JDOcudKh8aNMEcaoJUiswQE3DVJtk7UDYL/MGmxQYTPSXIYc5FZAx636lr2bTgaJGlI2Hcg553yu1GCwRkirYE9HAELRjc7KwSralJMphF2ZAGsxAlEl++nM6/XUF8+XKnSxFCCCGEEHbo6zTzTy1KZacJK3eCueehh8h0dxM8qTSL+w1n4ne+Q83Mmaz71rdkQm8L1oJqW2YwD76umiV6ynOCOVGKHGbrvWXw+46/uaQRGYMn58F87klERvHp4fBmr3kw3wPGw2teVAZpMAtRAvHly1l91tl0/O53rD7zTHqf/rfTJQkhhBBCiLGKd20+SQhmDnMFR2REbltCzYwZ+Pcp3eJ+Q3H5/Uz5za9Jh8Os/97/GxfRD/myGu6DJ8ytXNZqjyowDINkbwpvQ/lkMPuytZRkob94F3gDoA1qsPubIRWHgXjRd69HImhNWzSYm5qq/nlXDvRIZLPpcQB3qIl0VB57UR6kwSxECcSffwFS2Q8caZ01X/4ynX/5C3pvn7OFCSGEEEKIwmQykAhvnoUKJZ0mtFv/e++ReOUVgiedhFLK6XLw7rgjbV/7Gr3//CfR225zupyyYZ0SP3iS1Pp3tU+SDiTSZDJGWU0wlzYio3Po9xwoyYEtPRzGPcQEs0zRFl86MvT0uERkiHIhDWYhSsGtmX+7FKqmBu/OO9Pxhz/ywWGH0XXV1WQSCWfrE0IIIYQQo5OMgpHZPIMZzInmCp1gjiy5HeXxEFhc+sX9htN09lnUHXggGy//Of3vved0OWVBj0RQfj8urzd3mZadZq72SVIrhqIcG8zJvhJNMG911kTLpuuKKNPfTyYe3yz7G8zpeZmiLb6hp8dDZHp6MFIleO4JsQ3SYBaiBPqefAqtuZnWCy9i+nXXMvOmG5m55Da8O+9M+69+xftHHEH4hhvJDJTgqLcQQgghhBi7vuyU8lDThBWYwZxJJonddRcNhx++1YSik5TLxeSfX46rvp61l36dTH+/0yU5To+EcQeDm12mBUO566qZFUNRThEZmuai1u8m0VOiDOZhJ5iLe+bEpsUlt2hyBkPokajE2BSRkcmgR6NDTjADklNfJerr63P/vv/++5k/fz6rV6/mhz/8Ib/+9a8BOOecc7jjjjs2u9+qVavYeeedS1rrUKTBLESRJd96i/gLL9D8X+fS8qUL8C9YAIBv112Z/vcrmXHTjdTOnMXGn/6UD474DJHblsgRSCGEEEKIcmdNC27Z7Klrgf4Y6JX1ea77gQfNxf1OdnZxv6G4W1qY/PPL6X/3Xdp/+Suny3FcOhLJTSxbXHV+VE1N1TeaynGCGcBb5yHZW4qIjC4z530wa6I5XtyDC7kG8xAZzKTTZHp6irr/8UyPxSCT2TqDOXfmQtSBqkSx/POf/+Siiy7igQceYMaMGU6XkzdpMAtRZOHrrkf5/QRPPHHI6/177MH0669j+jVX45k4kQ0/+AEfHHU00aXLMNLpElcrhBBCCCHyEh9ugjnbAKiwmIzokiXUzJyJf++9nC5lSPUHHUTT2WcRuekmev71L6fLcZQe3jqLVSk1LvJYrZxjb5k1mH0Nnlzzu2gMY5gM5ux7Tl9xJ5jT2ZzlrTOYgwCSw1xEI02Pm9fLY++E+PLldP7tCuLLl9u2zSeffJLzzjuPe++9lzlz5ti23VJwO12AENUs3dFB9333ETzpJLTGxmFvp5Sibr/98O+7L31PPknHH/7I+ssuo+tvf6Plwq/QeNRRKJccDxJCCCGEKBtWA3moDGbr+oaJpa2pQMl33yWxfDlt3/xmWSzuN5zWSy+l74UXWf+d7+K9axmetjanS3KEHolQO2f2VpdrTU1Vn8GczE0wl09EBoC3voaecLK4OxnoBX1g6wxmbxCUVvSDWtaU7JbT89YUbToSoWbmzKLWMF4NPz0e2ux6YY8NP/sZ/W+9PeJt9N5e+t9+2zzwoxS122+PNijiYku1O2zPxO98Z8Rt9vf3s2jRIh5//HG23377gmp3knSshCiiyC23YKTTNJ15Rl63V0pR/6lPMfMfdzDlT39EeTysu/TrfLhwEd2PPCK5VkIIIYQQ5WKkDObB11eA6G1LzMX9TljkdCkjctXUMOU3vyaTTLL+29/GyGScLskR6UgkN7k4mDsUJF3lk4yJ3hRujwtPreZ0KZvx1XtI9hQ5ImO49xyXy5xiLnYGc3ZCebgcYGlyFs9w0+PW12mZHi+5THe32VwGMAzz6zHyeDzsv//+XHXVVWPelhNkglmIIskkk0RuuZX6gw8e9ZFcpRSNhx9Ow6GH0v3AA3T+6X9Ze+FFeHfaidaLLqTuk58s6+kSIYQQQoiqFw+Dpw48vs0vrxs0wVwBMokEsbvvpuEznymrxf2GUzt7NhO+cxkb/t/3CV99Nc1f+ILTJZVUJpnEiMe3miIF0EJNDKxZ60BVpZPsHSi7eAwwIzsSfSkMwyje72lWxvKWZ02AOdVc7AnmaARcrq3OzNVCVg6wNJiLZdME8+avey272KdkMNtrW5PGYMZjfHTuf2GkUiiPh8m//lVuva1CuVwulixZwqGHHsrPfvYzvpNHHeVEJpiFKJLue+9Fj0RoOvvsgrehXC4CxxzD7HvvYdLll6PHYnx8/gWsPvU0+p57zsZqhRBCCCHEqAyVhQqbLquQBnP3Aw+S6ekheNLQ64WUo+DnPkfDEUfQ/vs/kHjtdafLKalNWazBra4zM5ire5Ix0ZvC11Be8RhgRnZk0gappF68nQyX+25d1lfc95x0OIwWCKC0zafH3dnnokzRFo+Vrb5V9rrHg6uxsepf9+XIv2AB06+5mtaLLmL6NVePubmc267fz3333cdNN91UcZPM0mAWoggMwyB83XXUbr89/n32HvP2lNtN8IRFzLn/Pib+8IekNmzgo3POZfVZZxN/+WUbKhZCCCFEpduwMsbLD65iw8qY06WMD/EuqBui0eOrrEX+okuWUDN7Nv69ynNxv6EopZj04x/hbm1l7dcvRe/tc7qkkrEazO6hJpibQmR6ezEGihzV4KBkb6psJ5iB4i70Z72nDNVgrmsuSQbzUJPzyu9H1dbKFG0R6ZEILr8fV23tVte5QyFzulyUnH/BAlrO/6JtzWVLU1MTDz74ID/5yU+4++67t7r+/PPPZ+rUqUydOpX99tsPgHfeeSd32dSpU7n99tttrSkfEpEhRBH0PfMM/e+9z6TLL7f1FClVU0PolJMJnLCI6G1L6LziClaffgZ1Bx5I68UX4dtlF9v2JYQQQojKsf6DKHf9bgW6nsHtdrHwqwuYODvgdFnVra8T6lq3vlxzgy9UERnMyXfeJbFiBW3f/lbFxa9pgQBTfvVLVp91Nmu/9jX8e+yBf++9bP9Fv9ykw0OfKg+DF1uL4plQnQsgJnoGCLT6tn3DEvM1WA3mItZnvacMG5FR/AzmoWJ0lFLmApMyRVs06Uh4yNc8mO8F1vuCqGy9vb25f0+bNo0PP/wQgOOPPz53+bXXXjvkfVOpIh7cypNMMAtRBOHrrkNraaHxmKOLsn1XbS1NZ53J3Ecepu0bXyf5+uusOvEkPv7vL5N8e+TVToUQQghR+TJ6ho6PevjPYx/z4BWvc88f/4OezoAB6VSG91/e6HSJ1S8eHnqSEMzLK2CCOXrbbaiaGgILFzpdSkH8e+5JYNFC+p58ko4//IGPzv0v4suXO11WUeUiMoZY5M+6rJqnGct9gjlZ1AnmTtBqoKZ+6+v8zeZ7UqZ4ER16NLJVRINFCwUlg7mI9Eh0hMc+JI+9KAsywSyEzfo/+IC+J5+i5cKv4Kopbj6Yy+ej+fOfJ3jyKURuuJ6uq6/hw0Un0HDUkbR+5SvUzplT1P0LIYQQojRSAzobP+xm/ftR1n8QY8PKWC7rs6HJy8TZjax9N0pGN1c0f/WxNYBir2NmUusvv2ZMVYh3Dj1JCCWZJhyrSlvcbziuumyzLZPBSKWIv/BiVU8x6xFzStTdNESDOXtZtU6S6qkMA0kdX315ZjADJHqKHJHhb4GhzjaoawEMSESHju6xQTocwbf7HkNe5w41kZYmZ9Ho4TBay9A/V60pRPK110pckRBbkwazEDYL33BDNsrilJLtU6uvo+VLXyJ02ml0XXstkeuup+ehhwkcdywtX/4yNdOnl6wWIYQQQoxdoneA9e/Hcg3ljtU9ZDIGKGieXM92+0xk8twgE+cEaGjyAmYG89p3IzRPqefD/3Tyn8c+5p3nN7DvwtnscMBkXK7KikAoawNxSMXBP/Qpy/ibIbq6tDWNUvf9D5Dp7SV08klOlzImdQceSOSGG0AplMeDf+/KyZIuRDoSAU3D1di41XXWgYJqnWZM9pnN23KcYPaVYoK5r2vksyYge+DL/gazkcmgR6NDLi4J5hTtwEcf2b5fYdIjEWrnzh3yOncoRDoaxTCMios6EtVFGsxC2CgdiRBbdheNxx+Hu7k4R45HogUCtF18MU1nnUXX3/9O5Kabid17H8HFJ1D3yU8ysPLDcZFNJ4QQQlQSwzDo7kyazeRsQzmyIQ6A5nbRNrOB3Y6YzqQ5ASbNCQw7kTxxdiCXuzxzlxZ2/uQUnlryLo/f9A6vPbGWg06ax5T5lTupWlZyi20NM8Fc1wxry3sh5siS26iZMwffHkNPJFaK+oMOBJcL/5570vrVS6r+c64ejqAFgyjX1mmXVkZrteaxJnrNxQutvONy4vFquNwqV2NRDLewKAxqMBcnmifT3Q26PuTikmBO0Vbr5Hw5SEciw2cwh5oglSLT24vW0FDiyoTYRBrMQtgouuR2jGSSprPOcrQOdyjEhG98g+ZzzqHziiuJ3Hwz0dvvMCc7amuZfs3VVf/hWwghhChXmYxB15pe1r0fNaeUP4gSj5lNiVq/m0lzAmy/3yQmzQnQNqMRzVPYsimt0xs44dLdef/ldp65832W/XY5c3ZvY//Fc2hsKb9FsiqKFX+xrQxmwxj6dHaHJd9+m+R/XmXCZd+u+Ik35XLhbm7GM33auPh8q4fDw0+RBgK521QjK37CV4YTzEopfPU1JIqdwRwc5jluvRcVaXHR3OKSw8TpuEMhMn19ZAYGih4TOd5kEgmMRGLEDGbIvjdIg1k4SBrMQtjEGBggctNN1O2/P975850uBwB3aysTv/sdVG0t4b//HQxjXGTTCSGEEOUkNaDT/mG32VDeIj+5vqmWKfNDTJ4XZNKcAE2T6lA2RlkopZi35wRm7drC8kc+4pUHV7PqtU4WHD6d3T8zA0+tZtu+xhVrSnCkDOZMCvq7wRsoXV15ii5ZUtGL+21Ja2lB7yz/RRXtoEciuENDTzIqtxstEKjaRf6s+AlvGWYwgxndUdxF/rpGOGuiZdNtisB6TmnDPPesy/VIBNeECUWpYbyyIm+Gyl0ffLkeicCMGSWrS4gtSYNZCJt0P/QQ6fZ2Jv34R06XspWGQw8hcv31GAMD5imEVZ5NJ4QQQjhlw8oYq17rxFOrkexLs/796Bb5yXVst/dEJs0LMGlOMJefXGzuGo29jpnF9vtN4tmlH/DS/at465n17HfCHObvPaHip1hLrs+KyNjG6ep9nWXXYM7E48TuvoeGIz+DFgw6XY4t3M3NpLvGR4M5HYmMuJC3FgpVf0RGGU4wg1lXoqdIERl6CpKx/DKYi7H77FT8SBnM1u080mC21bamx63Lq/V1P57U19fT29u72WWxWIwLL7yQZ555BsMwOOCAA/jTn/5EIBAgk8lwySWX8Nhjj6GUwuv1smTJEk455RT6+/sJh8MkEgmmTJkCwLJly5g5c2bR6pcGsxA2MAyD8HXXUzNrFnUHHeR0OVvxL1jA9Guv4eMLvkTNjBkyvSyEEELYJJef/EGUD17pYNWrm365VxpMnBVgt8OnM2mumY/srXO2MdLQ5OWIz+/ELp+awlNL3uPRa97k9SfWcOBJ85kwc+tFw8Qw4ttoMOemCcPQPHwz0AndD1iL+53sdCm2cTc30//BB06XURJ6JII2zCQjmDnM1brIX6I3BQpqHX4fHY6v3kNPV7I4G49nY0+Gy2B210JNw6bb2Sydm6IdeoJ5sylaYSvrMR12erypabPbiery+c9/np133pnrr78egB/84Ad84Qtf4Pbbb+e2225j3bp1vPrqq7hcLtasWUNdXR3PP/88ANdeey0vvfQS//u//1uSWqXBLIQNEq+8QvL115n4wx8MueBGOfDvvjtNZ5xB51/+QmrjRjmyLIQQQhQgkzHoWtubXZAvxvr3o/Rl85M196DPAAr2OnoWex0zy6FKRzZpbpATv70nbz+3nmeXreSOn7/E9vtNZN9Fc6gL1DpdXvmLd5pHELzBoa/3N226XZmJ3LaEmrlz8O2+u9Ol2EZraUbv7MQwjKqexjcyGfRodNhJRjCnGVMffVTCqkon2ZPCW+fBZWOMkJ28DUXMYN5W7juY7ztFymDWZYrWMXpkG9PjwdBmtxOls2FljLXvRpgyP5RbZNlO77//Pi+//DK33XZb7rLvf//7zJ07lw8++ID169czadIkXNke1NSpU22vYTSkwSyEDcLXXocWCJR9jl1g4fF0/vnPxO6+m5bzznO6HCGEEKLspQd0Nq7qzjWT1w/OTw7VMnl+iElzAkyeF2QgkebuP6xA1zNomotpOww9bVQulEuxw/6TmbOgjZcfXMWKf37MB690sMdRM/jEodNweySfeVjxLrOZM9xggb+4eaiFSr71FslXX2XCdy6rqkasu7kFI5Ui09OD1li9k/h6LAaZzLAZzGBOkiZe/U8JqyqdRG+qbOMxwJxgHkikc/8H2Cp31sQwGcxgnjlRrAzmSATl9+PyDh3rJFO0xaNvY3rcVedH1dTkpszF2D215F06P+4d8TYDiTSda3vBABS0TKmnxjd8i7VlWj0HnTS6tbrefPNNdtttNzRt0+cxTdPYbbfdeOONNzjppJM48MADeeqppzj00EM544wzWODg2erSYBZijAbWrKHnn/+k+QtfwOUr7xXZa2bMwLf77sTuuovmL3yhqn6xEEIIIeyQ7E2x/oPsdPIHUdpX95DRDQCaJtcxf++JuYbyUPnJC7+6oKjTLMVQ43Oz3wlz2eGAyTzzj/d5btlK3nx6HQd8bh6zPtEinxeG0te5jUnCQRnMZSSyZAmqtrbshyJGy91iPt7pzq7qbjBHRp4iBXOaUY9Eq3KaO9k7gLfMG8xg/j9i+5kgfflMMDdD70Z795ulR8K4R8hs1wIBUEqmaIsgHY6ApuFqaBjyeqUUWiiUmzIXpdGfSJvNZQDD/HqkBnMxTJ06lXfeeYfHHnuMxx57jEMPPZTbb7+dQw89tKR1WKTBLMQYRW64AVwuQqef5nQpeQksXMiGH/yA5Otv4NtlZ6fLEUIIUWWKfbqgnQzDoKcryfoPYqzLRl5E1vcB4NIUbTMa2e2waUyaE2TinPzykyfODpT99z2cYJufo7+0Kx+/Geap29/jgb++xtTtQxx44jyap9Q7XV55iYdHniSsqQO3t6wmmDN9fXTffQ+NRx5pNoOqiNZsNt30rk6YXZ6xNHbINZi3kcFMOl2V09yJ3hTBNr/TZQzLW18DFKnBbL2X1I3wvuNvgfa37N1vVjoSyU0pD0VpGlogIFO0RaBHImih0IhRnNWcve6EfCaNN6yMcdfvlufOWDji8zvZ/vlvxx13ZMWKFWQymVwMRiaTYcWKFey4444A1NbWctRRR3HUUUcxYcIEli1bJg1mISqR3ttL9I5/0HjkkRWTadx41JFs/OlPiS1bJg1mIYQQtukJJ1n+yGpee3xtbqIjNNFPY6sPX70HX30N3gbzb1+DB19DjXl5Qw2e2tJEMWQyBuF1vbm4i3Xvx+iL9gNQ49WYOCfI/L0nMHlukLYZDbhrxmdExLQdmzjle3vx+pPreOGeldz2kxfY+ZNT2Pu42WU9PVhS8U5o3X7465UypwnLqMHc/cADZPr6CJ58ktOl2M7dYjbd0l3l83gXQzpsToe6R8xgDgKgh8NV2WCeOKd834OsCeZEz4D9G7feS3zD/+yLncE80uQ8IFO0RaJHwriHyV+2uENB0jI9XlITZweKftba3LlzWbBgAT/5yU/4/ve/D8BPfvITdt99d+bOncsrr7zCxIkTmTx5MplMhldffZVdd93V9jryJQ1mIcYg9o9/kOnro+nss50uJW9aYyMNhx1K9333MeFb30TV1DhdkhBCiArVF+vng1faef+ldtZ/ENvq+kzGoC/aT9eaXhI9KfR0ZsjtuD2uzZvPuWZ0thGda0ab13m82rCnfg+eoG6ZVk/7qp7cdPKGlTEGEmkA6gI1TJoXZPLcIJPmBmiaXF+2C0c5waW52PXTU5m/1wReuPdDXn9yLe++uJG9j5vFTp+cYn++aKWJd408SQhl12CO3LaE2nlz8TmYz1gs7uZNERnVbNME80gZzOZ16UiEmpkzS1FWSRiGQbI3hS+PM0mcYh2AK8pCf/Euc1FRbYTvv64F0gkYiEONvZPeeiRC7ZzZI95GpmiLIx2JoI2Quw6ghZoYWLO2RBUJi91nrcXj8c0W6vva177GVVddxYUXXsicOXMA2G+//bjqqqsAaG9v57zzzqO/3xyW2HvvvfnKV75iWz2jJQ3mcSa+fDnxF17Ev/de+Kvww2UpGbpO+IYb8e2xR8VNAgcWLqT7/gfoffJJGg47zOlyhBBCVJBE7wAfvNLB+y9vZN27UQwDmqfUsc/xswm0+Xjsurdypwseds6OuQ/ehmGQ6tdJ9AyQ6EmR6E2R6Bkgmf3b/DpFsneAyPo4id4B0gNDN6RdbjWoGe3Bm/13eiDD28+uNzOTFSgXGOZ6fIQm1TF3zzYmzwkwaW6QhmZv1eWTFoO33sMnT5nPTgdN5unb3+Op297j9SfXcdCJ85i2Y3kvYlg0GT0bkTFCFiqY15dJBnPyzTdJvvYaE7773ap83muhELhcpLvK4/EuFms6dMQM5ux11dbo64+nMTIGvobyHY6xaksWo8G8rdx32HR9vBNqptu6+3Qkghbc1gRzkNTq1bbuV5iv+9p580a8jTk9LhPMlS6TGfpz74033jjk5UceeSRHHnnksNs755xzOOecc+woLS/SYB5H4suX89HZ52CkUqjaWqZfc7U0mceg55//JLVmDW3f/IbTpYxa3QEHoLW2EF22TBrMQgghtqk/nmLlig7ef6mdj9+OYGQMghP87HH0TObtMYGmyXW52zY0eYc8XVApRY3XTY3XTaA1v/3mGtKbNaNTJHrNy5LZ62IdMRK9KVJJfdOdDZg4K8CCw6czcU4AX335NiUqQfOUeo6/eDc+/E8n/77jPe7+4wpm7trCAZ+bW9aZqEWRiALGyBnMYE4TRlaVoKBtyy3ud/xxTpdSFErTzOnJcTDB7PL7cdUOn+9rTTpWW4PZatqWc0xPbZ3ZXinOBHNnHmdNZK/v64SgfQ3mTDKJEY+PODkP4A41kVjxH9v2K0x6JDJi7jqYueyZ3l6MgQE5Q1k4RhrM40j8hRcxBsw8KGNgwJxklgZzwcLXXY9nyhQaHApQHwvldhM49jjCN95IOhIZMcdNCCHE+DSQTPPhfzp5/+V2Pnqji4xu0NjiZcHh05m3VxvNU+qHnIS083RBT62Gp9ZHY4svr9uveTfMvX96lUx2gnr/xXMrdsG9cqSUYvZurczYqZn/PPYxL92/ilv+53k+ceg09jxqZslXT3dMPDslm0+zpwwiMjJ9fXTfcy+NRx1VdYv7DeZubq7+DOZIeNtNvmwjKl1l04xW09ZXxg1mTXNR63eTLEoGcxiCM0a+jfWeFLf3Z5/P4pLm9WZEhpHJjLggncifoevo0SjubURkbIrGieKZ0FaK0oTYyjj5FCgA/HvvBS4XZDJgGPj32tPpkipW4rXXSbz8Mm3f/hZKq8wFgAKLFhK+5hq677ufpjNOd7ocIYQQZSA1oLP6tS7ef2kjq17vQk9lqA/VsuunpzJ3zwm0zWgo69Prp85vYlGRF1wRoHlc7P6ZGWy370SeW/YByx/+iLef28AO+0/CU6Mxdfsqf+ytprF/GxEh/mbo74b0ALidmyiL3XefubjfSdW3uN9g7uZm0p1VHpERiW5zoTXl86Fqa9Ej0dIUVSLJXrNpW84TzGDWl+grUkTG5G0Mhw2OyLCR1WDe1lCSFgqCrpPp6anqg1mlpHd3g2Fse4HFbHyJHo1Ig1k4RhrM44h/wQJqZs1i4KOPIJVi4KOP8O++u9NlVaTw9dfjqqsj+LnPOV1KwbzbbUftDjsQu+suaTALIcQ4pqcyrH7DbCp/+FoX6X4dX2MNOx44mXl7tDFxdgBVQYvf2b3gihheXaCWQ8/ekZ0/NZXHrn+TVx40szdffsDFwq8uqN6fg5WrvM2IDKvZ0wWNk4pb0wiiS26ndt48fAt2c6yGUtBamhlYtcrpMopKD4fRWkbO4VVKmZOk1TrBXMYZzAC++hoSPTY3mA0j/4VFwfYzJ9LhbS8uCYOmaMNhaTDbxHod5xORMfj2ojCGYZT1IEUpGYYx6vtIg3mcySTiBI4+iv4PV9Hx29/RePjhuOrqtn1HkZPauJHuBx6g6fTT0OrrnS5nTAILj6f957+g/4MPqM2uSiqEEKL66XqGNW9FeO+ljXy4ooOBpI63zsN2e09g7p4TmDwviKuCmsrCWRNmNjJvr4k8f9dKwHx+rX03Ur0N5twEc74LbjnXYE688QbJ119nwve+V/W/NLubW0h3dVV1g0CPRKidO3ebt9NCQclgdoi33kNPV9LejfZ3Qya17fccbwBcbtsXF81FZGxzkT9rgckozLK1hHEr3+lxd5Uu7llKXq+Xrq4umpubq/b/kHwZhkFXVxder3dU95MG8zhiGAZ6RyfutjaCp5zC6lNPo+uqq2i96CKnS6sokZtuhkyG0JlnOl3KmAWOPZb2X/2a2LJltF16qdPlCCGEKKKMnmHte1Hef3EjH6zooL8vTY3Pzezd25i3RxtTtg+haZKZKAozdbsQL7gURsZA01xMmV/F6ztYp59vs8Fs5aE6F9sQvW0Jyuut2sX9BnO3NGP095Pp66v4IZDhpCORbU6RgrnYWrrKGk2JngHcNS48NeUdT+hr8NC+utvejeYOam1jglkp833J5glmPWJOxbq3NUWbW2BSpmjtks5NMI/8utdy0+PV9bovpalTp7JmzRo6OjqcLqUseL1epk6dOqr7SIN5HMnEYhipFO6WFvwLFtB4zDF0XXU1wc99Ds/kyU6XVxEyiQTR226j4dBDqBnli60cuVtaqD/oIGJ330PrJZdUbJ60EEKIoRkZg/UfRHnvpXY+eKWdRE8KT63GrE+0MHfPCUzfoQnNI01lMXYTZwdYcPh0XnloNYedu2P1Ti8D9HVBTT14tjHZYzWgbZ4mzJfe20f3vdnF/RobHamhlLRm8/HWOzurssGcSSQwEoltZrGCOUk6sHp1CaoqnURvquynl8GMyEj2puydpO/L86wJ6za2R2SEQdNwbeN9xB0Kbrq9sIVuxZNsK4M5G0kiERmF83g8zJolo/djIQ3mccRa9EJrMY98tl36NXoefZT23/yWKb/5tZOlVYzYXXejx2I0nX2206XYJrBoIb2PP07fc89Rf8ABTpcjhBBijDasjPHO8xtI9qZY/0GMvmg/bo+LGbu0MG/PNmbs3Iy7zCfARGWavlMTrzy0mhpvlf+KEe/Kr9Fj5aXGnfmFv/u++8jE44ROru7F/SzuZvPxTnd1UTNzprPFFEHuVPltTJGCmcdabafKJ3tT+OrLO38ZzIiMjG4wkNSp9dn0Xmg1jOucaTDrkShaMIhyjXxA2pqirbYFJp2kR/NrMCu3Gy0QyN1eCCdU+ac/MZjVYHa3tALgmTyZ5s//F51//guh00/Hv/s2VqUd54xMhvD11+PdaSd8e+zhdDm2qf/0p3E1NhK76y5pMAshRIXbsDLG0t+8QkY3F+aYNDfA/p+dw8xdWqq/6SccF2j1AxDriDONbZ/GX7Hinfk1mH0hQDkWkRG97TZq58/H+4lPOLL/UnNnF79Ld9rbXCsX6TwnGcHMY8309ZEZGMBVU/5N2XwkegbwVcIEc4NZY6JnwMYGc56xPNZtNr5hz36z9HAYLTudPBKXz4fyemWK1kbpcBhXXV1er2MtFJKIDOEoOSdyHEl3ZBvMrZuym5o//3ncbW1s/PnPMTIZp0qrCH1PP83AypU0nXN2VYW+u2praTzqKHoeeRS9t8/pcoQQQozBm0+vyzWXlQtm7NzM/L0mSnNZlERdoAa3x0W0I+F0KcUV79o0nTwSl2Y2mW2eJsxH4vU3SL75JsGTT6qqz60jsSIy0l3OZV4XU26htdC2D95sysKtnmZTsi+Ft6H8G8zeOrNGa1FCW+SbwQzme5PtE8wR3Hk876A6p+edpEeieeWugzlBLo+9cJI0mMeR3ARza2vuMlddHa1f+yrJV1+l+957nSqtIoSvvQ53WxuNn/mM06XYLrBoIUYiQc9DDzldihBCiAJ1dyZ4/5V2wGwuV/1Ca6LsKJeisdVHrL3KG8x9eUZkgHk7BzKYo7fdll3c7/iS79sp7qYmUAq9SieYrYXT8pkktaacq2mSNNFTGREZvgazxoSdDea+TtBqoaZu27f1N0MiAhndtt2nI5G8JucB3MEQaVnkzzbm9Hh+j70WClXVa15UHmkwjyPpzg5UbS2uLRa9CBx/PN6dd6b9N78lE487VF15S777Ln3PPEPotNNQVXKa2WC+3XajZsYMYnfd5XQpQgghCpDq17n/L6/hcimO+MJO7HP8bBZ+dUF1L7QmylKg1UdsPEww59tgLsI04bbovX3E7ruPxqOPRmtoKOm+naTcbvMU8a5qbTBbGczbnma0cpqrZZoxndJJ9esVssifNcE8YN9G42HzvSSfsxH8LYBhNpltokciaHlkf4M1RRu1bd/jnTk9nmdzvylEWjKYhYOkwTyOpDs6cLe0bHWanHK5mHDZt0lv3EjXVVc7VF15i9xwA8rrJVili6QopQgsWkj8hRcYWLPW6XKEEEKMgmEY/PO6twiv6+WIz+/EvD0nsMeRM6W5LBwRbPPT3ZHAyBhOl1IcA32QToxugrnEDebue+/FGEeL+w3mbm6u2oiMdDgCmoYrj4MG1sRjteSxWnETlZDBbDXBEz12RmR0gj/PXHvrdjadOWFkMujRqEzROmQ00+NaMIQeiWIYVfr/ryh70mAeR/TOTtwtQ+c2+ffYg4ajjqTrqqtIrV9f4srKWzocJnbX3QQWLsz76GElsk6hjN0tU8x2633mWTb+5rfEly93uhQhRBV6+cHVfPBKO/ueMIfpO+XZ9BKiSAJtPvR0ht5ov9OlFIfVLM4ngxlK3mA2DIPIktuo3X57vLvuWrL9lgutpRm9ozobzHq20aRc2/4V3spsrZYJ5kSuwVz+Z5J6ajU0t8v+DOZ88pdh03uTTe87eiwGmUzeGcxuyWC2lTk9nn8GM+k0mZ6eIlclxNCkwTyOpDs60VqH/4+p7dKvQyZD+29/V8Kqyl/k1lsxBgZoOutMp0spKs+UKfj32YfYXXfJUU8bRe74Bx//138RvvJKVp9xJn3PP+90SUKIKrLqtU6ev3sl8/aawILDpztdjhAEWn0AxNqrNHbNmgoc7QRziT5bJV9/g/433yJ40onjZnG/wdzNLVUckRHGnUf+MoAWCJh51FWShZvMTgNXwiJ/Sil8DR4SdkZk9HWO7j0HzKlnG2xaXDL/CeZMPE6mv0oPMpZQJh7HSCbzyl2HTfnsMkEunCIN5nEkPcIEM0DN1Ck0nXsu3ffcQ2LFitIVVsYyAwNEbr6FuoMOonbOHKfLKbrAwoWkVn9EYvkKp0upeIZhELn1NjZ8//ubLtR11lx4Eb1PPOFcYUKIqhHZ0McjV71B67QGPn3m9uOymSTKT6DND1C9Oczx7C/uo5kmzKQhGSteTYNEl9yG8vkIHHdcSfZXbsyIjOpsMJunyuc3yag0DS0QIF0lk6SJPrNZWwkRGWDGZNg7wRwexVkTNk8wWw3mfDOYQ9U1Pe+k0eSuD75dtbzuReWRBvM4YaRSZkB8a+uIt2s+7zy01hY2XH65TLEC3ffdj97ZSdPZZztdSkk0HHEEyueTxf7GKJNIsP7bl7Hhhz/Eu/POqNpa0DRUTQ2u+no+Pv8C1lx0MakNG5wuVQhRofrjKe7/y2toHhdHXbALnhrN6ZKEAKA+WIvmdhFrr9YGcwETzFCSmAy9t5fYfffTeMz4WtxvMK2lGSORINPX53QpttPD+WexgpWFWx2NJivPuBIiMsBshCfsajCnB6A/Nor3HCuD2Z73nHR2GjbfqEiZorWPlaE+mulxkOa+cE5eDWal1JFKqXeUUu8rpb49xPXTlVL/UkotV0q9qpQ62v5SxVjk/mNoGbnBrNXX0XbJV0n+51W6772vFKWVLcMwCF9/PbXz5lJ3wP5Ol1MSWn0dDYcfRvcDD8hpTQUaWL2aVaecSuzuu2n58peZecvNTL/2Glovuojp113L3AcfoPWrX6X3iSdYefQxdF1zLUY67XTZQogKkskYPHL1m3R3JDjyi7vQ0OR1uiQhcpRL0djqI1qtERm5DOZ8mz32ThOOJLe430njb3E/i7vZfLyrcYrZzGIdRYO5qalqGk3J3hRKQa3f7XQpefHW19jXYLbeO/JtMLtrobbR/ogMmaItOT062gazTI8LZ22zwayU0oD/A44CdgROVUrtuMXNvgcsMQxjAXAK8Ge7CxVjk27vAMA9QgazJXDCImp33IH23/yGTKJKp0/yEH/hRfrfeovQWWeNq9OOg4sWkenupvexx5wupeL0PPYYH37uRFIbNjDtb3+l9cKvoDQN/4IFtJz/RfwLFqBqamg5/4vMvu9efHvtSfsvfsGHn/2cLAAohMjb83evZPXrXRx08jwmzws6XY4QWwm0+qo3IqOvE5QG3mB+t7ca0X3FXXjOMAwity2hdocd8O6yS1H3Vc7cLebjne6srgazoevo0WjeC62BtdhadUyRJnpTeOs9KFdl/E7mq/eQ7LEpg3m0C4uCrYuL6qOdorUWmKyS6XknWVPg+UdkmD+jtEyPC4fkM8G8N/C+YRgrDcMYAG4FFm5xGwNozP47AKyzr0Rhh3RntsE8QgazRblcTLzsMtIbNtB19dXFLq1sha+7Di0UGncZdv599sE9cSKxZRKTkS9D12n/3e9Z899fpmb6dGb94x/Uf/KTI96nZupUpv31r0z54x/QYzFWn3oa6//f99Gj0dIULYSoSO+9tJFXHlzNjgdOZqdPTnG6HCGGFGjz0d2RwMhUYdxavMts3uQ7fFCiiIzoP/5B/1tvUbf/fuNqMGJLWnO2wdxV3IZ+qend3WAYo4vICIZIR6LFK6qEkr0DeOsqI38ZzAzmgaSOns6MfWOjjeWxbmvTQS09EsHl9+Oqrc3r9hLTYJ/0KBdYVD4fqrYWvUpe96Ly5NNgngJ8POjrNdnLBvshcIZSag1wP3ChLdUJ26Q7zf9g8mkwA/j32ouGz3yGrr9fNS5zYgdWr6b3X/8ieMrJuLzj69RjpWkEjjuO3qefzj1vxPDS4TAffeELdP3tbwRPPJEZN99EzdT8mj5KKRqPOII5991L07nnEr3zTj446miiS5dJBroQYiuda3p47Pq3mDg7wCdPmT+um0iivAVbfaRTGfpiNk3wlZN41ygnCa2IjOJ9poovX86GH/wQgMiNN43rs6KsOEC9yiIyrEnGQiIyjIwNTU6HJXpS+BoqI38ZyNVqy0J/uYiMUbzv1LXYdlArHQnnHY8BoDU2gstFukqm552khyPgduPKM1NfKWW+7mWCWTjErkX+TgWuNQxjKnA0cINSaqttK6W+qJR6SSn1UkdHh027FvnQs41CLc8GM0DbN74O6TQdv/tdscoqW+HrbwC3m9CppzpdiiMCixaCrhO7916nSylriRUr+HDxZ0m8spxJP/0pk378o7yP7g/mqqtjwre+yaw7/0HNjBmsv+wyPjrzLPrfe68IVQshKlGid4D7//watX4PR56/M5pb1mkW5SvQ6gcg1lGFOczWBHO+avzg9hV1gjn+woug6wAY6bT59TiVO0W8yiIyrGnQfBdag+xia7pOpqenSFWVTrLPjMioFL5srbbkMPeNMoPZuq1dERmR6Kgm55WmoQUCMsFsAz0SQQsFRzVQoIWC8tgLx+Tz28laYNqgr6dmLxvs88ASAMMwngW8wFadTMMwrjAMY0/DMPZsbR15sTlhr3RHJ1oggKsm/yO/NVOn0nTOOcTuupvEa68Vsbryond3E126lMDRR+Npa3O6HEfUzpmDd5ddJCZjGIZhEL7pJladeRbK7WbmLTcT/OziMW/Xu912zLj5Jib++Ef0v/ceK09YbGahx6vwF3QhRN50PcNDV75OvHuAoy7YhbrA6A9kCVFKgTYfALH2Ksxh7uscXaMHzGnCvuI1PP1775WL7FAej/n1OKU8HrRgsOoiMtK5CebRZDA3bXbfSpboGcg1bSuBN9dgtuEsjngXoMCXf5M312C24YxIPRwe1eQ8ZKfnJYN5zNKR8Khy1wHcoSZZYFE4Jp8G84vAPKXULKVUDeYifndvcZuPgEMBlFI7YDaYZUS5jKQ7O9HyWOBvS83nfxGtpYWNP7t83JyyH739Dox4nKZzzna6FEcFFi2k/+23Sb79ttOllJVMPM66b36LjT/+CfX778+sf9yBd8ct1z0tnHK5CJ14IrMfuJ/A8cfTdeXfWXnscfTIootCjFv/vuN91r4T5eAztmPCzMZt30EIh9U3eXFpqkonmAtoMPubihqR4V+wAOXz4f3EJ5h+zdX4Fywo2r4qgdbSnDt7s1qMdqG1wbet9GlGI2OQ7EtX2ARzNiKjx46IjE7wBUFz538ffzOkkzDQN+bdpyNh3MFRNphDQYlpsIEejozqNQ/m614ee+GUbTaYDcNIA18BHgLeApYYhvGGUupHSqnjsze7FDhPKfUf4BbgHGO8dCMrRLqjI5dJNhpafT1tl1xMYvlyeh54oAiVlRcjnSZ80434994b7w47OF2OoxqPPho8HpliHqT/ww9ZdfIpdN97L62XXMzUv/wZLRAoyr7cTU1M/tlPmXHjDbjq/Kz57y/z8Ze/QmqdrKEqxHjy1jPreO1fa/jEodPYft9JTpcjRF5cLkVji6/6Jpj1NCSio8tgBjM7tYgRGZlkEiMep+GQQ8Z9cxnA3dxSfREZ0UIazObkY6U3mPsTaYyMkWvaVgKvnREZ8a7R5S/DpvcoG9539Eh0VJPzkJ2ijVb2864c6JFIAdPjoYp/zYvKlVeAn2EY9xuGMd8wjDmGYfw0e9n3DcO4O/vvNw3DOMAwjE8YhrGbYRgPF7NoMXrpzs68F/jbUuCEE6jdYQc2/vrXZJJJmysrLz2PPEJ63Xqazj7L6VIc5w6FaDj4U8TuvRcjnXa6HMd1P/wwqz53IumODqb9/UpaLrgA5Sp+Bqp/zz2ZdeedtH39UvqeeYYPjjmWrr//HSNlwwdWIURZ27AyxuM3v8PU7UPsv3iO0+UIMSqBNh/RjiprMCcigFHABHOzGa1RJOns2jZuiSAEwN3cTLrKFvlLh8O46upGFXfoDgVz961kiR4zZqKSJpi9dW5QNkVkFBLLY91+jGdOZBIJjESiwClaaXKOlR4Ojyp3Hczf4TN9fWQGqnCRXVH2ZIWYccAwjDE1mJWmMeHb3ya9bj3ha6+1t7gyE772OjzTp1N/8MFOl1IWAosWoXd20vfvfztdimOMdJqNv/oVay+6mJo5c5h15z+oP+CAktagPB6av/AF5tx7D3X77Uf7r3/Dh4s/S/zll0tahxCidPqi/Tzwt9eoD9bymS/sjEuTj2yisgRafcQ6EtUVsRYvYLEtMKcJ48Vr8qXb2wFwj9O1Q7ZUlREZBUyRWrfXI9EiVFQ6yewUsK+hchrMLs1Frd+dq31M4uHCzpqw7jsGucUlC5mijUYxMpkx7X88M9Jp9O7u3JkI+aqWMxdEZZLfVsaBTF8cI5HAXUAGs6Vun71pOPxwOq+4ktTGdhurKx+JFStI/Oc/NJ15JkrTnC6nLNQfdBBaKER02TKnS3FEuqODj879L8JXXU3w1FOYceMNeCZPdqwez5QpTPvz/zH1z/+H3tfL6tPPYN13visLOQhRZfRUhgf+9hoDSZ2jv7RrRU1tCWEJtvlJ9+vEu6toisqaBiwkg3mgB9L99tfE4AazTDCDGZGRicfJJKpngl4Ph0c9Rery+VBeb8XnsVoxE5UUkQFmvQm7Mpj9o2sy5m4/xjMn0gVkf4M5RUsmgx6LjWn/45kei4FhFDQ9DlT8615UJmkwjwN6pz2nzbV94+uQStHx+9/bUFX5CV9/Pa6GBoKLT3C6lLKhampoPOYYev/52Lj7gBB/5RU+XPxZEq+9xuRf/JxJP/jBqE5LLKaGQw5hzr330nzeF4jdfTcrjzyK6B13yJSAEFXAMAyeuOUdNn7YzWFn70DzlHqnSxKiIIFWH0B15TBbE8wFTxMWJ7ZBIjI2524xDwBUU0yGHomM+lR5qI48VmsKuNIOtvrqPST7xniAzTAczWC2njujnqKtkul5JxU6PW7dvtJf96IySYN5HEhnTxErNCLDUjN9Ok1nn0Vs6VISr79hR2llI7VuHd0PPUzwxBNx1dU5XU5ZCSxahDEwQPeDDzldSkkYhkH4+utZfdbZKL+PmbfdSmDhQqfL2orL76ft0kuZvfROaubNZf33/h+rTz+D5DvvOl2aEGIMXnt8LW89s549j57JnN3ldHdRuQJt2QZzR9zhSmzUV+gEc/Pm97dZur0d5fGgBYNF2X6l0ZrNx7uaYjLSkcioJxkB3MEQ6UhlTzJaOca+Cmswe+s9Y59gTsYgkx79e05tI7g8Y85g1rPPHS2b550vLWg1OSv7ueckKzu90AnmtGRgCwdIg3kcsKYatDE2mAGaL7gArbmZjZdfXlWZeuGbbgLDoOn005wupex4d9qRmrlziI2DmIxMXx/rLr2UjT+7nPpPfYpZt9+Od7vtnC5rRLXz5jHjhhuY9LOfMbBqFR8uXszGX/ySTF+f06UJIUZpzTsRnr79PWbu2sLex85yuhwhxqShyYvLpapsgjnbLCkkgxmKNsGcam/H3daGUqoo26807mbz8a62CebRZjCDOUla6VOkid4U7loNd01lRRj66j1jz2Au9KwJpcz3KZsmmN2jzv+WKdqxsl63hWevy2MvSk8azONAuiM7wWzDaXNafT2tF19E4uWX6XmoOiZaM319RJfcTsMRR+CZMsXpcsqOUorgokUkli9nYNUqp8spmv6VK/nwpJPpfvAhWi/9GlP/9Ee0xkany8qLUorg4hOYff99BBefQPiaa/jgmGPpfuSRqjoQJEQ16+5M8NAVrxNs83H4uTuiXNIoEpXNpbloaPYS66imBnMn1DSAu3Z097Ma0kWMyJB4jE2sdWfSndXRYM7E4xjJ5KinSMGcZqz0LNZkT6rippcBvA01JHtTY/ssXujCotZ9+sb2GkiHI6BpuBoaRnU/d26KtrKfe07KTY8HRznBHAiAUjI9LhwhDeZxIN3ZCW63+WZjg+BnP0vtdtvR/stfkekvzmIlpRRdtoxMTw9NZ5/ldCllq/G448HlInb33U6XUhTdDz7Iqs+diB6JMP3qq2g57zyUq/LeHt2hEJN+/GNm3HwzWmMjay+8iDUXfInuhx+m829XEF++3OkShRBDSPXr3P/X18hkDI7+0q7U+NxOlySELQJtfqLtVRSREe+CukIaPUXOYG7vwN0mkToWa9oy3VUdERmFTpGa96n8DOZEb2U2mH31HjIZg4FEuvCNFBrLA+Z71ZgjMsxoltH+XiQZzGOXe92P8sCS0jS0QEAWgReOqLwOihi1dGcn7uZm2xpmStOYcNllpNatI3ztdbZs0ylGJkPk+hvwfmJX/AsWOF1O2fJMaKNuv/2ILburqhaSM1IpNl7+c9Ze8lVq589n1tI7qdt3X6fLGjP/7guY9Y87aPvmN+l97jnWXnQxHb//PR+d+1/SZBaizBiGwWM3vEXX2l6O+MJOBCf4nS5JCNsE2nzEOhLVczZNX+foF9sC8AVBuYqawSwN5k1UTQ2uQAC9SiaYrSzV0S60Zt0nE49X9FBQsncAb315LLQ9GlZTfEw5zIVGZID5XjXmiIxwQYtLurxelN9f8dPzTkqHI7gaGlAFLDKvNTWhSwazcIA0mMeBdKf9p83V7bsP9YcdStff/kaqvd3WbZdS7+NPMLB6Nc1nn+10KWUvsGgRqXXriL/0ktOl2CLV3s7qc84lfN11hM44gxnXX4dnwgSny7KN8nho/q9zaTrzTPMCw8BIpYi/8KKzhQkhNvPKQ6t5/6V29ls0hxk7FTChJEQZC7T6SCX1sS90VS7iXYVNEro08IWKMsGcSSTI9PRIRMYW3M3NuYXOK50etRrMwVHf11rwq5KnmCt1gtlqiif7xtJgHsMEs795zAe1Cl1cEsAdDOaeu2L09DE89lqo8s9cEJVJGszjQLqzE7cNC/xtacI3vkEmlaLjD3+wfdulEr7uOtwTJ9Jw+OFOl1L2Gg47FFddHbFldzldypjFX3yRDxd/luSbbzL5179m4ve+W9DR4UrQcOgh4DZPt1eahn/vvRyuSAhhWfVaJ8/dtZJ5e7ax4IjpTpcjhO0CrT6A6slhjncVNkkI2WlC+xue1mLeMsG8OXdzc9Us8mdNgRYSkZFbbK2CJ0kTvSm8DZXXYPY1WBPMA4VvJN4Fbh/U1I3+vnUtkIyCXnhEhx4ubHFJMKdo0zJFWzA9XNj0OFjROJX7mheVSxrM44C58If9DeaaGTNoOvNMYncuJfHGG7Zvv9iSb71F/PnnaTrjdJSn8j60lJrL56PhyM/Q8+CDZOKVmadoGAZdV13N6nPORauvZ9aS2wgce4zTZRWVf8ECpv31r6Bp1H/qUxIFI0SZiGzo45Gr36Rlaj2fPmsHlJJF/UT1CbaZkS+xjsr83LAZw8hOMBfWbMHfDHH7f+FPZ88kdLfJBPNgWkszepVMMFtZqoVMM+YWW6vQacb0gE66X6/QCeZsg7l3DBPMfQWeNQGb7pco/H3HnKINFnRfmaIdm3R0DBPMwRBpyb8WDpAGc5UzdB29K4xWhAlmgJYvXYAWCtF++c8rLl8vfN31KJ+P4IknOl1KxQguWkQmHqfnn/90upRRiS9fTsef/sRHZ59D+69+RcOhhzLzjtupnTfP6dJKov7AA2g88kj6XnihojP4hKgW/Yk09//lNVya4qgLdsFTozldkhBF0dDsRbkUsfYqmGAe6IN0srAMZjAX3CpCBnNuglkiMjbjbm6pognmCLjduBoaRn3f3GJrFTpJajVnfRWZwZyNyBhLg7nQhUVhU4O5wGgeQ9fRo1HcBWR/Q3aKtoIn55021ulxPRKpqrWTRGWQBnOV0yMRyGSKEpEBoDU00HrRRcRfeomehx8pyj6KId3RQfd99xE84QS0QMDpciqGb4898EyZQmzpMqdLyVt8+XI+OudcOv/vz8RfeIHQ6acz5Q+/R6uvd7q0kgosPoFMLEZvhR0cEKLaGBmDR69+g1hHgiPP25nGZp/TJQlRNJrbRUNTLbH2Kphgtpo0Y5kmLEIGszXB7JGIjM24W5rJ9PZWxYF1a4q0kDNdKj2D2WrOeitwgtlTq+H2uMY2wRzvHPsEc4EHtvTubjCMsU3RRqMF3Xe8MwxjjNPjQdB1Mj09ttYlxLZIg7nKWYtbuFuKN9UQ/NxnqZ0/n/Zf/apiPsRFbrkVI5Wi6awznS6loiiXi8DChfQ9+yypjRudLicvfU8+iWE9L10u3G1t4/JU9Lp998U9aRLRO5c6XYoQ49rz96xk1WtdHHjiPKZsV9gvbUJUkkCbvzoymK385DFlMHeBzRNlqfZ2VE0NLhmY2IzWbDbXqiEmIx0JFzxFqjU2gstFukLzWBO9Zn5xJUZkgNkYT441g7ngsyZaNm2jANb0sZXjPVpaUxNGPE4mmSzo/uOZEY9j9PcXlLsOm/La0zJBLkpMGsxVLt2RbTAX8bQ55XYz4bJvk1qzhvD11xdtP3bJ9PcTufVW6g8+mJqZM50up+IEFi0EwyB2991Ol7JNmYEBeh5/wvzC5ULV1IzbRe6UphFYtJC+f/+b1IYNTpcjxLj0/svtvPzAanY4YBK7HDzF6XKEKIlAq49oe6LiotS20mfDBLOhm4tu2chca6V1XB48H4m72WyuVUNMhh4uPItVaRpaIFC5ERk9lTvBDOBrqHE+g7nAxUVzi0sWOsGcnb6VmIzRy+WuBwt97Cv7zAVRuaTBXOVyE8xFWORvsLr99qP+05+m669/y2XBlavue+5BD4dpOudsp0upSDXTp+PbfXdiy+4q618WDcNg/fe+R/9bb9Hy5S/TevHFTL/m6nG9yF3whBPMgwPL7nK6FCHGnc41vfzzujeZOLuRT52ynTSDxLgRaPUxkEjT35d2upSxGWtERm6a0N5mS7q9A7fEY2zF+t0n3VkFDeZIpOApUtiUx1qJrIgMX0PlZTCD2RgvuMGc7oeBHhsymAt7z8k1Occ6RVuhzz0n6bnHvtAGc9Nm2xGiVKTBXOVyC380F/gf0yi0ffMbZPr76fjjH4u+r0IZhkH4uuuo3W47/Pvs43Q5FSuwaCEDH3xA8vU3nC5lWJ1/+l+6776H1ksupvXCr9By/hfHdXMZzIMD/r32Irr0zrI+OCBEtUn2pnjgr69S63Nz5Pm7oHnk45cYP4JtfgCilZ7DbE0BFjxN2LT5dmySbm+XBvMQrN990l2VH5Ghh8MFT5GCOUlaqVOkid4BlEtR63M7XUpBfPUekr0FRmSM9aCW5oHaQOEZzNmp94IzmK0p2gqdnnfSWKfH3dnpcYnIEKUmv+FUuXRnB666Olx+f9H3VTtrFk2nn070jn+QfOutou+vEPFnn6X/vfdpOvtsmR4bg8Yjj0TV1BBbtszpUoYUXbqMzj//mcBnF9N8/vlOl1NWAosXk1r9EYmXX3a6FCHGhYye4cErX6c32s+RF+xCXaDW6ZKEKKlAm7mQZcXnMMe7wOUGb4FZx/6x5aEOx4rIEJvLZTBXeESGkU6jd3fnJhIL4Q41kY5WZpMv2ZvCW+dGuSrz97YxTTDnGsxjOBO5rvDFRfXoWBvMTZttR+RvrNPj1v30SNSukoTIizSYq5ze2Ym7pbjxGIO1/PeX0AIBNv7s8rKckGz/459Qfj+eaVOdLqWiaY2NNBx2KN333YcxMIaFK4qg77nnWP///h/+/fZl0g9/KAcSttD4mSNw+f2y2J8QJfLvf7zP2nciHHza9kycJYtwifGnsdkHCmKVPsHc12lOEhb6ucKaQixwmnAomXicTE+PTDAPwVVbi6uhIbceTaXSYzEwjIKbfGA2CCt1ijTRm6rYeAwAX30NqaSOnipgcc++MZ41Yd23wLMm0uGwOahWU9jjLxnMhRvr9LjL50N5vfLYi5KTBnOVS3d0ohU5f3kwLRCg5aILib/4Ij2PPlqy/Y5Ej8WI3nEHKz/7OZIrVmAkEnx83heJL1/udGkVLbBoEXo0Su+TTzpdSk7/+++z5sKLqJ01k6l/+APKU5kLghSTy++n4eij6H7wQTJ9fU6XI0RVe/vZ9bz62Bp2/fRUdth/ktPlCOEIzeOiIeStggnm8NgmCXN5qPZN1Oai8Npkgnko7ubmil/kz8pQdY8pgzmEHo1iZApocjrMnGCu3M/z1uKEBU0xW+8VdWN532kpfII5Ei14ghbMvgAul2QwF0CPRMDjwVVfX/A2tKaQZDCLkpMGc5VLd3aW/LS50EknUTN3Du2//BUZh6ZbM4kE3Q88wMdf/grvHXgQ67/3/0ivXWtOnRgGRipF/IUXHamtWtTtvz9aawvRMonJSHd28vH5F6C8tUz761/RGhudLqlsBRcvxojH6X7oYadLEaJqvfn0Oh674W1aptez/+fmOl2OEI4KtPmqoMHcuSlHuRA1fvD4i9NgloiMIWktzeidlT3BbGWojmWC2R0KQSZjTkNXmETPAL6Gym0wW7UnCslhHmsGs3XfvgIbzOHwmJ53yuVCCwYrdnreSelIGHcwOKYzcd3BEOmITDCL0pIGc5VLd3bibinth07ldjPh25eR+vhjIjfcULL9GqkUvU8+ybpvfYv3DjiQtV/9GsnXXiN0+unMvOMOpv75z6jaWtA0lMeDf++9SlZbNVJuN4Fjj6P3iScdPzKdSST4+Ev/TTocZtqf/4JnyhRH6yl3vgULqJk5k+id/3C6FCGq0qrXOvnXjW9jZAwi6+N0rO5xuiQhHBVo81fBIn9dY5skhDFNEw4l3d4OgEciMobkbm6pggnmKFB4Fuvg+1ZiHmuyL4W3vpIjMswGc7KQCea+TkCBr/Amr5nB3AkFRFfqkciYFpcEmaIt1Finx8F83Vfia15UtspcjlXkJZNMmrlsJcxgttQfeAD1n/oUnX/5K4FFi3IrOdvNyGRIrFhB97330v3Ag+iRCK7GRhqPOZrGY47Fv9eeKE3L3X76NVcTf+FF/HvvhX/BgqLUNJ4EFi0kfM01dN93P01nnO5IDYaus/Yb3yD5+utM/b//xbfLzo7UUUmUUgROOIGO3/2OgdWrqZkxw+mShKgamYzB00ve3fS1nmHtuxEmzpb8ZTF+BVp99PelzWZRpZ7ubmUwj4W/ydYM5lS2wSwZzENzNzfTV/EN5uwEc3AMERnZ+5rbmmVHWSVhZAySvalck7YSWc3xgieYfSFwadu+7XD8zaAPwEAv1DaM6q7pSITa+fML3zcyRVuosU6Pg3nWw8CHH9pUkRD5kQnmKpbOnhLmRIMZoO1b3ySTTNLxxz/Zul3DMEi+8w7tv/kNHxx2OKtPO53onUup229fpv75/5j39FNM+vGPqdt3n82aywD+BQtoOf+L0ly2iXe77ajdYQdiDsZktP/yV/Q++k8mXHYZDYcc4lgdlSawaCG4XESXymJ/Qtjp5QdWEetI4tIUygWa5mLK/LH9kiBEpQu0+gAqNyZDT0MyOrYMZjAnoG2OyFA1NbgkFmxIWkszme5uxyL77JDLYM4umFYIrclqMFfWJGl/PI1hbMoxrkRjmmCOd9pz1gQUdGBLj0RkitYheiQyptx1MHPbK+01LyqfTDBXsU25bM40mGtnzyZ02qlEbryJ0Gmn4t1uuzFtb2DNGrrvvY/u++6l/733QdOoO/AAWi+5mPpDDkWrr7OpcjEawUUL2Xj5z+l//31q55Y2ZzR8402Er7uO0Jln0nTWmSXdd6XzTJhA3YEHEFt2F60XXrjVwRghxOiteSfCi/d+yLy9JrDLwVNY916UKfNDMr0sxr1Am9VgjjNhZgU2QxPZCTw7mj2d7277dnlKt3fgbmsbU05nNXM3mz8vvasL16TKXGg1HY7gamhA1RQeE+HONgmtPOdKYU39VnIGc22dBxQkegppMI9xYVHY9J4VD0NT/tPrmXgcI5kcc5NTawqhv1hZz7tykI5E0EJjbO6HmsjE42T6+3HV1tpUmRAjkwnmKub0BDNA63//N1pDAxt//nOMArKf0p2dhG+4kVUnn8IHhx1Ox+9/j6sxwMQffJ95Tz3J9L/9jcDxx0tz2UGNxxwDmkbsrrtKut+ef/2LjT/7GfWHHMKEb3+rpPuuFsHFi0lv2EDfM886XYoQFa8v1s/DV71BoM3Pwadvx6Q5QfY4cqY0l4UAAi3ZBnN7hU4w5xbbGtsv/PibzUaPTdLt7RKPMQJryCbdWbkxGXokYsup8ua2ojZUVDqJ7NSvr65yM5hdLoXX7yk8g9mO9xwwp6FHwZp8teO5p8diGLo+pu2MJ0Y6TSYWs/F1L1PMonSkwVzFrFWTnVxZWgsGabnwQuLPPkfvv/6V1330nh6idy7lo89/gfc++Sk2/vSnZPr7ab30a8z956PMvOlGQqeemjsaL5zlbmmh/qCDiN19T8k+PCTeeIO1X7sU7447MuXXv5Lp2wLVH3IIWiBAbOmdTpciREXLZAweufoNUok0R35xZ2q8coKYEIO5azTqQ7WV22C2Ti8f8zRhs5mFmkqOvSbMsxWd/Jxf7qw1YNJd9uVel5oeDo95oTWX14vy+9ErbII5mZ369VbwBDOYE9gFZzCP+awJq8E8uoMs6bDVYB7b79vuUBNkMujd3WPazniiR6PApmibQuWicSrsdS8qm/wGVMXSHZ3gco05O2msQiefROSWW9j4i19Qf+CBQ57ilenvp/eJJ+i+9z56H38cY2AAz9SpNH/xPALHHEPtvHkOVC7yFVi0iN7HH6fvueeoP+CAou4rtW4day74ElooyLS//BmX31/U/VUzV00NjcceS/T229FjMbSATFoKUYgX7/uQte9EOeSs7WmeUu90OUKUpUCbj1hH3OkyCpObYB7rIn+Dmj2BKWPbFuYEc12RP3dVMm1QREalSkcjeNomjHk77mAQPVpZk4y5iIwKzmAGM0N61BPMmYz5PmHXe84oM5it54o2huxv8/6bpmjHeqBkvNiUuz7GDObs/dMywSxKSCaYq1i6owOtqcnx6U7l8TDh298itfojwjfdnLvcSKfp/fe/WXfZd3jvgANZe9HFxF9+meDJJzPz1luY88jDtF1yiTSXK0D9pw/G1dhIbFlxYzL0nh4+Pv8CMokE0//2N5nasUHws4sxBgaI3Xef06UIUZE+fjPMS/evYvt9J7LD/pOdLkeIshVo9VfuIn/W6eV2Lbg1ytPVh5KJx8n09uJuk89Cw3G3ZCeYOyp5gnnsC62BudiaNZVaKayIjEpe5A/AV1+T+17y1h8DQx/7WRO1DaDVjHqC2Zp6HesZwzJFO3p2TY9b7xt6hb3uRWWTCeYqlu7sdDR/ebD6gw6i7pMH0fGnP9H/3ntk4nHiL72E3tmJq66OhiOOoPHYY6jbZx+UW56WlcZVW0vj0UcRW3YXem9fUTKxjVSKtRdfQv+HHzL9yivkwINNvDvuSO322xO7cylNp53mdDlCVJS+aD+PXPMGoYl1fPLUsS1kK0S1C7T6SPSk6E+kqfVV2Gc9KzfZZ1ce6tgnajct5i0N5uG4vF5cdXWkK3SC2TCMbAZzcMzb0kKhistiTfam8NRquD2VHYXnbfCQWDnKBnOfTWdNKJXNfh/dQZa0TRnMMkU7enbmXw/enhClIBPMVaycGswAgeOPx4jHid15Jz0PPkjtrFlM+cMfmPfvp5l8+c+oP+AAaS5XsMDChRjJJD0PPWT7tg3DYMOPfkTfM88w6X/+h7r99rN9H+NZcPEJJF9/neQ79q1sL0S1y+gZHvr766T6dY48b2c8tZX9C7AQxRZoMxf6667EKea+TqgNgHuMi41ZE9B9NjSY29sB8MgifyPSWprRKzSD2YjHMfr7bVl3xt0Uqrgp0kTvAL4Kz18G8NWZERlGZhQL3lsHoerG2GAGcwp6lIuL6uEIuN24GhrGtGuZoh09PWJNj4+xwdzYCC4X6Uhlve5FZZMGcxUrtwZzau068ygqgKZRd+CBNH7mCFxer7OFCVv4dtuNmhkziC1bZvu2u664kujtd9D8pQsIfnax7dsf7xqPOw48HmJ3ymJ/QuTr+Xs+ZP37MQ4+bTuaJtt/1oYQ1SbYZq6ZEG2vwBzmeCf4bVjTJDfBPPaGZyrbYHZLg3lE7uYW0p2VOcGcmyINjj27VguGKm6KNNmTwltXBQ3mhhqMjEF/Ip3/naz3iLFOMIP53jXaDOZIGC0URFm/uxdo0xStNDnzlc4eCNKCwTFtR2kaWiAgzX1RUtJgrlKGYZgN5jI6bc6/916o2lrQNJTHg3/vvZwuSdhIKUXghEXEX3yRgTVrbdtu7L776Pjd72g89lhaL7rItu2KTdyhEA2f/jSxe+7BSI3yFD4hxqHVr3fxyoOr2fGASWy37ySnyxGiIjS2mBPMsfYKnGCOd409fxnAGwTlkoiMEnI3N1dsREbuVPkxTjKa22jCSCTIJCrn9ZfoTeFrGONZA2XAypAe1UJ/uYVFbXjfqWsZ9XtOOhLBPcYMYDBjFF1+v8Q0jIIeieJqbER5xn5wRWtqksdelJQ0mKtUJhaDVAp3a/lMMPsXLGD6NVfTetFFTL/mavwLFjhdkrBZ4LjjAIjdbc9if/GXX2b9Zd/Bt+ceTPrZT8d8FF0ML7D4BPRwmN4nnnC6FCHKWk84yaPXvEnzlHoOOnm+0+UIUTE8tRp1gRpiHRU4wdzXZc8koctl5jiPcppwKOn2DlRtLa7GxrHXVcW0lmb0zsqMyMgttDbGLFYgl+NcSc2mRO9AxS/wB+DLfg+JnoH879Rn5wTz6DOY9XBkzBnAFi0UqrgFJp2kh8O25K6D+bqvtGgcUdmkwVylclMNZRSRAWaTueX8L0pzuUp5pkzBv88+xO66C8MYRc7YEAZWrWLNf38Zz+TJTP3Tn3DVVP4EQzmrP/BA3K2tRP8hMRlCDEfXMzz89zfQ0xmO/OLOuGskd1mI0Qi0+YlVYgZzvMueSUIoaJpwKOn2dtxtbXLwfRvczS3osVhFnqGVi8iwJYO5abNtVoJkbyrXnK1kVpM8MdoJZo8favxjL8DfAskY6PnvX49EbJmcB5miHS09as/0OIA71EQ6Ko+9KB1pMFepdPZIvVZmDWZR/QILF5Ja/RGJ5SsK3kY6EuGj888Hl4tpV/zNlskNMTLldhNYeDy9Tz6ZO0AlhNjc88tWsmFljE+fsT3BCTb80ifEOBNo9VVeRIZh2JfBDNlpQnsiMiQeY9vcLeYEaLoCp/is7FQ7JklzWbgVMkmaGtBJD2SqIiLD+h5GHZFhx/QybHrvGsVCf3o4bNvvXzJFOzppm6fHK+U1L6qDNJirlNVgdrfIB09RWg1HHIHy+Qpe7C/T38+aL3+F9PoNTP2//6Nm+nR7CxTDCixeDLpO7O57nC5FiLLz4audLH/kI3b65BTm7TXB6XKEqEiBNh/x7gEGkqNY7MppA72gD9iTwQz2NZizE8xiZNbZnOkKjMnQIxHweHDV1495W1p2IlKvkGlGqxlbDREZmyaYRxGRYWeD2XrvyvN9x0in0bu7c8+ZsZIp2tGxd3o8hB6NYmQytmxPiG2RBnOVSndkG8xllMEsxgetvo7GIw6n+4EHyPT3j+q+RibD+ssuI/HKK0z+5S/w7y5RKqVUO3s2vt12I7r0zjFHnAhRTbq7Evzz2jdpmVbPgSfOdbocISpWoNWc/K+omAw7s1Ct7diSwdwuE8x50JrNn5tegQv9pSNh3MGgLTEouQzmCpkktfKKqyEiw1Oj4a5xjS4io6/T3vccyDuHWY/FwDBkitYBhmHYOj3uDoUgkzF/pkKUgDSYq1S6sxPl9dpyxFuI0QosXEimp4fexx4b1f06fv8Huu9/gLavX0rjkUcWqToxksDiExh4/wOSr77qdClClAU9neGhK9/AyBhm7rJHcpeFKFSgzQdQWTEZ1mnldmYwJ8IwhomyTF8fmb4+3G3SYN6WTRPMlddg1iNRW/KXAbRAAFyuislg3jTBXPkRGWBOMY8uIqPTxrMmstvJ88CWlZfstjGD2UgmySQq6H3fIZm+OEYqZdv0uPX+oUeitmxPiG2RBnOVSnd24G5pkYU/hCP8++yDe+JEYsvuyvs+kdtvp+uKKwiedBJNn/98EasTI2k8+miU10v0zqVOlyJEWXj2zg9oX9XNIWftkJu+FEIUJtCabTB3xB2uZBTiRZhgNjKQjBa8CWutBI9EZGyTOzvBXJERGeGwbVOkyuVCCwYrZpLUmvathglmAF99DYme0TSYw0WYYM7vIIuVV27fBHMQqJzpeSfpEZsf+2Bos+0KUWzSYK5S6Y6O3BF7IUpNaRqB44+n9+mn8/pA3/v0v9nww/+h7sADmfj9/ycHRhyk1dfTcMThdN9/P5lk0ulyhHDUyuUd/Oexj9nl01OZs7s0coQYqxqvG19jTWVFZFhNmTq7mj2jy0MdSqq9HUAiMvLg8vtRfj96VwU2mCMR26ZIIZvHWnETzNXSYPaQzDeDOZU0s99tX+Qvv/cca9rVrul5d3Y7aZmi3Sbr9WlnBvPg7QpRbNJgrlJ6Z6fkLwtHBRYtNBeMu+feEW+XfOdd1l58MbVz5zLl979Dud0lqlAMJ7j4s2R6euh55FGnSxHCMbGOBP+8/i3aZjRwwGLJXRbCLsE2X2VFZOQymO2KyGjefLsFsCaYZZG//LibmysyIiMdidh2qjxkF1urkEnGRM8AyqWo9VfH7wXeBk/+Gcy5g1o2vedoHvAGR9FgtnuC2YppqIznnpOs6XG33c19mR4XJSIN5iqV7uhEkwlm4aDa2bPx7rorsbuGj8lIbWzn4wsuwFVXx7S//RVNMsPLgn/vvfBMmUJs6Z1OlyKEI/RUhoeufB2l4DPn7YzmkY9LQtgl0Ooj1l5JERld4PJAbYM92xvl6epDSbdLg3k03M3NpCtskT8jnSYTi9nW5IPsYmsVMkWa6EvhrfdUzVmNvvqa/DOY7Y7lsbY12gzmYNCWXeciMmSKdpty0+M2LrA4eLtCFJv8xlSFjIEB9GhUIjKE4wILj6f/7bdJvv32Vtdl+vr4+EsXoMdiTPvrX/BMnOhAhWIoyuUicMIJ9D37HKm1a50uR4iS+/cd79HxUQ+HnLUDjS0+p8sRoqoEWv30xQZI9etOl5Ifa7EtuxpduYiMMUwwt7ejamtxNdjU9K5yWktzxUVk6NEoYN+p8ta2KiUHN9mTqpr8ZTCjPlL9OulUHu971sEnu86aAPM9LO8M5giuhgZUjT0LLMoUbf70XP61PRPMLq/XjAiSx16UiDSYq1Du1ArJZRMOazz6aPB4iC1dttnlhq6z9tKv0//2O0z93W/x7rijMwWKYQUWLQLDILpsmdOlCFFS7720kdeeWMsnDpvG7N3k/1Eh7BZoMw/adHdWSEyGnYttgT0TzB0duNvaqma6s9jczS0VF5GRmyK1e4I5FsPQy//gTqJ3oKoazNb3ktcUc5/VYLb5fSfviIyIrZPzroYG0DSZos2DHo2gPB5cdfYtKu0OBtGjMj0uSkMazFUo3WEeoXe3yC/GwlnuUIiGgw8mdu+9GOk0AIZhsPGnP6P38ceZ+P++R/2nPuVwlWIoNVOn4N9vX2JLl2FkMk6XI0RJRDfG+deNbzNhViP7nTDH6XKEqEqBVrPBXDE5zH2d9jZ6PF6oqd/URCpAur1d4jFGwd3cjB6N5j6LVoJ0OLvYl80ZzGQy6N3dtm2zWJK9Kbz19kzQlgNf9ntJ9OTRYLY7gxlG12AOh209sKFcLvPghkzRblM6HEZrarL14KHW1JR7PxGi2KTBXIVyC3/IIn+iDAQWLUTv6qL36acBCF93HZGbb6bp3HMJnXqqw9WJkQQXLya1Zg3xF19yuhQhii6d0nno76/j0pSZu6zJRyQhiiHQZk5mRSslhzneZW+DGcDfNMYM5nY5U3EU3K0tYBgVdYq+NcFsdwbz4G2Xs0RvlUVkNIxigjneCcplLsxnFyuD2TC2edN01N4JZgB3SKZo86FHorY/9mb2ujz2ojTkt6cqlO7MNpglg1mUgfqDDkILhYjddRfdjzxC+y9+ScMRR9D2ja87XZrYhobDDsNVX0/szn84XYoQRff0kvfo/LiXw87ZkYYmr9PlCFG1an1ufA0eYh0VMsFsZTDbyd8ytgzmjg7cbdJgzpfWbB4g0CtooT89ko08tDmDGSj7SdJMxiDZl8o1ZauB1SxP9A5s+8bxLvA1gcvGVk1dC2RS0N+zzZvq4Qhak32T82BO4ssU7bbp4bCtr3kw30PK/TUvqoc0mKtQutP8wGp9mBLCSaqmhsZjjqHn4UdY+9WvUTNnNpN/+QuUnR+aRFG4fD4ajz6a7oceRu/tdbocIYrm3Rc38MZT61hwxHRm7iIHZ4UotkCrj1hHBUww6ylIxoowwZydJiykpN4+Mn19eCQiI2/W0E0l5TBb09ZaMGjbNq3Yg3Kf5O7vS4FBVU0wjyoiw+5YHhiU/T7y+45hGOjhMFooaOvuJSIjP+lIGC1o8wRzMERaJphFiUiHpwrpnZ1ogQAum1Z+FWKsanfYAXQd0mlSH68h+dZbTpck8hRcfAJGMkn3Aw84XYoQRRHZ0Me/bnyHSXMD7LNwttPlCDEuBFr9lZHBHM82ROxu9tS1bNr2KKU72gFZzHs03NmhG2sIpxLokSiuxkaUx74mqzWVWu6LrSWyMRK+KspgrvW7UQqSfflEZISLc9aEte0RGPE4xsAAbrsnmJskpiEfeiRq//R4UxNGIkEmUQH/54qKJw3mKpTu6JTT5kRZ0Ts7ILtYgZFOE3/hRYcrEvnyfuIT1MyZQ+zOpU6XIoTtUgM6D17xOm6PiyM+L7nLQpRKoM1Hb6Sf9IDudCkjs6b9ijFNWGBERm6tFZlgzpvWbDbX9K4KajAXaYoUNsVvlKtkNkbCW0UTzMql8NZ7SPTkE5HRaea028l6D9vGmRPWpKvdU7TuUAg9FsPQy/w930FGKkWmu7sIr3tze9LgF6Ugv0lVoXRnJ5rkL4sy4t97b1RtLWgayuPBv/deTpck8qSUIrj4BBLLl9O/8kOnyxHCVk/d+i7h9X0cfu6O1IdqnS5HiHEj0OYDoLsz6XAl22AtxGf7NGEzpOIwMPqYkHS7NJhHy1XnR3m9FRWRoUcjuEP2NhldtbW4/P6ybzTlJpirKIMZwFvnyXORv65NE8d2qbMiMkZ+DeQWl7Q5B1gLNYFhoMditm63mujRKIDt0+PW9iQmQ5SCNJirULqjA3eLTDCL8uFfsIDp11xN60UXMf2aq/EvWOB0SWIUAscfD5pGbOmdTpcihG3efm49bz2znj2OnMH0nWTNAiFKKdDqByDaXuY5zH1FnGCGbTZ7hpJul4iM0VJK4W5uJl1Bi/ylw5HcxLGdtFCo7Bdbs3KKvXXVE5EB4GuoyTXPh5XJmDEWDmUwWznJbpufe7npeclhHpb1urT7db/psS/v172oDtJgrjKGYZDu7MwtZiFEufAvWEDL+V+U5nIFcre2Un/QQcSW3YWRTjtdjhBjFl7XxxM3v8PkeUH2PnaW0+UIMe4EWs0J5lhHmWdCWg1g26cJrTzUAhrMHR0orxdXQ4O9NVU5raW5siIyIhHbp0jBzGMt9wnmZC6DucommOs9224wJ6Ng6PafNVFTD1pt/hEZtk/RWvEs5f3cc1JuetzmMxes7elReexF8UmDucpk+vowkklpMAshbBX47GLSHR30/fvfTpcixJik+nUevPJ1PLUaR3xhJ1ySuyxEyXnrPNTWuSuowVykPNQCcpjT7e2429pQ2bUtRH7czS0VE5FhGAZ6OGz7FCmYeazlPkWa6B2gxquhearr/2dfvSeXLz2s3HuOzRPMSmWz30f+2etFnqIt9+l5J1nZ6EXLYC7z172oDtX1ri02LfzRKg1mIYR9Gj71KbRQiKgs9icqmGEYPHHLO0Q29HH453eiLiC5y0I4JdDqJ1buERnxLvAGQLN5ktKaiN5Gs2co6Y4OiccoQCVFZGT64hiplO2TjADuUBPpMp9kTPamqmqBP4u33sxgNjLG8DcqViwPmDnM24rIiETA48FVX2/rrq2JaJlgHp41PW53BrMWCIDLJRnMoiSkwVxl9E7zPw354CmEsJOqqSFw/HH0PPaYfEARFeutZ9bzznMb2OuYWUzb3v5f3IUQ+Qu2+cp/grmvsziNHmsiehunqw/FnGCWz/mj5W5tQY9EMHTd6VK2adMkY3EymMs9izXRm8LXUF35ywC++hoMA/rjI8TNFWuC2drmNmJ50pEw7mDQ9jMkcjnAEZmiHU5uejwQsHW7yuVCCwbL/nUvqoM0mKtM2mowS0SGEMJmgcWLIZWi+557nS5FiFHrXNPLk7e+y9TtQ+x59EynyxFi3Au0+ugNJ9FTGadLGV68y/78ZQBvEJRW8CJ/nrY2+2uqclpzM2QyFTFBmctiLVIGs5FMkkmU78Gdap1g9jWY31NipJgMa8LY7gxmMN/LtnFQS49Ebc9fBnDV1OCqq5MhlRHokQiuQADlsf+5rzWFKuK9T1Q+aTBXGSsiQ5MGsxDCZt7ttsO7445El0pMhqgsA8k0D135OrU+N4f/1064XJJdKoTTAm1+DAO6u8q30UW8qziNHpcrO004uglmvbePTDwuZyoWwN1s/hwrISYjnc1KtftUeXOb2UnSMs5jTfQMVN0Cf0CuaT7iQn/FnGCua8kjgzlclAMbkF1gUqZoh6VHipO7DtloHJkeFyUgDeYqk+7oBI/H9lMrhBACzMX++t96i+SbbzpdihB5MQyDx296h1h7nCO+sBP+xuo77VaIShRo9QEQay/zBrPdC/xZ8jhdfUvpjnYA3DLBPGruFrNhZ53tWc70SBQoXkQGQDq7j3JkTjBX3//Vvuz3lBypwdzXBZ468PjsL8DfDP0xSA8/Qa1HIkVrcmohmaIdSToSKcprHqzHPlqUbQsxmDSYq0y6sxN3czPKJT9aIYT9Asccg/J4ZLE/UTHeeGod7724kb2Pn82U+cX54C6EGL1AW7bBXK45zIaRzWAu0lmBdS1mM2kU0u3ZxbylwTxqWrPZYNYrocEctjKY7T+4YW2zXLNwU/066VSmuieYe0aKyOgyF+MrBmsqOjH8z95schbnoJo7FJIp2hHo4UhR4kkgG5FRxmctiOohXcgqk+7slPxlIUTRaMEg9YcdSvc995AZGOEDshBloOOjHp5e8h7Td2pij8/McLocIcQg3joPtX43sfa406UMrb8HMqninKoO5mT0qCeYsw1micgYNev3o3Rn+Udk6NEIyuPBVee3fdtaKGjuo0wnSa184qrMYM5+T8m+kSIyirSwKGza7jA5zEY6TSYWkylah+iRSO71aTctFEKPxSpikVNR2aTBXGXSnZ3yoVMIUVTBxYvRYzF6H/uX06UIMayP3wpz1x+W4/FqHHbujijJXRairCilCLT6iJbrBHMxF9sCczJ6lBnM6XaJyCiUq74eVVNTMRnMWlMTStn//5aV65wu02lGKz7C11B9ERnuGg13rUaiZxsZzMU8a8LaxxD0aBQozuKS5nab0MNhDMMoyvYrmWEYpCMR3EWbHm8yFznt7i7K9oWwSIO5yqQ7O2SCWQhRVHX77497wgSiS+90uhQhhrRhZYx7/vQf+vvSpJLp8s54FWIcC7T6yneC2VoMq5jThIkIZPKfKEu3t6N8Plz19cWpqYoppdBamtG7KiAiIxIt2hSpq6EBNK1sJ0mtBfCqMSIDzO9rmxnMxZ5gHubAljXVXrwM5iBGfz9GQj6TbSnT1wepVFGnx6F8z1wQ1UMazFXE0HX0rjDuVmkwCyGKR2kagUWL6HvqaVIb250uR4itrHk7gpExJ2QyGYO178oHaiHKUaDNT09XEj2dcbqUrVmnkRdzmtDIQCKa913SHR24W1uLMtk6HribWyojIiMcxl2kKVLlcpmny5frBHNP9UZkgNlgtmJAhhTvKu5ZE7Dp4NkW0mHzs1LRMphz0/PymWxLudz1ok2PhzbbjxDFIg3mKqKHw5DJoMkEsxCiyIInLIJMhthddzldihhBfPlyOv92BfHly50upaTqAtlTaxVomksW9xOiTAVafRgG9HQlnS5la9aUn784zZZtTRMOJd3ejrtNovAK5W5uroyIjEgYLVi8/7fcoWDZLrZW7RPM3vqa4SMyUglI9RXvPceXfU4Nk8FsLfxY/Cna8nzuOclq/BZretzabrlG44jqIQ3mKpLOroosERlCiGKrmTkT3x57ELvzTslSK1Ox++5j9amn0fG73/HROeeOqyZzX6wfgD2OnMHCry5g4uyAwxUJIYYSaDMXMYuVYw6zlVNatGlCq8Gcf8Mz3d6OR/KXC6a1NJOulIiMpiI1GTEnVMs5IsPlUtT43E6XUhQjRmRY7wXFOmtCc5tN5uEymK2IjGJN0UpMw7DS2cekWK97a7vl+roX1UMazFVkU4NZJhuEEMUXXLyYgVWrSCxf4XQpYguZgQE2/vwXua+N/n4it9zqYEWl9dEbYdpmNrLvwjnSXBaijAVafQBEyzGHua8TtBqoKVLesdVgHmaacChWRIYojLulBT0cwciUYSRLlpFKkenuRgsFi7aPco/I8NZ7qjYGxtswQkRGLpanSBnM1raHOWvCmm7VgsGi7FqmaIen5+JJZHpcVDZpMFeRdEe2wSynzgkhSqDxyM+g/H5isthf2en47e/QOzpQHg+4XKAU3Xffzdqvfa0iTg8ei2Rfig0rY0zfqXjTX0IIe/gaPHi8WplOMIfNScJiNbqsyeg8J5j13j4y8ThumWAumLu5BXQdPRp1upRhWbW5iznB3BQq2ynSRG8KX0N1xmOAOcGcHsiQGhhicU+r8VussybAfE8bNiIjiqux0fzsWAQyRTs8PVrcBRZdtbW4/P6yfd2L6iEN5iqSm2BuLuJRTyGEyHLV1dH4mc/Qfd/9ZOJlOH02TvU+9RTha68ldNppTL/+OlovvpgZ119H68UX0fPIo6w8+hhid91VtdEma96OYBgwYyf5v1CIcqeUItDqI9Zejg3mzuJPElr7yUO63VxUVxrMhXO3mI+59TtTOUoXeZIRzCaWHoth6EM0OR2W7E1V7QJ/AL56c42IIWMyrMX3ij7BPPQUqx4OF3Vy3tXQAG532U7POykdDqNqalB+f9H2oYVCssCiKLq8GsxKqSOVUu8opd5XSn17mNucpJR6Uyn1hlLqZnvLFPlId3Tgqq/H5fM5XYoQYpwILj6BTDxO98MPO12KwPyled23L6N23jzavvkN/AsW0HL+F/HvtRctX/oSs5YtpWbWLNZ969t8/MXzSa1b53TJtvvozS5q/W7aZjQ4XYoQIg+BVj+xjjI8SBnvgroiNnrctVDTMGyzZ0vpjg7zbhKRUTAtO4Sjl3GD2Zow1ELFzWDGMNBjsaLto1CJ3lSuCVuNrOb5kA3mUkRk1A0fkaFHI7iL+LxTSqGFgrlpXbGJlbtezGgYralJJphF0W2zwayU0oD/A44CdgROVUrtuMVt5gGXAQcYhrETcIn9pYptSXd2yAJ/QoiS8u25J57p04ndudTpUsY9I5Nh3Xe+Q6anh8m/+TUur3er29TOmcOMm25kwne/S/zll1l57HGEb7qprPMoR8MwDD56I8y0HZpwaXKSlhCVINjmo6czSUYvs/ehviJPMAP4m/LOYJYJ5rGzfk8q56goKyO12BnMQFlOkiZ6B/BV9QSz+b0leobIYY53gdLAGyxeAf5mcz9DnMWWDkeKOjkP4A7KFO1QzOnx4j72WihYlq95UV3y+e1rb+B9wzBWGoYxANwKLNziNucB/2cYRgTAMIx2e8sU+dA7OqXBLIQoKaUUwcUnEH/hBQY+/tjpcsa1yI030vfkU7R965t4588f9nZK02g68wxm3303vgUL2Pjjn7D6jDPpX7myhNUWR3hdH33RfslfFqKCBNp8ZDIGPeGk06VszspgLqa6lrwzmKXBPHZWjGC6s3wbzOnshGExM5jdTdaCX+XV6MvoGfrj6aqOyLC+t8SQERmd5kEnVxEPkPtbIJOG5NbT63okgtZU5CanTNEOSY9Eipa/bHGHmkjL9LgosnzevaYAg7sGa7KXDTYfmK+U+rdS6jml1JF2FSjyl+7sRGuVBrMQorQCCxeCUsSWLnO6lHEr+dZbtP/q19R/+tOETjstr/vUTJ3CtL9fyaTLL6f/gw/4cOEiOv/6N4zUEL/0VIiP3jAnM6bvKPnLQlSKQKuZOVlWOczpAeiPlWCCefjT1bcqqaMD5fPhqqsrbk1VzFrATO8q44gMK4M5ECjaPqxJyXKbJE32pcEAX0P1RmRY39vQGcxdpXnPsfY1iGEY6OFw0ZucWigkU7RDSEeKPz1uPvbl9ZoX1ceuw2NuYB5wMHAqcKVSKrjljZRSX1RKvaSUeqkjmyMm7JPu7JRcNiFEyXkmTaJu//2JLltaNVELlSSTSLD20q+jBYNM+tlPR5XfppQieMIi5tx7D/WHHELH73/PhyeeROKNN4pYcfF89GYXzVPqqQvWOl2KECJPgTZz7ZBYRxk1mBPZBkgxM5jBnCbMN4O5vR13W2tRMzqrnVIKrbm5rCeY9UgEVyCA8hRvilfLTkeX2ySp1XSt5gnmWp8b5VIkeoeIyOjrKs1ZE7BVgznTF8dIpYqa/Q3m9Hy5Pe/KgTk9XtzHXmtqwkgmySTK6P9aUXXyaTCvBaYN+npq9rLB1gB3G4aRMgzjQ+BdzIbzZgzDuMIwjD0Nw9izVRqhtsokEmR6e3G3yOMqhCi9wOITSK9bT/y555wuZdzZePnPGfjwQyb/8hf/n737jpOkLvMH/qnQuWc6zmyc3gC7C7ukJSsyqICASjBnUQT1fnfnmeW8oGe40+POM52egmA+w4kCCgImFkWS5A0zLBtmc+ee6Vzp90d19eyyMzsdqutb1f28X697nezOdn0ZZnp7nv7U5+k4eSKOjGD5l76IZV/5MuRMGrte/wYk/+M/oFZtdsv6MdSrMvZvz1M9BiEO4x92Q/QI9kowN5dt9XrYE2urg9k1QvUY3RJjMdt3MFuRIjWuZSfG0LWfO5g5noM3IM5TkdHjxaLAvAnmZvd3r4eckSiUQgGaLPf0Ok6i1etQZ2aa1TW90qzGoQQ56aFWBsyPAFjDcdwqjuPcAN4I4PbnfcwvoKeXwXFcHHplhvPLHB1EbmxDpg5mQggLQxddBH54GHla9mep6XvuQf4nP0HsXdcg8IIXdP14wxdfjON++UuEXnUVMjd9CzuvvAqlhx824aS9t38yD1XWkNhA9RiEOAnHcQiN+FBIlVkfZZYxfLHidnW5AtQX/neXUymIoxQk6ZYQj0G2cUWGFbfK8243+ECg2fdsF7MJ5v6tyAD0moy5KzKsWCzaePznvbFlpIp7uVxSf/zGkLNwdAf0oJLzeQCwpCIDAORcvqfXIYNtwQGzpmkygL8BcDeArQB+omnaZo7jPsVx3BWND7sbQIbjuC0Afg/gI5qm2fet4T4kpxoDZupgJoQwwHs8CL3yFZi5914o09OsjzMQpAMHcOCf/hnek07CyPveZ9rjCqEQln7mM0jccjM0RcHU26/GgU9+EkqxaNo1emFqcwaiR8CS43rXW0kI6Y3wiA95ExLM5ccfR/ob30T58ce7fKDG8CXQ49fVRkJ6gR5mTdMgpVIQKcHcNTEeh2Lnioxs72+VBxrL1mzWx2qken1D/ZtgBgBvwIXKzPMqMlQFqOSYVWTIjVRrL5dL6o9PKdrnmx3u9z49rl+PPvekd1rqYNY07U5N09ZqmnacpmmfbfzaP2uadnvjf2uapn1Q07T1mqadrGnaj3p5aHI0Oa13WlOCmRDCSuhVr4ZWq2H6zjtZH6XvaYqC/R/9GDRJwrL/uAGc2/y0T+AFL8Dq229D9B3vQP4nP8WOV16OmT/8wfTrmGX3liyWr4tAEHu4fZ0Q0hOhUR+m0xWoqtbxY5QffxxTb78aqS99CVPvvKa7IbPRi8xo4dbzqaUStHIZ4igNmLslxuKQs1nb7oxQcrmep0iBxsIv2yWY9aGrN9DfA2bfkOvoBHMlD2hq759zXH5A9B71ppbSSLVal6K119ceS9alx8NHXI+QXqCfwvoEVWQQQljznrQBnjVrqCbDApkbb0T5kUew+J/+Ce6VK3t2Hd7vx6LrP4aV//tDCENB7H3vX2Hfhz/STLrYRT5ZxnSqgsR66l8mxIlCI36oioZitvPe95nf/g6aJAGqCk2SUH74kc4PZNw+7uvxc4qRJiwde8AsJxtBEqrI6JoYjwGybMtb9DVNg5zLQexxkhEAxEgEss2SjJUZCW6f2PdvFHuD7qM7mI03mXp91wTHzblc1EgU9zxFayyYtFl6niXFsvS4/vh2ew1P+kt/P3sPECWdBnjekluqCCFkLhzHIfTqV6P61FOobd/O+jh9q/LEE0h95asYfvnLEbrqSkuu6Tv1VKz62c8Q/5u/wfTdd2PHK16Jwh2/hKZ1njY009Rm/cUy9S8T4kyhER8AoJDqvCbj8PQX53LBf/ZZnR+onAG8YUAQO3+MVrSYYJaTSQCgigwTCDH9c66k7dfDrJZKgCT1PEUKGAnmfM+v045KUYK3jxf8GXxBF2ol6cg7NoxEsd+Cn+X90aM7mPM5cC4X+IC/p5cWwpHm9YhObiaYe9y9PjQECILtvu9Jf6EBc5+QU2kIsSg4QWB9FELIAAtdcTkgipRi7hFlZgb7PvwRuBYtwuJPfgIcx1l2bc7txsjf/DVW3/ozuBJj2P+Rj2Dve/8K0oEDlp1hPlNbMgiN+ppDKkKIs4RG9aFGNwNmSDIAwLVsGRK33Az/xo2dP1Y53fskIXDYgPnYw0451RgwU0VG18SY/t9Vztivh7mZIo1aMGCORqFks7Z5oxjQKzJ8AzBg9gZd0DSgVj4sxdxcLGrB804gPmcHsxCN9vx1pdh4I5BStLOUbA7gOAih3u4Q4Xhef2OJPvekh2jA3CfkVApinG6bI4SwJcZiCL74AhRuv12/VZmY6uCnPg1p/34s/Y//gDA8zOQMnjVrsPKHP8Siv78epYcfxo5XXo7cj37ErM9SlhTs25aj9DIhDhYIuSG6eOST5Y4fozY5AUDvqO9quAzo6b5ed6ECgDcE8OJRacLno4oM84hx/b+rbMNFf81b5S1JMIeh1WrQyp1/z5mtUpQGYsBsLDGszBz2Otl4DrDieccfO7qDOZuzJDnPud3gg0GqyDiMkstCGB4GJ/b4jhnoA367VeOQ/kID5j4hp9PUv0wIsYXwq18NJZ1G8f77WR+lrxRuuw3Td9yB+F//P/hP73J40iVOEBC9+mqsvv02eE85GQc/+S+YevvVqO3caflZDjxbgCyp1L9MiINxPIfhER8Kyc4TzNWJSQCAfOgQ1FqtuwOVs9YkCTmuMexZuCKD8/vBBwK9P1Ofa1ZkZOxXkdG8Vd6CysNmH6uNbpevFiV4h8xfWmw3voD+73jEor9mgtmKAfMcHcy5HEQLkvNAIz1Pi+aa5FzOsppTIRKligzSUzRg7hM0YCaE2EXw/PMhxGLI33or66P0jfrUFA7+y6fgO/MMxN/7XtbHaXKPjSFx881Y8tnPoDoxgZ1XXoX0jTdCk2XLzrB7SwaCyGPZWmt+MCKE9EZoxNdxRYZaq6G+cydcy5cDmgZp797uDlNOW9OFCrQ2YE4l4RoZsbQWqV8JoRAgijZNMFvTxXr4NRSbpBk1TUNlRoIv0P8JZq+RYC7WZ3+xnAHcQcDl7f0B/DGgNg3Is2/Eyblssx+514RI2DZfd3ZgVXocAFVkkJ6jAXMf0FQVciZDA2ZCiC1wLhdCV16J4h/us2XHodNokoR9H/4IIIpY9u//bruufY7jEH7Na7D6l79EYPx8pP7zC9j1+jcg//NfIP2Nb6L8+OM9vf7U5iyWrgnB5bHX54UQ0p7QqB/TqQo0tf1O2Nr27YCqYuiiiwDob8p1TNP0YY8VHcxAiwnmFMQRqscwA8fzEKNRW74+MRafWVORYQyY7ZEklWoKFFltDl/7mVEDckSC2apaHgAIHL1cVMnlLUvRipGorZLzrCm5nCW964De726X73nSn2jA3AeUQgGQJHrhSQixjfCrXwXIMgp33MH6KI6X+spXUX3qKSz51KfgWrqU9XHm5Vo0iuVf+QqWffGLqO/bhwN///dIffGLmHrnNT0bMs9kq8gdKFH/MiF9IDzqgyKrKObbr7eoNeoxhi7WB8zSnj2dH6RaAFTZumGPP7ZgB7OUStKCPxMJ8RhkO1ZkZLPg3G5wfn/Pr2UMse2ybM0Ytg5CB7M3OEcHczlj7XOOcU3oQQZ1ehpCYwFfr1GK9khyLmvJm0qA/n2vFArQFMWS65HBQwPmPqCk9RdI4gglmAkh9uA5/nh4TzkFhZ/daqsN5U5TevBBZG68EaHXvgbDl17C+jgL4jgOw5deguib36T/gqZBq9dRfviRnlxvarP+w1FiPQ2YCXG60IgPAFDoYNFfbWICnNcL32mngff7UZ/qYsDc7EK16HV1IH7MBLOmaZRgNpkYj0OxY0VGI0VqRRWKkVa1Sx9rpTlg7v8OZtElwOURntfBnLbwronGdRpvbCn5vH4uq3qAGyla+vlAf35XcnkIEes6mKFpekCRkB6gAXMfkFONzdJUkUEIsZHwq1+F2rPPovrMZtZHcSQ5l8P+j34M7hUrsPjjH2d9nLYExsfBeTz6P/A8/Gef1ZPrTG3JIhjxILKk92kvQkhvhUb17+NOepirkxPwrFkDThDgSiRQn9rd+UGsXLZlXKeSA9S5E2VqqQStUqEEs4nEWNyeFRnZrGVdrPzQECCKtkmSVmb0PuJBqMgAAN+Q63kdzFlmCWbZwu5vQE/RavU61FL7byb2G3VmBpBlSzuYAdjm+570Hxow9wG5kWAWaMBMCLGR4Ze/HJzHg8w3v2lJF28/0TQNB/7xnyDnclj6n/8B3oLbZc3k37gRiW/fAnHRIrhXr4Z/40bTr6EoKvZuzSKxIUaLrwjpA8GwB4LIo5Bsb8CsaRpq2ybgWbcWgL58VDIjwRywatgTB6DpQ+Y5yMkkANCA2URiPAYlk7FdglLJ5Sy7VZ7jOH3ZWt4efazV0uBUZACAN+hm2MHcmBk0nuuMTl5LU7SAbb72WDI+96JFHczGdaiHmfQKDZj7gJwyKjLo1jlCiH0Iw8PwnXkmZu69F6kvfamnXbz9Jv/jH6P4299i9IMfhG/DBtbH6Yh/40aEX/Nq1Ldvb95+aaZDO6ZRrypIbLDmByJCSG9xPIfhuLftBLOcSkHJ5eBduw4A4EqMob5vX+cdk0YfsmVpwuiR132e5oCZXuebRojFmr2zdiLncpYlGQFADEea6VXWjD7iQajIAPRBulELgnoZkCvWPef4IgC4wwbMeprVyg5mgFK0wGwHutUJZrt835P+QwPmPiCn0+C8XvCBAOujEELIEVxLluj/Q1V72sXbT2rPPotD//Y5BM47D9Gr3876OF0Jjo8Dqorin/5k+mNPbc6A4zksP4EGzIT0i9CoH4VUe7dNGwv+POv0AbN7LAFIEuSDBzs7BIsO5sOv+zzNKjxKMJtGjOmfc+MuULtQcrlmN7IVhGjUNknGalECL3BweQXWR7GEPmBuVGSUG1+HVnUw84I+ZG68qSU3U7TWfO1RinaW0YFuWXq82b1On3vSGzRg7gNyOg1xZIRuESaE2E74Na8G52rc7qiqqE5MQC2V2B7KxtRaDfs+9GHwgQCWfu7fwPHO/mvae/LJEMJhlDZtMv2xp7ZksXj1MDw+0fTHJoSwERr1oZCsQFNbry6oTU4AALxGRUZiDABQ39NhTUY5DYhewG1RcMMYZJcXSDDTgNk0YlxPiso2WvSn1etQZ2Ysu1UeaCxbs0mKtFKswxd0DczPs96gC9VGatvyN7WAI5aLKkYHczhsyaWNISelaGfT41Z93zfT4zl7fN+T/uPsn1wJAEBOp2jBHyHElvwbNyLx3e8g/ld/heBLX4qZO+/Ec5dfjpk//IH10WwpecN/oDY5iaX/9q99cTs0JwgInH8+ipvuh6aqpj1uebqO1NQMEhssup2UEGKJ8IgPsqSiVKgv/MEN1YkJiIsXN4cjrkQCAFCfmursEMayLasGXc9buPV8cjIJzu+HEKQ7Fc0ixPTPuZKxT4JZblRJWVqREYnYJslYLUrwDkg9BgD4htyQJRVSXQFKFi8WNa51WAczHwqBE615w352yGmPrz2WZvuvLVru6XaDDwSaqXVCzEYD5j4gp2jATAixL//GjRj5u/dh7Gv/jRU/+D54nx973/tX2PuBDzRv/SXAzB/+gNz3v4/I29+G4AUXsD6OaYLj41ByOVSfeca0x9yzRf+haAUNmAnpK6ERfaFpOzUZtYnJ5oI/AHAtXgyIIqROE8xWLtsCZq9Vmr8iw9UHbzjaifFzk50SzFYvWjOupRQK0GTZsmvOpzIjwTc0GAv+AD3BDACVmfphi0Ut/Hn+iAFz1rLlkgDAB4OAy0UpWugpbs7rtXSZtxCNNlPrhJiNBsx9QEmlIY7QgJkQYn/+M87Aqp/fivj7/hbF3/4Oz738Fcj96MempludSEomceDvPw7PCSdg9EMfYn0cUwVedB7AcSjeZ15Nxu7NWfiGXIgvD5r2mIQQ9kKjPgBoedGfVq+jtmNHc8EfAHCiCNeypahPdVqRkbF2wCy6Ac/wvAlmKZmkegyTCeEwIAiQM3YcMIctu2YzSVooWHbN+VRLUnPoOgh8jX/XalGarcfxW7hTwh87ooPZyuQ8x3EQw2FK0aLRu27h5x7Qv+8pPU56hQbMDqfW61AKBQiUYCaEOATvdmPk//0/rLrtF/CuX4+Dn/wkdr/1bag9+yzrozGhqSoOXP/3UCsVLPuPG8B7PKyPZCoxEoHv1FNRNKmHWVU17NmSRWJ9DBw/GF2NhAyKYNQLXuBQSLY2YK7t3AVIUnPBn8E9lkB9T6cVGWlrk4RAI004Xwdzqi8qk+yE43kI0QhkG1VkGF3IVi1a068VOeLaLFVm6vANUEWGUQdSKUr6m0ucAHjD1h3A6GDWNChZa5dLApSiNShZa9PjgP66XKb0OOkRGjA7nNJ4550qMgghTuNZtQqJb9+CJf/6r6g/9xx2vPo1SH7xi1BrNdZHs1T2299B6YEHsOj66+E5/njWx+mJ4AXjqD79NOR09z/Mp6ZmUC1JSGyw9ochQkjv8TyH4bgPhWRrFRnPX/BncCfGIE3tgaa1viywyehgttJht6sfTtM0vQqPEsymE2NxKDaqyJAt7mI9/Fqsk6SqoqJWlgc3wWzU8li54NAfAzQFqOYbKdqwddcGpWgNcp5Vgjlv6TXJ4KABs8MZP6xTsoEQ4kQcxyH86ldh9V13IvTyy5D5n29gxxVXoPTgg6yPZonKM5uR/K//wtDFFyH8htezPk7PBMbHAQDFP/6x68ea2pwBOGDsRBowE9KPQqM+5FusyKhNTIBzueBeufKIX3eNJaAWi1Aai9NaJteA2jTgtzi4EYg3b1c/nFosQqtUaMDcA2I8bq+KjGwO4DgIoZBl1zRSq6yTpNWS3gHtG6AB81EdzJbfNaFfTytlIOdyEC3s/gb09LwdkvOssUuPZzt7A5aQBdCA2eHkVGPAHKcBMyHEucRoFEs//3kkbv4WoAFT73gn9l//98xTNb2klkrY/6EPQYxGsfhTnwJnZXLFYt4TT4QwEkdp0/1dP9bU5ixGE0PwDQ3OrbSEDJLQiA+FVKWlH36rE5NwH388ONeRgyl3YgwAIE21WZNhpIit7EIF5k0wy8kkAAqS9IIYi9mrIiOXhTA8DE4ULbumEI40r81SZaYOAAOVYPb4RXA8N1uRweKuCQBqag8gSdanaMORvn6N3yolm2WQHg9Dq9WglVtfpktIq2jA7HByKgUAtOSPENIXAi98IVbffhti73kPCr/8JXZc9nLkf/GLvnyX/eC//ivqU1NY+u//bnn/mtU4nkfwReej+Kc/dbWtvlqScGhnAYkNFv8gRgixTGjED7mmoDxdX/BjaxMT8K5de9Svu8b0AXPbi/6MIS+TDma9D/Vwzdf5lGA2nRCPQUlnbPP6Qs5Zn2QUG4Mt1oO+alECgIF645jjOHiDriMrMqwU0K+nHNTfhBOiFg+Yo1Go09PQJMnS69qJWq9DLZUs7V0HZnveZarJID1AA2aHk9ONF54WPzERQkiv8F4vRj/wfqy69Wdwr1yJA9f/PaauuQb1XbtYH80003fdhcLPbkXs3e9G4JyzWR/HEsELxqEWCqg89VTHj7F3Ww6aBhowE9LHwqM+AEBhgZoMOZeDnEweteAPANzGgLndRX9GTQWLNKFcBeqlI365mWAepQSz2cRYHFq9DnVmhvVRADRulbf4zWbO7QYfDDKvyKgYA+YBSjAD+r9vsyKDUYJZSe4HAMuDDkZqt+0aoz5idFAbdxJYxXieYX3nAulPNGB2ODmdhhAOg3MPzju+hJDB4F27Fit++AMs/uQnUH36Gey44kqk/+cb0OoLp9rsTNq3Dwf++RPwnnoKRv7mr1kfxzKBF74QEAQU79vU8WNMbc7A4xexaOWQiScjhNhJyBgwL7DorzYxCQDwrDs6wcz7fBBHRiB1mmBm0cF8+PUbZisyKMFsNjGuD9hkmyz6U3I5y1OkQKOPlXmCefAqMgB9wFwt1oFKjlkHs5w6CADWp+ebKdrBrcloDpitTo83B8yD+7knvUMDZodT0mmqxyCE9C2O5xF54xux+le/QvAlL0Hqi1/Ezte8BuXHHmd9tI5osox9H/kooKpY9h//cVRvaD8Thofh37gRxU2dDZg1TcPU5gyWnxAFL9DLF0L61VDUC57nUEgeO8Fcm5wAAHjnSDADgCuRQH1PpwNmNmlClI/sBJZTKfB+P4RgwNrzDAAh1khw2qSHWc5lmdRlCZEw8ySjkWAetAGzN+hGZboGQLP+OcftB0Rf8+vf8g5mY8jJOD3PkrHk0Orve+N6Mi1ZJD1AP6E5nJxK0+IPQkjfcy0axfIvfRHLv/41KMUSdr/5zTjwyU9CmZ5mfbS2pP/nG6g89hgWf/ITzVu4B0nggnHUtm6FdOhQ2382u7+EUqGOxAaqhCKkn/ECj6GYd8GKjOrEBIRYDGJ87qCFe2yswyV/HOCzeNBnJKbLR/7ALyWT1L/cI8bXjZxhn2DWNA1KLg8hYv3fb2IkyryLtVKU4PGLEAbszWNf0IVqqdFBbPWAGQAC8WZFhfUVGfrXupIf3AGz3EwwW/t9b1xPoQ5m0gOD9Szeh+R0GsI8L6wJIaTfDL3kJTjul3cgevXVyP/kp3juFa/A9K9/bZslPcdSfuwxpL/2NQxfcTlCl1/O+jhMBMcvAACU7r+/7T+7e7M+BEisp/5lQvpdaNS34IC5tm0C3jnqMQyuxBjkVApq5diPc4RSGvCFAUFs/c+YwR+dvf5h5GSKgiQ9IsbsU5GhzswAsmx5ihTQk6QK4yRjdaY+cOllAPAOuVAtq1A1ns2A2R+FnJ8G53aD8/stvbTRwTzIKVojvW319z0/NASIIvPve9KfaMDsYJqmQU6lIMbphSchZHDwgQAW/f31WPmTn8A1Mop97/8A9r73ryDt28f6aPNSpqex78MfhmvZMiz+539mfRxmPGvXQFy8uKMe5qnNWcSWBRCMeHpwMkKInYRG/Sgky/O+eajJMmrbt8Ozdu56DABwjyUAoL2ajHLG+v5lYP4O5lSKEsw9IkQiAM9DtkFFhtGFKjLpYI5AyeWYvlFfKUoDt+APAHxBfYdSTQta38EMAP44lOkShGgUHMdZemmReoD1f3eOgxAKWXpdjuP0apwBTo+T3qEBs4OpxSK0Wm3eWwMJIaSf+U7agJU/+TFGr/8YSg8/jOcuvwKZW74NTZZZH+0ImqbhwCc+ATmZwrL/uAFCMMj6SMxwHIfg+DhKDzzQ1rLGelXGge15Si8TMiBCIz7UqwoqM9Kcv1+fmoJWq8EzT/8yALgTeg2R1PaAmcHzjGcY4F1HdDBrmgaZKjJ6hhMEPb1rgwSzkeJkkWAWIxFo9TrU0rGXavZSpSjBGxy8hfXGUL2iDjNKMMegFKtMvu44lwv80NBAdzDLuSyEUAicIFh+bTEcgTzAn3vSOzRgdjA5pb8IpSV/hJBBxYkiYu94B4775R0InHUWkp//PHa9/g2oPLOZ9dGaCrf+HDN3/Rojf/u38J16KuvjMBe8YBxqqdTWosZ9k3moikb9y4QMiNCIDwDmrcmoTRgL/o5VkdFIME+1OWBmkSTkOH3AdFiCWZ2ZgVatUkVGD4nxuC06mI0uVBYdzHbowq0OaILZO6T/O1dZDZgDcSgliclySWA2PT+olFze8v5lgxCNDvTnnvQODZgdTE6nAIASzISQgedatgzL/+frWPbF/4KUSmLX61+PQ//2byj9+c9If+ObKD/e+jDTTIU778SBT34SnhNPROzadzE5g90Ezj0XcLlQ3NR6TcbU5gxEj4Alx4V7dzBCiG2ER/U+0EJq7lRldWICEAS4jz9+3scQwmHwwSCkPW0s+iul2Qx6AH2wXZoddsqpxut8SjD3jBiL2aQiQ08ws6rIAMCsj1XTNFSKdfiGBm/A3Eww84sBkUH9lz8GuQoIYWsrGgz6gsnB7QFWstnm95/VhCj77nXSnyzeYEHMpKSNBDMlGwghhOM4DF96KQIvfCGSX/gCst/5LrLf+a6eDBNFxK65Bq4lS6DJMjRJgiZL0CQJMP5ZMn79yN/XJAk46vee9xhz/X69DqgqAKC+YwcqTz0F/8aNjD9L7PGBAAJnnYnS/ZuAj35kwY/XNA1TmzNYvi4CwUXvixMyCIZiXnAcUEjOl2CehGf1KvDu+W+r5zgOrsRY6wlmTWNXkQHoi/4OSzDLySQAQByl1/m9IsRjqO/ezfoYzSQhq4qMw89gNammQJU1eAODWJGh/ztXxEVsDuCPQanxEIJeJpcXIhFIBw4wubYdKLkc3CtXMLm2GImgTAlm0gM0YHYw2RgwU4KZEEKahOFhLPnkJwENyP/4x/rQQJKQ+cY35v0znMsFzuUCGv+fE8W5/7/LBc7rAe8KghOf97Eu/f+j8c/Vp59B+ZFHAE2DJssoP/wIDZgbAuePI/n5z0Patw+uZcuO+bGFZAXT6SpOuyhh0ekIIawJIo+hmPeYFRm+Fp5P3YkVqG7d0tpFq3lAU9hUZAD6csGDTzX/sTlgpiBJz4ixOOR0GpqmWb7k7HByNgfO6wXv91t+beMWfVZ9rEbP+iAmmL2BRkUGz+YuBc0dhirxEBnVkwjRCKqb7VNpZzU5l2vp77FeECJRKIUCNFkGJ9JIkJiHvpocTE6lAJcLvMWbRwkhxAlCV12Jwm23QavXwblcWHrDDfCdeio495GDYwhCT36wLD/+OKbeeQ00SQLncsF/9lmmX8OpghfoA+bi/fcj8sY3HvNjp7boib7EBlrwR8ggCY36UUgeXZGhzMxA2r8f4QWeOwDAPTaGmd/8prUfosuN24WZJZiP7GBuVmSMUEVGr4jxGLRaDWqpxHQBr5LLMUkvA7OpaVYJ5mpRHzB7B7CDWXDxcPNVVMCmh1eW9VoOwcfm7jAxoncws36DhwVN0+zxfV8oQIzR62tiHhowO5icSkOMxwfuCZkQQlrh37gRiVtu1pPDZ59leXqY9fXtzL1qFVzLl6N436aFB8ybswiN+ppLvwghgyE04sPkzumjhg+1yUkAx17wZ3AlxgBZhnTwINzLlx/7g0uNLl4/owRzIA5UcoAiA4IIKZkEHwhACAbYnGcACI3BipJOsx0wZ7PMFq3xwSDgcjV7oK1WKdYBzNZFDBqvMIOKFmZybaWmj4IENg0ZECJRaJLE/A0eFtTpaUBRmPSuA7N970o2SwNmYioaMDuYnE5TPQYhhByDf+NGpoNd1te3K47jEBwfR/7nP4daq4H3zL3cRpYU7JvI4cQXLbX4hIQQ1kIjPtQrMmol+Yh0Y3ViAgDgWbduwcdwj+nVOtLU1MIDZiM97GeTJmwmpys5IDgCOZmieoweE2P6z1FyJgP3ypXMziHn2SUZOY6DGA5DpgSz9TQNPi6PqsLmOUep6v9fcElMrn94en7QBswse9cPv66cy4HBeknSx2hbjoPRgJkQQohTBS8Yh1apoPzIo/N+zIFnC5AlFYn1jAY+hBBmQqN6H20+dWRNRm1iEnwoBHHRwoux3IkxAGht0V+5kWBm1sEcO+IccioFcZTqMXpJjOufczmdWeAje0vJ5ppdyCwI0SgU6mC2Xr0EL1dARbK+exsAlLKeHhddNSbXFw5L0Q4ao/NciLD5vjeeb1h935P+RQNmB5PTaUo2EEIIcST/2WeD83hQ3HTfvB+ze0sGgshj2Vo2CQ9CCDvhUb0Wp5A8ctFfbWIC3rVrW6qIExctAudyob5nauELNisyGHYwH3YOOZmkAXOPGRUZcibN9Bx6F2uY2fWFSITZkK9SrIMXObg8ApPrM1XOwMcXUK2zGa7LuQIAQOBLTK5v1MLIAzhgNippmCWYw0Z6fPA+96S3aMDsUJqi6J05lGAmhBDiQLzPB/85Z6N036Z5P2ZqcxZL14QG8wdPQgbccMwHcDhi0Z+mqqhNTrZUjwEAnCDAtXw5pJYSzBlA9AFuRp3HRnK6nIGmafqAmYIkPSVGowDHQWGYYFbrdajFon4WRsRohOmSP1/QPZg7hcppeLkZVKoCNE2z/PLNmgZt2vJrA4elaHN5JtdnyfjcM+tgbryhxaoah/QvGjA7lJzJAKoKcYQGzIQQQpwpOH4B6rt3o75r11G/N5OtIneghMQGWj5CyCASXDyGIl4UUrMJZmnfPqjlMjwtLPgzuBJjqO9pccDMKr0MHFGRoc7MQKvVKMHcY5woQohE9J+rGGkO+cLs7tQRwhFmg6ZKURrM/mUAKGfh4wtQFA5STbH88kouC8HLg6ux+W8/28E8eCna2YoMRt3rbjf4YJAqMojpaMDsUEpav5VLoAQzIYQQhwpeMA4AKG66/6jfm9qs/8CfWE8DZkIGVWjUd8SAudZY8OdtMcEM6Iv+pKmphROC5QwQsMOAOQs5mQQAiKOUYO41MRZjWpHRHDAzSjLq145CnZ6GJlm/7K1arMM3qAPmUhpefgbA7LJDK8m5HISga7Z/3mJ8IADO5WKWnmdJyeXA+XzgfT5mZxCi0YH83JPeogGzQ8mNATNVZBBCCHEq99gY3KtWobjp6JqMqS1ZBCMeRJawWX5DCGEvNOI7ooO5OjEBcBw8xx/f8mO4E2NQy+WFO2ZLabYJZsEFeEJAKT07YKaKjJ4T4jGmFRnG16XIKMkIoNn/rOTzll+7MiMN7oC50cEM6EluqynZHISgT39zjQGO4/Q7CAYwRatks0x71wH9+34Q0+Okt2jA7FByqjFgpheehBBCHCw4Po7yww9DrcwOkRRFxd6tWSQ2xAazl5EQAgAIjfpRLUmolvThS21iEu5EAry/9TeeXGNjAID61AKL/soZwM84uBGIAeUM5FQKAOCiioyeE2NxphUZcjPBzLKDOXrEWaxULUnwDrktv64tlNPwifqCPRYJZiWXgxAKAuUsoKqWXx8Y3BStnM9BjLD7ngcAMRKFPID916S3aMDsUJRgJoQQ0g8C4+dDq9dReuih5q8d2jGNelVBYgPbF9+EELZCI/rtw0ZNRnViW8sL/gzuRAIAIC3Uw8y6gxnQr19OQ6IEs2XEWKz5cxULCuMu1sOvbXUfq6KoqJXlgU4we/36EuNKsW755eVcFmJoGNAUoJq3/PpAI0W70N0lfUjJ5ph+zwP69/0gfu5Jb9GA2aHkdBr80BB4r5f1UQghhJCO+c86C5zPh9JhNRlTmzPgeA7LT6ABMyGDLDRqDJjLUEslSFN72lrwBwCu5csBjkN96hgDZqkK1ItsO5gBPUFdzkBOpsAHAuADAbbnGQBCPAatUoFaKjG5vpLLARwHIRRicn0AEBpJSiVv7YDZSO0O7IC5lIGvkd62OsGsaRqUXB5C1Oh+Z5PiFyNRyBZ/3dmBkssx7V0H9N53JZdbeD8BIW2gAbNDyakUpZcJIYQ4Hu92I/CCF6B436bmi9ypLVksXj0Mj09kfDpCCEuheGPAnKygtn07oGltLfgDAN7jgbhoEaQ9x6jIMIYrdkgwl/SKDJHqMSwhxvSfp1jVZMi5LIRQCJwgMLk+MNvBLFucZjSGqt7goFZkZOAOBsALHCoz1g6Y1ZkZQJYhNL7+WQ2Y9RTtAA6Ys1mmveuA3vuu1etQS2Wm5yD9hQbMDiWnacBMCCGkPwTHxyHt24f6jh0oT9eRmppBYgPjQQ8hhDnRLSAY8aCQqugL/oC2KzIAfaHoMRPMzQGzTTqYk0kaMFtEjOt/18iMFv3pKVLWXayNigyLu3Arg55gLqfBBePwBl2oWlyRYfy3FkeW6L9QYlMTI0QjUGdmoEnWd1CzotZqUMvl5p0DrLC6c4H0NxowO5SSSkMcoQEzIYQQ5wuOnw8AKN63CXu26D/kr6ABMyEEek1GIVlBbWISvN8P17JlbT+GKzGG+rE6mMuN4UqA8WtrfxxQapAPHaT+ZYsIscaAOcNmwKZks8xvledcLvDDw5YnSSsz+lDVOzSoA2Z9sagv6GoO261ipNWFxctnz8IAywWTrCjNxZ7sKzIAUA8zMRUNmB1KTqchUIKZEEJIH3AtXQrPmjUobtqE3Zuz8A25EF8eZH0sQogNhEb8KKTKqE1MwLNuHTi+/R9f3GMJKOn0/D275cYP2DaoyNA0QE6lKcFsEeOOUIVRRYaSyzG/VR5oLFuzeMg328E8gBUZigxUcoA/Bm/QbXkHs5LLAwCExfoS1OabbBZrLphsnGcQNAfMNqjIAKy/c4H0NxowO5Ba1hedULKBEEJIvwheMI7SXx7Dns0ZJNbHwPEc6yMRQmwgNOJDZUZCcfvuthf8GdyJMQBAfe/euT/AuD2ceUVGHKrEQavXIY7S63wrNBOUjCoy5FyO+a3yQGPZWs7aJKOR2vUGBnDfQqUx1AuwSTArjf/W4shiwBWYfZPNYs2aBou/9lgy0uMi42oco5pHHsAObNI7NGB2IGMJhRinF56EEEL6Q2B8HDPexaiWZSQ2sP9hmxBiD6FRfdFfSfa2veDP4BrTU3r1qXkW/ZUzADjAF+7o8U3jj0Gu6MveKEhiDc7lghAOM6nI0DQNSi7HPMkINJatWZwirRYlePwieGEARxJGYtgfbQyY2XQwC5FIY7koqwRz+IjzDIJmepzx971ACWbSAwP4bO58cioFALTkjxBCSN/wb9yI7OKNADSMnUgDZkKILjTiBwCUfSMdLfgDZhPM0nyL/sppwB8FeKGjxzeNPwa5ov945qKKDMsI8RgUBglmdXoaUBSIjLtYAb2P1eou1kqxDt/QANZjAEcsFvUGXaiVZKiKatnl5WwOnNcL3u9vLhdloXkHwQD1ABvfZ6wHzHwwCLhcA5UeJ71HA2YHklP6O4y05I8QQki/4Fwu5JefieHKfngHdaM8IeQooRE9wVzxjcCzZk1HjyGEQuBDIdT3HCPBzLp/GQD8MUhGgpkGzJYRY/HmHaJWsksXK6D3sSq5HDRNs+ya1aIEb2BA/75v1vLEmkP2akm27PJHJOf9MXYdzKFQ4zx5JtdnQcnnAJ5v/ruzwnEcxHB4oBYskt6jAbMDyWlKMBNCCOkv1ZKEnBZB9NCTqE1Osj4OIcQmXB4BXq6KanwFhKGhjh/HPTY2f4K5lGHfvwwAniHINX3YRBUZ1hFjMchp6wdsRvepHTqYhUgUmiTNvwizByozEnxDAzpgNga6gXjzTXUrazKUbHZ2uaQ/rj8HMsC5XOBDIcvT8yzJ2SyEcLijhbVmE6JRKNTBTEzE/quatE1Op/V3vWzwbjchhBBihr3bctDAIZbdguJ9m1gfhxBiI75qGtXhZV09hjsxhvqeBSoyWOM4yJIfvEfQb10nltArMqwfMCt5+ySYm32sFg76KsX64N6xZCzV8+kdzABQnbFu0Z98VIKZzYAZQCNFOzgDZiVrj951oNG9PkDDfdJ7NGB2ICWdhhiLgRMY98QRQgghJpnanIHHLyK+3IfipvtYH4cQYhNqrQZvbg/KQne3E7vGEpD274cmzTHEKWeAgA0SzADkmgfikMj6GANFjMWhlstQKxVLr2sMduzSwQxYt/BL0zRUixJ8wQHtYC6lAU8IEN3wNj4HlaJ1A2Yll4PQ6D9GIAZIJUCy9uvfIESjg1WRkcvNpscZE6MRWvJHTEUDZgeSU2kI1L9MCCGkT2iahqnNGSw/IYrh8fNRefwJKIUC62MRQmyg/txz8JWTqCou1Kudd5S6E2OAokA6cODI31BVPU1ohw5mAHKFh+hjfYrBIsb1//ZW9zDPVmSwHzYZAy+rlq3VqwpURRvgBHOmedeEURNStbgiQ4iE9X8wnvsYpZgHLUUr57K2+J4HACEcoQ5mYioaMDuQnEpR/zIhhJC+kd1fQqlQR2JDFMHxCwBFQemBB1gfixBiA9WJSfgr+v6R6XTnCTvX2BgAoP78HuZqHtAUe3QwA5DLGkSvdcu+CCDE9AGb1TUZSi4HzucD72P/joKRZrUqSWoMUwe6g7lx18RsB7M1CWa1XodaKkE0EszGc1+J0aK/AUvRKrn8bHqcMSEahTo9PfedPYR0gAbMDiSn0xDjtPiDEEJIf9i9WU/NJNbH4Dv1FAihEPUwE0IAALWJCfjlPAAgf6jzAbM7kQAASHumjvwNI7VngwSzpmmQZySIbja3qg8qMaYP2KxOMB+RImWs2cFsURdupdE37A0M6oA503zOEQQebp9o2YDZGOYK4cM6mI0zMSBGIpDzeWiaxuT6VtJUFUo+b6Pv+zAAQMnnmZ6D9A8aMDuMpqqQMxlKMBNCCOkbU5uziC0LIBjxgBMEBF70IhTvvx+aqrI+GiGEserENoSXhwEAhVS548cRR0fBud1HJ5iNoUqA/YBZLRSgyao+YFYoUWaVZkVG2uKKjHwOYsQeSUY+EADnclmWJK02hqm+oUHtYM4ccdeEL+hqfk56rTlgNrq/jf55ZhUZUUCSoBaLTK5vJXV6GlCU2fQ4Y8Y5qCaDmIUGzA6jFAqALNOAmRBCSF+oV2Uc2J5HYv3scCd4wTiUTAbVzVsYnowQwpqmaahtm0Bg7Sr4ht0opDpP9nI8D9fYGOrPTzAbt4XbIMEsp/QqEJdP0XuhiSWMigw5Y3FFRjZnmy5WjuMgRCLNXuheqxgVGYPYwaxpR3QwA3pNRmXGmg7m5nLJiD0SzM30/AD0MNupdx04/HNPA2ZiDhowO4zxwlMcpYoMQgghzrdvMg9V0ZDYMPuDVuBFLwI4DsVN9zE8GSGENSWdhpLLwbtuHcIjPhSS3VVHuMfGIM2XYLZBB7OUTAIARK/KbNgziHi3G3woBMXiBLOSy82mSG1AiEYtSzAbdRADueSvXgSU2mxyGHqSu1qyJsEsNxPMjddd3jDACcw6mMWoUc/S/0NOJW8MmO2RYDbOYZyLkG7RgNlhjOUTlGAmhBDSD6Y2ZyB6BCw5Ltz8NTEahfeUk1HcRD3MhAyy6sQkAMCzdh1Co76uEswA4EqMob5375Fdn2UbJZiTjSCJT5k9F7GEGIsx6WC2S0UGoA/6rEqRVmckCC4eLo9gyfVsZY43tfQEs0UVGdnnDZh5Xk9Ts0owGzUNA5CibabHbfLGknEOeQDS48QaNGB2mGaCmQbMhBBCHE7TNExtzmD5uggE15EvSYLj46g+9TS96CVkgNUmJgAAnnVrERrxo5SvQaorHT+eeywBrVxuBjYA6FUULj/g9nd73K41X+f7KMFsNX3AbN1QX63VoJbLtrlVHtCXvskWJRkrJQm+oAscx1lyPVspHb1Y1OhgtmLRnZLLARwHYXh49hf9MWZvas0umOz/AXMzPW6T73shHAYwGJ97Yg0aMDuM3HhBLMSpIoMQQoizFZIVTKerSKw/OsEVHL8A0DSU/vQnBicjhNhBbXIC4ugoxEgEoVEfAGC6ixSzOzEGAKjvOawmo5S2RT0GAMjJJPhAALyoMbtdfVAJ8RiUlHWf86MWrdmAEI1a1sVanakPZj0GcNhi0SMTzIqsQqp1/gZaq+RcFkI4DE44LD3ujzPrfRebA+b+DxQoNutg5lwu8MPD1MFMTEMDZoeRU2lwPh/4APuUBSGEENKNqS36D1mJDUffmu7dsB5CLIbifVSTQcigqk5MwnPCOgBAaEQfMHfTw+waSwAA6rsPW/T3vGVbLMmpFMRFo/o/0JI/S4mxuKUVGYrNkowAIETCUGdmoEm9r2qoFKXBXPAHHFbLM/u84wu6AQDVYu8/90ouf/TXnT/K7E0tzu8H53Y30739TMnlwPn94L1e1kdpEiJhSjAT09CA2WHkdBpiPD6YtxMRQgjpK1ObswiN+pqDo8NxPI/gi16E0v33Q1N6n+ghhNiLJkmoPfccvOsaA+ZRPVyRT5U7fkzX8mUAx0Hac/iAOX1EkpAlOZmEOLpIX7pFHcyWEuMxqMUi1FrNkuvJzS5We7y5AcyexYpBX6UowdsYqg6cOTqYjWG7FT3MSjZ7dHI+EGdWy8NxnKXpeZaUXLaZ2LYLMRKFPADpcWINGjA7jJxOQxyhegxCCCHOJksK9k3k5kwvG4IXjEMpFFB56ikLT0YIsYPazp2AJMGzVh8we3wifEOurhb98W43xCWLUZ86rCKjnLHFgj+gMWAeGWn0oVIHs5WEmP41cEQ/dw8pubx+XRsNm2a7cPM9v1Z1kBPMpTTAuwDPUPOXvEONAXOx3vPLK7nc0UNOfwyoZAFV7fn15yJEIgORopVzOVt9zwPG5z7P+hikT9CA2WHkdIoW/BFCCHG8A88WIEvqnP3LhsB55wE8j+ImqskgZNDUJiYB6Av+DKERHwrJzhPMgL7or354grmUsUUHs6ZpekXG6IieJqQOZkuJMf1rwKqaDKWRYLbTsEmI6H8f97oLV5FV1CsyfEMDOmA27po47I5kY9huRUWGPuR83msvfxzQVKDCZsgrRiIDkaJVsjlb9a4Deg+8Qgu1iUlowOwwcipNA2ZCCCGOt3tLBoLIY9na+V9oC6EQfBs3okQ9zIQMnNrkBOBywbNqVfPXQiP+rjqYAX3Rn2QkmKUKIJVs0cGsFgrQ6nW4RkcbCWb6gd9KYlxPMMtpiwbM+RzA8xBCIUuu1wohEgaAnidJqyV9iDq4FRnZo+6aMDqYKz0eMGuaBmWuFK1xHkZ3TgxKinbO9DhjYiM9rmka66OQPtDSgJnjuEs5jpvgOG47x3HXH+PjXsNxnMZx3JnmHZEY1HodaqEAcYQGzIQQQpxtanMWS9eE4PIIx/y44Pg4qlu2QEomLToZIcQOqhMT8Bx3HDjXbMoxNOpDMVeDXO+8l901loCSy0EpFmeHKTboYDae42YrMijBbCUjwCNnrPm8y9kshHAYHG+fvFezg7nHaUajZ3igKzKeN2B2eQXwAodqjysy1OlpQFEgHtXBbAyY2Tzv6B3M/f+m2pzpccaESBSaJEEtlVgfhfSBBf9G4zhOAPDfAC4DsB7AmziOWz/Hxw0B+DsAD5l9SKIzOsEESjATQghxsJlsFbkDpWP2LxuCF4wDAEr3/7HXxyKE2EhtYhLew+oxADQXgk6nqx0/rjsxBgCQpqZmayhs0MEsp1IAANFIMJfSACXKLNPsYLaqIiOXt1U9BoBmmrrXy9aMnmHvoA6Y5+h95zgOvqCr50v+5PmqWZgnmMP6ks167zuoWVGrVWjlsv2+743u9QEY8JPea+Ut07MBbNc0bYemaXUAPwJw5Rwf92kAnwfQ+Ss+ckxyY8BMFRmEEEKcbGqz/gNMYv3CQx3PunUQR0eph5mQASLncpAPHWou+DOERv0AgEKq8x5m15g+YK5P7Zkdptigg1lOHjZgDsQBVQJqM4xPNTh4jwf80JB1FRnZrO1uledcLvChUO8rMopGgnlQKzLSc9414Q26e16RMbtcco4OZoBZ97uRnu/nmgzj+8qOHcxA76txyGBoZcC8DMBhq5axt/FrTRzHnQ5gTNO0X5l4NvI8zQHzyCjjkxBCCCGdm9qSRTDiQWSJf8GP5TgOwQvGUfrTn6BJvV9+Qwhhrzb5LAD9DabDGQnmfBc9zO5EAgD0RX/NAbMNEszPr8gAqCbDYmIsZl1FRi5ruyQjAIjhcM+XrRkp3YFMMCsSUC3M+ZzjG3L1vCLDWOBouwRz2Bhy9m+K1kiP2+2NJeM8va7GIYOh69InjuN4AF8A8KEWPvbdHMc9ynHco6nGbWCkdXLKGDCzT1kQQgghnVAUFXu3ZpHYEAN32Ab1YwmMj0MtFlF+/PEen44QYge1iQkAOKoiwxtwwRMQUUh1PmAWhoYghMP6oj8bdTDLqRT4oSHwPt9smpAW/VlKiMegpKwZMCu5PISovbpYgUYXbo9TpNViHeAAb0Ds6XVsyfienmvAHHRZkGDWU6pHdTC7vIA7yG7APAAp2mZ63Gbf98IApMeJdVoZMO8DMHbYPy9v/JphCMBJAP7AcdwuAOcCuH2uRX+apn1T07QzNU07c2RkpPNTD6hmN5vNnpQIIYSQVh3aMY16VUFiQ+t/lwVe8ALA5ULp/vt7eDJCiF1UJ7ZBiEbn3DsSGvGjkOy8IgMAXIkE6nv26LeDczzgDXf1eGaQk0m9HgOYHT4xul19UImxOGQLOpg1VYWSz0OIhHt+rXYJkUjPu1grRQkevwhesM+CQ8sc464Jb9DdrA/pFbnRrz1net4fZTZgHoQUbTM9HrZXgrnZwdzH6XFinVae1R8BsIbjuFUcx7kBvBHA7cZvappW0DQtrmnaSk3TVgJ4EMAVmqY92pMTDzA5nYIQiRyxTZsQQghxkqnNGXA8h+UntD5gFoJB+E8/HcX7qIeZkEFQm5iEZ93aOe9yCI34ukowA4B7bExf8lfOAL4owLMfdMnJpF6PAQABtrerDyq9IqP3n3N1ehpQFFuGhoRoxJIO5oHuXwbmvGvCN+RCrSxDUdSeXV7J5cD5fPqdEs/njzN7U2sQUrTzpscZ4wMBcC5XX6fHiXUWfDWlaZoM4G8A3A1gK4CfaJq2meO4T3Ecd0WvD0hmyek0LfgjhBDiaFNbsli8ehgeX3u3xgbHx1GbnIR04ECPTkYIsQNNUVB79ll4n7fgzxAe9aGYrUKROh/CuBJjkA4ehDadtEX/MqDfqSiONgbM1MHMhBCPQZ2ehlrvbQ/uMVOkjImRCOR8Hpqm9ewalWIdvqEBDUwdK8Ec0D8nvUwxK9ns/Ml5f4xdRUYoBAA9T8+zJGezgCCAHx5mfZQjcBwHIRJpPi8R0o2W3q7XNO1OTdPWapp2nKZpn2382j9rmnb7HB/7Ykov94aSSlP/MiGEEMcqT9eRmppBYkP7A53gBeMAgOImqskgpJ/Vd09Bq9WOWvBnCI36oWnAdKabRX8rAFVF/WDKFv3LmqZBTibhMioy3EFA8FCC2WJiTP9aUHqcYlbyxoDZhgnmSBSQJKjFYs+uUS1KzWHqwDESwv65Esx6qruXA2Y5n4M439ddIM7sOYcTRQihUPN7ox8puTyEcBicDe6YeT69e71/P/fEOvb76ibzktPp2VvnCCGEEIfZs0X/wWVFBwNm93HHwbV0KYqbqCaDkH5Wm9QX/Hmet+DPEBrRb+0uJLsZMOvrZaSDGVskmJV8Hpokzb7O5zh92FOiAbOVxLj+tSCnezxgbqQ07XarPHDYsrUeJkkrM1JzmDpwmkv+jh7yeoP60L2Xi/6UbG7+JXMME8yAPuTs5xStks3a8nse0J+L+jk9TqxDA2aH0DQNcjo957ITQgghxAl2b87CN+RCfHmw7T/LcRwCF4yj9Oc/9/z2ZUIIO9WJCYDn4Tn++Dl/PzTaGDB30cPsGtMHzPXUjC0GzM1F3kaCGWC6cGtQGVWEcqa31SRyzt4VGQB6lmbUNE1PMAcHNMFcTgPeECAc/e/vC1pQkZHLHbsiQyoD9e6WqHZKiPS+/5slJZez3YI/gxCOQO7j9DixDg2YHUKdmYFWq0GMU4KZEEKI86iqhj1bskisj4Hjj17c1Yrg+Di0chmVR6mJi5B+VZuYhHvVKvAez5y/7w244PaJKCQ7H4KIIyPgfD5IuZotKjLk5FwD5jh1MFtMsKoiw8YdzEa6tVdJ0npFhqpqzWHqwCln5qzHAA5LMM/07k10JZs9dkUGwK6Huc9TtHLuGOlxxoRotPm8REg3aMDsEHJaf4FJS/4IIYQ4UWpqBtWShMSGzl9cB845B5zbjeJ9VJNBSL+qTUzAO0//MqDfzRAa8XWVYOY4Du5lS1CfEeyRYE4mAeDIKjzGt6sPIssqMnI5cH4/eK+3p9fphNDjBLNR/zCwA+ZSet7nHGPAXC31JsGs1mpQy+X539hgvFxUXzDZv0POY6bHGRMiYT3QKPUuPU8GAw2YHUJONQbMtOSPEEIc4+COAv7y6104uKPA+ijMTW3OABwwdmLnA2be74f/7LOph5mQPqXMzEDat2/eBX+G8KgP+S4SzADgWjyCelGYN01opWZFxuEDZupgthzv9YIPBHpekaHkss0qCruZrcjoTZLUqH/wDmwHc2beuyYEgYfHL6Iy05shn/GmgTBfD7DxXMjoeUeIRKHk8tA0jcn1e0lTVSj5PESbJpiNc8l9XFFCrEEDZoeQ040XnpRgJoQQW9M0DflDZTxw63bcesNf8OAvduC2/3p84IfMU5uzGE0Mdb3YJzg+jvrOnahPTZl0MkKIXdSefRbA/Av+DKFRP2YyVSiy2vG13KMhSCURmjfc8WOYRU4mwQ8Pg/f5Zn/RHwNqBUChRJmVhHgMSrr3Hcx2rMcAAM7vB+d292zQNPAJ5nJmzgV/Bm/QhWqxNxUZykLd380EM6sBcwSQZagzM0yu30tKoQCoqn07mJtvLOXZHoQ4nsj6AKQ1xgudI5INhBBCbGE6U8G+iRz2TeSxbzKHYq52xO/Lsop9kzksXh1idEK2qiUJh3YWcMZlK7t+rOAF4zj0r/+K4qb7EX3rW7o/HCHENmoTEwBwzIoMAAiN+KBpwEymivAif0fXcsX90BQOclUE61GXnEwe/Rr/8GHP0GLrDzWgxFi89xUZ2dz8KVLGOI7raR+r0S88kEv+NK1RkTF/YMwXdDWH8GaTG/3G86ZoA4wrMhrfE0o2C2F4mMkZemU2PW7PBLPQ6OXu1Z0LZHDQgNkh5HQanMsFvs+ebAkhxIlK+Rr2TuT0ofJkDtPpKgDAN+TCsrURLFsXgdsn4Hff3QZFUgENiC8fYnxqdvZuy0HTgMT67l9Yu1esgHvFChTv30QDZkL6THViAvzwMMTFxx6ohkb0pG8hVel4wOyO6AMuKVthP2BOpSCO0oDZDsRYDLUdO3p6DSWXg+e41T29RjeESKRnHczVZoJ5ACsyajOAKh2z990bdGMmW+3J5Y106rwJZk8I4AS2CWboCX/3ypVMztArs+nxMNuDzMM4V6++78ngoAGzQ8jJFISRODiOY30UQggZOOXpOvZN5rBvMo99EznkD+ndnx6/iKVrwjjlpWNYvi6C6NLAEc/TwzEfJh8+iGc27cMzm/YhsSE6kM/jU5szcPtELFplzpukgfFx5H/yE6jVqi2XJBFCOlObmIR37doFnydDo/pQuZAqA+hsSZ+78Z5fPTmNzkbU5pGTSfjPOvPIXzR6Wkts0oSDSojHoDz8cE+voVdk2DPJCDSWrfUoyVgpShBdPFweoSePb2tGMnieDmZATzCndk/35PJKI8E874CZ5/XhN6PnnNkUbf8NORdMjzPW7GDOUoKZdIcGzA4hp9MQ41SPQQghVqiWJOx/Nt9MKWf3lwAALq+ApWvCWP+ipVi+LoLY8iB4fv5ByOLVISxeHUJoxI8//vRZPPX7vTj1pWNW/WvYgqZpmNqcwdiJEfCCOasfguPjyH3veyg//DCC4+OmPCYhhC1NVVGbnEToqqsW/FjfkAsur4B8stLx9Vy+GsBpqO8/2PFjmEHTND3BPG9FBg2YrSTG4lAKBWiSBM5lfrZdrVahlcu27WAG9AFkfc+enjx2daY+mPUYAFBuDO+OkWD2DekVGZqmmR5IkHNZgOchhI5R1+aPMU8wK3045DQqZ+z6fW98TfSqGocMDhowO4ScTsO1bBnrYxBCSF+qV2Ts366nk/dO5JDeWwQ0QHTxWHJ8CGvPXoRl6yIYTQx1NCQ95aXLsXdbFg/cuh1Ljw9jJDE4dRnZ/SWUCnUkNnSWMpyL/+yzwHm9KN63iQbMhPQJaf9+qKXSggv+AL0nNjTiQ6GLATNXy8EV5CBN9WaQ1ioln4cmSRBHR4/8DaOntdx/wxY7E+P631VyNgvXokWmP/5sF6s9B02A3hPbqxRppSR1vezXsYxk8DE6mL1BN1RFg1RV4PaZO6pRcjkI4TA4/hivYwNxZgNmo4O5VwsmWVpwwSJjnMsFPhTqy/Q4sRYNmB1CTqfhO/VU1scghJC+INUUHHgu31zKl9w9A03VwIsclqwO4exXrsKytREsWjkMwdV96pbjOLz06hPx4888grtvegav//hZcHsH46/g3Zv1H1TM6F828B4PAueei+KmTT1J+RBCrNfqgj9DaMSP9N6Zzi9YSsMdcfcsqdkqOZkCgKMHzL7GIIIqMiwlxBoD5nS6JwPm5q3yNh00AXofq1osQq3XwbvNHQZXZqQBTjA3Brf++V8P+Rqfm0qxbv6AOZtbeMDpjwLJraZet1WczwfO4+nLFK2Sy4L3+8F7PKyPMi8xHO5ZNQ4ZHIPx063DabIMJZs9+tY5Qgghx3RwRwH7JnNYtHoYnMbplReTORzaOQ1V0cDzHEZXDuOMS1dg2dowFq8OQXT3phfQF3Tj4mvW47b/ehybfjSJi96xvifXsZupzVlElwYQjJjblRy8YBzFP/wB9Z274Fm9ytTHJoRYrzoxAXAcPMcf39LHh0Z92PlECqqidla/U87AFQ+g+txU+3/WRHIyCQBHv84XRH3IzChNOKjEuJ4uVTK9+bw3F63ZtIsVmO1jVXJ58ItGF/jo9lSLdYRHfaY+pmO00MHsbQ6YJYRM/tFfyeUWfmPDH2f2phbHcT1Nz7Mk53K2/p4HjDsX8qyPQRyOBswOIGezgKZBHJn/LyNCCCFH2juZxR1fehKqojV/jeOAkcQQTr1wDMvWRbDkuJClSeJlayM48+Ur8civdmH5CRGccO4Sy67NQr0q48D2PE7pQe904Hy9GqO46T4aMBPSB2rbJuBKjIEPBFr6+NCID6qqYSZbQ2ikg4FVOQP3aALKYzuhTE9DGDZnCWm75NQ8CWag0YdKCWYrGQNmOd2rAXNj0VrYxgnmxtmUXBYukwfMleKAJ5gFN+AOzvshvqCeGK/OSKZfXs5l4Vm1+tgf5I8BlRygKgBv/SJGIdKfKdqW0uOMCZEIpL17WR+DOBwNmB2g+cIzTgNmQghZSLUo4ZlN+/CXu3cfMVxee85ijL9xLTwm33LYrjNfvhL7JvO4738nsXhVCOFFfqbn6aV9k3moiobEBvNTG+7ly+A+/jiUNm1C7B3vMP3xCSHWqk1MwLu2tXoMAAiP6s+dhWS54wGza+mZAHaiPrUHvpM2tP8YJpg3wQzoaUJKMFtKNCoyMr0Z7BvpTNHWHczGgNncJKkiqZCqSnOIOnBKGf17+hi1Xr6h2QSz2ZRcHsIZC7weC8QBaPqQ+RhJ614RI/2ZolVyOQhx83aR9IIQjaD69NOsj0Eczpx17qSnlLT+AocGzIQQMr9CqoJNP5rEdz7+Jzx0+w7ElvrBixw4Xl/Wd/IFy5gPlwGAF3hcfM16CCKHu296Boqksj5Sz0xtzkB081h6XLgnjx8cvwClRx6FWir15PEJIdZQy2XUp6bgabF/GdArMgD9ub9t9TIgleFevhQAIO1hV5MhJ5Pgh4fBe+eoEfLH9KEUsQzv94Pz+6H0KMEsZ7OAIIBnlJhvhVGjYPRFm8UYmhpD1IFTzujf08fgPayD2UyaqkLJ5yFEwsf+QON8jN7YEiIRKCZ/3dmBnMtCtPFdC4D+fS/n89A0beEPJmQe7H/SJguSGwNmIU4dzIQQ8nwHdxbwxL1T2PF4ChzPYe3Zi3DaRQnElgWbHczL1kaweHWI9VGbghEvLrx6Pe782lN44Ofbcf7r17I+kuk0TcPU5gyWr4uYsihxLsHxcWRvvhmlBx/E0IUX9uQahJDeq23fDmgaPOtafy70D7shunkUkh0MmBvDE1diJQCgPsVu0Z+cSkEcnec1fiAG7PuLtQciEGOx5s9fZlNyeQjhMDjevjkv4bAOZjNVS/rQdHArMtL69/QxuDwCBJFH1eQEszo9DShKs197XsaAuZQGRlp/w88sQjTSlx3MSi5v/w7mSBSQJKjFIoShIdbHIQ5FA2YHkFONBDN1MBNCCABAUzXsejqNx++dwoHtBbh9Ija+bAVOeclyBMKzG5oXrw7ZarB8uFWnxHHKS5fjqd/txfJ1Eaw6tb/eRNz+lySm01WsPq13/17+0zeCDwRQvG8TDZgJcbDqxAQAwNtGgpnjOIRG/Cikyu1fsGyEN5ZBiMVQZ5xgds3VvwzMVmRo2jFvqyfmEmMxyL1a8pfN2roeAwCEUAjgONOTpJVGr/DAVmSUM0B4xTE/hOM4eIMu0ysy5Kw+tBUirVRkgFmCWYxGoZZKUOt18O7++DpRKxVolUqzesaumtU42SwNmEnHaMDsAHI6rd865/Es/MGEENLH5LqCiYcO4onf7EH+UBlDUS9e9Lo1OPG8JZYu6zPLC191PPY/m8dvv7sVb/zHIQQjc9wi7UD7JnO491ubAQBP/2Efjjt9tCeDfs7tRuCFL0Tx/vuhaRo4GsAQ4ki1iUlwfj9cy5e39edCoz7kDnRQkWMMT/wxuMfGIDFMMEupJAIrz5r7N/0xQJWA2jTgteebpf1IiMcg7d7dk8dWcjlbL/gDAE4UIQwPQ8mbmyQ1UrkDm2AuLVyRAegVImYnmI3/lgsummtWZLBZLjq7YDIHftEiJmcwW7N33eZL/ozzKbkcsOLYb4QQMh/73ptDmuR0mvqXCSEDrVKs45Ff7cR3/+EB/OEHE3B5BLzs2g1466fPxakXjjlyuAwAgovHJdeeBEXWcM+3NkNVnN/HLEsK/vCDCRgVbqqqYt9k7253DIyfD/nAAdSefbZn1yCE9FZtYgLeNWvarg0Ij/pQSFegqm12Rhq9xv44XIkx1PewGTBrmgY5lYY4X4LZSBOW2Ax7BpUYi0PuVQdzLmf7W+UBvSbDSL2axegVHsgOZrkO1AotLc7zBlyozJjbwWyk0RdMzzcrMhh1MB+Wou0XzfS4zb/vjfOZ/X1PBoszfyIfMHIqRQNmQshAyh8q48nf7sG2Px+ALKlYeXIMp12cwNI14b5Jq4YX+fHiN63Fb769FY/euQtnX76a9ZE6JtUV3PX1p5A/VAYvcNA0DYLAY9na3qU2guPjAIDSpk3wru2/LmtC+p2maahOTmL4kkva/rOhET9UWUMxW8Vw3Nf6H2wmmKNwjyUwfccvmdySreTzgCRBHJmvIsNIE2aB2HGWnWvQibEYlHwemiyDE839cVnJ5RZetGYDQsT8LtxKUQI4wOMfwAFzpTEw9S88ZPQNuTGTmTb18nKuxQSz6AHcQ+wqMg5P0fYJ49/F7ncuCH34uSfWowGzA8jpFHwbTmJ9DEIIscyB5xqL+55MgRc4rDtnMU67MIHo0gDro/XEunOXYM+2HB69cxeWrY1g2Tp7vwidS70q41f//RQObM/jpW8/EZHFfksWLLoWLYLnhBNQvG8TYtde27PrEEJ6Qz50CGqhAM8J7S+UCo3oQ+VCqtLmgDkNcALgDcOdGAM0DdLevfCstvYNPjmZBID5l/wxvl19UAnxGKBpkLPZ+fuxO6CpKpR8fuFFazYgRCOQdpvbTV6dkeANuMDz/REQaItxF4K/hQRzDzqYlWyLA2ZAX0TIqiKjD1O0Sq7F9Dhjs8P9/kmPE+vRgNkBlFSaFvwRQvqeqmrY9WQaj9+7Gwd3TMPjF3HGpStw8ouXIxDq/w768TeuxcEdBdx782a84Z/OdtQSnFpZwh1feRLJ3TO46Jr1WHvWYgCwbMFicHwcmW99C8rMDC0mIcRhah0s+DOERmcHzGMntvEHyxk9ScjzcI0lAAD1qSkGA+YUAMxfkdEcMLNJEw4q485RJZMxdcCsFAqAqto+yQjow6bKk0+a+piVogTfoPYvH9b7vhBf0IV6RYaiqBAEcxpNlVwOnN8P3tvCrg9/jNlzTj+maJVW0+OMcX4/OLe7mXYnpBPUwWxzaqkEtVyGQBUZhJA+JdUVPHPfXvzwEw/irm88jfJ0Hee/YS2u/rfzcO6Vxw3EcBkA3F4Rl1x7EiolCb/7zlZoWpudooxUixJu++ITSE3N4JLrNjSHy1YKXjAOKApKf3rA8msTQrpTnZgEAHg6qLgJhDwQXDwKyXJ7f7CUbiYJ3YkxAGCy6G82wUwdzHZiDJjN7mFuDpqckGCORKHk8qa+FqkW64O74M9IBLfQwWwM4c1c9Kfksq0vmfPHmT3nCKEQwHF9laKVszlAEMAPD7M+yjFxHAchGm2m3QnpBCWYbU7O6C9sxJF5bp0jhBCHKk/X8fR9e/HMH/ahWpIwunIYl1x1HFZvHBnM2ycBjCSGcN5rjsf9P34WT/1uL069cIz1kY6pPF3H7V96AvlDZVz23pOx8mQ2b4b6Tj0V/PAwips2YfjS9ntcCSHs1CYm4Fq6tKO7DzieQ2jEh3yy0t4fLGebSUIhFgPn9zNZ9CenGgPm+V7nu/yA6KUEs8XEmP61IWfMHbLNJhnDpj5uLwiRCCDLUGdmIJg0GKsUJYRH/aY8luOUjQ7mhRPM3sYdbNWiZFrIQs7lWk/Q+mPAoc2mXLddnCBACIX6KkWrND73Ttgd04vudTJYaMBsc3Jaf2EjxmnATAjpD7mDJTzx2z2Y+PNBKIqKVafEcdrFCSw5LuSIF1+9dvKLl2PP1hweuHU7lhwfwugKeyYeSvkabvvi45jJVPGK/3cKxtazS2Rxoojgi85D8f5N0FQVHE83aBHiFLXJCXg6qMcwdDZgTgOjeqcGx3Fwj41BmjK3b7YVcjIFPhQC75lniMRxepqQBsyWEmKzFRlmkrNGF6v9E8xGX6ySzZo6YF583IAmmI1EsK+VJX/656gyUzft8ko2B6HVDmCjg1nT9Ocgi/Vbirat9DhjYiQCuY/S48R6NGC2uWY3G3UwE0Ic6uCOAvZO5ODxi5janMWup9IQRB7rXrAYp104hsji/lzc1ymO43Dh20/Ejz/7MO65aTNe/w9nwe2111/XM9kqbvuvx1GaruOVf3sqlq1l/8I5MD6O6TvvQnXrVvg2bGB9HEJIC9R6HbUdOxG88MKOHyM06sfU5iw0VQPX6t0vpfQRSUJ3Ygy153Z0fIZOyakkXPMt+DP4o1SRYTE+4Afn9UJO9SrBzP7vzIUYZ5SzObhXruz68TRVQ7UowRcY0AFzOQN4w4Cw8Os5o0bEzEV/SjYLz3Etdsz7Y4BcBaQy4Lb+NboQiUDJ9s+QU862kR5nTIhEmNzNQ/qHvX5iJUeZTTDTgJkQ4jwHdxTw8/98DKqid/i5vQLOfMVKnHzBcviHnbPEzmreoAsXX7Mev/jC47jvhxO46J3rbZPunk5X8Iv/ehy1koQr3ncalhxnzSK/hQTPPx8AUNq0iQbMhDhE/bnnAEXpaMGfITTigyKrKOZrGIq2sMBKVYBKrtnBDACusQSK91l/B4SUTC5cgxegBLPVOI6DGIs1qwrNYqQynTBsEiJ60lbJm5MkrVVkaKoG39CAvvYrp1vqXwbQXPJsZgeznM83/5suyH9Y9zuDAbMYjaC+a5fl1+0VJZfraMcAC0I0ShUZpCt0D6nNyekUIAgQwmHWRyGEkLY99fu9zeEyOODUixI45/LVNFxuwdI1EZz1ylWYfPgQJh48yPo4AID8oTJ+/p+PoV6RceUHNtpmuAzonZnek09G8b5NrI9CCGlRdWICALqryBj1AQAKqRZrMio5ANpRCWatXod86FDH5+iEnEpBHJlnwZ/BH5tdEEYsI8RjUEzvYM6C9/vnr0SxEWMIblaS1BiWDu6Sv0xL/csA4A3oGUCzKjLUahVaudxeBzPA7I0tIRzRF+P1CSWbdUTvOqD3w6vFItS6efUsZLDQgNnm5HQaYjQKThBYH4UQQtqiqhoOPpcHAHA8IIo8Egx7ep3ojMtWYumaMO773wnkDpaYniW7v4Sf/+djUGQVV31woy27oYPj46g89VRfLYchpJ/Vtk2A83jgTiQ6fgxjaVghWW7tDxhDk8DhCWZ9oWp9yrpbgzVVhZxKQxxdaMAcn10QRiwjxuKQ0yZ3MOdyEBzQvwzMdjCb9fepUffgG9QBcylzxF0Tx8ILPDwB0bQEc7OapeUO5sY5WQ2Yo1Eo+Tw0VWVyfTNpigKlUIDYanqcMaMfXsnl2R6EOBYNmG1OSaUXvnWOEEJsaPKhg5jJ1nDOlatxzhWrceUHNmLxavskXp2A5zlcfM0GiC4B93xrM2RJYXKO9N4Z/PwLjwEccNUHTkd8+RCTcywkOH4+oKoo/ekB1kchhLSgNjkBz/HHgxM7b+0Lhj0QRB6FVhf9GX3G/tkf+I0Bt7THukV/Sj4PSNLCr/P9MaA2Dcg1S85FdL2qyHBCPQYAcD4fOI/HtGVrRhp3sBPMrQ8ZfUG3aR3MzeWSTkkwR8KAokCdnmZyfTMphQKgaY75vhfCjTsXaNEf6RANmG1OTqch0II/QojDKLKKh3+5EyOJIZxx6QqccelKGi53KBjx4MJ3nIj0niIeuPU5y69/aNc0fvGFxyG6eLzqg6cjutS+Sxm9J50EIRJBcdN9rI9CCGlBdWKyq3oMAOB4DsNxb+sVGcbQ5PAO5iVLAFG0NMEspxqLvBdKMAeMYQ/9wG8lIR6DkstBU8x7Y1fJ5VpPkTLGcZypfazVUiPBPIgdzJqmP++02MEM6ElvswbMRhq15fS8MWBmtFzUSNH2w91obafHGTPOST3MpFM0YLY5OZWiBX+EEMfZ+qf9mMlUcc6Vq22znM7JVp4cx6kXjuHp3+/FjidSll33wPY8bv/i4/D4RbzqQ6cjvMhv2bU7wQkCAue/CKX7/2jqUIAQYj45nYaSycC7rvvlR6FRPwqpVisyjATzbB8qJ4pwLV2KuoUJZjmZBACIoy0kmAHqYbaYGI8DqmrqoEXOZSGGnTFoAvQkqWxSknGgE8y1aUCVWu5gBvTPU7VoTg+ukUYVWv3a84YAXmSYYO6fIafSbnqcMeOcsknd62Tw0IDZxjRVhZzJQIxTRQYhxDnkuoJH7tyFJceHqHPZRC+46jiMJIbwu+9uxUy22vPr7ZvI4favPAnfsBtXffB0DMd9Pb+mGYLjF0DJ5VB95hnWRyGEHIMZC/4MoREfCskKNE1b+IPn6GAGAPfYGCQrE8zNAXMLHcwAs2HPoBJj+ufdzJoMJZd3TAczAIiRqGldrNWiBNHNw+UewL1CzVoeVglmfVArtpqi5Timy0WFiNED7PwBs9xMMDvj+16gDmbSJRow25iSzwOKQglmQoijPP2HfSgX6jiX0sumElw8XnbtBqiKhntv3gxV6d3yk6ktGdzx1ScxFPXiVR86HUNRb8+uZbbAeS8EeB7F+zaxPgoh5BhqE5MAAM/a7hPM4VEfZElFudBC4q+UAdxDgOg54pddiTHU9zCoyFiog9kYhDO6XX1QiXE9bSqnzfm8q5UKtErFMbfKA41layYlGStFCb7gANZjALP1Nm1UZHiDblSLUmtvmi1AzmYBQQA/3MZyZobLRZsLJvsgRWt0mAsOWfInhEIAx5n2fU8GDw2YbUxO6S9oROpgJoQ4RL0i47G7d2NsfRRL1zjnhyinCI/6ccGb1+HA9gIe+dWunlxj11Np/OprTyG8yI9XfXAjAiHPwn/IRsRIBL5TT0VxEw2YCbGz2sQExJGRZt9mN0Ijen1PPtlCTcY8y7bcYwmo09N6wMMCcjIJPhQC71ngOdZPHcwsCDH9866YlGBupkgdcqs8oFdkmNbBXJQGsx4DOKyWp40lf0MuqIqGerX7ui8ll4cQDoPj2xj9+KPM3tSarcjIM7m+mZS8MWAOsz1IizhRhDA83Dw3Ie2iAbONyekWkw2EEGITT/5uD6olCedcsZr1UfrWunMW44QXLMajd+3C3glzXwA+91gSd/3P04gvC+KqD2x07DKe4AXjqD7zjGnJM0KI+aqT3S/4M4RG9Qqflhb9ldNzJgndiTEAsCzFLCWTcC3UvwwAvggAjjqYLWbcQSqnzRkwy1ln3SoP6MvW1FIJar37LuDKTB2+oQEdMHdQkWEM443u6m4o2Wzr9RiGQJzZcw7v84Hz+foiRStns+CDQfBu57yeFqLR5vMVIe2iAbONKY0fjKkigxDiBNWihCfuncLq00awaGUbt+GRtp3/hrUIj/rxm5s3m/LDBwBMPnwQd9+0GaMrh3HF+zfCG3DuD4LB8XEAwMFPfwblxx9nfBpCyPNpkoT69u3wmLDgDwCCEQ94gUMh2cqAOTPnsi3XWAIAUJ+yZtGfnEpBHFmgfxkAeEEfMlMHs6X4YBCc223aG5VGErjlRWs2YJzVjBRztTTICebG924bS/6MOpGqCT3MSi7X/tedP8b0OcfM9DxLSi7fTGQ7hRCJ9MXnnrBBA2Yba3az0YCZEOIAj92zG/WagrOvWMX6KH3P7RXxsms3oFqS8dvvbO26o2/rA/tx7y1bsPT4EC5/36nw+ESTTsqGWq0BAGbuvhtT77yGhsyE2Ex91y5okgTvCSeY8ni8wGM47kMh1UJFRikzZ5LQPbYcACBZlGCWk6nW71IMxKmD2WIcx0GIx6BkzBow62nMtpOkDBl90WYkSSszg9zBnAZEL+AOtPxHmglmEwbMci7XfnLeHwcqOUCRu75+J8RIFHLO+QlmJZt1VO86oH/f90N6nLBBA2Ybk1NpcH4/+EDrfxkRQggLpUINT/9+L9aetQixpUHWxxkII2NDOO+1x2P3Mxk8+dvOByLPbNqH3313G8ZOjOIVf3Mq3F5nD5cBoPzII/oWdABavY7yw48wPhEh5HDV5oI/cyoyAL0mo7WKjLk7mHm/H8JIHPWp3g+YNVXVE8yjLSSYAeZpwkElxuKmVWQ0E8wOSjOKEXMSzLKkQKopA5xgzurfw20svvY1PlfVogkVGblc+x3ARtq6wibJqqdo80yubSYll4PooLsWAP37XqYOZtIhGjDbmJxOU3qZEOIIf7lrNxRFw1mvpPSylU66YBlWnRrHn3/+HJK7p9v+80/+dg/u++EEVp4cw8v/6mS43EIPTmk9/9lngTP67lQV3vUnsj0QIeQItYkJwOWCZ9VK0x4zNOJDPlk59h0d9RIgV+bsYAb0RX+SBRUZSj4PyDINmG1OjMUgm7TkT87mAEEAP+ycCjEj9dptH6tR8+Ab1AFzKd1WPQZweAdzdwlmTVWh5PPtL1MNGMtFGS3665MUbUfpccaESBRKLt/13ZFkMNGA2cZowEwIcYLpTAWb79+HE89bgvCon/VxBgrHcXjp20+Ef9iNu2/ajHql9VsZ//LrXfjjT5/FcRtHcOl7Tobo6o/hMgD4N25E4tu3IPzmNwOCgPzPbqUXyoTYSHVyAp7Vq2ffCDJBaMQPuaagPH2MxN8CXajusTFLlvzJySSANhZ504CZCSEeg2xaRUYOQiQCro0UK2uCSQnmSnPAPKgVGXP3vh+LyyNAcPFddzArhQKgqp11MAPMnnfEPukBNr7vnUSIRABZhjozw/ooxIFowGxjNGAmhDjBo7/aBY7jcNbLV7I+ykDyBly4+F0bMJOu4A8/nFhwkKppGh66Ywce/MUOrDlrEV527QYIYv+9HPBv3Igl//xPGHnf+zDz61+jcNttrI9ECGmoTUyatuDPEBr1AQAe/uVOHNxRmPuDjB7jOTqYAcCVGIN86BDUatXUsz1fc8DcaoI5ENcHPfRGmaXEWBxKNgdNVbt+LCWXbVZOOIUQCgEc1+yP7lS1kcL1Dg1ogrmcnveuiflwHAdf0IVKlxUZzWqWTjqYAWbd70IkCrVchlqrMbm+GdRyGVq16qjedWC2J74fEuTEev33E2UfkdPp1pMNhBDCQO5gCdv+fAAnjS9DMOJlfZyBtfT4MM6+fBWefeQQtv35wLwfp2ka/vzz5/Dor3bhhBcuwUXvXA9e6O+XArFr3wXfmWfg0Kc/g/revayPQ8jAU/J5yAcPwrvOvP5lAM07OLbcvx+3/dfjcw+ZF0owJxIAer/or7nIu52KDFUGqvneHYocRYzHAUXRK026JDswycgJAoRQCHKXgyZjSDqwFRlGB3ObvEFX10v+jCFhxx3MjBLMzfS8g4ecRrWM077vjfN2W41DBlN//1TpYGq9DrVQgDhCCWZCiH09/MudENwCTr90BeujDLzTL12JZevC2PSjSeQOlo76fU3T8MefPIvH75nCSePL8NK3ngCed86tup3iBAHLPv95gOOw/6Mfgyaz2YhOCNFVJ81f8AcAheTsgj9FUbFvco4fjo1hybwdzGMA0POajNmKjBZf5xtpwrJzhy1OJMb1IZuc7j7FqWSd18UK6MnXbpetDXRFhlwDatPz3jVxLL4hd9cVGXIjwdx2BzPrAXPUnHoWlmYXezrr+944r0KL/kgHaMBsU4qRbKCKDEKITaX3zmD7o0mc+pLl8A8P4A8NNsPzHC5+5waIbgF337gZsqQ0f09TNdz3wwk89fu9OPWlYxh/01pwAzBcNriWLcPiT/wzKo89hsyNN7I+DiEDrbZtAgBMr8hYfkIERr2tIPBYtnaO1FizImPuH/hdK/Q3S+s9XvQnJZMQQiHwHk9rf8AY9jC6XX1QCTH9866YsOhPyWbbT5HagBDpftlatSiB4wCPXzTpVA5ivCk0z3POsXgDLlRmuqzI6DRFK7oBzzDTDmbA2Slao1rGad/3/ZAeJ+zQgNmmjHfKBRowE0Js6qHbd8LjF3HaxQnWRyENgbAHF159IjL7injg/7YDAFRVw+++uxWb79+P0y9dgfNed7yjlgyZJXT55Rh+xSuQ+up/o/LUU6yPQ8jAqk5OQIhETK+BW7w6hDMauwDG37gWi1eHjv6gcgbgBMAbnvMxhHAYfDAIaar3FRkt12MAQIBtmnBQGUEfOd3d511TFCiFAkSHJRkBvY+12yRjpSjBG3QN1BvbTeXGm0JtdjADgG/I1f2Sv1wXNQ3+GLsO5kbiuh8SzG2nxxkzOphlB3/uCTs0YLYpY8AsxqmDmRBiPwd3FLDrqTROuzgBb2BAO/VsauXJcZx20Rievm8fHr1zF37y2Yex7cGDOPvyVTj3ytUDOVw2LP7EP0McHcW+j3wEaunoGhFCSO/pC/7W9eS56JQXLwc4oJifZzFUOa0PTea5NsdxcCXGLKjISLU3YG/erk4JZiuJMXMqMpRCAdA0x3WxAoAQjnSdIq3O1Af3teICve/H4gu6UK8qUKTOl0wquSx4v7/1uyUO54+x72DucsEkS07tYOZ8PnAeTzP9Tkg7aMBsU3KqMWCmDmZCiA09eNsO+IZcOOUly1kfhczh3KuOQ2SxHw/dvgOZfSXwAoexE6MDPVwGAGF4GEs/9zlIU3tw6HOfZ30cQgaOpiioPfssvCbXYxh8Q24sWjmMXU/PMxQpZxdMErrHEpB6XJEhJ5PtJZibHcyUYLYSPzwMzuWCkulywGykSKPOGjQBjQ7mfB6a2vmQs1KU4Bsa0Cq1Zi1P+z/Texud1dVS5ylmOddF93cgzuxNLWF4GOB5R6dolVwOEEXwQ0Osj9IWjuMa3evO/dwTdmjAbFNyOg1wnONuqSBkPk8kn8BNT9+EJ5JPsD4K6dLebVnsm8jhjEtXwu0dwD49BxBEHitOmk3LaJo298KrARQ452zE3nUN8j/9KWZ++1vWxyFkoNSnpqBVq6Yv+DvcipNiSO6eRnl6ju7SUnrBJKE7MYb6/v3QFOWYH9cpTVUhp9PtDZjdfkD0UQezxTiOgxCLdV2RYXSZig5LMgKN/lhFgTo93fFjVIoSfMFBTTAbHcydJZgBoFLsvIdZyeY6T9D6Y8wWi3KCACEUcnSKVsnpvetODHcIkTBkB6fHCTs0YLYpOZ2CEImAcw3oX8akrzyRfALvuvtd+MpjX8F191xHQ2YH0zQND962A8GIBxvGl7I+DjmG404fhejiwfHHWHg1oEbe9z541p+IA//4T5AbS3UJIb1Xm5gEAHjW9W7AvPLkOKABe7bMMRQsZxYc9LjGxgBJgnTgYE/Op+RygCy330EdiDMb9gwyMRaD3OWSP7mZYHZecMgIO3WTJK0W6/AO7IA5DYDraMmfb8gYMHeeYFZyuc6T80YHs6Z1fP1uOD1FK+dyjuxdBwAxEoWSy7M+BnEgGjDblJxKNxdLEOJ0d++6G3W1DhUqqkoV9+y+h/WRSId2P53BoZ3TOPPlKyG6BNbHIceweHUIV35gI865YjWu/MDGuRdeDSjO7cayG26AWi5j/8f/ARqjH54IGTS1yQmA5+E5/rieXSO+PAj/sBu7nplrwJxeuCIjoS+ulfb0piZDTiYBoL0EM9BIE1KC2WpCPAa524qMZher84ZNxpk7HfRpqoZqSR7sigxfBODbf83sDTQqMma6qcjIdj7kDMQBpQbUix1fvxtiJNJM/zuRku2inoQxIRp19OeesEMDZpuS0ykaMJO+8Vz+uSP++Xtbvoe//d3f4i+H/kKDHQfRVD29PDziwwkvXML6OKQFi1eHcMalK2m4PAfPccdh9KMfQen++5H7wQ9ZH4eQgVCdmIR75UrwXm/PrsHxHBInxbBnSxaqclhvrCIDlfzCFRljYwCA+lRvFv0Zd02Io20mmBku3BpkYiwOpduKjLwxYA6bcCJrzS5b62zAXKvI0FRtsJf8dVCPAZiVYM53V5EBMF30J+edm2BWcjlHfs8D+nOVk9PjhB0aMNuUkkrTgj/SF6amp/DQwYfw8lUvx9+d/nf475f+N9576nvxRPIJvOPX78Bb7nwL7t51N2RVZn1UsoDtjyWR2VfE2a9cBUGgvz6I80Xe/GYExs9H8oYbUNu+nfVxCOl7tYkJeHq04O9wK0+KoVaWcXDHYb2xlRwAbcFlW+LixYDL1fsE80ibCeZAnDqYGRDjccjZbFdL7uRsFnwwCN7tvBSv2KhXkDtMM1Zm9P5gY1g6cMqZBe+amI8n4AK4zjuY1UoFWqXSRUVG49wlRgPmaNTZHczZLtLjjInRKNRSCWq98/5vMphoQmBDmqZBTqchUIKZ9IFvPfMtiJyIj5z1EVx78rUYHxvHX5/217jntffgH8/5RxRqBXz4vg/jlT9/JX6w9QcoS2XWRyZzUBUVD9+xE9GlAaw5axHr4xBiCo7jsPSznwXv92PfRz5KL6QJ6SGlWIS0dy+8PexfNiw/MQqe57D78JoMI4W3QBcqJwhwL1vWswSz1KzI6CTBTLcsW02MxwBZhlIodPwYXaVIGZtNMOc7+vPVRvp2cDuYO08w8zwHr9/V/By2y0igdrxcknmCOQwln+/qzR1WNFmGMj3t3O/7cHd3LpDBRQNmG1JnZqDV6+0v/yDEZg4UD+D2527Hq9e8GnHfkW+Y+EQf3nDCG3D7QKS7DgAAt5dJREFUVbfjiy/5Ikb9o/jcw5/DRf93Eb702JeQKtPiLTuZeOgg8ofKOOeK1eB5521DJmQ+4sgIlnz2M6ht3YrUl77E+jiE9K3a5LMAAM/a3g+YPT4RS9aEsPuZwxK/Rn9xC2lCV2IM9T29q8gQwuH206z+GFCfAeRaT85F5ibE9CGb0sWiPyWb7TxFyhjv84Hz+TruYzXqHXxB56W3TVFKdzxgBvTBfKXDDmY52+VyyYAxYGZz54QYjQKq2tWbO6wohQKgaY79vjfOTT3MpF00YLYhOa0/iYtxGjATZ7tl8y2ABlxz0jXzfozAC7gwcSG+e9l38f2Xfx/nLjkXNz9zM172s5fhH//4j3g296yFJyZzUSQVj/xyF0ZXDGHVqXRnBek/Qy99KcKvfz2yN9+C0oMPsT4OIX2pNjkBAPCe0PsBMwCs2BBHZl8JM9mq/gvNBPPCwx73WALS1FRP9kTIyVRnIRLGacJBJcb01z1yFz3MSi4HMezMQRPQXR/rQCeYNa2rBDOgV4tUS53dXWX8NxM6/dpjnmDuLj3PUtfpccbELrvXyeCiAbMNycnG8g+qyCAOlq6kceuzt+Ly4y7HkmBrC+FOHTkVX3jxF/DLq36J1619He7ZfQ9effur8d7fvBd/3v9nWgjIyOY/7sdMtopzrlwNjqP0MulPi67/GNwrVmD/9dc7Mi1DiN1VJybADw1BXGLNktgVJ+vDkanNjeGI0V+8QAczALgTY1BLpZ78cC0nkxBH2+xfBmaT19TDbCkxrn8dGQGgTsi5XOcpUhsQI1HIuU4TzI0O5kEcMFfzgKZ03MEM6MnvThPMSuO/mdhpitYzDPAuZs85QqO/WOnwa48lo7Pcqd/3xrllB3dgEzZowGxDzQQzLfkjDvbdzd+FpEp418nvavvPjg2P4ePnfBz3vvZevG/j+7Atsw3vvvfdeN0dr8Mdz90BSe18mzJpj1RX8Je7dmHpmjDGTnTmiyRCWsH7/Vh6ww2Q02kc/Jd/oTe0CDFZbWISnnVrLXujMrLYj6GYF7uebgyYjf7iBTqYAcA1lgAASFPmL/qTU6nOBsyUYGZitiKj8yGbkss5tosV0JOknaZIK0UJokeA6BbMPZQTNJ9zuqvI6LaDueOvPY5rdL+z62AGnJmiNb5fnPp9L1CCmXSIBsw2JKf7N8H8RPIJ3PT0TXgi+QTro5Aeylfz+PHEj3HJykuwYnhFx48T8oRw3SnX4Z7X3oNPvfBTkFUZH//jx3HZzy7Dt5/5NmbqMyaemszl6d/vRXm6TullMhB8J5+Ekb/5a0zfeRem77iD9XEI6RuapqE2MQGvBf3LBo7jsOKkGPZuy0KRVL1H1DMMiJ4F/6w7MQYApvcwa6qqD5g7qsho/FxAA2ZLCaEQIIodV2So5TK0arXzFKkNCNFIx12s1RlpMNPLQFt3TczH1xgwd/Kmt5zNAYIAfni44+sjEGf2nCM2U7TOSzAbqWvHDphDIYDjHJkeJ2zRgNmGlHQanNvd3V8GNvRE8glcc/c1+PJjX8a191xLQ+Y+9oNtP0BZLuO6k68z5fHcghuvWvMq3HrlrfjahV/DyuGV+M+//Ccu/r+LccMjN+BA8YAp1yFHqlVkPHbPbiQ2xLD0+DDr4xBiidh118F3+uk4+KlPo753H+vjENIXpH37oZZK8KyzbsAMACtOikGuq9j3bK6xbKu1O3Fcy5cDAOomJ5iVbBZQlO4SzFSRYSmO5yFGo5A7XPLXdYrUBsRIBHKHScZKsT64A+Zm73vndwB6gy6oqoZaWW77zyrZLIRIpLuAiD/KvoPZgTUNxlBcDIfZHqRDnCBACIUcOdwnbNGA2YbkVBpiPN53acH79t4HSZWgQUNNqeHfHvo3PLDvAchq+39hEvsq1ov4wdYf4KVjL8WayBpTH5vneJy//HzcdMlN+PErf4wLll+AH2z9AS679TJ8dNNHsSWzxdTrDbonfjOFWknGuVeuZn0UQizDCQKW/vvnAU3D/us/Bk1RWB+JEMerTWwDAHjXrbX0usvWRSC4eOx+JtNYttVakpD3eiEuWgRpytwEs5xq3KU42kGC2RcGOJ4SzAwI8RjkDisyjA5To0/WiYRIFFq5DLVabfvPVosSvEF3D07lAOXG10w3HcxD+ueuk5oMJZ/rfsmcP87sTS3e6wXn9zuypkHJ5cEPDYFzO/drX4hGHblgkbBFA2YbktNpCH3Yv3ywdBAAwIEDz/HYWdiJ9/zmPXjpT16Kzzz4GTx68FGomsr4lKRbP5r4EWbqM3j3Ke/u6XXWx9bj8+Ofx12vvgtvPfGt2LR3E97wyzfgXXe/C5v2bqKvpS5VinU8+Zs9OG7jCEYSQ6yPQ4il3MuXY/E//xMqj/4FmRtvYn0cQhyvOjEBAPCsMfeN54W43AKWr4tg99MZfdjTRheqe2zM9IoMOZkEgM4qMngB8EVmh1bEMmIsDqXDiozZW+XDJp7IWt30sVYGuSKjmWDuroMZ0Lus2yVnTej+ZtjBDOgJ4E4XTLJkpMedTIh0Xo1DBpfI+gDkaHIqBdfYGOtjmKpQK+B3U7/DuYvPxTlLz8GZi87EibET8cd9f8Svd/4at22/DT+e+DFG/aO4ZOUluGzlZTgpflLfpbj7XUWu4Htbvofzlp6HDfENllxzSXAJPnzWh/GeU9+DW5+9Fd/b8j389W//GqtDq3H1hqvxitWvgEdYuG+RHOmxu6cg1RWcfTmll8lgGr7iChTvuw+pr34VgfPOg+/kk1gfiRDHqk1MwpVIgA8ELL/2ipNi2P1MBvmAgPDi1gMcrkQCxfs3mXoWqTFgdnVSkQHoaUJKMFtOjMdRe/bZjv6sMZQ1+mSdSIjODphdS5a09WcrJQneoQEdMJfSgOgD3J0/7xnD+Wqx3vafVXI5eNZ2eddIIA5U84AiAYL1/x2dmqJVciakxxkToxHUd+1ifQziMDRgtiE5nYZv40bWxzDVD7f+EGW5jI+c/RGsjcz+RXdh4kJcmLgQZamM+/beh7t23oUfbfsRvrfle1gWXIbLVl2GS1deirUR67aOk87d+uytyFazuO4Uc7qX2zHkHsLVG67Gm098M+7edTe+s/k7+MQDn8CXH/syXpJ4CaKeKM5ffj5OGz3N8rM5TSlfw9N/2It15yxGdKn1wwBC7IDjOCz+xCdQfuxx7P/IR7Dq1p+B9/tZH4sQR6pNTFhej2FYcZKeHtydW4lwG12o7sQYlFQaarls2ve+UZEhdJJgBvQ0YYkGzFYT4zEomQw0TWv755HZigznDpuMQZncZheuXFcg15QBTjBnu0ovA90lmPUUbbir6zfPX8kBwQ7fGOuCU1O0ci4H16JFrI/RFSEcgZx9nPUxiMNQRYbNaJKkv+MV75+KjJJUwve3fh8vGXvJEcPlw/ldfly26jJ8+aVfxh/e8Ad8+rxPY+XwStzyzC147R2vxVW3XYWvP/l17CrssvbwpGV1pY6bn7kZZyw6A2csOoPZOVy8C69c/Ur85JU/wY0vuxHLgsvwf5P/h28+/U1cc/c1tFyyBY/etQuaouGsV6xifRRCmBJCISz93OdQ370bh/7931kfhxBHUisV1HfvhmettQv+DMNxHyKLvNhdObXlDmYAzbsJ63v2mnYWOZmEEA6D77SXM8D2dvVBJcRi0CQJ6vR0239WyeUAUQQ/5Ny6MaGRvm63IsMYivoGuYM50N2AudMOZk1RoBQKELvt/ma8XFSMRhzawZxrft84lRCNQsnnoalUO0laRwNmm5GzOUDTIPZRB/OPJ36M6fp0y528w+5hXHX8Vfifi/8Hv3v97/BP5/4Tot4ovv7E13H5Ly7H6+94PW5+5mbsL+7v8clJO25/7nYky0m8++Tedi+3iuM4nLvkXLwk8RLwjac6SZXwnc3fYXwye5tOV7Dl/v048UVLERrxsT4OIcwFzj0H0Xe+E/kf/Rgzv/s96+MQ4ji17dsBTYOHUYIZAFas9WBffQPqrtZfX7sTCQCAtGfKtHPIyRTETusxgEYfKnUwW02M6V83cqb94b6S01OkTr4Tc7aDub0kqTEU9Q5qgrnUXu/7XFxuAaKLR2WmvYoMpVAANM2cDmaA2fOOEI5AdtiAWdM0c9LjjAmRMKAoHb2xRgYXDZhtRk43tkt3euuczVTlKr6z+Tt44dIX4qR4+/2VUW8Ur1/3etxy6S2497X34qNnfRQu3oX/+st/4ZKfXYK33vlW/GDrD5Aqp3pwetIqWZXxrae/hZNiJ+EFS1/A+jhHOHPRmXALbgicAB48fjP1G3zzqW9C0zTWR7OlR365E5zA4czLVrI+CiG2MfL+v4PnhBNw4B//EXKahjuEtKPWWPDnXccmwQwAK1bKUOHC3kzrr6/dRoJ5yrxFf3Kq2wFzXL/tnhJllhLj+pCtk+d/OZfrPkXKmBAKATzf9qCv0ugNHtyKjExbd03MxzvkajvBbKR+jf7sjgUa52d054QQjUKrVKBWKkyu3wmtXIZWrzu6dx2Y7Y132oCfsEUDZptRGi9c+qUi42fP/gzZarbl9PKxLAoswtvWvw0/eMUPcOer78Tfnf53qMpVfO7hz+Gi/7sI77r7Xfjp5E+Rr+a7Pzhpy10778Le4l5cd8p1tktonDZ6Gm582Y34m41/g29d8i28cvUr8ZXHv4LPPvRZKKrC+ni2kj1QwsRDB3HyBcsQjNBiREIMvNuNZTf8O9RSCfv/4R/oDSpC2lCdmATn8zFdYL0kWoCLK2P3nta7lIVwGPzwMOqmJpiT3YVIAnFAU/SlW8QyQkwfMCsdDJiVrPNvled4HkI4DKXNDubKTKMiY2hQKzIyswPaLviC7rY7mI3e4q6HnMaAnFFFxuELJp3CGMgKTn9jKdJZNQ4ZbLTkz2aM5R/9MGCuK3Xc8swtPenkHRsaw7UnX4trT74WO/I78Otdv8ZdO+/Cp/78Kfzrg/+Kc5eei5evejleMvYSBN1BU69NjqRqKm56+iasiazBi8dezPo4czpt9LTmcr/TF52OEf8IbnnmFmQqGXxu/HPwCDRMBYCH79gJ0S3g9EtXsD4KIbbjWbMGox/+MA599rPI/+hHiLzpTayPRIgj1CYm4Fm7BhzPLtci1DJIuJ/D1I7z21rU5h4bg2RSgllTFMjpdPcVGUBjeZizhxdOYvxcJqc7qcjIwXMCu/S+WYRI+124A12RIVWBetGU71Nf0NX2gHl2yNltRUbj/GU2i/aaCyZzObiWLmVyhnY10+OOr8hw3nCfsNfSKz2O4y7lOG6C47jtHMddP8fvf5DjuC0cxz3FcdxvOY6j6USHjFuvhD4YMN/+3O04VD7U807e1eHV+H+n/T/cftXt+OnlP8XbN7wdO/I78PE/fhwX/PgCfOD3H8Ddu+5GRa7gieQTuOnpm2jRm4l+O/Vb7CjswHUnXwees/9NETzH44NnfBAfPeuj+M3Ub/Cee9+D6Tp1S6WmZvDcY0mceuHY4C5jIWQBkbe+BYHzz8ehz/87ajt2sD4OIbanaRpqExPwMlrw11ROI+F5DMWCgsy+Ust/zJUYQ32POQNmJZcDFAXiaBcJZsZ9qINKCIcBQeisgzmbdXxFBqAP+oxUbKsqxTo4noPHN4CZNqNSwoyKjKAL1WKbHcxZk1K0ggvwhth1MBsLJttMz7NkWnqcMbGRHpfb/L4ng23BZ3uO4wQA/w3gYgB7ATzCcdztmqZtOezDHgdwpqZpZY7j/grAvwN4Qy8O3O/kVBr88DB4j7MTlSw6eTmOwwnRE3BC9AS8//T348nUk/j1rl/j7l134zdTv4FbcENWZUAD3IIbN77sxmaqlXRG0zTc+NSNWDG8Ai9b8TLWx2nL29a/DXFfHB//48dx9V1X4+sXfR2LA4tZH4uZh27fAY9fxGkXJ1gfhRDb4jgOSz77Gey88irs//BHsPJH/wvOTW/IEDIfOZmEUijAw7B/GQBQzmCF7ylgGtj9TBrx5a3d3eYeS2Dm3t9Ak2VwYndDMjmZBNDlnpXmgJlNH+qg4ngeQjQCOdPekE2TZSjT092nSG1AiERQ29neG6vVogRvQATH26s+zxLNAXN3S/6ADisy8iamaP0xdh3M4UaKNu+cAbNp6XHGZhPMebYHIY7SStzwbADbNU3boWlaHcCPAFx5+AdomvZ7TdPKjX98EMByc485OOR0ui/qMVh38nIch9NGT8P1Z1+P37z2N7j5kpuxNrIWqqZChQpJlfDooUctP1e/uX/f/dia3Yp3nfQuCLzA+jhtu2zVZfj6RV/HgdIBvO2ut+G5/HOsj8TEgecK2P1MBhtflhjMlAkhbXCNjmLJpz+F6pYtSH3lq6yPQ4itzS74W8v2IKU0AkMCRhJD2P1M64MSd2IMkGVIBw50fQSpMWB2dVOREZi/D/XgjgL+8utdOLij0Pnjk3mJsTiUNisylEIB0LTuF63ZgBCNtt/BXJQGuH+58T1qQgezd8gFqapAkVpf7ilns+CDQfBmvAnujzPrYDZStO2m51lqpscdnmDmfT5wPp+jPveEvVYGzMsAHH5v2N7Gr83nXQDu6uZQg0xOp7tLNtiA3Tp5BV7AWYvPwsfO+hgETh+CCpyAMxedyfhkzqZpGr751DexJLAErzzulayP07Fzl5yLWy65BZIi4e13vR2PJx9nfSRLaZqGh257Dr5hN055CbsFTIQ4ydBFFyH8utcic9NNKD38MOvjEGJb1caAmX2COQv4Y1hxUgwHnyugWmotDega0+/qqU91v+ivuWfFlA7mIwedB3cU8PP/fAwP/mIHbvuvx2nI3ANiLNZ2RYbRXSo6PMkI6ElYJZ+HprY+5NQTzAPYvwzMdhabkmDWP4ftpJiVXN68BK0/xqyDmR8e1utpHNQDrORygMsFPhBgfZSuCZEwdTCTtphamMpx3FsBnAnghnl+/90cxz3KcdyjqcaLLHIkOZ1yfILZrp28p42ehq9d9DV4BS+OjxyPU0dOZX0kR3vk4CN4MvUkrjnpGrh4Z794PDF2Ir7/8u8j4o3gunuuw++nfs/6SJbZuy2HfZN5nHnZCrg8zkuhE8LKouuvhysxhv3XXw9lmnrcCZlLbWIS4tIlEIaH2R6knAYC+oBZ04A9W1oblrgT+huvkgk9zM2KjG5e57t8gCtw1IB5z9YsVEUDACiyin2TNBAwmxiPt12RYXSXOj3JCDT6ZFVVT2W3qDJTh2/I2T8jdMxI/JrQwWzsRqm00cOsZLPmJecDMWYdzBzPQwiHHdXBLOeyECMRJndxm02MRCHnKMFMWtfK9G8fgMNjbcsbv3YEjuMuAvAPAK7QNK021wNpmvZNTdPO1DTtzBGHp3R7RU45uyLD7p28L1z6Qrz/jPdjS2YL/rjvj6yP42jffOqbiPvieNWaV7E+iimWDy3Hdy/7LtaE1+D9f3g//m/y/1gfqec0TcODv3gOwagHG150rBtTCCHPxwcCWHbDDZAPJXHwU59mfRxCbMkWC/4AfSDrj2F05TC8AVfLNRniokXg3G7Up0wYMKdSECKR7nvb5+hDPWKQwXFYttb5iVm7EeIxKOkMNE1r+c8Y3aVO72IFOutjrZYkeAd1cXQ5A4ADfOGuH8rbSDBX20ow5yCGzUwwZ4A2vvbN5LQUranpccaESIQ6mElbWhkwPwJgDcdxqziOcwN4I4DbD/8AjuM2AvgG9OFy0vxjDga1VIJWLkMcce6A2ejkvfbka23byfv6ta9HYiiBL/zlC/rSP9K2J1NP4qGDD+EdG94Bj+DshZSHi3qj+NYl38ILl74Q//Lnf8HXn/x6Wz9IOM3OJ9NI7p7BWa9YBcFln7sNCHEK3ymnIP7X/w/Tv/wlCnf8kvVxCLEVtV5HbedO9vUYgJ4m9MfB8xwSG6LYvTkDVV3473eO5+FavhzSHhMqMpKp7uoxDIHYUX2o+yZz8A25EF7kh9srYGTFUPfXIUcQY3Fo9TrUYrHlP6M0kn/9MGwSInoKW2kxzaipGqpFqVnvMHDKacAfBUz4edhIgbeTYJZzOfOS8/44oNSB2ow5j9cmp6VoTU2PMyZEI9TBTNqy4ERB0zQZwN8AuBvAVgA/0TRtM8dxn+I47orGh90AIAjgpxzHPcFx3O3zPBw5Bjmtv1gUHJpgNjp5lwaW4hWrX8H6OPNyCS68/4z3Y3t+O27bfhvr4zjSjU/diJAnhNetfR3ro5jO7/Ljyy/9Mq447gp87Ymv4dMPfhqKqrA+luk0VcPDd+xAaNSHE85dzPo4hDhW/N3vhm/jRhz81Kcg7TvqBi9CBlZ9xw5Altkv+FMkoJpvdqGuODmGalFCcndr1TbusTFzEszJpDl7VvxH3q6eT5axd1sOJ794Oc57zfGolWXsepLN7ez9TIzrXz/Gz2utaHYwh8O9OJKlhEgYwGztx0KqZQmaNpu+HTiNuybMYHwOKzOtJZg1TdOHnGZ2MANH3TlhFSEScVRFhpLN9kXvOqD3xzup/5qw11JkTdO0OzVNW6tp2nGapn228Wv/rGna7Y3/fZGmaYs0TTut8X9XHPsRyVyMFyxi3Jn1IU7q5L0ocRFOGzkNX33iqyhLZdbHcZRt2W24b+99eNuJb4Pf5Wd9nJ5w8S585rzP4NqTr8VPJ3+KD/7hg6jKVdbHMtWzfzmEzL4Szrl8NXiB0suEdIoTRSz9988Dqor9H7semtJ/b0gR0onqtm0AbLDgr9L44TigBzgS62PgOLRck+FKJFDfs6frO5rklEkJZn/8iEHP1j/tB8dzOPGFS5E4KYZgxIPNf9zf/XXIEYSYPmRT2hgwy9kc+KGh7mtRbECMGgnm1oZNRp3D4HYwZ0zpXwYAj98Fjmu9IkOrVKDVahBN62Bu/HuwGjBHI46qyJDz+Wbi3+mESBRauQy12l8/B5PeoamCjcipxoDZof3U33zqmxjxjeCqNVexPsqCOI7Dh878ENKVNL6z+Tusj+MoNz51I4KuIN504ptYH6WnOI7D353+d7j+7Ovx+z2/x7vvfTcKtf7Yyq4oKh6+fSdiy4I4/gwTftglZMC5x8aw6B//EeVHH0Xm5ptZH4cQW6hNTIJzu+FesYLtQZrLtvQf+L0BFxavDmH3060NS9xjY9DKZSiZzocrmqJATqchjpqUYC7pZ1FkFVsfOICVJ+uDZZ7ncOJ5S7FnSxaFVKX7a5EmY0eO3MbXgakpUsaaHcwtJkmNtK0v4PzhekfKmeZzTrd4noMn4EKlxQGz3Phv1FcJ5nzeEW/ga5IEtVDov+97Bw34CVs0YLaRZoLZgR3MTySfwEMHH8LVG652TCfvaaOn4WUrXoZbNt+CVDnF+jiOsCO/A/fuvhdvOuFNGHYz3ghvkbec+BbccMENeCb9DK6+62ocLB1kfaSuTfz5IAqpCs65YhU43vkbjgmxg9BVV2LokkuQ+vJXUNm8mfVxCGGuNjEBz/HHgxNFtgcxhiKHpQkTJ8WQmppBqTDnXvIjuBL6rvNuajKUbBZQFHNCJIEYIJUAqYIdT6RQmZGw4fzZRb3rz1sCjgO2UIrZVGLMqMhoY8Ccy/XNrfK81wvO7287wewd1ARzOT2b/DWBL+hCtcUOZuO/kWkpWmPAXGJTvSNGooCmQZlurdaIJaWgh5H6qYMZoAEzaR0NmG1ETqUAQYDgwJ6uG5++EWFP2HGdvO8//f2QVAn//cR/sz6KI3zrmW/BK3rx1vVvZX0US12y8hJ84+Jv4FD5EN5y51uwPbed9ZE6pkgqHvnVToyuHMbKU5z3ZhYhdsVxHJb8yychRqPY/5GPQq1QepAMturkJPt6DGC2r/iwPtSVJ+v/e2rzwsNCdyIBAF0t+pNTepDBnIqM2TThlj/ux1DUi7H1s4OkYMSLFSfHsfWB/VBktfvrEQCNJB/PQ860UZGRy/VNkhHQu6RbXbZmLKQbyCV/qgqUs6Z1MAN6D3OrHcyzyyXD5lzcBglmAI5YNmd0lPfLG0vGv4fsoA5swhYNmG1ETqcgxmLgeGf9Z9ma2YpNezfhbeud18k7NjyGN657I36+/eeOHhpaYc/MHvxqx6/w2rWvRdTbH71S7Thr8Vn49qXfhqZpePuv346/HPoL6yN15Jn796GYq+Hcq1aD4yi9TIiZhHAYSz/3b6jv2IH9H/0Y0t/4JsqPP876WIRYTk6noaTT8LBe8AfMDkUOSxPGlgURCLlb6mF2LV8OcFxXCWYpmdQfy5Qlf/q/R35vEnu35bD+RUvAP+9upA3nL0VlRsJOWvZnGk4Q9Fv120wwC9H+ec0sRKNQcvmWPtaoc/AFB7Aio5oHNMW0DmYA8A25US21OmBuLJc062vPMwQI7iOWi1rJSSla4/ujbzqY2+xeJ8RZk8w+J6fTzX4vJ7nx6Rsx5BrCm05wZifve055DwJiAF/4yxdYH8XWbnnmFvAcj3dseAfrozCzLroO33/59xHzxvDue96N3+7+LesjtUWqKfjLXbuwbF0YYyf0xwsfQuwm8IIXYOjlL8fMvfci9cUvYuqd19CQmQyc2uQkAMBrhwRzo68Yvtm/9ziOw4qTYtizJQtFOXbKl3e7IS5ejHo3CebGgNnMBPOWB3PN5X7Pl9gQQzDqweb793V/PdIkxmItdzBrmtboYA739lAWEiKRllOk1RkJLq8AwTWA44ZmLY/ZCebWKjJM72DmuCO63602m6K1f4J5Nj3eHwnm2Q5m+3/uiT0M4DO+fSmpNASH9S/vyO/Ab3b/Bm884Y0Ycg+xPk5Hwt4wrjvlOty/7348eOBB1sexpUOlQ/jF9l/gVce/CqP+wV4KtzS4FN+97Ls4IXoCPnjfB/GTiZ+wPlLLnvr9HlRmJJx75XGsj0JIX/Mcf7z+PzQNWq2G8sOPsD0QIRarTugDZntUZGQATwgQj0xSrjg5jnpVwcHtCy/wdY+NQeoiwdysyDAjSBKIQ9FEbHtGw6pT4giEj959wvMc1p+3FHu35VBIlbu/JgGg//drtSJDK5eh1evmpUhtQIxGWk4yVkr1wazHAA67a8K8AbMv6EK1JENTtQU/VsnlAJcL/JCJP5v74+wqMpop2jyT67djNj3eJwPmUEivBqIEM2kRDZhtRE6nzVn+YaGbnr4JXtGLt61/G+ujdOXNJ74ZSwNL8YVHvwBVo7665/v25m9D1VS886R3sj6KLUS8Edz4shvxomUvwqcf/DS++vhXoWkLv+BjqVaW8Pg9U1hxcgyLV4dYH4eQvhZ4wbngPI2hj6ah9txz0FT6u4UMjtrEBISRuD2Ga+X0nIOe5SdEwAtcazUZiTHU93QxYE6mIEQi4Nwm1AX4Y9hRPQeVCo/15x+dXjac+MKl4HiOlv2ZSIjHWq7IkM1etGYDQiTa8qCpOiPBO4j1GMDsMjwzKzKCbmiqhlpFXvBjlVwWYjhsbhVeIMauIsNBKVojZe3EnVpz4XgeQjgMhTqYSYtowGwTmqpCzmQcVZGxZ2YP7tx5J1639nWIeJ39Lp1H8OB9p78PW7Nb8asdv2J9HFvJVDL4v8n/wytWvwLLh5azPo5t+F1+fOklX8Krjn8VvvHUN/DJP38Ssrrwiz5WnvjNHtTKMs65YjXroxDS9/wbNyLx7Vsw8nd/h+CFF2L69tux/2PXQ6u3dnsrIU5XnZyAd60N0suAnrqb41Z1t1fE0jVh7GphwOweS0DJZKAUSx0dQU4mzanHAABvGJsrl2AoUEXixPmHl8GIBytPjmHrAwdo2Z9JxFgccibTUqhAaQ6Ywz0+lXWESARapdLSEttKUaIEs8kVGQBQLS7cw9yT5ZL+GLMEM+/xgPf7HdEDrOTy4IeHwbn652tfiLR+5wIhNGC2CSWXAxQFYtw5Ceabn7kZAifg6g1Xsz6KKS5bdRk2xDbgy49/GVW5yvo4tvH9rd9HTanh2pOvZX0U2xF5Ef/ywn/Bu095N2599la8//fvR0Ve+EW31XY9ncZjd+/GsnURjIw5s8qGEKfxb9yI+F+9F8u/+hWMvP/9mL7jDky95z1QZmZYH42QntJkGfVnt9ujHgPQe0PnSRKuOCmG3IESptPH/rvbnRgDAEh7O0sxy6mUaQPmfKqKffWTsX75TnD8sROKG85fRsv+TCTGY9CqVailhWtHjK5iW6T4TdLOsrVKcZArMowEs7kVGQBa6mFWsj1YLumPM+tgBvSaDNkBKVolm212RvcLsY3udUJowGwTclr/i8gpCeaDpYN6J++a/unk5TkeHzrzQzhYOojvb/0+6+PYQqFWwP9u+1+8bOXLsCq0ivVxbInjOPztxr/FP5zzD9i0dxOuveda5Kt51sdqOrijgDu//jRURcPB5wo4uGPhrklCiHk4jkP8ve/Bks/9G8qPPIrdb3krpIMHWR+LkJ6p79oFTZLgXbeW9VF08ySYAX3ADGDBmgzXWAIAUJ/qbNGfnEyaVoO3+Y/7wUPBibEnF/zYsfVRWvZnIiGmf70o6dSCHztbkdE/w6bmsrUWBszVotRM3Q6cchZw+QG337SH9A3pdSOVFhLMSi5nfnLeHwNqBUBZ+Pq94JQUrZLvQXqcMSESgZy3/+ee2AMNmG1CTjUGzA5Z8vftzd8GNOCak65hfRRTnbX4LLx4+Yvxrae/hWyV3qn7323/i5JUwnUnX8f6KLb3xhPeiC+8+AvYltmGt931Nuwv2qPzcPtfDjUXgqiqin2T9AKBEBbCV12FsW/8D6R9+7DrjW9CdXKS9ZEI6YnqxAQAmyz407R5O5gBILzIj+ERH3ZvPvaAuZlg7qCHWVMUfc/KaPcDZkVSse3PB7Ay8hwCyt4FP57nOWx4kb7sL5+kZX/dEmP6z2lyZuEkp9FZanqSlKHmsrUFkqRSXYFcV5tD0YFTSpvavwy0V5Ghp2hN/roznkOZLfpzRopW7kV6nDEhGqUOZtIyGjDbhJw2cbt0j6Urafxs8md45XGvxNLg/MtFnOoDZ3wAFbmC/3nyf1gfhamyVMb3t34fL17+YqyL2uCHRAe4aMVF+MbF30CmksHb7nwbJnNsB0iapmHfZB4AwHGAIPBYtra/3lUnxEmC552HFd//HqAo2P2Wt6L00MOsj0SI6WoTk4Aowr3aBp3/9SKg1OdNMHMchxUnxbBvWw5yXZn3YYThYQihEOpT7Q+YlWwWUFVTKjJ2PJFCtShhQ2Jny4MeWvZnHjGufx3JLSz6U3I5wOUCHwj0+liWEcKNiowF0ozGEHRwE8wZwG/ukLFZkVE8dkWGJstQpqd708EMMBswi2FnpGh7kh5nTIiEoeTztKyatIQGzDahOKgi43tbvoe6Wse7TnoX66P0xOrwarxmzWvw04mfYldhF+vjMPOTiZ+gUCvgulMovdyOMxefiW9f9m2AA95x1zvwyMFHmJ1l4sGDSO8pYuPLEjjnytW48gMbsXh1iNl5CCGA98QTsfLHP4K4aBR7rr0WhV/RYlnSX2oTE/CsXg3ebYP0YsnoQp3/9fXKk2KQJbX5hux8XCtWQNrTfkWGlEwCgCkVGZvv34fhuBdjy+uz/24LCIT1ZX/b/kzL/rplVGTImYU/93JO72LluGP3ZDuJaHQwL5AkNXqCB7qDOWDuz/SiW4DoERasyFAKBUDTmn3ZpjGeQ1t83jGbE1K0mqbp6fE+SzCL0SigqvrXFiELoAGzTcipNHi/3/bvchdqBfxo249wyYpLsDK0kvVxeuavTvsruAU3vvjYF1kfhYmqXMV3tnwH5yw5B6eMnML6OI6zNrIW37/s+xjxj+A9974H33zym7jp6ZvwRPIJy85QKdbxp//bjsWrQ3jBVcfhjEtX0nCZEJtwLV2KlT/4AXynnor9H/owMt+6GZqmsT4WIaaoTk7aox4D0LtQgWMu21q6NgzRzS/Yw+weG+sowSw3BsyuLhPM+UNl7JvMY/2LloILxICKnoxuxYZxfdnfjicW7g4m8xOjUYDjoLSUYM73XRcrPzwMCMKCHcyzCWYbvMnEwjF637vhC7gWrMgweopNXzTHOMEsRCL6gs2K/ZapG9RSGZokNZP+/cJ4HlNyebYHIY5AA2abkFMpCA7oX/7h1h+iLJdx7SnXsj5KT8V9cVxz0jX47dRv8dihx1gfx3I/3/5zpCtpvOeU97A+imMtCS7Bdy/7LlYOr8RXnvgKvvzYl3HdPddZNmR+4GfbUa/IePFb1i24ZZ4QYj0hFMLYt27C0GWXInnDDTj02X+Fpsx/iz4hTqAUCpAPHLDRgr9G2u4YaULRJWD5CVHsfiZ9zDd6XIkxSAcOQJPaW3Ilpxo1eF0OmDffvw88z+GEFyzR04SaCrS4VDhxYhRDUS823081Gd3gRBFCONxiB3PW/BQpYxzPQwiHF0ySGinbgU0wlzKmdzADgG/IhcrMsZ9/5Ea63PQeYOM5lFVFRovpeZaUXI8+94wJjT5v49+PkGOhAbNNyOk0xLg526V7pSSV8P2t38dLxl6CtRGb/ODQQ2/f8HaM+kbxn4/+50AlyyRFwi3P3ILTRk7DmYvOZH0cRwt5Qrh4xcUAAA0aakoNjx56tOfX/f/snXd429b5tm8AJEVSk6IkW9tbtuQhz3jbWXb23k7S7CbNTpu26frapk3Hr21GR5Yz2uxmj2Y4TjwTx3vKtrxlW7I2tQcXvj9AUrItyVokKOncunRxAMR7DkCAwIP3PG9hvoPda4rJXZCBPTUq6PEEAkH3kCMiSP3rX4m/6SYcr75K4QMP4G1q0rtZAkG3CasCf9DKIqPjC/7MsXZqypuoKmm/EJ4pPQM8HlxFXRNp3aU+gdne/YxGt8vD7jXFDJ2QQGRsREs2YSeHq0uyRPbsFArzHR32UXBqDAkJnbLI8DgcvZ9FGgYotrhTCk1+i4wB6cHsagRXfa97MIO2PptO4cEcKC7Z2989i295OmYwg1ZEL1zxi9/90YMZWm5eCAQdIQTmMEETmMM7g/mt/LeocdZwx/g79G5KSLAYLNwz8R62lW/ji4Iv9G5OyPjkwCccqz/GHePv6Fe+cXoxI2UGEUoE0CIyBxOPy8vy1/OJSTAz5bwhQY0lEAh6jiTLDPrpTxj0yE+pXfoVh2++5ZTDjwWCcKX2q68B8Dq7luUbNPxiyCmyCTPHaoLtoe3tiyemjHSALttkuEtLUeLjkXrgSX1gSxlN9S5y5qRqb0R2fbj6mFnJothfL6Ak2DtlkeF2OAKZf/0Jgy2+UxYZkiwRYTWEqFVhhH+f7GUPZgBLlOnUHsxVQRKYFSOY4/TzYPZn0YZxoT//ftEvPZhpsV8RCDpCCMxhQrgLzE3uJv6d929mpsxkbMJYvZsTMi4afhEjbSN5cuOTOD0d3zHuD3i8HhZvX8yY+DHMTp2td3P6BblJuSxesJgfTPgBY+LH8Py25/mq4Kugxdv4RQFVJQ3MuzYLo0kJWpy+wpbSLSH3vxYIukP8975H6uOP05SXR8G11+E8elTvJgkEXaJh82Ycr74KQNEPf0jD5s06twjNIkM2QkR0h7NFx5uJT4ns0IfZmJ4BgLOLhf7cZWU9t8dYWURMgpm00T7RKOCH2nmxJzI2gqHjE9i15hgelyj2110M9oRTWmSoLhfe6up+58EMmnDZGYsMc5RxYCaqBG5q9b4HsznKeEqB2Z9laoiL6/X4WO06ZjDHAWFukRGs7HGdCXgwh3H2uCB8EAJzGOBtbsZbU9Mr1aWDxbt736WyqXLAZC/7UWSFH03+EUfrjvLm7jf1bk7Q+eLQFxyuPSyyl3uZ3KRc7sq9i5fOeYkcew4Pr3yYbwu/7fU4juJ6Nn5+iJFTB5GR0/sntn2NLaVbuPWLW3lq01PctuQ2ITILwp6YcxaS8eILuB0ODl1zLY078vRukkBwSlSPh9rlyyl65Gfg8xFXXS4a1q3XuWVoYkhkAnTinCZzrJ1je6twNrrbnG5ISkQym3EVdFFgLi3t0Tm+o7ieor2+4n7+mgrW7vmh5sxJoalOFPvrCQa7/ZQCs6e6GqDfeTCD1qdTZTI21bkGsP+y35YnOB7M7mYPbmf79Ro8jirk6OgejZhol8iELt3U6k38WbThPMLLv1/0t5ELstmMZLWKDGZBpxACcxjgKdcO1IYwLfLn9+SdlDSJyYMm692ckDMzdSYzU2by7LZnqW6u1rs5QcOrenl++/MMjx3OGRln6N2cfkmkMZJ/nfUvhsUO4/5l97OxZGOvLVtVVVa8kY/RpDDrihG9tty+RrOnmdWFq/nD2j9w91d34/Q6A9Yk9y+7n0fXPMonBz6hqK5oQHmrC/oO1ilTGPL6a8gmEwU33kjdypV6N0kgaBO3w0HFCy+wf+E5HL3zLm3ossEAsoxkNGKdNlXvJvqKbXXuhuuQcXa8XpUju9vOkJMkCVN6Gs4jXbfIMCR1X2DOW12ELEuMmZnS8mYXPZj9pI+JJ9puJm91YbfbM9BREuyoDQ146+vbnSeQRdrPMhnBl8FcVdVhUdrGOufAFZiDmcEcqa3TjrKYPZWVwcugtdq1Y6oOyNHRoChhnUXrcVQiGY3IkVa9m9LrGOLicIsif4JOIATmMCBQXTpMLTI+2v8RJQ0lfH/89/Vuim48NPkhap21PL/teb2bEjSWHVnGvqp93Db+NmRJHBqCRWxELM+e/SzJUcnc/dXd7Cjf0SvLzV9bTGF+FdMvGa4VABpAFNUV8dbut7jnq3uY/cZs7lp6F+/tfY9hscMwyAZkZAySgdSoVD49+CmPrHqEhe8u5Ox3zubHK37MG7vfIL8yH4+3/YslgSCURAwfTuabb2AaksmRu35A1Tvv6N0kgSBA4/YdFD3yM/bNP53S//sLxsGDSX38b4xatYrMV/5D4v33k/HSi1gnTtS7qZrY00mhZ9CwWEwWwyltMlxdsMhQPR7cFRXdtsjQivsdY2huAtaYVhmJRjOYoqChaxf8LcX+qkSxv25isGvXax1lMXscVUD/y2QEzYMZVcVTU9PuPE11LsxRQcig7QsE04M5WlunTR0JzMEsLqmjRYYky9rNjTDOonU7HJrffj8cBazExweOawJBRwxA5/3ww+3LYFbCUGB2e90s3r6YsfaxzEiZoXdzdCMrPouLR1zM67tf55rR15AWnaZ3k3oVVVV5ftvzpEWlcc6Qc/RuTr/HbrHz3NnPcdPnN3Hn0jt5ceGLjLKN6vbyGuucfPP2PgYPiyFndsqpP9DHcXldbCndwqqjq1hVuIp9VfsASItK47KRlzEnbQ5TB08lQolgS+kWNpRsYMqgKeQm5eLxethXtY9NpZvYXLKZjaUb+ezQZwBEGaOYkDSBSUmTmJg0kbEJY7EYLHp2VTCAMSYlkfmfVyh84AGO/eKXuI4Vk3DP3f3ywkUQ/nibm6n59DMcb7xB07ZtSFYrsZdegu3a6zBntfx+WSdODA9h2U9DOSTndmpWRZFJHxNPwY4KVFVtc18zpadT/+237U4/EXdFBXi93bbIOLC5jOZ6d0txv9ZY47s1XH3MzGTWf3yQvFWFzLpiZLfaNZAxJGg3LNzlFZgyMtqcx+PL9OtvXqzQ2o+1sl0hs7HWhSV6gGYw15eDJGsF8XoZc5Q/g7n9ukBuhwPjoEG9HhtoEZhVtVO2Q72NwRbeWbSeSke/3OfB770evuteED4IgTkM8AvMhoTw82D+7OBnHK07ysNTHx7wF7X35N7D5wc/56lNT/HneX/Wuzm9yrdF35JXkcevZ/wagywOC6FgcORgnl/wPDd9dhN3LLmDl895mSGxQ7q1rG/f24+z0c38RaNb/Bn7GeWN5awuXM2qo6tYU7SGWlctBtnA5EGTuXTEpcxJm8OQmCEnHadyk3LJTcoNvFZkhaz4LLLis7h29LWoqsqx+mMBwXlT6Sb+vvnvABhkA9n27IDgnJuUS7y5/2UjCcIXJSqS9Kf/xbFf/T/K//lPXMXHSP71r5GMA/TCXRBynEcLqXrzDareeRdPVRWmYcMY9POfE3vJxSjRHRfOCwv8HsydZMg4O/s3lVJ+pI7EjJP7Z8xIR21qwl1ahnHQqbOS3aXaKEVjNzOY81YVEZNoIS2rDdHCmtCtbMLI2AiGTkhg95pipl88HMUoRq11BcXuE5gr2hf3/VmWhn7qwQy0m0nq9ao0NbgCYuiAo6ECLPEg9/5+5bcdOVUGs3nMmF6PDWjHUq8LmmvAHBucGB2g2MI7i9bjcPTLfR60Y5lz/369myHoAwglKQxwl5WDJGGwh5dw4VW9LN6+mJG2kcxPn693c3RnUOQgbsy5kee2PccN2TcwLnGc3k3qNZ7b9hyDrIO4aPhFejdlQJEena6JzJ/fxO1f3s6/z/k3KVFdy0AuzHew+9tjTFqYiT01KkgtDT1e1UteeR4rC1ey6ugq8iq0YmdJliQWDFnAnLQ5TE+eTqQxskdxJEkiJSqFlKgULhh2AQDVzdVsLdvKppJNbC7dzGu7XuPlvJcBGBIzhEmDNMF5UtIk0qPTB/zNN0FwkYxGkh/7PcbkZMr/9S/cpWWkPfE4cmTPvvsCQXuoXi/133yD47XXqVuxAmSZ6DPOwLboOqynndZ3jnkeFzRVd6nYlr9AbsGO8jYFZn/GquvI4c4JzGWlAN2yyKg8phX3m3Hp8LZvHkcmQF1pl5cLkD0nhf2by9i/pZRRUwd3axkDFb+loacDiwy/B7MSFxeKJoWUQLG1drIZm+tdoIJlwFpklAfFHgNa1mljbdsCs6qqWmZ5sERO/7G0vlwfgTk+nub8/JDH7SxuRyWW1P6jD7RGscWHdYFFQfggBOYwwF1ervn1GMJrc3x1+CsOVB/gz3P/LDx5fdwy9hbe2fMOf9nwF14+5+W+c5HVARuKN7CpdBM/nfZTjMoAzTbQkWFxw3huwXPc8sUt3L7kdl4+52USrZ0bzeBxeVn+ej4xCWamnD8kuA0NAdXN1awpWsPKoyv5pugbKpsqkSWZCYkTuG/ifcxJm0OWLSvo+11sRCxz0+YyN20uoBUO3FmxMyA4Ly1Yynt73wPAbrYfJzhnxWeJUQCCXkeSJBLvuxfD4EEU/+a3FNxwI+nPPtPtYfcCQVt4qqupeu99HG++gavgMEpCAvY7v4/t6qsxDu6DIqTfn9ja+QQOa4yJpMxoCnZUMOW8oSdNN6WnA+A8fATrlCmnXJ4/g7k7++rO1UXIisToGcntNNYOpbu7vFyA9NHxxCSYyVtZJATmLhIQWMs79mCWY2L65WiTgEVGO5mk/gJ0A7fIX2VQCvwBRFgNSLJEU307AnNDA6rTGdwif6D10T48ODE6QLHFhbUHs8dR1a8tMtTGRryNjcgWYR8oaB9xFRwGuMvLw67An9+TNzMmkwWZC/RuTtgQaYzk7ty7efS7R1l2ZBlnZJyhd5N6zPPbnyfeHM/lIy/XuykDltHxo3n6rKe5fcnt3PHlHby48EVs5lOfoGxaUkBVSQMX3DsBo0kJQUt7F1VV2ePYw6rCVaw6uoqtZVvxqB7iIuKYlTqLualzmZkyk7gg+Nh1hQglgolJE5mYpPmKelUvB6oOaLYapZvZXLqZLwu+BMBisDA+cXzAVkNGZnvF9oAHtEDQE2xXXYUhKYnCBx/i0DXXkv7880QMO1kEEwi6QtPOnVS+/jo1n/wPtakJy6RJJN57HzELzkYy9eEsRL8/cRezCTPH2ln/6SEa65wnZWEaU1JAlnF2stCfu9SXwdzF83y3y8Pu744xLDfx+OJ+rbHau+XBDC3F/r774ACO4npsg8WIiM4iGY0osbEdW2R04E/c12kRmNvOYG7y+QObB7IHc2JWUBYtyRLmSAONtW17MPszTINWXDLSLzB377jTUwy2eDzV1ageD5ISXtc9qsuFt6YmYCHT32htjSMEZkFHCIE5DHCXlYWdwLyqcBW7Knfx6KxHUeTwOoDrzWUjL+PVXa/y+MbHmZM2B6Pcd0+gdpTv4Nuib3lw8oOYDWa9mzOgmZA4gX+c8Q9+8NUPuHPpnSxesJhoU/v+llUlDWz47BAjpySRmROcTIlg0OBq4Ltj3wVE5ZKGEgDGxI/h1nG3MjdtLmPtY8P6uCNLMiNsIxhhG8FVWVcBUFxfzJbSLQHR+dltz+JVvYHPSEiMtI0kJTKFKFMU0aZoooxRxJhiAq+jTdFEG7XHKJM2zaT0YXFHEBSi588n8z//4cidd1Jw7bWkPf0vrJMm6d0sQR/D63RS+/nnOF5/g8YtW5AsFmIvvBDbouswjx6td/N6B78/cRezCTPHJbD+f4c4nFdJ1mnHZ/dKJhPG5GRch490alnusjIUu73Lmaz7N2nF/bLndGCbZbWDqwGcDWCydmn5AKNnJLPuo4PkrS5itij21yWUxAQ8HWUwV/XfYl9yRASy1dpuJqnIYK4IWgYzgDnK1K4HsycgMMcFJ3ggg7nr3u+9gWKzgariqa4OjCQIFzxVVQD99saSv19uh0O70SoQtIMQmMMAd3kZEUPDJwNJVVWe2/YcKZEpnD/sfL2bE3YYZAMPTX6Ie7++l3f3vMs1o6/Ru0nd5rltzxFjiuHqrKv1booAmJY8jb/N/xv3f30/d391N8+c9QxW48kXjaqqsvz13RiMCrOuDP+Lwi8OfsFH+z+isqmSfEc+Lq+LSGMkM5JncHfa3cxKnUWStXsFkMKFwZGDOWfoOZwz9BwA6px1/Gndn/hw/4eovr96Vz3FDcXUVtVS66ylzlV3nAjdFibZ1CI++0TprrzeV7WPjSUbRQZ1P8MybixD3nyDI7fdzuGbbiblL/9HzAIx2khwalxFRTjefIuqd97BU1mJacgQBv3sEWIvuQQlJkbv5vUu9b4suy54MAMkZURjiTZSsKPiJIEZtEJ/ziOdFJhLS7tlj5G3qpDYRAtpozoQK/yZ2Q0V3RKYI2MjGJqbwO41x5h+8TAMxvC9sRtuGOwJuDv0YO7fIowSH4+7sh2BudYvMA/AG+ReLzRWBs2DGTThvrE9gdnnix008bW1B7MOBLJoKyvDTmD27w9Byx7XGcW3vj3t7PcCgR8hMOuMqqp4ysoxJIZPBvP64vVsLdvKL077RZ/Ozg0m89LmMWXQFJ7e+jQXDLuAKFPfK662x7GHZUeWcdeEu3pcKE3Qe8xNm8sf5/6RH6/8MQ8se4C/n/l3IpSI4+bJX1tMYX4V867LIjI2op0l6U91czU/W/UzVhauBLQs3nOGnMMVo65gYtLEfu35HWWK4vJRl/P5oc9xeV0YZSN/nPPH40ReVVVpcDdQ62wRnGudtdQ4a6hzas9rXb5prV4XNxQHXjd5mjrVHoNk4NFZj3L+sPP7hXe8QPOCzXzzDY7eeReF9z+A+2c/I/6G6/VuVljQsGkTDevXY502DevEiXo3R3dUr5f6NWtwvP4GdcuWARB1+unYrruWyBkzkOR+WmejmxnMkiyRkWPn0PZyvF4V+YQCe6b0DGqXLOnUstylpRiSuiYwVxbVc2xfNTMua6e4n5/W2YRx6V2K4SdnTir7N5VxYHMZo6b1bS/m4gPVFO5xkDrKxuBhwS1AZrDbaczb0e50j8OBOSc7qG3QE8VmazeD2Z9da47sv+d47dJUBao3qBnMligjlcUNbU5rscgIUhatKRKUCN0ymA22FpuGcMMT7HWvM0qcb91Xhd+6F4QXQmDWGW9NDarLhRJGFhnPbXuOREsil4y8RO+mhC2SJPGjKT/imv9dw4s7XuS+Sffp3aQus3jbYqwGK4vGLNK7KYITWDhkIY3uRn75zS95eMXD/HX+XwM3exrrnHzz9j4GD4shZ3Z4ZseoqsqnBz/lz+v/jKPJgYSEioosyYyKH8W05Gl6NzEk5Cbl8vyC59lQsqHNDGJJkog0RhJpjGRwZPcu7F0eF7Wu2pME6VpnLUsLlrK6cDUqKm7VzSOrH+Hvm//O3LS5zEufx9TBU0+6eSHoWxhsNjJefonChx+m5Pe/x3XsGEk/+mH/FQzbQPV6cR46RNP27TRu30H9d9/h3LdPm2gwkPrnPxNz3rn6NlInPDU1VH/wAY7X38B56BBKfDz2227DdvVVGFNT9W5e8AkIzF3PKMscayf/u2JKDtaQPPx4sdKUkY6nqgpPbS1KdPtWVqBZZERkj+lS7LzVhVpxv+ntFPfz488m7IEfalqWTSv2t6qoTwvMBTvK+d+/toOqohhkLn5wYlBFZiXB3q5FhqqqYZlh2Zso8TY8ZW1/7xrrnJjMCopx4PwOBejmqImuYI420bSvqs1p/uxSJVjfPUnSsrP1ssjwF9gMwyxavye5oZ96MBtaZY8LBB0hBGadcZdrP0ThUgl+S+kW1hav5UdTfiSEh1OQk5DDeUPP4z87/8NVWVd1WyDSg0PVh/ii4Au+l/M9YiOCm+Uh6B6XjLiERncjj619jJ+v/jl/mP0HFFnh2/f242x0M3/R6I4zm3TiSO0Rfvfd7/i26FvGJYzjh5N/yKPfPRrI4p0yaIreTQwpuUm5QbWmMCpG4pV44s0nX0wMix3G+uL1uLwuDLKBRWMWcaD6AB/u/5A389/EYrAwPXk689LmMSdtTp+3KRmoyBYLaU8+Scnvf0/liy/iLi4m+Y9/QO7LxdnaQVVV3EVFNG7fQdMOTVBuysvDW1cHgGS1Hu896XZT+NBDVPz7ZWIvvIiY887t16IPQMPmzdT871NcRUXUr1mD2tiIZcIEUv78J6LPOadffi/apaECzLHQjdEyGdnxSLJEwfbykwRmY3oGAM7Dh7Hk5LS7DNXtxl1R0aVzfLfTQ/53xQyb2EFxPz+BDObuX/BLskTOnFTWvL+fymP1xCf3vRFtqqqy+u19qF4VAI/HS+EeR1AFZoM9AW99Pd7GxpMKXnnrG7Tkobj+KTQBGOJsNO/d2+a0pjoX5oHsvwzduqnVWSxRRprqXKhe9aTrAI/DAUYjcmQQ92NrvL4ezIRnBnPQs8d1Ro6JAUUJ9FMgaA8hMOuM23f315AQHgLz89ufJy4ijitHXal3U/oE9026jy8LvuTvm//O72f/Xu/mdJoXdryAUTZyY/aNejdF0AHXjr6WBlcDT2x6AqvBym32+9j97TEmLczEnhpetiwur4v/5P2HZ7Y+gyIrPDLtEa7OuhpFVsiIyWg3i1cQPNrLoG72NLO+eD0rjqxgxdEVLDuiDZnPtmdr2c1p88i2ZyNLAzD7qI8iKQqDfvlLDMnJlP31bzQfPEj06fOJnDOnT1tEuCsqaNy+nabtO2jcoT0GsmeMRsxZWcRceAGWseMwjxtLxPDhNG7bxuGbb0F1uZAMBuIuv5yGjRsp+d3vKPnjH4maPZvYiy8i6vTTkc39o7it6vHQuHUrjjffoubjj0HVhLbI+fNIvPfeDkXQ/sbGAgffHahg+jA7k+vLu51JGGE1kjw8loK8CqZfMvy4aaYMzY7CdeRIh+vWXVEJXi/GpM7fvNu/qZTmBjc5czqRYR7pE5h76Ic6ekYyaz86wM7VRczuA3UdTmT78qNUlTQgSdpXX5IkUjvyru4FDAnaundXVGBKSztumj+TMWhZpGGAEh/frhdrY50LS/QAupHVGv9ogiB6MJujjKgqNDe4TxLy3Y5KDDZbcK3QrAn6eTAHBObwy6INZI/HxenbkCAhyTJKXJzwYBacEiEw64y7rAwgLDyYd1XsYuXRldw78d42C4sJTiY1KpXrx1zPy3kvc0P2DYyOD//K60V1RXyy/xOuyrqKBIv+3ztBx9w67lbqXfW8sPVF7LunEme3MeX8IXo36zi2lW3jN2t+wx7HHs7MOJOfTvvpcRn9wc7iFbRPW+s+QolgdupsZqfO5mfqz9hXtY8VR1ew8uhKntv2HM9sfQa72R4Qm6enTBc+7X0ASZJIuP121KZmyv/5T5p37aL82eeIu+IKLLm5GJISMSYlYUhMRI6NDTsvbk9tLU15eccJyu6iY9pESSJixHCi5s3DPG4slnHjiMjKajMb1zpxIhkvvUjDuvVYp00NCOxN+flUf/QRNR9/Qt3y5chRUUQvXEDsRRdjnTqlz9mKeGprqV+9mtply6hfuUqrYC/LAXEZRcY6cdKAEpfXHazguufX4lVVTAaZdWnFxPTACzVzrJ017++nztFMlK1lVF9LBnPHhf4C5/hdEJjzVhURm2QhdVTcqWeOiAVJ6ZFFBoA1xsTQCYns/u4Y0y/pW8X+yo/W8e27+xkyzs6khZkse3U3VWUNQbdnUOza98pTXg4nCcz+TMa4oLZBTxSbDbWpCW9DA7L1+GvGxlonkXEDdBRsN33fu4IlqsUy70SB2VPpCH4GrdUOjkPBjdEOssmEHBkZnhYZlZXauZWh/8prii0uLMV9QXjRf/eAPkLAIiMMPJif3/480cZorh19rd5N6VPcNv423tv3Hn/d8FeeO/u5sLtoP5EXd7wIEtw89ma9myLoJPdOvBf3+jjkagvV5+ZjNM3Uu0kA1DnreGrzU7y5+00SrYk8cfoTnJlxpt7NEnQBSZIYaRvJSNtIbht3G44mB6sLV7Py6EqWFizl/X3vY5SNTB08lblpc5mbNpf06O4VkxKEBslkIpDK5/FQ9dZbVL311knzGJKSWv0nYkj0CdCt/uWoqKD8pnmbm2netavF6mLbdpwHDwamG9PTsebmYr7+BizjxmLOzu7SkF/rxIknZW6bs7IwP/wwSQ89RMO6dVR/+BG1n31O9bvvYUhOJvaCC4i96EIiRoZvBmfzwYPULV9B3fLlNGzcCG43SlwcUfPmEjV/PnJMDEfvvkfL3jYasU6bqneTQ8r/fZGP22eT4HJ7cdaUQVr3t6dfYD6cV0F2q5oHSlQkSnw8riOHO/y8u7QU6LwNXkVRHcf2VzPzshGd2+9kWRN7emG4es7cFPZvKmX/pjKyTusblm8up4cli3cQYTVwxo1jsESbuPRHk3jr0XV8+UIeVz4yFWNEcMRyg127bnNXnLzu3ZV+L9b+m8Ec8GN1OE4SmJvqXCSkhdcou5AR8GAOpsCs3VhtrHNxopTscThQgu0BrKMHM/iy58PQpsFT5QgUIeyvGGzxwiJDcEqEwKwz7vIyJJMJ+RRFQoLNgaoDLC1Yym3jbiPapG9b+hoxphjuHH8nf1r/J74p+obZqbP1blK7lDWU8f7e97l4+MV9yjN6oFNd2ohlezoNQ0p4uepvWHeo3DL2Fl3b9FXBVzy27jHKGsq4dvS13DvxXqJMA/SCoh9hM9u4cPiFXDj8QlxeF1tKt7DiyApWFq7kj+v+yB/X/ZFhscOYlzaPuWlzyU3KxSCLU4lwwjptKlJEREBkTH/maYwpKbhLS3GXluIqLcVdVoa7tAx3aSnN+fnUr1qFt77+pGVJFguGxMRW2c+tBOjExMBzJep48bdh8+ZABrFl3Dia9+07LjO5ec9ecLsBUBITsIwdp1ldjBuPeWxOUC/SJEUhcsYMImfMwPv/fkXtV19T/fFHVLz4IhXPP09E9hjNr/n887pkbRAMVJeLho2bqFu+nLrly3EeOgRAxMiR2G+5haj587FMGI+ktIhobWVvDwQ+236M9YccyBJ4VVCBGG91j7xQ41MiibJFULDjeIEZwJSefuoMZr/A3Mnv0c5VRcgGidEzunB+ZrX3ynD1tFE2YhIt5K0q7DMC8zdv78VR3MBF9+UGLBksUSbOujmbD5/cwuq393L69cEZWRiwyGij0F9gqHw/Fpv8fXNXOo4rGKqqKo11LsxRA9UiowKMkWC0nHrebuLPWm6qdZ00zVNZiTknO2ixAe2Y01wD7mYwhD5TXbHZwrLQnDsU2eM6o9hsNPuLKAsE7SCuCnXGU16OISFB96zXxdsXYzaYuSH7Bl3b0Ve5OutqXt/9On/d8FdmJM9AkcNzeOG/8/6NW3Vz69hb9W6KoJOoqsry13djMCrc8f2LKdm2icc3Po7VYOWa0deEvD3F9cX8Ye0f+PrI12TZsnhi/hOMSxwX8nYIgo8/c3nq4Kn8aOqPOFxzmJVHV7Li6Ape2fUKL+W9RIwphlmps5iXNo/ZqbNF0dAwoD2LCFNGRoef89bX4y4r0wRon/gc+C8roylvJ67S5aiNjSd9VrZaA2IzBgMNa9eCx6NlUhuN4HRq88XEYBmbQ9QttwSsLgyDBul2DiRbLMRecD6xF5yPu7ycmk8/o/qjjyj9058o/b//I3LmTGIvupDos846KUsvWLgdDupXrdJE5VWr8dbWatnIp52G7YbriZo3H1Na+/68bWVv93f2l9Xx8DvbyE2P45FzR/PsygN8vbsEpamy2x7MoI3wyBxrZ8+6Ejwu73G2C8aMDBo2bujw8+6yMpAkDPZTZzO6nR7y1xYzPDexa/61kQk9KvLnR5IlcmanaMX+iuqJTwlvW6QDm8vIW1XExLMzSM8+/iZC2uh4Ji3IZNMXBaSPiWfE5N6/UeS3yHBXnCzut1hk9N8MZn/fPFXHZzO6nV48Lm/AxmHA0VDR4o0eJCzRLRYZJ+Kuqgr+9651cdGY5ODGagODzYarrDTkcU+Fx+HAeIJdTn9DibeFZfa4ILwQArPOuMvKu1RdOhgcqT3Cpwc/ZdGYRdjM/fvOW7AwKkbun3Q/P1rxIz7c/yGXjbxM7yadxKqjq3ht92tMT55OeowY4t5XyF9bTGF+FfOuyyLaZuH3c35Po7uR36/9PRaDhYtHXBySdni8Ht7Mf5O/b/47Hq+HByc/yA3ZN2CUB+hFxAAkIyaD67Ov5/rs66lz1rHm2BpWHFnBqsJVfHbwM2RJJjcxl3np85iXNo9aZ+2ALu64pXSLbv3vjsgoR0ZiiozENGRIu/OoqqoJ0a2E5+Myo0vLaM7P18Rl7QNYxuZgu/Y6LOPGYszM1P2GensYEhKIv/EG4m+8geYDBzS/5o8+pujHP0GyWok+60xiL7qYyBnTj8sY7imqquLct4/a5cupW7acxi1bwOtFSUggeuECoufPJ3LGjC5ZhAwkGpxu7np1IyaDzL8WTSIlzsK0ofE8/OoqlP1uDjaaGdqD5WeOSyBvVRFF+6tIH90i3JjS06n55BO8TmebXuCgZTAr8fFIxlP/Tu7rSnG/1ljjoXRX1z7TDscV+7sqfK1i6hxNfP3qLpIyoznt4mFtzjPtoqEczXew/LXdDBoaQ3R87xb0lE0m5NhYPG1lMDsqkYxG5Mj+W8/G7y99YiZpY60mep7oDTxgqC8Pqj0GtKzbxrrjM5hVlwtvdXVoPJhB837XQWBWbDaa8vNDHvdUeCorMY8bq3czgopis+GpqkL1eHr1PEjQvxACs864y8sxZugr9r2440UUSeF7Od/TtR19nQWZCxifOJ5/bP4H5ww5J6wKJa48spJ7l92LV/WyoXgDW0q3DEjBp6/RWOfkm7f3MXhYDDm+4blG2chf5v+Fu7+6m199+yssBgsLhiwIajvyK/P5zZrfsL18O7NSZvGL6b8gLbp/36UXdEyUKYqzM8/m7Myz8apedpTvCBQKfHzj4zy+8XEkJFRUDJKBG3JuIDcxF7vFTrw5HrvZHlbHyK6iqio1zhrKGsooa/T9N5RR3lhOWWMZB6sPstexFxUVo2zk6TOf5rSU0/Rudo+RJAklKgolKoqIYW0LOw2bN3P45lsCFh1JDz/c5zJqI4YNI+mBB0i87z4aN22i+sOPqPn8c2o++hglMYHY831+zWPGdEsw9zqdNKxbT92yZdQtX46rsBAAc3Y2CXfeSdTp8zHn5PS5woOhRlVVfvrudvaV1vHKraeREqcNS5ckid+enQz74eXNddw5r5Hk2O4NWU/LsiEbJAq2VxwnMBsz0kFVcR0tJGJY2xK2u7S00/YYeSuLiBtkJaUzxf1aY+09P1RrjIlhua2K/ZnCT0DwelW+fHEnHrfK2bfkoBja3kcURWbBrdm89bv1LH1pJxc/OBFZ7t2bWwa7vW0PZodDu7EQpjfTegO/v/SJfqxN9Zro2aUs/P5EQwVEBjdxzGBUMEYoNJ0gMHuqqwFC48EMuvkw+z2YVVUNm31MVVXcVVUY+vGoBdA8mFFVPDU1/d5vWtB9hMCsM+6yMiyT9LvwKq4v5oN9H3D5yMtJsurrNdjXkSSJh6c8zA2f3cC/d/6buybcpWt7PF4P3x37jnf3vstXh7/Cq3q191UPG0o2CIG5D/Dte/txNrqZv2g0UqsLowglgqdOf4o7l97JT1b9BLPBzNy0ub0ev9HdyNNbn+Y/ef8hNiKWP835E+cOPTdsTugE4YEsyYxPHM/4xPHcO/FeiuuLeWztYyw7sgwAt+rmpR0vnfQ5i8GC3WzHbrFjN9uJt8Qf9zogRlvsRBujQ/K986peHE2OkwRj//PSxlLKG8opbyzH6T15eKrVYCXRmojb60bFV2zM6+LOpXdyRsYZLByykDlpc7AYgufPqDftWXT0RSRZxjplCtYpUxj0i59Tt3wF1R99ROVrr1H58stEjBxBzEUXEXvBBRiTO87kcpeXU7dCK9BX9823qA0NSGYzkTNmYL/jDqLmz8M4aFCIetY/+M+aAj7aWsTDC7OYNeJ4KwyrqwqAEk8UP3htE2/dMQNTO2JkRxgjFFJH2SjYUcHsK1uyev2WM64jh9sXmMvKMCSdWmyqKKyj+EA1My/vZHG/1vgtMrwe6AV7tpw5KezbWMr+TaVkTQ99duKp2PR5AUV7qzjjxjHEDer4JmVsopV5145i6cu72PjZIaae35Nc9pPRBOY2LDIqNYG5PyPHxICiBPym/TT6fIEHtEVG0pighzFHGU+yyAhZcUm/7VAveL93B0O8DbW5WfsNDZORPd66OnC5+v1+7++fp7JSCMyCdhECs46oLhcehwNDgn4WGf/O+zeo6F4wrL+Qm5TL2Zln89KOl7hy1JUkWLrv/dddiuuLeX/v+7y/732O1R8jLiKOhZkL+erwV3hUD0bZyJRBU0LeLkHXKMx3sPvbY0xamIE99eTieVajlX+e+U9u/eJWHlr+EE+f9TRTB0/ttfjfFH7Do989SmFdIZeNvIyHJj8k/HUFnWJw5GBuGXsLa4rW4PK6MMgG/jz3zwyKHERFY4X236Q9VjZVUtFUweHaw2wp24KjyREQZltjkk0BAdovOrcnRsdFxCFL8nEWFWMTxlLRWNEiGDeWUd7QIhj736tsrMStuk+KH2OKIdGSSII1gUmDJmnPLQkkWZNIsCSQaE0k0ZIYyMreUrqF25fcjsvrQpZk5qbNZUPJBpYULMFisDA3bS4Lhyxkdursfik290cfYDkigpiFC4hZuAC3w0Ht559T/dHHlP31b5T97XGs06Zpfs0LF9K8dy8N69ZhSErCdewYdctX0LRtGwCGwYO1+U4/HetppyGbe3fo/kBhY4GD3/1vJ2eNSeKuecNPnsGXXXf9GZO4/vMqHvt0F7++KKdbsTLH2ln9371UlzUQm6jt46Z0bfRhR4X+XGWlRGSfWmzKW92N4n5+rHZAhcaqXvF+Tc2yEZtoIW91UdgJzMUHqln3yUFGTknq9LrKmp7M4Z2VrP/fIdJGx5M8vPfOY5QEO827dp/0vsfhwOCzkOivSJKkDZc/MYO5boBbZDRUBN0iAzQB/6QMZkcVAEpcqCwy9Cm0Fygw6ajCFCYCc4vvepy+DQkyAWsc4cMs6AAhMOtI4E5jQuhFSIDyxnLe2fMOFwy/gJSolFN/QNAp7p90P8sOL+OfW/7J/5vx/0IS0+V1seLICt7d+y7fFH6DisqM5Bn8cMoPOT39dEyKSVc/UEHX8Li8LH89n2i7mSkdZNxEm6J59uxnufnzm7nnq3t4fsHzjE8c36PY5Y3l/Hn9n/ns4GcMiRnCSwtfYspgcUNC0DVyk3J5fsHzXT7muL1uqpqr2hSh/e+VN5aTX5lPZVPbYrAiKUQZo6hx1rQpVrcm3hyvCcSWREbEjThJME6wJJBgScBs6JoI2Fb/PV4PG0s2sqRgCV8WfMkXh77AYrAwL21eQGzuahyBPhhsNmzXXovt2mtxHj5M9ccfU/3RRxz7+S849uvfaB7UXm9gfvOE8SQ+cD9R8+cTkZUlRoH0kPK6Zu5+bRPJsRb+emVu29YHDVp23ewJWdxa18ALqw8yMSOOi3O76HFMi8BcsKOC8adrArOSkIBkteI8crjNz6huN57yCoynsMhwOT3kf1fM8IlJWKK6YSvQ2g+1FwRmSZLInpPCmvf2U1FUhz3l5BvcetDc6GbJC3lE2SKYt2h0l/aheddmUXygmi9fyOPqX04jwtI7l78GewL1bVpkVGJJ7f/Fjw02G27HCR7MdQPYIsPZAK6GkAjM5ihTwO/aj8e3LYJukWGxAVLgGBtqAgUmHZXQQcHbUOIJVfa4zgSscSr1ubkg6BsIgVlH3GXagdmQqI/A/MrOV3B6ndw69lZd4vdXMmMyuXr01byx+w2uH3M9w+PayKzpJQ5VH+K9ve/x4f4PqWyqJMmaxB3j7+CSEZec5JGbm5Srq7BcfKCawj0OUkfZGDxMZMJ2xKYlBVSVNHDBPRMwnsID0Wa28dyC57jp85u4c+mdvLTwJbLis7oc06t6eX/v+/xt499odDfygwk/4NZxt2JSBuBFgqBX6M4xxyAbAqLuqfD7ILcWo/2P3xZ9S15FXmDeaYOnsXDIwoCYnGhNxG6xB7VI5Yn9V2SFacnTmJY8jZ9O+6kmNh9awtLDS/n80OdYDBbmp81n4ZCFzEqdJcTmPoIpI4PEu+8m4Qc/oGnbNoof+wNNW7dqEyUJ+x23k/Tgg/o2sh/h8arc98ZmHA1O3vvBTGKt7ezDfn9Qq52fnpvBtqNV/PTd7YxJjmHUoOguxYxLshI3yOoTmLXMZUmSMKWl4Wong9ldUQmqekoP5v0bS3E2usmZ081Ej4DA3Ht+qGP8xf5WFTHn6lG9ttzuoqoqK17Pp87RzGU/mtRlgdhkMXD2rTm893+bWPHabs6+NadXbvIYEux4a2vxNjcjR0QE3vc4qoJfaC0M0DKYq457r7HOhaxImMzh598ddFodc4KNJdqI41j9ce/5s0qDbl2gGMASp58Hcxhm0boDGcz9e7/39+/E/V4gaI0QmHXEXV4GgCEx9BYZ1c3VvLn7TRZmLmRI7JCQx+/vfH/89/lw34c8vvFx/nHmP3p12Y3uRpYWLOXdve+ysWQjiqQwL20el4+6nFkps1B6wYOvtzm2r4oPntiM6lFRDDIXPzhRiMztUFXSwIbPDjFiShKZYzt3kppkTWLxgsXc+NmN3PHlHbx0zksMi227AFdbHKg+wG/X/JaNJRuZPGgyv5rxqy59XiDQA0mSiI2IJTYilmEc/32dmzY3YFFhlI3cO/HesBq5YZANnJZ8Gqcln8Yjpz3ChpINfHHoC74q+IrPDn2G1WBlXnpLZnOEEnHqhQp0RZIkLBMmMOinPzmuyGHU/Pl6N61f8dcl+Xy7v4L/u2I8OSkdnEfUl4MSAaYojJLEP66bxPlPrebOVzby4T2ziDZ37eZSZo6dHSsLcTV7MEZo51nGjHScBw+1Ob+7tBQ49Tl+3qpCrbjfyLgutSdAZO/7oVqiTQzPTSR/bTEzLh2ue7G//LXF7F1fwmkXDe32uePgobFMu3Aoaz88QHq2nTEze27/odi1czRPeTlyqpZJqbpceGtqgp9FGgYo8fE05+cf915TrRNzlHFgjtLwZ/RGBj9xzNKBB7MSFxf0+FgTdPRgDr8sWr8XudLPi/y1CMzhs+4F4YcQmHXEU+7LYNbBIuP1Xa/T4G7gtvG3hTz2QMBmtnHbuNt4YtMTrDu2jmnJ03q8zF0Vu3h377t8euBTal21ZERn8MCkB7h4xMW6eD13FkdxPV++mIfXrQ1Vd7u9FO5xCIG5DVRVZfnr+RiMynHFhDpDSlQKixcs5qbPb+L2Jbfz73P+fVIW+4k4PU4Wb1/M4u2LsRgs/Gbmb7hkxCXIUtcLIQkE4UR3LTr0wCAbmJ48nenJ0/n5aT9nffF6TWw+/BWfHfyMSGNkwEZjVuosITaHOf2pyGG48eXOEv61fD/XTkvnyinpHc/cUKllEvqErkExZv5x3UQWLV7Lj9/Zxr8WTeqSCJY5zs7Wr49QmO9gyHjtnMuUnkH9ylWoXi+SfPzvprvMJzB3kMGsFferYdYV3Sju5ycIGcwA2XNS2buhlH2bShmtoxdzVWkDK9/YQ8rIOCadM6RHy5q0MJOjuypZ+dYekofHnrJI4Kkw2LXvgbuiAqNPYPZUVWnT+nkmI2iZpCdmkTbWuQZ2gT8IkUWGEbfTi8vpCYx09DiqkGNikIwhWP9Wu44ZzOGXReup8mePx+nbkCAjR0QgW61hlT0uCD+EwKwj7jItg1kJscBc76rn1V2vcnr66Yyy6T/0rb+yaMwi3sp/i79s+AtvXvBmt0S7Wmctnx38jHf2vMOuyl2YZBNnDzmby0dezpRBU8I6Q8Dj8bL5i8Os//QgiiIjKxJejwoqlB+pw+PyohiFkNmaPWuLKcx3MO+6LCJjuy4iDYkdwnMLnuPmz2/m9iW38/I5LzMoclCb864vXs9v1/yWQzWHOG/oefx46o+xW4J/UiwQhAq9bYG6g0E2MCNlBjNSZvDz6ZrY7LfR+PTgp0QaI5mfPp+FmQuZmTpTiM1hSn8scqg3h8rreei/WxiXGsv/u7ATxfra8CSePszOT87J4rFPd/PC6oPcNqfzI3VSRsRhiFA4tKOiRWDOSEd1OnGXlmIcfHzROXepb5RiBwJz3qoiFIPcMwG3tQdzL5I6Ko64QVbyVhbpJjB73F6+fCEPWZE46+bstr22u4AsS5x1cw5v/m4tS17I4/IfT0YxdP881JCgrXt3eYvQ5h4gmYwABls8nupqVI8HSdFEzqY6F+bueIn3B+r9AnMIMph9HtdNdS6M8T6BubIydDc2IhOg8kBoYp2AHB0NBkPA9zgccFdWIkVEIFl7dtOqL6DExweOcwJBWwiBWUfcZeXIsbHIptD+EL+V/xY1zhruGH9HSOMONMwGM/dOvJefrf4Z/zvwPy4cfmGnPqeqKptLN/Pu3ndZcmgJTZ4mRtlG8ci0Rzh/2PnERoR/5m/JoRqWvbKLisJ6hk9KYs7VI6mtaOLIrkrKC+vYt7GUqtIGFtyag21weFQA1pumOher39nHoKEx5MzuftHNUbZRPHv2s9y25DZu/1ITmePNLRc61c3V/G3j33hv73ukRqXyzFnPMCt1Vm90QSAQ9CJG2cjMlJnMTJmpic3H1vNFwRcsLVjK/w78jyhjFKenn86CIQuYmTJT+KUL+i2NTg93vroRWZL416JJmI2dsGxoqGgzk/D2OcPYVFDFHz7bzbjUWE4b1rkbq4pRJn20jYId5ajqKCRJwpieAYDz8OE2BOZSkCQM9raX73J6yF9bzPBJiZh7kvFpiABTtJax3YtIkkT27BS+fXcfFYV12FNDX+xv3ccHKC2o5ZzvjyU6vnc86aNsEZxxwxg+e2Y7az88wMzLR3R7Wf5t665oEfc9A8SLFXx9VFU81dUB24LGOhcJaeFRGDLkBDKYg39zwRypHTOa6lyBfcNT5Qjd984aD0fXhybWCUiSpGXPV4WPyOn3XQ/nxK/eQvNeD591Lwg/RPqgjrjLy0Nuj7Hu2Dqe2foM4xLGMTZhbEhjD0TOH3Y+Y+LH8PfNf6fJ3dThvJVNlfw7799c/OHFfO/z7/HV4a+4cPiFvHn+m7xz4TtcN+a6sBeXXc0eVr+zl3f/tIGmOhfn3jmOc+4YS2RsBIOHxTL1/KGce8c4zv/BeOoczfz3sfXsXF2Eqqp6N113vn1vH84GN6dfPxqph1k6YxPG8o8z/sGxumN8/8vvU+OsQVVV/nfgf1z0wUV8uO9Dbh57M+9f/L4QlwWCPoBRNjIzdSa/mfkbll+9nGfOeoazM89mxdEV3Pv1vcx7ax4/X/1zVhxZgdPjZEvpFhZvX8yW0i16N10g6BGqqvKLD3aQX1LLE9fkkh7fyQyx+vI2MwklSeL/rhxPRryVe97YTGlNx+dmrckca6euspnKIq24lilDs+lwHTm50J+7rBTFbkcytJ3Ls29DSc+K+7Um0h4UP9TRMwYjGyTyVhf1+rJPxZHdlWxacpjsOSkMn9hxocSuMiw3kZy5qWz+8jBHdnZfmPePQPVUtGQw+71JDQPCg9lnVdAqk7SxzjmALTLKQVLAHBf0UP4M5sbaFh9md6UDJT5EmfPWBE1Q1+n6zWALryxaT2XlgPBdB22/D6fscUH4ITKYdSTUAvOW0i3c8eUdeFQP+ZX5bCnd0ueGD/c1ZEnmR1N+xK1LbuW1Xa9x67hbj5vuVb2sKVrDu3vfZdmRZbi9bnITc/ntzN+ycMhCrMa+M9TmyK5Klr+2m5ryJnLmpDDjshHtVvoeMj6Ba34xjaUv72TZq7s5vLOC+YtGB+7IDzQK9zjY9e0xJi3M6LUsoSmDp/DE6U9wz9f3cONnN+L2uCmoLWBcwjieO/s5suKzeiWOQCAILUbZyKzUWcxKncUvp/+StcVrA57NH+3/CKtipcnbhKqqmBQTixcsFr/1gj7LG+uO8O6mo9x/5khOz+qC0Oj3YG6DaLORZ66fzCX//IZ7Xt/Ma7efhlE5dc6Nv/BuwY4K7KlRGJOTQVFwHm5DYC4tw5DUfoG/vFVF2AZbSR4R17n+dESQ/FAtUSaGT0wi/zut2J8xRMX+GmudLH1pJ7ZBVmZf0bV6FJ1l1hUjKNpbxdKXd3LNL6cFBLuuIEdEIEdHH2+RMYAymA0BL1ytz16Pl+YGd88y8vsyDRVaZq8c/Pw9v4jfWOcKvOdxODDnZAc9NqAdc7xuaKoGS1xoYrYi3LJoPQ4Hhrj+v88DGOJsNO/dq3czBGGMyGDWEXd5+SmrS/cWzZ5mHlv7GB7Vo8X2utlQsiEksQc605KnMS9tHou3L8bRpP0YFtcX8/TWpzn33XO5c+mdrC9ez3Wjr+ODiz/glfNe4dKRl/YZcbmp3sVX/97JR09uQZIlLnloIvMXjW5XXPYTGRfBRfflMuPS4RzcUs5bv1/HsX1VoWl0GOFxeVnxej7RdjNTzh/aq8uelTqLuyfczf6q/RTUFmCQDfxoyo+EuCwQ9BOMipHZqbN5dNajrLhqBf88859kxmbiVb2oqDR7mnlg2QM8uuZRPt7/MUdqjogRI4I+w7ajVfz6ozzmjkrkvjO7IDS6ndBcrfmEtkPW4Gj+cNk41h2q5M+f7+7UYqNsZuxpURTs0ARFyWjEmJKC68jhk+Z1lZW2e45ffrSOkoM15MxJ7Z0h1daEXvdg9pMzJwVno5v9G0uDsvwTUVWVr1/ZTVO9iwW35WCMCI6obTQpLLwth+YGN1/9Z1e3j4sGu/14iwy/B3NcXG80M6zxZ8v6M0mb6t2g0i2xvl/QzqiJYOAX8Zt8ArOqqpoHc6gymP3HVr0K/YVZFq3bEcLscZ1R4uMDxzmBoC1EBrOOhCqDuayhjAeWP8Cuyl2oqgyoeFSFaFWITKHiwckPcumHl/K9z79HtDGa7eXbUVGZkTyDB6c8yBnpZ/Q5/0xVVdm/qYyVb+2hqc7FpHMymXreEAxdyHCRZIlJCzNJHWVjyQs7eP+vm5hy/lCmnJuJ3Ilsov7ApiUFOIobuOCeCcHJDpJARsaLF1VV2VS6iUmDJvV+HIFAoCtGxcjctLnEmGK4bcltuDwuZEkmJSqFTw9+yn/3/BeAeHM8uYlaAcSJSRMZYx8jigUKwg5HvZO7Xt1EYnQET16di9IV66hOeqFeMjGVTYcdPL/qIBMzbJw37tTF7DLH2tm85DDNDS4irEZM6entZjBbctouRpi3qhDFIJM1fXCb07uM1Q4leb2zrBNIGekr9reqkNEzgl/sb8eKQg5tK2f2lSNJSIsOaix7ahQzLx/Bqrf2sG3ZUSackd7lZSgJdjzlrS0yHMixse1ao/QnlEAGsyb0NdZpdg0DN4O5/VETvU2ExYAkSwGLDG99ParLhRKqLNpAcdEKsA8PTcxWGGw26sMpg7myckCMWgBtv1ebmvA2NCAPgKKGgq7T/3/9whRPXT1qQwOGxOAKzHnledy37D6qm2uh5Hs0NFoxWA/gbhjGK7Vw7igXMeYBeiIQQmqdtciSzMHqgwBcPPxi7pxwJ2nRaTq3rHvUOZpZ+WY+B7eWk5gRzYX3TiAxvfsXAoOGxnD1z6ex4s181n9ykKO7Kzn7lpxeK+oSrlSVNLDxswJGTEkKDL3tbaYMmoJJMeHyujDKRqYMmhKUOAKBIDzITcpl8YLFbCjZwJRBU8hNysXj9XCg+gCbSzeztWwrW0q38PWRrwHNciPbnh0QnXOTckmwhLY+hEDQGo9X5f63tlBW28zbd87AFtnFG/ABgfnU3+NfnJ/NtqPVPPz2VrIGRzM8sWObqsyxdjZ9XsCRXQ5GTE7CmJFO42efHzeP6nbjqajAkHiypYer2cOetcUMn5zYe7ZgkcGxyADNszpnTgrfvBP8Yn8VhXV8884+MnLsjD8jNOfH4+ancmRnBd++t4/UUbYuF6gz2BOOGy7ucVQGrCP6O8oJFhn+bNoB7cGcNCYkoSRZwhxlpLFeW+eB4pIh82D2XbMEwfu9Myi2eLzV1ahut+43c1SnE29d3YDwXYcWf3mPwyEEZkGbCIFZJzzlZQBBzWD+7OBn/PKbXxIhxVK7/06i5XSaXW48lZnIksTOYzUsfHwlf75iPHNGhsaqY6CyoWRDYPidIikMiR3SJ8Vl1auSt7qINe/tw+NRmXHZcHLPTO+VbGOTxcDZN+eQkW1nxev5vPW7dcxfNJoRk3u3uEu4oKoqy1/PRzHKzL4yOB6DoIlNzy94/jixSSAQ9G/8QrEfRVYYaRvJSNtIrsq6CoCKxoqA2LylbAtv7H6Df+/8NwBpUWnaMnyi84i4EShyaPxXBYKnvtrLyj1lPHbpOCakx3V9AX67iE5kE5oMMv9aNIkL/r6aO1/ZyAd3zyIyov3Lo8FDY4iwGijYXs6IyUmY0jPwVlfjqa5GidUKMbsrtOJXbXkw791QgrPJQ86c1K73qz2sdnA3grMeTJG9t1wfo6cns+aD/eStKmLuNaN6ffkAbqeHJS/kYbIaOPN7Y3rHOqQTSJLEGTeO4c3frWPJ4h1c+bOpXRpNZrDbqV+zJvDaXekYMJmMssmEHBkZsMhorNXETnNU3xqR2WvUl4csgxk0Ib/Jt879dhGKLS40wQMZzHoJzD6Rs6oqpPWs2sLtqAIGhu86tPTTXenAmNqLv2OCfoMQmHXCXa4dkJUgHBS9qpd/bP4Hz29/njgpi6P5VzJ3+FCeuDqXA+X1fHeggunD7CiyxA//u4UbXljH9dMzeOTcMR2eVAu6T3/IIq0qaWDZq7sp2ltFalYc8xeNJi6p9+9cZp02mMHDYliyOI8vnt/BkV0pzL5qZMiKy4SKPWuLKcx3MO+6LCJjgzs8/USxSSAQCOwWO2dknMEZGWcA4PQ42VW5SxOcS7ewpmgNnxz4BIBIYyTjE8YHROdxieOINgV3+LpgYLIsv5Snvt7L5ZPSuHZa1y0LgJZs3g48mFuTEmfh79dO5IYX1vLIe9t58prcdgVOWZHJyI6nIK8C1atizNDa6Dx8BMs4n8BcqvkVG5JOvkG+c7WvuN/w2K72qn2srfxQgyAwm6OMWrG/tcXMuCw4xf6+eWcflUX1XHjfBKwxoRUoLdEmzropm4+e3MI3b+9l/qLRnf6skmDHW1OD1+lENpnwOBwY0/peAkl3UeLjWzKYfdm0lugBmMHs9UCjI2QezKAJzH5bEn9xyYHiwdw6i1ZvgdlT5S/sOUA8mH399PdbIDgRoSbqhF9gNiT0buZwvaueR1Y9wrIjy7A0zeToofN48Kxs7jl9BLIsMTnSxOTMljts/7tvDn/5Ip8XvjnIyj3l/OXKCUwbGrwDZPGBagr3OEgdZWPwsF48uQ7z+H05i9Tj8bLly8Os/+QQilHm9BtGM2ZmclCzS2ITrVz28GTWfXyATUsOc2xfFQtuywm6H1+oaKpzsfqdfQwaGkPO7BS9myMQCASYFBMTEicwIXEC38v5HqqqUlhXyJayLQHR+dltz+JVvUhIjLSNbLHVSMwlLTotZFmHgv7JkcoGHnhzC6MHx/C7S8Z2//tU77fI6Hw24awRCfxwQRb/90U+kzLiuGlW+0V3M8clsHdDKaWHa4nNyADAdeQwlnFjAXCX+UYpnlDkr/xoLSUHa5h95cje3VdaD1ePy+i95bZi7NwU9q4vYd+GEsbM7N3zlgNbytixspDcs9LJyA5dBmhr0sfEM/HsDDZ/eZj07HiGT+zc6DmDXRO3PBUVyMnJeCorMfu+BwMBxdZSbM3vB9xr1i99iUYHoIY0g9kcZaSyqB5oVVwyVFm0RisYzDpaZLRk0epdQSLk2eM64+9nOBVZFIQXQmDWCXeZT2BuY/hcdzlae5R7v76XA1UH8JZdjKtxLq/cMonZI9u/s2c2KvzigmwW5AzmR29v5ern1nDb7KH8cEEWZmPvZSh4XF42LSlg/ScHUVVAgthES6BIgSThe5SQZAlZ9r32vSfLEpJMu68lWUKWWn3Gvwyp5XV9VRO71xTj9aoYDDIXPzgx5CJzXxKWAUoLavj6ld1UHK1j+MRE5lwzKujZtn4Ug8yMS0eQNiaepS/t5O0/bmDmZSMYf3rfFzG+fW8fzQ1u5i8ajdSVwkUCgUAQIiRJIi06jbToNC4YdgEAdc46tpdvD4jObRUPnJg0kUhjJBVNFUxPnt7nfvcE+tDk8vCD1zbhVVWeXjQJS0+yZP1ZdZauJUzcNW84mw87+N3/djEuLe64hIzWZGTHgwQFOyqYcrqWrdq60F97Gcx5K4t6t7ifn0A2YfAu+JNHxGEbbCVvVVGvCsx1jma+fmUXiRnRTL8k9MXCWnPaxcMo3ONg2Su7GTQkhijbqeuAGBI0QdFdXoFh8GDcVVUYBkgmI2jF1lxl2ve9qc6FyWJAMQyMIt3H0cVRE72BJcpEY10V0MqDOVTfPUnSsrWDeMzpCL/XtCcMCv15Qp09rjP+frrDYN0LwhMhMOuEu7wcDIaAX1tPWV+8ngeXP0SD00Vdwc3kJk7jH7dPJDnW0qnPTxsaz2f3z+EPn+3i+VUH+Xp3KX+7Krd73netqCppIG91EbvXHAsUfwBA1cRgS7QJ1avi9aqoqorqBa/bi9uronpVVBXf+yper+YBrPrm9Xq1+dt87f+sV8WrqqAe3y63y8uaD/Yz95pR2FOCV7Ckr+Jyelj38UG2Lj2MJcbEud8fx7CJ+vh0p4+O55pfTOPr/+xi9X/3cmRXJWfeOAZLdN/0eCvc42DXt8eYuCCjy8VkBAKBQE+iTFHMSJnBjJQZAHi8HvZX72dL6Ra2lm1lc+nmQPFAgH9u+Sc59hzGJowlIzqDzJhMMmIySItKw6gMwCw3Qbv85uM8thdW8/yNUxiS0EObh4ZysNhA6dpljixL/PXKXC78x2rufm0Tn9w3m4Sok2+qW6JNDBoSQ8GOCqZdMBQlIQHnkcOB6e7SUpAkDPaWbEZXs4f8dcWMmJzU+xmeIfBDlSSJ7Nlasb/yo3W9cv7i9aosfTkPj8vLgltzdBcmFYPM2bfk8NZj6/nyxZ1c/OBE5FMkAfi3sbuiHG9dHbhcoSu0FgYo8fE05ecD0FjnGrgF/uo77/veW5ijjDTVu/B6VTyOSiSTCTkyhEXXIu36ezA79M+i9XuQD5T9Xo6JAUUJZM0LBCciBGadcJeVYbDbkeSen0z9N/+/PLb2MWRPIo4Dt3HLaVP56bmjMXax8FpkhIHfXTKOhTmD+fE727js6W/5wfzh3HvGSExdOOlzuzwc2FLGzlVFFO6pQpYlhk5IYPCIWNZ+cACPx4uiyJx545iQZRCrqsqxfVV89NRWPG4vElC0p4o3f7uO+JRIRk4dxMgpScQmimqoR3dXsuy1fGrKGsmencLMy4YTYdX3hNESbeK8H4xn+/JCvn13H28+uo6zbs4mfUzf+jH3uLyseD2faLuZqee3P/xWIBAI+gKKrDDKNopRtlGB4oFPbnqSF7a/gOq7s1veWM6nBz+l1lkb+JwsySRHJmuCcyvhOSM6g9ToVIzyABUpBij/3XCEN9Yd4Qfzh3N29qCeL7ChottCT6zVyNPXT+Kyf33Lva9v5pVbp2Fo43w6c6yddZ8cpKHGiSk9HVfrDOayMhS7HcnQcpm1d0MJriYPOXOCYIsVEJiD64c6enoy331wgLxVhcy7NqvHy9u8pIDC/CpOv2E0cYPC4/w7bpCVedeM4qt/72LT5wVMOW9Ih/MrPqtDT0VFqyzSuCC3MnxQbDY8DgeqqtJU58Q8UAXmhq7b8vQUS7QRVGhucOF2aMUlQzrC02rXz4M5Lg4Ijyxaj8MBktRrSYPhjiRJgf1eIGgLITDrhLu8rMem9C6viz+t+xNv5b+F1DAGd8l1/Ouq0zh3XHKPljtnZCKfPzCXRz/Zyd+/3sfSXaX87aoJjEmO6fBzjuJ68lYXkb+mmKZ6FzEJZqZfMozRM5IDtgqDh8bq4oEsSRIpI21c8uDEQPyYBAv7N5Wyd30Jaz88wNoPD5A0JIaRU5IYMXkQUTa9XZ1CS1O9i2/f28eub44Rm2jh4gcnkpYVPhVxJUli/OlppIyMY8niHXz01BYmnp3BaRcN0z3rpbNsWlKAo7iBC+6ZgDGifxUtFAgEAoB5afN4deergaK2f5n3FyYkTqCquYrDtYc5XHOYgpoC7bG2gG1l26hz1QU+r0gKKVEpZMRkkBndIjxnxmSSEpWCQQ7PU1eXx0Wdq446Vx07yndwtPYoUwdPFRYhpyCvqJpffrCDmcPtPHT2qN5ZaH15j4pt5aTE8rtLxvLwO9v465d7+Mk5Jxd9yxxrZ93HBzm8s4KYjHTq164LTHOVlp5kgZe3shBbciSDe7O4nx9zLMiGoPuhmqOMDJ+UyJ61xcy8bESPzmOKD1az9qODjJicxJiZPbtu6W2ypg/mcF4F6z45SNrojq9XWltk+D1JB8pQedCKranNzagNDTTWuTplK9Iv8WfyhtgiA6Cx1oWn0hH6DFprAlTsD21MH5LJhBwdHRZZtB5HJUpsLJIycK7rDDYb7jDIHheEJ+F5lj4AcJeXY0zsXAGJtqhqquKh5Q+xvmQ9zop5DJGv4Om7pzAssXeG3MdajPzlygkszBnMI+9t56J/rOaBs0bx/bnDjsvkcDs97N9cRt6qQo7tq9aylXMTyZmTQlqW7SR/2cHDYnUp7tde/HHz0xg3P43ayib2bShl74YSvnlnH9+8u4+UEXGMnDqI4RMT+6wdQ2fZv6mUlW/uobHOxcQFGUy7YCiGIFQJ7w0S0qK48mdTWf32XjYvOUxhvoOzb80hLik8sl/ao6qkgY2fFTBichKZY/UpYiMQCATBpr2itjazDZvZxoTECcfNr6oqjmZHQHguqCngSO0RCmoK2FK6hXpXfWBeg2QgNTqVjOiM44TnjJgMUiJTUGTtd2tL6ZZOFdX1eD3Uu+upd9ZT56qj3lVPvUt73uBqCAjG/uf1znrq3fXUOVvm9c/v8rpOWr5RNvLCwheYmDSx5yu2H1Ld4OKuVzdhs5p46tqJbWYKd5UtpVvY4DrGFGsauT1YzpVT0tl02MHTy/czMT2OBTnH+yYnpkdjjTFRsL2CSRkZuD/6GG9zM3JEBO7SMoyt/JfLDtdSWlDL7Kt6ubifH0kKWTZhzpxU9qwrYe+GErJndS8b29no5ssX8oiKi2D+oqywq6shSRLzFo2m+GANS17I4+pfTCPC0vYls2w2I0dG4q4oD2RThqzQWhgQKLbmqKKpzkVCev8oxt1ldMhg9meLN9W58DgcGEKdOW+16+bBDIRNFq0/e3wgoa37Kr2bIQhThMCsE56ycszZ2d367D7HPn6w9B6K60toLLqKi0dcxO8uGduzgijtcHb2ICZn2vjlhzv4vy/yWbKzhL9eOQGbG3auLiL/u2KaG9zEJlqYcelwRs9IxhrT98TY6HgzExdkMHFBBlUlDezdUMLe9SWseD2flW/uIX2MjZFTBjE0N7Hdk8y+SH1VMyvf3MOBLWUkpEdxwT0TSMwI/5NDo0nh9EWjyciOZ9kru/nv79cz79pRZE0PrywYP8f2V7H0pZ1IMsy+aqTezREIBIKg0pWitpIkEW+O14oEnvAZVVWpaKrgcM3h47Ofaw+zoWQDje7GwLwG2UBaVBpxEXFsL9+OV/UiSzLTk6djVIwtInErYbj15zvCYrBgNViJMkURaYwk0hhJclQyUcaW1/7/jSUbWVqwFBUVl9fF/V/fz4+n/ZhzhpwTttnXeuD1qjz03y0cq27kzTtmtOl13FWWHV7GD1f8EI/Ricl9iOdLt/Qog/z/XZjDjsIafvjfrXx8b/Rx3tCSLJEx1s6BzWVMm58Bqorr6FEihg/HXVaGZWxOYN681UUoRpms03q5uF9rrAkhEZiTR8QGiv11V2Be8WY+tRVNXPrDSbpbsLVHhMXAgltzeO8vm1jxej5n35LdrhCuJNjxlFcEsilDVmgtDPD31V1ZQWPtQPZgrgBTNBhCN/rVEq2t68Y6J6qjEkvquJDFBjQPZmctuJtD2m8/BpstLDyYdcke1xklPp5mn/e6QHAi4kxXB1SPB3dlJYbErhdNW35kOQ+v+DHNTiPNhXfyu4XncvXU9KDe/Y+PNPHP6yaxIOsor769i5d++x0pbhlZkRg2MZGc2Smkjjo5W7mvEjfIytTzhzLlvCFUFNaxd72W2fzVv3ehvJZP5lg7I6cOInOcHWOYZvmeCtWrsvObIr59bz8et5cZlw5nwlnpKL2QPRRKhk9MIikzhqUv7WTpy7s4vLOSeddmYQqDmwAup4eq4gYObitjw6eHUL0gKxK1FU0ByxiBQCAQtI8kSSRYEkiwJDBp0KTjpvnF54Ddhk943lyyGY/qAcCjethevp3kyGQijZEkWBLIjM4k0hRJlDEKq9FKlDHquOd+odj/XqQxskvCcI49h1VHV+HyupAlGavRyiOrHuHpLU9z27jbuGD4BcJjGnh6xX6+2l3Kby7KYXJm17O/XB4Xuyt3s7VsK1vKtCKTxfXF2kRJogkvnxz4pEcCs9mo8K9Fk7jwH6u589WNvP+DWcclcwwZa2f3t8eoMmrCsfPwYUwZGXgqKjD4Rik6m9zsCVZxv9ZY40MiMEuSRM6cVFa/vZeyI7UkdjFjNX9tMXvWljD1gqEkj4gLTiN7icHDYpl2wRDWfnSQjJx4RreTxGCwJ+CuqMBTpQnMIc8k1RG/33RzmQOP2zuwPZitoRUZzZFaQldTnQuDoyr0WbStvd9jguAtfwoUmw1XSUnI456Ix+HAmJGudzNCimKLC4vscUF4or8KMwDxVFWBx9MlD2ZVVXlh+ws8ufkpvE0p2Grv4JlbzmRsavDtJioK68hbXUTZ2mLmNyg0mSWWGZxEjIjm/EuHkWYPb2uC7iJJEglp0SSkRTP9kmGUHKxh74YS9m0o5cCWMowRCkMnJDByyiDSs+P7jA9wVWkDy1/dTeGeKlJHxTF/UfgUV+kO0fFmLn5wIhs/O8T6Tw5SfKCas2/NYfDQ0FixNDe6cRyrx1FcT+WxBhzF9TiO1VNT0YSvxlUAVVUp3OPQ1SZGIBAI+gOtxefJgyYH3t9SuoXbl9we8ID+55n/DKkP8okWIeMTx7Ps8DKe3fYsv/r2Vzy77VluGXsLl4y4BJPS90Z89Qar95bz1yX5XDQhhRtnZHbqM+WN5Wwt3crWMu0/ryKPZk8zAMmRyeQm5pKQkcBb+W/h9jhRJYm38t9iV+UuFo1exNmZZ2NUui5+pcdbeeLqXG5+eT0//2A7f71yQiCpI21MPLIsUVRlIR5wHTmCu6ICVBWDzyJj34ZSX3G/1C7H7hKRCVC8I7gxfGRNH8ya9/ezc1UR867rfLG/6rIGVryeT/KIWKac27ntrjeTzhnCkV0OVr6xh8HDYtu0YzPY7TQfOIC7shIpIgLJ2nfPqbuK32+6vqQKiA74Ag84GspD6r8MBLLFG6qbiKqpQYkPtcDs6299uT4Cc3w8Tbt2hTzuibgdlVgmTDj1jP0Igy0eT3U1qsczoLynBZ1DCMw64C4rA8CQ0LkM5iZ3Ez9b9Uu+PPw5ruoJzIr9AX+7cSqxluDdJXY5PezbUMrO1YUUH6hBNkgMn5hEzpwUkkfEkrGpkN9+vJNznlzJz88fw3XTMsLOQ603kSQp4N8864qRFO2tYu+GEvZvKmXPuhIirAaGT0xkxNRBpI6yIYdhNnfRXgcbPyvgaL4Dg1Fm/qIssmel9IvMc1mWmHr+UNKybCx5MY/3/28T0y4ayqQFmb3Wv8ZaJ5XH6nEUN2iPvv/6amdLOwwStkFWkjJjyJqejG2wFa/Hy7JX8/F6vCiKTOqogeXTJRAIBKGkPQ/oULehddwzM8/kjIwzWFW4ime3Psuj3z3Kc9ue4+axN3P5yMsxGwZOYayiqkbue3MzI5Ki+OPl49o8d3R73exx7NGyk0u17OTCukJA87UeYx/D1VlXMyFxAhMSJzAoclDgswvjx7Lh4zsZO+UuDiQM4Y3db/CTVT/hLxv+wlVZV3HFqCtIsHRNCJqflcR9Z4zkya/2MjnTxqLTNHE0wmIgeUQsh/fXkxAZifPwkZZzfF+Rv7xVhcSnRDJ4WMeFsntMiDyYAcyRRkZMTiJ/XTEzL+9csT+Px8uSF3YiKxJn35KD3EdGzMmyxFk3Z/PW79bx5Qt5XPbw5JMSSpQEO5516/D4skj78/XQifizZhsq6tEE5gGcwRw16NTz9SKKUcZoVmisqCMKzTIipLTOYNYBfxatqqq67XOqqgb2+4GEYrOBquKprh5QRU0FnUMIzDrgLtMqzRoST32CW1JfwveX3MP+6nyc5efwwJTvc+e84UE7kJYfrSVvVRF71hbjbPJgG2xl1hUjyJo++Li70ldOSWfmiAR+8s42fv7+Dj7fUcyfrxhPcqwlKO0KJ2RZIi3LRlqWjblXj+LIrkrNs3lDKTu/OYYlxsSIyUmMnDKIwcNigrat3C4PTXVumuqdNNa5aPL9tzz3vV/vor6qmcZarQCRJMFZN2czdELXLVrCneQRcVzzi2ksfy2f7z44wJFdDs6+OZvIuM5ZUqiqSn1VM45jPhG5uD4gKjfVtRRwMkQoxA+2kjY6HluyFdvgSOKTI4lJMLd50RSbaKVwj4PUUR1XIxcIBAJBz+mKB3SokCSJuWlzmZM6h++Ofcez257lj+v+yPPbnuemnJu4KusqrMb+nfnY7Pbwg9c20ezy8PT1k7GatMsQR5MjkJm8tWwrO8p3BPyxkyxJTEiawLWjr2VC4gSy7dkdZn7nRiSSW10Dg6cyfeTZXDP6Gr4t+pbXdr3GP7f8k+e2Pce5Q8/lujHXkWPPaXc5J3L/mSPZcqSK33y0k7EpsUxIjwMgc2wC3763D/eQbJxHDuMuLQXAkJgUKO435+ogFfdrjTUBGh3g9YAc/Iyy7Dkp5K8t7nSxv3UfH6T0UA0Lbx9LdHzfuqESHW/m9BtG8/mzO1j38QFmXDriuOkGewKe6mrcpaWhzyLVGTk6GgwGGh1aMVZz9AAVmOsrIKnzx5PewhJlpMGhHStD7v3tz9jWSWA2xMejOp146xtQoiJP/YEg4K2tBbd7wO33/v56KiuFwCw4CSEw64C73Ccwn8IiY3vZdr6/5B5qnHWYKm/h+ctuYPqw3q9O62xys29jKXmriig9VINikBkxOYnsOSkkD49t96Q4Nc7CK7dO49W1h3nsf7tY8PhKfn1hDpdNSh0wd+8Vg8yQcQkMGZeA2+nh0PYK9m0oYeeqIrYvO0p0vJkRU5IYOXUQbqeHor1VbYqMXo+Xpno3jXXONoRiF431J7/vava0264IqwFzpBFzlJGouAgkiYDAjASVx+r7pcAMEGE1suC2HNKz41n11h7efHQdExdmoHrVwLr3elVqKxpPEJI1ewtXk6fVsgzEJ0cybEICtuRIbMmakBwVF9GlzGh/9rtAIBAIBjaSJDEjZQYzUmawoXgDz257lr9u/Csv7HiBG7Nv5NrR1xJlitK7mUHh9//bxZYjlfzy0ng2Vn7Ki/maoFxQUwCAQTIwOn40l428LJCdnByZ3LVzSr/Y4fNDlSWZ2amzmZ06m4PVB3lj9xt8uO9DPtr/EbmJuSwas4gzM888pS+2LEs8cXUuF/x9NT94bRMf3zub+EgTmWPtfPvePhyDczEfWNoiMCclkbe0EEOwi/v5sdoBVROZQzBUP3l4LLbkSPJWFp5SYD66u5JNXxQwZlYyIyYnBb1twWD4RO26aNOSw6SNiSd9dIuoYkjQrs2a9+8nYuhQvZqoC5IkodjiaKzV7GoGdAZziD2YAcxRJhprNHFfVw9mHVDifCJnlUM3gdnvQxzy7HGd8fdX+DAL2kIIzDrgLvdbZLR/Avjeno/4zZpf43ZGM5JHeO6OC0iK7t07/mWHa8lbXcSedcW4mjzYkiOZfdVIsk4b3OlCJJIkccP0TOaOTOBHb2/lh29v5fO8Yh67dByJ0QOrkJnBpDBichIjJifhbHRzcGsZezeUsnXpETYvORyYT5Jh0JAYVFUrzNBU76K5wd3uco0RCuYoI5YoTTCOG2zFEmnC7Hvtf197biIi0nBSsb7iA9V8+PhmPAPEpkGSJLJnaTdI/vevbax5b7/vfYhOsFBf1YzH5Q3Mb40xYUuOZPRpg48Tki3RxgFzs0QgEAgEoWXK4ClMGTyFLaVbeG7bczy1+SleynuJ68dcz6Ixi4iN6Hs3JreUbjnOnqS6uZptZdv47/bVLD26Dlt2IU/s1jLu4s3xTEicEBCUs+3ZWAw9HAlXryVxBPxBWzE0dig/O+1n3DvxXj7c9yGv736dh1c+TJIliatHX80Vo64g3ty+SGSLNPH09ZO44uk13P/mZl6+eRq2ZCvRdjOljUNIOHoUV3EJSBLeyBj2rNvFiClJRFhDILpF+sSe+tB4wWrF/lJY/d+9lB2uJTGj7WJ/jXVOlr60k7gkK3OuGhX0dgWT2VeM5NjeKpa+tJNrfjENS7SWSa/YtXXvPnYM6+TJHS2iX2KwxdNYp13HDEgPZmc9uBtD7sEMYIk2UntYSyAyhDqL1mIDpJZjbohpnUVLWpoubXBXVvraMrCyeP39dVcKgVlwMkJg1gFPeTlyZCRyG0UgPF4Pv/v2r7yz/xXc9cO4ZsjP+fnCKRh6yavs0PZydq4uwlHcQFVJA4pRZuTkJLLnpPbIziHTHsmbd8zgpW8O8ucv8lnw+Ap+f+k4zhvXdsXl/o7JYiBrejJZ05NprHOy7JXdHNyq/QCrXqipaNIsFexmzFGmNoRiI+ZIE+YoAwZjz4c6Dh4Wy8UPThxwNg22wZFknTaYdR8fBEBVtYuisfNSiU+OxDY4Ettga3AruwsEAoFA0AG5Sbn866x/kVeRx/PbnufprU/zn53/4Zqsa7gx58YORc9wYlPJpkCBRVmSGWQdRFF9EQCqKhFpTeOikRcxMWkCuUm5pEWl9f5N3Aa/wNz+iL9oUzTXZ1/PdWOuY3Xhal7b9Rp/3/x3nt36LOcOPZdFYxYxxj6mzc+OT4vj1xfl8LP3t/PkV3t56OxRZI61s2tVI6M8Kk3bt6Mk2Nm3uQJXcwiK+/kJZBOGTuzJOk0r9pe3uoj5bRT7U1WVZa/sprHexfl3T+iUV3M4Y4xQWHBbDm//cQNfv7Kb8+7SPMQN9hZhcaB5sYLW5+ZGFTlSwmju29u4W9Sf+pgTLCyRRsqatIriIf/uyYomMofwmNMafxatX+TVA38Grz+beqCgBDKY9Vv3gvBFCMw64C4rbzN7uc5Zx62fPsDO6rVQM4MnTv9/LBzb/RPTpnoXZQW1lBTUUFZQy7H9VcfZJEw4M50p5w3pNXFNkSVumzOM+VmJPPTfrfzgtU1cNCGF316cQ5x1AN7R9mGJMjFpYSZHdlYGMojP/f64kIu8A9WmIX1MPJs+Lwis+7NuGjMg14OuHFkHh1bBkDmQPk3v1ggEAkFYkmPP4YnTn2CPYw/PbXuOF3e8yOu7X+fKUVdyU85NJFrDx9pKVVWO1B5hR/kO8iry2FG+g23l23B7tUxGj+rBpJj4/ri7eWOVTHN9Kp/ecyZJMUH2322oAIMZTKceMi1LMnPT5jI3bS4Hqg7w+u7X+Wj/R3y4/0MmJU1i0ZhFnJFxBgb5+Mula6els+mwg6e+2svE9DiGjrWzY0UhVbEjMW7ZgmnIELasKsKeGsmgoUEu7ufHGno/VH+xvz3ripl52XBM5uPXU97KQg5uLWfWFSPazXDuaySkRTPz0hGsfnsv25cXMv70tONq6oQ8izQMUOJtNJdKWKIG6Ki/gC1P6DOYzdEmmp3aOlfi4kIen8gE/SwyfFm0HkeVLvG12D6LjAG23yvCIkPQAUJg1gF3WRnKCQX+DlQd4oZP7qTafQx70zW8ct2DZNg7X+zF2eQOFBMpLaihtKCWmrLGwPTYJAvWmIjjCr1Zoo1BydwckRTNe3fN5Onl+3nyq72sOVDBny4fxxmjQ1tdN5wYqBnE4YBY9yHE44LaY1BdCNVHoeYoFG6C3Z9oqfuyAabfBenTtWrb0YMgMgmMfavgj0AgEASTUbZR/GXeXziQe4DF2xbz2q7XeHP3m1w+6nJuGXsLgyND4OnbClVVKWkoIa88jx0VO8grzyOvIo8aZw0AEUoEo+NHc0b6GSw7sgyPVxOXH531KM984aG4pIQ3bp8efHEZtGJbVrt2otsFhsUN4xfTf8F9k+7j/b3v88buN/jhih8yyDqIa0Zfw+UjL8dm1i6qJUni0YvHkldUwwNvbeGD789AMUhU2HOw79tFXeIoyg7XMveaUaET3KytLDJCSM6cVPK/K2bfhlKyZ7d4MVcU1rH6nX1k5MQz4Yz0kLYp2Iw/I43DOyv59t19pI6Kw2ZvyVwdiBnMBpuNpmMGzAPRHgNaCcw6ZDBHGfGoMqotAcmgg6xjtWvHXB0IiJw6ZjAHLDIG2H4vm0zIkZHCIkPQJkJg1gF3eTkRWS1DyT7fv5KfrHoYjwdmxjzCU4uuxNyBLYLb6aH8aJ0mJB/SBGVHSQNoI2SIio9gUGYM2bOSSRoSQ2J6NOZIo+bD+7eNeDwqiiwF1YfXoMjce+ZIzhiTxA//u5VbXt7AVVPSuHBCCtuOVjN9mJ3JmaE/GG8scPDdgQpd4g/UDOJwQKz7XsDr1YbBVR/RBOQan4hcfdT3vBDqijUhuTWGiJb3vG749u/A34+fxxzXIjhHtfqPHgxRSRDle7TYuiwaCAQCQV9lWOwwHpvzGHdNuIvFOxbzdv7bvL3nbS4efjG3jbuNtOjg+E5WNlWeJCaXN/oKVEsGRtpGsmDIAsbax5KTkMPwuOGBInmtPZjX7Y7m87zd/OL8MUwbGiKbj4aKHgk9MaYYvpfzPa4fcz0rj67ktd2v8eSmJ3lm6zOcP+x8rht9HVnxWVhMCs9cP4kL/r6ae9/ewu0j46ioHQv73uGwJQeDR2bUtBAmVgQsMkIrtgweFkN8SiR5qwoDArPb6WHJC3mYzApnfi+7S0WR+wKSJHHm98bw5u/WseSFPK786RQkqxW1oQHF1jfsbHoTxRaPS4ogOmqAygp+gVkHD2azr6iiN77jQptBw2qHiv26hJajosBoxFOln8jpcVQhmc1t2p72d5T4eJHBLGiTTv0SSJJ0DvAkoACLVVX94wnTI4D/AJOBCuBqVVUP9W5T+w/u8nIiZ81CVVX+8M1i3tj3D1RnIg+M/wO3TZ963Lwet5eKwjpKC2opK6ihpKCWyqJ6VK+mJltjTCQNiWHk1EEkZkSTlBmDNeaEO8iuJqguYXD1ci6O+xeFTaNJNe9mcPnNYJoERouWQWiw+J5bQDH1ipCTkxLLh/fM4qmv9vKvZft5e8NRQLPTuGxSKilxFiQkZEkL58/0kCSQJQnJ91xCCkxveU97LfvekNr5HL73Cirq+W7lZ0xVd/InKYdFl1/BjBF2Yi1GIgz93zNMT3FddwrWaBYNw+YPSIuGU257VYWm6hahuPpIq+e+TOSaIvA4j/+cwQwxqRCbBsNPb3kemwoxvsfSXfDvi7TPKia48iWIToa6Uk2QriuB2hLtsa4Ejq7XXrsbT26nYjpBgD5RkPY9RiaBwXccHOj2HAO9/wKBDvT27216TDq/mfkbvj/++7y440Xe2/seH+z7gPOHnc/t425nSOyQbi+71lnLropd7KjYodldlOcFfJMlJIbGDmVmykxy7DmMTRhLVnwWEUr7RZxzk3LJTcrluwMV/OnztZw3bjC3zh7a7fZ1mYbyXskkVGSF0zNO5/SM09nr2Msbu9/g4/0f897e95gyaAqLxixifvp8/nZVLrf/ZwPbB5uwWRKpiUrnqHMQI6YPCk1xPz8GE0TEhNwP1V/sb9VbLcX+vn13H5VF9Vxw74STr0n6CdYYE2fdNIaPn9rKN+/sI9Vux9XQgGKL07tpIUex2XAaZSJMqt5N0YeAB3Poby5YfAKz26bTKGGrHY6s1SW0JEkY4uL09WCurBxw2ct+FJtN1+xxQfhySoFZkiQF+CdwNnAUWC9J0keqqu5sNdutgENV1RGSJF0D/Am4OhgN7ut4m5rw1tYixdu45r0fsrPuS0zOsSw+73EmpAzyicmaxUXpoRrKC+vwurUf7IhIA0mZMQzJjiEpyUuSvZ5I2YHUeFj7cSsuh/0V2sllfbnvsQKctYH4gw0wOCpPe/Hpj9pvqCT7BGczGK2akOQXnw2+9041zSdYRxgtPDzKQnRZDfk7tzBOPsR27xDyNmawEy8KXmRU5MCjiix5A68VvEi+R/m4560/40WRjp/W+jMyXtKlUl5XvkbGgweFJ9/ZzvvqUBrUCDwGK7I5GpMlCqMlGrM1mphIM7EWI3FWE7EWo++579FiItZqJDrCgBwGmRmqquL0eGlyeWl2eWh0eWhyeWnyPd9RWM0XX3zkE9ezueD8SxifFofFqGA2ypiNCmaDgtkkY1Lk3h3S6fVq4uLhb+HQakieCEljwN0EnmZwN2vP2310+h47mMfjbH+6qxFUj9aWZb/XsmWtdjDHgDlWuyAzx7b8R8S0MS2m5bnc9ZsRPREbVFWl2a1tS/82bXJ7aHT6Xrs9NPumadu91XxON4WVNVTvWs4ceSuffJVIfloyQ0wO4lylxDhLiGouIbKpGKO7/vi4koI7cjCe6BTUpFykERcg29JRbGkosWkQm66dTJ/qu5I+jd0LX8Wx82ts2WcwOuusznQammtbROfa4laCdKn22nEIjnzXvvebJV7bblWHtQxqSYHR54MtUztO+Y9brR8N5lbHrhMeDRHdu/nWHYHX69G+t+6mDh4btJuH7sb2H6uPwsGVLf0fcSbEpGh9UEygGE947MXnsqK/uD3Q4w9kgrDuVVWl0eWhtslNTaOLmiYXNb7ntU1u7XWjmwNldVTsXsVp0i7+oGYTO2oWg2LNKJKEIksYZAlF8T3KMookYVBaTZNbTZNBkeXj3p8WfRtjxl/K8uL/8tnBT/h4/ydMSzqdi4bcyJDoYeQX17LzWA2nDY1n2lA7VpNChEH7XW9yN7G7cnfAM3lH+Q4O1RwK9DEtKo1xieO4dvS15CTkkG3PJtJ4ai/jEympaeKe1zeTabfyp8vHh9aXtaEC4of16iJH2kbyqxm/4v5J9wfsMx5c/iDJkclcM/oabp07jreXlXEHZnaPvh63VyFntg4ZhVa7Ln6oo6YN5tv39pO3qpDMcQlsX1HIhDPTycwJvWVAKMnItpN7Vjpblh4hYvAkYo8cwRA/8DKYDfE2XEYPEYpH76boQ0OFZgFnjgt5aEu0dgPHE6OTP39kgjZqwusFWQ55eC2Ltirkcf14HI5AscGBhsFmw1VWqnczBGGIpKod322UJGkG8GtVVRf6Xj8CoKrqH1rN84VvnjWSJBmAYiBR7WDhU6ZMUTds2NALXehbfPzYYxiWl5CXeoQPTqtidP3FXDvodKqP1FJW1IzbV4PPaPSQFFtDUlQJiREFJBnyiXHtR2ooazuzD0CJ0A70VrvvMeH41w0OWP4H8LpANsKC32lii6vRJ1r4hAlXQ4uQcaKYEZjmFzdOmEb/uXvdjJEG1Uw9ETSoETRgpkGNoB5z4HkjZjwGC6oxEtUUiRwRiWyOxmiOwmSJIsIagzkyBmtUDK5ju5AK1+PNmEHUsNNoanbR7HbT7HLT7HTT7HLhdPleu9w4XW6cbo/26HLh8mjzudweXO6TH1FbBHeptfguqYySjvBzw2sYfOL6U+5LOaomYpTcRODCiBsTbu1RcmOVPZhlDxbZg1l2EyF7MEtuIiQPJslNhG9eo+TGqGqfN6huDKoLxfcve33/qrvH20L13fCQDBE+ITCi1b+5g0czFG1BLfgGCRUVCSl1EtiGQFMNNNdombtNvkdX/Snb4jFG4jHF4DZG4zZG4TLG4DJE4TRE02yIolmJpFmJplGOpFGJ4nC9gR07tzOGg+xiKElDxxFn8uJ1NeN1NqF6mlDdzUhuTWyXPM3InmYkrxPF04zsdRGBCxMuIiTfo+9f2xZOInAHpgfmxYVZcrXbjzI1hmOqnWOqnSLff+vnZcThoW0x3ahImA0KEUaZiFaPZqNMhKH1c4W6Jhcr9pbj9arIssRFE1JIt1kwKDIGRcIoa48GRRNRDLKE0TfNIMsYT5hmUHzv+afhIaKpHFNTGcZG7V9pKEWpL0U5/A2U5yOhHZkkg1m7eeZqpPvHKukEYTqiDUHaN625BnXvUu0Gh6QgDZ0Dxsjjj7HHPfqE4RMzxbtCa/Hc3YTa6Gjpf0SMNs3j1PyyPU7t9yAoaHtc4JUxUrsAk7Rp2pvSyc8DQtSpnre1jFbL9jSj1pbg6zlSTCqYrNr2R9IeJdk3FKb1e1IHr6VTTG/1utGBeniNT9yXkYafCTHJ2jqQjb5HRRPlA++1ft3qX2k1v/+ziuGEZR3/3v68dVTvW0vMqFmMmDhfu8EgK1rb/Mtq/V4vC4C71y9tuak0tRM3lU7E69G+o16XZq3jcWvPPf7Xvkev64RpLijZhfer32jTZQPynB9B/BC8HjdNThdNTidNThfNzS6aXU6anS7fb65L+611uXG5XL7fVzdutwu3243H7QZVuynuv3mt+G5u+58b8GKXa5jCbiRUvMisYBKlchJNqpEmjDR7DTSqRhpV7dGpGmjGRDNG7V814vQ/971upuU9Nwr+77mk1GKMX40pfg2S7MRVM5a0OhvJxgLK6seyRx2OYj6KwXIUg6UQTMUgaZZFBjWOKIYQqwwjwTiCZPNIbOY4rCYFq8lAZETLo8V4/Gur0YA1QsGonCwo7Fz7JSu/fJ+vm7L43b23MGpQiIu7/S4ZBo+Dhb8L2o0dj9fD8qPLeW3Xa6wvXo9ZMWN1TeWq1WeBMQ6jUs/t/7gg5AXP1v59MutoImP8g1w877aQxv7q5Z3sXl+EV/VgtKrc/ocFKMbQCk4frljMxkNfMHnIwpD13+P28u6fN1J5qIzUIytQT4/noh//JCSxW/Pfd1/hQP4RhmWlc9XlN4Q0du23a/jPfxqJcO0jYXw9l9z/YEjjf/Hib3Gs/RrbaWew8JZfhTQ2wJrfnkHl/iMY5t0Q8vhVpQ289qvviK7dgfX0BK647bqQxv/fMw9z5GgdCeMmccXVt4c0NsCKi66nSk1EPSsj5N87gJXnXENlRAqcka5LfD33+6+vuZWG6mjc52Tq0vcPnnwcx85ybNkJAzK+3kiStFFV1SltTuuEwHwFcI6qqrf5Xt8AnKaq6j2t5tnhm+eo7/V+3zztjtMaiALzB08+TlFeNqrkSxz3nXgaaCbBeIAk436SjPtIMu4jTilCMll8IrH9ZLE48LrV9IjoU18kBjOjSlU1weI4wbpVNt3m11C3vuGTHWSk8VdCzqW+i1vF52/hv9j1vyf73pPaeE8+/v9Uny3cjPf1q31D9Y3IF/0d7MPBWQfOenA2aM9dDb7XdeBswNNch6uxFk9THd7mOlRnPZKrAdlVj8HTiNHTiIz31OunD+GWTLglA27JiBsjLsmICwUXBt/Fr4JTNdCkGmj2KtqjquBSDTgx4sSAC4P2qBqYJO9hjrwdWQKPKvGpZxr/88446QLaf5GtXXC3vPYLnZIEiiQhy1IgG0yWNMsV7fnxj4osMdK5kyeb/x9G3LgwcK/x1+wyjMHp8eL2eHF7tOxvt1cFr5toGoiWGoihgRipgejWj62mtX70zxNDA0ap9zI4PJKCRzLhkU14FRNeOQLVEIGqRGg3lAwmMJiRDBHIJjOyIQLFaEExmVGMZiRjBNX7viO6cFVg3ZeNvY2kix/FKZloDmRAtzw2u7UM6Ga3J5A53frxlJ854bMVdU5qm1tuMsgSeEN0H2qStIfXTI8Ftv33PD9nhzwaWUK7kYILq+zCIjkxS07MODFLbiw4iZCcWHBhphmz5CICbbom7jtb/tVmInBiwkmE6sSkNmPChUltJtpThVVtRJK0w2OtHE2VIRGnZMIpReDyPR7/3IRTNuOUTLj8r0+YV3uv7Xla/wYk12zj145HAv3/te0PHIsZf/xKUlWUVjeIDL7nSuC5yzfNrR0B2plP8c1j8M0zsmEzY53bAts73ziGw+Ysv/yLhAq+m2HaayDwvJUwraqtXquaHnzc61afV1s+n9x8kCHuA4H4BYYhlEZkBJbX8u9FUtEeOWFaILYaOMbLeH0381ra33pebTkQ7a4kzlsV2Pb1ciRO2YxB9SDjQVHdKHiQVQ8G9M/68vglUklukU8l7TalR1L844TwSjKewHza+CGP1GqskKRgcDcw1H0AGRUvEocNmXgVs6/PbhTVgxJYB77XvvWhTXP71q++eJG0PkoyqqRoNzolBVVSkGRNnJckBUlRkGUFSTEgyQruukoMjeWBbe81RqIYDC0ja3qIKsl4Fe13wCub8CoROBQTr1vhDZOLZpnAvuA/HkR7JUa4TQxzGRjqMjC02UCMR8brVXF7VbxeFY+q4vGqnOKy4DgkSQpkWSsSRKr1ZHn2BrZ9Y+IEomJDmMXaVAWFGwFJu5n2vY+CPnogvzKfN3a/wZHPNzG5+F5UWUHyutmU9Bo7R/TgZmEXkT3l1CrH8AIyMNwpY1FDZ9ERVz6F7CNXo6LikdxsHvlPXJGFIYvfKLnYb/Lq0v8hB7JJqbrJ90ql0XiYJktzSGIDyJ4IohsykHxXWLXWw3iV0MWPqjNjVDNB9SJ73SQfeQqDWhCS2MZmL2klIKmgSnB0ELgiQndj48T4BwcZabCEsHC1lElZxl2+Y75KjamIOmtofj9NLpn4hmTdvnfmxggsrgzwpVFENBYg0U4SXhBQsdBsyQzEH0j7fbite/3iox3zxu4acCJzRwJzSN34JUm6A7gDICMjI5ShwwLHznJUv5CqejF7tnLxQhfxgyzI0QlgPUcTiyMTNcHYFATD+PRpwTvZlqSWrFJL3MnTFRNS3vvgcSIpJph6W2iHDQ+fj3zTx10W2BXff7uoqnbR6BeonfXgasDbVEdjQzVN9bWUrHmL0dUrAyLfvuipRGefhcFgwKgoGAxK4LmiKEgniufH/UsdTGtnnrJ8vJ8/0pLRdck/IXVyy3B2g6nV0HYDBknq8sHB7fHS5Pb6rBs8AdGx0eVh7crPmLb/AYyqJnTtGXoDCyedjsfLcRe2Xt9jy3PaeE+b3+s9YXrgvVbPVdhTPJZFtT9juryL77xjaIwfx4yU2FZZsP4sWcn3/PgMWS2bttVzuWU+RZFwKTK1ikSjLONQwOhtxuipI8JVi8FdR+OaxSTufw9FUvGoElUjLsE+44aWLGvF5Ms6NZ3wOgJFVjr+7nWC2JHr8L58IV6PC8lgZPD0q8BkwQyYjQqxBPcCbGOBg0WLv8Pl9mI0yLx223QmZcTh8QkbLp/I7/J6tfc8vvdaTXN7/Y/Hv+c6YZrb0/Key6Py7b4EFh1o2faGzGksSo/Dq+ITUlS8qvYd8qr4XmvPXaqKUwVH63m86gnztvFZ33dSVSGucrN2c8P3vf+h4WeUxU3o2QpV6SD5+vjRAnsbh7LI2dL/Y41DGWRsL2PZQKdPCaQTHtsgsWE0T7E70Pe/STdSZulh37tAomsrT9Gy7h+Tv09ZZAjjV23lKWdL/AcNv2h/2/tGnxhwI/vEV0NAfHZrWbJ+ATYgwrYSZU+YPqluJWd4vgkcc1YrU9ltnYys+jNtNTn51K89AYsppdXzDl+rXmI8tdpIGglkVcXoaaRUtuORFNwY8Mj+lhpwS8c/elBa5vM/+t47bn4UvK2muyVDYHps7QEecj+PATduDDwZ9SCWIVOINJuItEQQGaE9RplNRFvMRFkiiLKYiLaYMBiMgcxuWZLojkxhPKIdc1WPCwxGlO990HK+4b8R727DHqpNyyjnSfNI7maUE+ZJdjfxQ3czhqo8XrCqqJKEpKqc3eThATmJNGStJoUR7T9wennyTuyFVse6lt9Z/2+1Vz1xesux0Npcedy2V2uOQUQILzVqi31PfOv50Kqgn2dmxWfx65m/5l+v/QFV8t8qkxhRmsiWYXuCGrs1Riq122CShFdVqZI9hDL3IcZj8d1WkJFVGUv9MGqiDoUsfpXs0W7v6dB/u8OuKYySDCpEuGJwmmpCExwwuGK0WjW+/dngisFN6OIrnuhA/72Sgtc4EmPtoZDEjqr3hQZQtdd1IbxBeWL8uHo3agejB3ub5qhU7XdFkkAFqzOSJlPPb2R2BrPLrOv3LsIVQ2B0mQpeJRY5hMc8rxx7XPyBtN+H27rXM75XUnDsDG3tg3CnM2d9hUB6q9dpvvfamueozyIjFq3Y33Goqvoc8BxoGczdaXBfxpadQNMON15JQVY92MdKJFwR+mFUupE+Tcsm0dOTMhgCuyS1eFBHtmTqyECk77/MMJjmT74LiA3qvJ+Q0p1hw91l6Bzk5PFBXfcGRSZKkYlq42JSls7j5r3lTFbz2Cjl8PBZF4Ss0KAmcNaz1T1KEzgvGReC2C1eaLFmA96C/wUEXvv8H4T2u58+rVs3VnqLyZk2Xrtt+kke1JothiZyB4vpw+wsWlzZsu3PHRPSApcbC0Zz82JXy/f++mtDHN/BosXOlv5fNymE+122zn0fuPF3r5+M85N1gd+bQef+hHkh/L3ZvX4ptk+uDcSvO/9fTAph/I0FDm5aPLhl3V91Y2gL23Z0zG19Iz4IzNvxOq+sfww3KgYVbpj1C9LHdm3ItOz77w671y8lptW2Lzz7X92zSOkuR9YdX1R2yJyQhU6amEnZ2pZz/BGnTWLDLX8JWfwPVyzm0QNPBLb9/SNDa5Px33df4VixG9mr4JU9nJ49masufyJk8fXs/weNj3Os1fVd6tgjIc1m+++7r3Dsq6jAuh8yv5GrLr8lZPE/ePJxju2ICvRfPmsIC+/feeoP9gJfvPhbIv/2BgYPuBWou+vakNpUnBi//q5ruDCE8d9Z/DryWlfLd++0Zu6/bVFIYmvfu8iw+d4l5YZ2vzsx/kDa78Nt3esd35aTELLYfYHOWGQYgD3AmWhC8nrgOlVV81rNczcwTlXVO31F/i5TVfWqjpY7EC0yQPi1DGR67EnZx+lJobu+HBsQxb50RO9tP5DjD+S+6x1f798bvePrve31ZMuO19lw4AumDFtIbhfF5d5A722v5+/tO4tfp2zzERInpofcCxX08SBujZ5+oKBv//W+vtN73evZf709mPWOr+dxZyB/78Ihvp7rX+++D/T4etMjD2bfAs4DnkBzCnhRVdXfS5L0W2CDqqofSZJkBl4BJgKVwDWqqh7oaJkDVWAWCAQCgUAgEAgEAoFAIBAIBIK+RI89mFVV/RT49IT3ftXqeRNwZU8aKRAIBAKBQCAQCAQCgUAgEAgEgr5F6MqsCgQCgUAgEAgEAoFAIBAIBAKBoF8hBGaBQCAQCAQCgUAgEAgEAoFAIBB0CyEwCwQCgUAgEAgEAoFAIBAIBAKBoFsIgVkgEAgEAoFAIBAIBAKBQCAQCATdQgjMAoFAIBAIBAKBQCAQCAQCgUAg6BZCYBYIBAKBQCAQCAQCgUAgEAgEAkG3EAKzQCAQCAQCgUAgEAgEAoFAIBAIuoUQmAUCgUAgEAgEAoFAIBAIBAKBQNAthMAsEAgEAoFAIBAIBAKBQCAQCASCbiEEZoFAIBAIBAKBQCAQCAQCgUAgEHQLITALBAKBQCAQCAQCgUAgEAgEAoGgWwiBWSAQCAQCgUAgEAgEAoFAIBAIBN1CCMwCgUAgEAgEAoFAIBAIBAKBQCDoFkJgFggEAoFAIBAIBAKBQCAQCAQCQbcQArNAIBAIBAKBQCAQCAQCgUAgEAi6haSqqj6BJakMKNAluP4kAOUi/oCMP5D7rnf8gdz3gR5/IPdd7/gDue96xx/IfR/o8Qdy3/WOP5D7PtDjD+S+6x1/IPdd7/gDue8DPf5A7ns4xNeTTFVVE9uaoJvAPJCRJGmDqqpTRPyBF38g913v+AO57wM9/kDuu97xB3Lf9Y4/kPs+0OMP5L7rHX8g932gxx/Ifdc7/kDuu97xB3LfB3r8gdz3cIgfrgiLDIFAIBAIBAKBQCAQCAQCgUAgEHQLITALBAKBQCAQCAQCgUAgEAgEAoGgWwiBWR+eE/EHbPyB3He94w/kvg/0+AO573rHH8h91zv+QO77QI8/kPuud/yB3PeBHn8g913v+AO573rHH8h9H+jxB3LfwyF+WCI8mAUCgUAgEAgEAoFAIBAIBAKBQNAtRAazQCAQCAQCgUAgEAgEAoFAIBAIuoUQmIOIJEnnSJKUL0nSPkmSftrG9AhJkt7yTV8rSdKQUMaRJOlsSZI2SpK03fd4RqvPLPctc4vvPymI7RgiSVJjq1jPhKDvi1rF2yJJkleSpNzu9r0b7ZorSdImSZLckiRd0dXl9ySGJEm5kiStkSQpT5KkbZIkXd1q2suSJB1s1ffcYPdXkiRPq3gfhaD/p5+w7ZskSbqkJ/3vYrsekiRpp2/dfyVJUmaoYui07dvtbxC3fXv913vb3ylpx9stkiStliQpO1QxpF4+3vewLd065vcgXlCP951pW6v5LpckSZUkqctVp7sbQ49t30FbgrLtO4in92/9TZIklbWKcVtXY/QkjtTLx/ye9FcK3vG+vb6ffsK2D+nx3jfPVZL2W5QnSdLroYrR29u9p/0N1rbvoP+6bntJkh5vtfw9kiRVhSqGHtu+o/4Gcb9vr/96b/sMSZKWSZK02bf+zwtVDEmf87z22tKt3/oextT79z5T0q45tvnipYUqhk77fbv97c5+34O+B3uff1GSpFJJkna0M12SJOkpX7u3SZI0qasx+h2qqor/IPwDCrAfGAaYgK1A9gnz/AB4xvf8GuCtUMYBJgIpvudjgcJWn1kOTAlRO4YAO/Rax8A4YH93+97Ndg0BxgP/Aa4IZQxgFDDS9zwFOAbE+V6/3NX29LS/QJ1e6xiIByoBa3f73412nd4q3l1tfSeDFUOnbd9uf4O47U+5jnXa9jGtnl8EfB6qGPTi8b4X2jKELh7ze2v90svH+862zTdfNLAS+C4Y67u9GHps+w7aEpRt35n129vbvpPfyZuAfwT7+9VeHHrxmN/T/hK84/0p1zH6HO9HApsBm+91Uqhi9OZ2743+BnHbn3Id67HtT5j/XuDFUMXQY9t31N9gbfvOrGM9tj2aJ+tdvufZwKFQxUCf87z22jKE4F3bn3Ido8/v/dvA93zPzwBeCVUM9Dnmt9tfurjf99b6pZf3ed8y5gKT2vs+A+cBnwESMB1Y25N4/eFfZDAHj2nAPlVVD6iq6gTeBC4+YZ6LgX/7nr8DnClJkhSqOKqqblZVtcj3fh5gkSQpoovxe9yObsbrzZjX+j7bW5yyXaqqHlJVdRvgDXUMVVX3qKq61/e8CCgFErvZjh61JQxiXgF8pqpqQwjbtaxVvO+Art7h7nYMnbZ9T/sbrJh6bPuaVi8jATVUMXr5eN+jtugcr7eP951qm49HgT8BTaGMoce2b68tOscL+W+93nF6+Zgfqv4GI2bIj/fA7cA/VVV1AKiqWhqqGHr81rfXljCIqce2b821wBuhiqHTtm+zLWEQU49trwIxvuexQBFdo9sxdPqt72l/gxVTj9/7bOBr3/NlbUwPWgyd9vue9jcY8Xp7n0dV1ZVoonV7XAz8R9X4DoiTJCm5t+L3RYTAHDxSgSOtXh/1vdfmPKqquoFqwK5TnMuBTaqqNrd67yXfcIJfdkII7mk7hvqGuqyQJGnOKWL1Vkw/V3PyiUlX+t6ddvWUXokhSdI0tDuF+1u9/XvfEI/HO3li0tO2mCVJ2iBJ0nf+IS0hiOnnGk7e9l3tf0/adSvaXc+Qx9Bp25/YllBs+/bWsS7bXpKkuyVJ2g/8GbhPpxg9Pd73Rlu6eszvrb739vG+U23zDZlLV1X1f91Yfm/GCMm2P0Vben3bd7Lvev3WX+47rrwjSVJ6F2P0WpxeOOb3tB3BPN6fah3rcbwfBYySJOkbX5/P0SNGCH/rO2pLsLZ9Z9axbud5kmbPNZQWUSSkMUJ9ntdOW4J6nneKdazHtv81cL0kSUeBT9Gyq/WIEarzvI7a0tXf+t6I6UeP3/utwGW+55cC0ZIkdUXX6ZUYIdzvO2pLV/f73lq/vb3Pd4ZQ6D59CiEwC5AkKQct6+f7rd5epKrqOGCO7/+GIDbhGJChqupE4CHgdUmSYk7xmV5BkqTTgAZVVVv76oSy77ohaXfXXgFuVlXVn+X7CDAamIo2zOQnIWhKpqqqU4DrgCckSRoegpj+/o8Dvmj1dsj6L0nS9cAU4P9CHUOPbd9OW4K67U/Rf122vaqq/1RVdbhv+b8IdYxQH+/baUvQjvmn6Lsux3tJkmTgb8APe3vZXYkRqm1/irb0+rbvZN/1+q3/GBiiqup44EtaRlSFNE4Ij/kdtSNYx/vO9F2P470BzcJhPlo23fOSJMWFMkaIf+s7akuwtn1n+q/beR6a2PGOqqqeUMfQ6Ry/rbYE+xy/o/7rse2vBV5WVTUNbej8K77fqJDFCPF5XnttCea1/an6r9fv/Y+AeZIkbQbmAYVAb+/7HcYI8X7fUVuCsd93pu96Hu8FPoTAHDwKgdZZFGm+99qcR5IkA9owj4pQxpE0g/T3gRtVVQ3c6VJVtdD3WAu8jjZ0ISjtUFW1WVXVCl+8jWh33EadIl6PYraaftKdrm70vTvt6ik9iuH7kf8f8HPfcA4AVFU95hvi0Qy8ROf63qO2tFrfB9A8siYGO6aPq4D3VVV1tWpLd/rf5XZJknQW8HPgohOyC4IeQ49t315bgrntT7GOddv2rXgTuCSUMXrxeN+jtnTzmN8b6zcYx/vOtC0azQ9xuSRJh9A82j6Sulbor0cxQrzt221LkLZ9Z9avLr/1qqpWtDr+LAYmdzFGj+P04jG/R+0I1vG+E+tYr+P9UeAjVVVdqqoeBPagiaEhiaHDb327bQnib/2p1rHev/VtZdMFPYaO5/gdHWeDdY7f3jrWa9vfCvzXF28NYAYSQhVDh/O8NtvSzd/6HsVsNV2v3/siVVUvUzVR/ee+96pCFSPU+31HbenGft8b6zcY+3xnCIXu07dQw8AIuj/+o91VP4A2bMdvVp5zwjx3c3wBuv+GMg4Q55v/sjaWmeB7bkTzLr4ziO1IBBTf82FoO2V8sNcx2g2WQmBYT/renXa1mvdlulfkr9sxfPN/BTzQxrzJvkcJeAL4Y5DbYgMifM8TgL10UMijN9cxmjfv6T3tfze+kxPRTrRGdnW79zSGHtu+g7YEbdufah3ruO1Htnp+IbAhVDHoxeN9L7Sly8f8nq5fgnS872zbTph/OV0vttPtGHps+w7aEpRt39H6Dda27+R3MrnV80uB74Lx/WovDr14zO9hO4J5vO9wHaPf8f4c4N+t+nwEsIciRm9u915oSzC3fYfrWK9t75tvNHAIkLqy/J7G0GPbd9CWoJ7jd7SO9dr2aJZsN/mej0HzB+70d6AnMdDnPK+9tgTz2r7ddYy+v/cJgOx7/nvgt6GKgT7H/Pba0uX9vjfWL0HY51stZwjtF/k7n+OL/K3rToz+9K97A/rzP9qwjT1oQsfPfe/9Fi2jDrQ7bm8D+4B1rQ+GoYiDNny4HtjS6j8JrTjSRmAbWpGAJ/H9SASpHZf74mwBNgEXhmIdow2pO/FCpFt970a7pqJlXtSjZVTnhSoGcD3gOmG75/qmfQ1sB3YArwJRQW7LTF+8rb7HW0OxjtF+KArx/VC1er9b/e9iu5YCJa3W/UehiqHTtm+vLcHc9u2uY523/ZO0HOuW0YFI1tsx6OXjfQ/b0q1jfk/WL0E83nembSfMu5xuVDPvbgw9tn0HbQnKtu9o/QZz23fiO/kH3/K3+r6To4Px/WovDr18zO9BO4J5vG93HaPv8V5Cs27Z6Yt1Tahi9PZ272Fbgrnt213Hem573+tf000xoycx9Nj2HbQlaNu+o3Ws57ZHK0T2ja/PW4AFoYqBPud57bUlmNf27a5j9P29vwJNTN2DNpomIlQx0OeY315burXf92T9Etx9/g00yxcXmq5wK3AnvpsU/P927tgEgBAIgKD951ZmQwb6BbjhMwOXmyl74LmH5j33GuF9/7f5tj0AAAAAAPDEH8wAAAAAACQCMwAAAAAAicAMAAAAAEAiMAMAAAAAkAjMAAAAAAAkAjMAAAAAAInADAAAAABAIjADAAAAAJBs1sKykYEJSbEAAAAASUVORK5CYII=\n", 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nNtnv/Pnz+yxdujSn4fVbb731UUv3fUkU0RbuqdFdjB8/XleuXOl1GD1W/Y4dbDrtdPJmzaLfz37qdTimA2kkQs369Y1tNTXr1wMQ6NuXdDfRpJ94Iv6MDI8j7RwiskpVx8fOW7t27edjxozZ5VVMXdHatWvzx4wZM7ilZVZzMa0qca8Wt+7HPZ/4/aSOGUPqmDH0vfGHhHftovKfb1C5/HUqlr5I2fynIBAgbdy4xraa5GHDrFZjWmXJxbQoWlND6bx5ZEw9leQBA7wOx3SyQH4+OTOmkzNjOlpfT/WaNVS6F3Du/N3v2Pm735F0yCF7ajUTJtiwNKYJSy6mReVLlhApLSVv5iyvQzEek6Qk0o47jrTjjuOgW2+lfvv2xgs4y55eTOnjTyDJyaSdcMKeWs2gTh1pxHRBllzMXhq6HwcPO4y044/zOhzTxSQVFJB76SXkXnoJ0bo6qleubGyraRyWZvDgxsE20447zoal6YUsuZi9VL37HrUbNlDw77+2c+pmn3zJyaSfeCLpJ55Iv9tvazYszRMUPzrbGZZmwoQ9w9IccojXYZtOYMnF7KW4cDb+nByypk3zOhTTzTQZlqa6mtCKFc5gm6+9TuWyZQAER4wg45STbViaHs6G3DdN1G3dSuUry8i55BJ8KSleh2O6MV9qKpmnnMLBd93FsFdeZuizSzjopz/F36cPux/5O1tmzmLDiZPY+qObKV2wkHCR5xeVd3ktDbnffGh9n883bsWKFY29K0aMGDGqYWj+/v37j96+fXsA4Gc/+9nBw4cPHzVy5MgjDz/88COXLVuWDnD88ccftnz58sZx0z755JPkESNGjNrfWK3mYpoomfsY+HzkXnG516GYHkRECA4bRnDYMPp8+xpnWJq33268hUDFC+6wNKNGNV7AmTJ6tA1L00xLY4tt3LgxGPu6X79+dXfffXfBs88+u7m17bz88svpS5cuzXn//fc/TE1N1e3btwdqa2sTeg7ckotpFA2FKJ0/n8xvnEHSwQd7HY7pwfwZGWSdcQZZZ5zRdFia5cvZ9cBf2fXnv+DPySF98mSnq/NJkwjk5nod9n5756t30t/Z/k7mhIIJFRMOmdBhV+rHOu2008pWrFiRuXbt2uCYMWNqWyqzbdu2pLy8vHBqaqoCFBQUJHwUZUsuplHp008Traiw7semUzUfliZSWkrlm286tZrl/6T8ma43LM2db945cFPJpn0OuR+qD/k+L/88TVEeXv8wg7MGV6Unpbc65P7w3OFVv5706/0ecr95GZ/Px0033bTjV7/6VcGCBQs+b2k706dPL7/nnnsOGTx48FEnnXRS+eWXX1587rnnVjYsnzVr1tCUlJQoOINh+g7gtuaeJBcRuRn4Ds541O8D1wAFwBNAH2AVMFNV2zU8tYmfRqOUzJlLylFHkTr2GK/DMb2YPyeH7HPPJfvcc51haT74oLFWU/T7+yn6/f3OsDRTJpMx5WTST5zYJe+OGqoPBdQdcl9RQvWhQHpSesKH3G/J9773vd333Xdfwccff9xiH/Ds7Ozo+vXrP3zhhRcyX3nllcyrr7562F133bX1xhtv3A0we/bszVOmTKkCp81l2rRpI/Y31k5PLiLSH7gROFJVq0VkHnAZcA7wP6r6hIg8AFwL/KWz4+utQm++Rd3mzRzyH/da92PTZYjfT+rRR5N69NH0/eENTYelefElyp5a4AxLc+yxjbWa5OHDO/x/uK0aBjinxK5/5fqR4WjYF/AFor856TebO+vUWFJSEjfccMOOu+++u9Xz24FAgGnTplVMmzat4uijj64uLCzs05BcEsGr02IBIFVE6oE0YDswFWgYxOpR4JdYcuk0xXMK8efnk3n22V6HYkyrmgxLEw47w9K4tZqdv7uPnb+7r8mwNL6UVKrXrSPt+ONavH10R5pwyITQn07704bObnNpcMMNN+weOXLkwaFQaK9eEWvXrg36fD5Gjx5dC7B69erUAQMGJPRMUacnF1XdJiL3AV8A1cCLOKfBSlW1oVFpK9C/s2PrrWo/+4zQ68vJv/56u5LadBsSCJA2fjxp48dz0K23UL9jhzP+WcywNI1lg0EG/f0RTxJMZyeVBikpKXrdddftvPPOOwc2X1ZeXu6/8cYbB5WXl/v9fr8OHjy49tFHH92SyP13+pD7IpILPAVcCpQC/wDmA79U1eFumYHA86p6VAvrXwdcBzBo0KBxW7Yk9Hj0Sjt+/e+UzJvHiGWvEOjb1+twjGm3aF0dO351N2VPPeXM8Pvpe+ON5H/vurjWtyH347OvIfe9uIjydOAzVS1S1XpgATAJyBGRhprUAGBbSyur6oOqOl5Vx/e1L8J2i1RUULZwIdnnnG2JxfQYvuRkci6+CElJAb/fGXzTxsnrVF60uXwBTBCRNJzTYqcBK4FXgYtxeoxdDTztQWy9TtmCBUSrqsi9aqbXoRiTUGljxzLokYepevc9T9pcejsv2lxWiMh84F9AGFgNPAg8CzwhIv/uzvtbZ8fW22gkQvGcuaSOHUvq6L3OQBrT7aWNHWtJxSOe9BZT1V8Av2g2ezNwvAfh9FqVry+n/ssvOejmH3kdijGmh7GBK3ux4sLZBPr1I/OMM7wOxRjTw1hy6aVqN26k6u13yL3iChvy3BiTcJZceqniwjlIMEjOJd/0OhRjTJzS0tIaG5CefPLJ7MGDBx+1YcOG5FtuueWQu+66qx/ARRddNPiRRx5pMsrngQ6b3x42cGUvFCktpWzxYrLOm9YtR5o1prd7+umnM3/yk58MfP755zeOHDmyS47BaMmlFyqdPx+tqSFvpnU/NqYjhd56Oz309tuZ6RMnVqSfODEhV+o///zzGddff/3gZ555ZuOoUaNaHFK/K7Dk0stoOEzx3MdIO/54Ug47zOtwjOmWvrrj5wNrN27c55D70VDIV/fZZ2mosvuhh0geMqTKl976kPvBESOqDvntb/Y5IGZdXZ1cdtllw1988cVPxo4dW3Og8XcGa3PpZSpeWUZ4+3byZlmtxZiOFA2FAjQMr6XqvG6npKQkPfbYYysfeOCB/PZuq6NZzaWXKS6cTVL//mSceqrXoRjTbbVVwwDnlNiX3//+SA2HfRIIRA+5557N7T01JiIsXrx48+TJk0fedtttB99777072rO9jmTJpRep+fBDqleu4qCf/tTuTW5MB0s/cWJo4AMPbEh0m0tmZmZ06dKlGydNmnR4v379wjfffHOXHEzTkksvUlw4B0lNJefii7wOxZheIf3EiaFEJZVY/fr1i7zwwgsbTj755MMPOuig+ubLb7755kNvu+22gQAFBQV1Tz755ObPPvss2K9fv6Mbytxzzz1ffvvb3y5JdGwNLLn0EuHduylfsoTsiy/Cn5XldTjGmANQVVW1umF6+PDh9du2bXsf4MorryxrmP/UU0993tK64XD4Xx0eYAxr0O8lSufNQ+vrybvqKq9DMcb0ApZcegGtq6PkscdJnzSJ4LBhXodjjOkFLLn0AuVLXyRcVGTdj41pn2g0GhWvg+gq3GPR6nU7llx6geI5hSQfeijpkyd7HYox3dn6oqKibEswTmIpKirKBta3VsYa9Hu46rVrqVm7jn4//znis98SxhyocDj8nR07djy0Y8eOo7Af5lFgfTgc/k5rBSy59HDFhXPwpaeTPWOG16EY062NGzduJ3C+13F0F709+/Zo9V/vpPyFF8i+6EL8Geleh2OM6UUsufRgJU88DpGIdT82xnQ6Sy49VLS2ltIn55FxyikkDxrkdTjGmF7GkksPVf7sc0SKi8mbabUWY0zns+TSA6kqxYWFBEcMJ23iRK/DMcb0QvvsLSYit8SxjZCq/jVB8ZgEqF61itqPPuLgX/0KkV7fJd8Y44G2ai4/ATKAzH08bu3IAM3+K55diC87m+zzz/M6FGNML9XWdS6Fqnr3vgqIiPVx7ULqv/qKipdfps+3r8GXmup1OMaYXmqfNRdV/WlbG4injOk8JY89BkDu5Zd7HIkxpjfbrwZ9EZkgIi+IyGsiYpd8dzHRqipK/jGfzNNPJ6l/f6/DMcb0Ym016B+sqrH3aL4FmAEIsAJY2IGxmf1U9swSomVlNvqxMcZzbbW5PCAi/wL+U1VrgFLgYpxBy8o7ODazH1SVkjmFBI84gtRx47wOxxjTy7XV5jIdWA0sEZFZwI+AINAHmN7BsZn9UPXOO9Ru3ETezJnW/dgY47k221xU9RngTCAb5zTYBlX9g6oWdXRwJn7Fswvx5+WRde45XodijDH7Ti4icr6IvAq8gHNTmEuBC0TkCRGx++V2EXVffEHla6+Rc+kl+IJBr8Mxxpg221z+HTgeSAWWqurxwK0iMgL4DXDZgexURHKAh4CjAAW+DXwCPAkMBj4HLlHVkgPZfm9TMncu+P3kXmbdj40xXUNbp8XKgAuBi4CdDTNVdaOqHlBicd0PvKCqhwNjgI+A24BXVHUE8Ir72rQhUhmi9KkFZJ15Jkn9DvI6HGOMAdpOLjNwGu8DwBWJ2KGIZANTgL8BqGqdqpYCFwCPusUexToMxKVs4UKilZXW/dgY06Xs87SYqu4C/pjgfQ4BioBHRGQMsAq4CeinqtvdMjuAfgneb4+j0Sglc+aQMuZoUseM8TocY4xp1FaD/r/a2kA8ZZoJAMcCf1HVsUCIZqfAVFVx2mJa2t91IrJSRFYWFfXuDmuhf/6Tui1byLvKai3GmK6lrQb9I0Rk3T6WC04X5f2xFdiqqivc1/NxksvXIlKgqttFpICYNp5Yqvog8CDA+PHjW0xAvUVx4RwCffuSdeY3vA7FGGOaaCu5HB7HNiL7s0NV3SEiX4rIYar6CXAa8KH7uBq4131+en+229vUbt5M6I03yL/xh0hystfhGGNME221uWzpoP3+EJgrIsnAZuAanFN080TkWmALcEkH7btHKC4sRJKSyL30Uq9DMcaYvbRVc+kQqroGGN/CotM6OZRuKVJeTtmip8maNo1Anz5eh2OMMXvZryH3TddQOv8ptLqavJlXeR2KMca0KO7kIiKHisjp7nSqiGR2XFimNRqJUDJ3Lqnjx5Fy5JFeh2OMMS2KK7mIyHdxenX91Z01AFjUQTGZfah89VXqt22z7sfGmC4t3prL9cAk3Hu4qOpGwMYa8UDx7EIChxSQebo1Txljuq54k0utqtY1vBCRAK1c5Gg6Ts0nn1D17rvkXXEFEvCkL4YxxsQl3uTyuojcAaSKyBnAP4BnOi4s05LiwkIkJYWciy/2OhRjjNmneJPLbTjjgb0PfA94TlV/3mFRmb2ES0oof2YJ2eefjz8nx+twjDFmn+I9t/JDVb0f+L+GGSJykzvPdILSef9Aa2vJvepKr0Mxxpg2xVtzubqFed9KYBxmH7S+npLHHiNt4gRSRo70OhxjjGnTPmsuInI5zn1chojI4phFmUBxRwZm9qh4+WXCX3/Nwb/4hdehGGNMXNo6LfYWsB3IB/4rZn4FsK/Rkk0CFc8uJGngQDJOnuJ1KMYYE5d4Bq7cAkzsnHBMc9Xvr6d69Wr63X4b4vd7HY4xxsQl3iv0J4jIeyJSKSJ1IhIRkfKODs5AyZxCfGlpZF94odehGGNM3OJt0P9f4HJgI5AKfAf4U0cFZRzhoiLKnnue7Bkz8GfaUG7GmO4j7oErVXUT4FfViKo+ApzVcWEZgJIn50F9vXU/NsZ0O/Fe51Ll3thrjYj8J04jvw3X34GidXWUPPEE6VMmExwyxOtwjDFmv8SbIGa6ZW8AQsBA4KKOCspAxfPPE9m1i7yZs7wOxRhj9lubNRcR8QO/VdUrgRrgVx0eVS+nqhTPLiR56FDST5rkdTjGGLPf2qy5qGoEONQ9LWY6QfXqNdR88AG5V12JiHgdjjHG7Ld421w2A2+6V+mHGmaq6n93SFS9XMmcQnyZmeRccIHXoRhjzAGJN7l86j58OEO/mA5Sv2MH5UtfJG/mTHzp6V6HY4wxBySu5KKq1s7SSUoeexxUrfuxMaZbs+7EXUi0pobSefPImHoqyQMGeB2OMcYcMEsuXUj5kiVESkvJu2qm16EYY0y7xDu22F79YVuaZw5cQ/fj4GGHkXbC8V6HY4wx7RJvzeWPcc4zB6jq3feo3bCBvJlXWfdjY0y319bNwiYCJwJ9ReSWmEVZgI3/nkDFhbPx5+SQNW2a16EYY0y7tVVzSQYycJJQZsyjHLi4Y0PrPeq2bqVy2avkXHIJvpQUr8Mxxph2a+tmYa8Dr4vI390bh5kOUDL3MRAh9/LLvA7FGGMSIt6LKIMi8iAwOHYdVZ3aEUH1JtFQiNL588n8xhkkFRR4HY4xxiREvMnlH8ADwENApOPC6X3KFi8mWlFhox8bY3qUeJNLWFX/0qGR9EIajVJcOIeUUaNIHXuM1+EYY0zCxNsV+RkR+YGIFIhIXsOjPTsWEb+IrBaRJe7rISKyQkQ2iciTvWEU5tBbb1O3eTN5s2Za92NjTI8Sb3K5GvgJ8Bawyn2sbOe+bwI+inn9H8D/qOpwoAS4tp3b7/KKC2fjz88n8+yzvQ7FGGMSKq7koqpDWngMPdCdisgA4FycNhzE+dk+FZjvFnkUmH6g2+8Oaj/7jNDry8m99FJ8yT2+kmaM6WXiHf4lTUT+ze0xhoiMEJH2XO33e+CnQNR93QcoVdWw+3or0L8d2+/ySuY+BklJ5F52qdehGGNMwsV7WuwRoA7nan2AbcC/H8gO3aS0U1VXHeD614nIShFZWVRUdCCb8FykooKyBQvIOvssAn37eh2OMcYkXLzJZZiq/idQD6CqVcCBtkBPAs4Xkc+BJ3BOh90P5IhIQ++1ATgJbC+q+qCqjlfV8X276Rdz2YIFRKuqyJtpox8bY3qmeJNLnYikAgogIsOA2gPZoarerqoDVHUwcBmwTFWvBF5lz5AyVwNPH8j2uzqNRCieM5fUY44hdfRor8MxxpgOEW9y+SXwAjBQROYCr+C0mSTSz4BbRGQTThvM3xK8/S6h8vXl1H/5JXmzrNZijOm54r3N8YsisgqYgHM67CZV3dXenavqa8Br7vRmoMffyKRkTiGBfv3IPOMMr0MxxpgOE1dyEZFngMeAxaoa6tiQeq7ajRsJvfU2fX/0IyQpyetwjDGmw8R7Wuw+YDLwoYjMF5GLRcTGht9PxYVzkGCQnEsv8ToUY4zpUPGeFmsYet+P07vru8DDODcNM3GIlJZStngxWedNI5Cb63U4xhjToeIduBK3t9h5wKXAsThX0Zs4lc6fj9bUWPdjY0yvEG+byzycxvYXgP8FXlfV6L7XMg00HKb4scdIO/54Ug47zOtwjDGmw8Vbc/kbcLmq2r1cDkDFK8sIf7Wdfrff7nUoxhjTKfbZoC8iPwVQ1aXAhc2W/bYD4+pRigtnk9S/P5lT7cadxpjeoa3eYrE3dW/+s/usBMfSI9V8+CHVK1eRe+WViN/vdTjGGNMp2kou0sp0S69NC4oL5yCpqeRcdGHbhY0xpodoK7loK9MtvTbNhHfvpnzJErKnX4A/O9vrcIwxptO01aA/RkTKcWopqe407mu7iLINpfPmofX15F11ldehGGNMp9pnclFVayQ4QFpXR8ljj5M+aRLBYcO8DscYYzpVvMO/mP1U/uJLhIuKbPRjY0yvZMmlgxQXzib50ENJnzzZ61CMMabTWXLpANVr11Kzdh25V12F+OwQG2N6H/vm6wDFhXPwpaeTPWOG16EYY4wnLLkkWP3XOyl/4QWyL7oQf0a61+EYY4wnLLkkWOmTT0AkQt6VV3odijHGeMaSSwJFa2speeJJMk4+meRDD/U6HGOM8YwllwQqf/Y5IsXF1v3YGNPrWXJJEFWleE4hycOHkTZxotfhGGOMpyy5JEj1qlXUfvgReVfNRMTG9DTG9G6WXBKkuHAOvuxsss8/z+tQjDHGc5ZcEqD+q6+oePllci6+CF9amtfhGGOM5yy5JEDJY4+BKnlXXOF1KMYY0yVYcmmnaHU1Jf+YT+bpp5PUv7/X4RhjTJdgyaWdyhY/Q7SsjLyZds8WY4xpYMmlHVSVkjmFBI84gtTx470OxxhjugxLLu1Q9c471G7cRN5VV1n3Y2OMiWHJpR2KZxfiz8sja9q5XodijDFdiiWXA1T3xRdUvvYaOZdegi8Y9DocY4zpUiy5HKCSuXPB7yf3ssu9DsUYY7qcTk8uIjJQRF4VkQ9F5AMRucmdnyciL4nIRvc5t7Nji1ekMkTpUwvIOvNMkvod5HU4xhjT5XhRcwkDt6rqkcAE4HoRORK4DXhFVUcAr7ivu6SyRYuIVlba6MfGGNOKTk8uqrpdVf/lTlcAHwH9gQuAR91ijwLTOzu2eGg0SklhISlHH03qmDFeh2OM2Yc1O9fw0PsPsWbnGq9D6XUCXu5cRAYDY4EVQD9V3e4u2gH08yqufQm98QZ1W7ZwyO9+53Uoxph9WLNzDdcuvZb6aD3J/mQe+sZDHHPQMV6H1Wt41qAvIhnAU8CPVLU8dpmqKqCtrHediKwUkZVFRUWdEGlTxbMLCfTtS9aZ3+j0fRtj2lZRV8G8T+bx49d/TF20DkWpj9Sz8uuVXofWq3hScxGRJJzEMldVF7izvxaRAlXdLiIFwM6W1lXVB4EHAcaPH99iAuootZs3E3rjDfJv/CGSnNyZuzbG7ENUo7y34z0WblrIy1tepjZSy4DMAQQkQJQoyb5kxvezUTQ6U6cnF3EuZf8b8JGq/nfMosXA1cC97vPTnR1bW0rmzEGSksi99FKvQzHGAF9VfsXTm57m6U+fZlvlNjKTM5k+fDozRszgyLwjWVu0lpVfr2R8v/F2SqyTeVFzmQTMBN4XkTXuvDtwkso8EbkW2AJc4kFsrYqUl1O66Gmyzj2XQJ8+XodjTK9VE67hlS9eYeGmhby7/V0AJhRM4KZjb2LqoKkE/Xsuaj7moGMsqXik05OLqr4BtDYQ12mdGcv+KJ3/FFpVRa6NfmxMp1NVPtj9AQs3LuT5z56nor6C/hn9+cExP+CCYRdQkFHgdYimGU97i3UXGolQMncuqePGkTpqlNfhGNNr7K7ezZLNS1i0aRGbSjeR4k/hjEPPYMaIGYzrNw6f2CAjXZUllzhUvvoq9du2cdBPfuJ1KMb0eOFomDe2vcHCjQtZvnU5YQ1zdN+j+cXEX3Dm4DPJTM70OkQTB0sucSgunEOgoIDM07vsWTtjur3NpZtZtGkRz2x+hl3Vu+iT0oeZR85k+vDpDM0Z6nV4Zj9ZcmlDzSefULViBX1vvQUJ2OEyJpEq6yp54fMXWLhpIeuK1hGQAFMGTGHGiBlM6j+JJF+S1yGaA2Tflm0oLixEUlLI/eY3vQ7FmB4hqlFWfb2KhRsX8tKWl6iJ1DA8Zzg/Hv9jpg2dRp9U643ZE1hy2YdwSQnlzywh+4IL8OfkeB2OMd3a9srtPP3p0zy96Wm2Vm4lMymT84edz4wRMxjVZ5TdzbWHseSyD6Xz/oHW1pJ71ZVeh2JMt1QbqWXZF8tYuHEh72x/B0U5oeAEbhh7A6cNOo2UQIrXIZoOYsmlFVpfT8njj5M2cQIpI0d6HY4x3Yaq8mHxhyzcuJDnPnuOiroKDkk/hP835v9x/vDz6Z/R3+sQTSew5NKKipdfJrxjBwffdafXoRjTLRTXFPPs5mdZtGkRG0o2EPQHOf3Q05kxfAbHHXycXZPSy1hyaUXx7EKSBg4k4+STvQ7FmC4rHA3z1ldvsXDjQl7b+hrhaJjR+aO5c8KdnDXkLLKSs7wO0XjEkksLqt9fT/Xq1fS7/TbE7/c6HGO6nM/KPnOuSfn0GYqqi8hLyePKw69k+vDpDM8d7nV4pguw5NKCkjmF+NLSyL7wQq9DMabLCNWHWPr5UhZuXMiaojX4xc/kAZOZMXwGkwdMtmtSTBOWXJoJFxVR9tzz5F5yCf5MG2bC9G6q6lyTssm5JqU6XM3Q7KHcOu5Wpg2bRn5qvtchmi7KkkszJU/Og/p6cq+07sem99oR2sHiTxfz9Kan+aLiC9KT0jl36LnMGD6D0fmj7ZoU0yZLLjGidXWUPPEE6VMmExw6xOtwjOlUdZE6ln25jEUbF/H29reJapTjDz6e74/5PqcfejqpgVSvQzTdiCWXGBUvvEBk1y7yZs7yOhRjOs1Huz9i4SbnmpSy2jIK0gu47ujrOH/Y+QzMHOh1eKabsuTiUlWKZxeSPGQI6ZNO9DocYzpUaU0pz37mXJPycfHHJPuSOe3Q05gxfAYnFJxg16SYdrPk4qpevYaa9evpd9ediM8+WKbniUQjzjUpmxby2pevUR+tZ1SfUfzbCf/GWUPOIjuY7XWIpgex5OIqmVOILzOTnAsu8DoUYxJqS/kWFm1axOJPF7Ozaie5wVwuO/wypg+fzshcG9rIdAxLLkD9jh2UL32RvJkz8aWnex2OMe1WVV/F0s+XsmjTIv6181/4xMfk/pO54/g7mDJgCkl+uybFdCxLLkDJ409ANGqjH5tuTVVZvXM1CzctZOnnS6kOVzM4azA3j7uZ84aeR9+0vl6HaHqRXp9cojU1lD75JBlTp5I8YIDX4Riz374Ofc0zm59h0aZFbCnfQlogjXOGnMP04dMZ03eMXZNiPNHrk0v5kiVESkvJmznT61CMiVtdpI7XvnyNhZsW8tZXbxHVKOP7jee6o6/j9EGnk5aU5nWIppfr1clFVSkunENw5EjSTjje63CMadMnxZ+wcNNCnt38LKW1pfRL68d3Rn+H6cOmMzDLrkkxXUevTi5V775H7SefcPCv77ZTB6bLKqsta7xPykfFH5HkS+K0Qacxffh0JhRMwO+zkbtN19Ork0vJnEL82dlkn3ee16EY00QkGuGd7e+wcNNCln2xjPpoPUfkHcEdJ9zBOUPOsWtSTJfXa5NL3dZtVLyyjD7XXosvxe7jbbwR1SjV4Wqq6qsI1YdY9dF8nt2ylE2RECX1FeQEc7j0sEuZPnw6h+Ud5nW4xsSt1yaXkrlzQYTcKy73OhTTTagqddE6QvUhquqrqApXOc/1VYTCocYEURWuoqq2nKqaEqpqywjVllNVH3Ie4WqqIrWEonVUReupJtrSjvABPwyn8a20YSTvLoaaxZDe130cBOn5znRyOtgpXdMF9crkEg2FKJ0/n8xvnEFSQYHX4ZgOEo6GmySAhumGBBCqDzWpNTTMc8qFqKqrpKqu0kkc4WqqwrVEWkoGLfCpkh5VUjVKelRJc58PjkZJUyVN/KT5gqT7g6QFUklLSufd2iJe9NehIogqvvoqkrevg9AuqC1reUeBVDfh5ENGTNJpfOTvSUhpfcDfKz/yxgO98j+tbPFiohUV1v24C1FV54s+3HIiaJgXW2toSA4N8xpqDw3zaiO1ce8/FSFVcRJBNEJ6JEx2NEqBKunRKGlRJV2d57SGBBFIJT0pnbSkDNKCWaQFs0lPySUtNY9gah6SmgupOZCSDSkN0zmQkgUtXCE/cv1jvP7eb6lHSVIYP/kOOOoKZ2G41kkyoSL3eac7XbRnfsV22L7OmY7Wt/JG8/ZOPK0lpWCW1YrMAet1yUWjUYoL55AyahSpY8d6HU63VR+p590d77Ji+wpG5o5kUNagpokg5su+tdNHjbUGd56ice07gI80XxLpEiBNfKQrpEaVXDcppIXrSQ/XkFpf01hrSIu6SUL3JId0/KQFs0gNZuFv8uWfvWe6MTnkNF0ezIIED3B6zFFX8H/Ays1LGT/0TI5pSCwAgSBk93cebVGFmrKYZNTSYxfs/NCZri5peTv+YLPazz4SUlo+BJITchxMz9Drkkvorbep27yZgnvv6RXdjxvaCZp8yTd/bphuYXl1vVMLCMWUrQ5XEdZw3DGkBdJID6SQ5ksmzZdEmgTIx0c6AdJ8GaQF0kiTMOnhOtLqa0mrrya9rorUmkrSwzV71RqafIUlpcV8+eftSQZtJYfUHGfdLvY/cMxRVzRNKgdCxHl/qTmQP7zt8pH6ZomolaRU9DFU7oTWaoQp2Xu3CTVPTg1JKSWnyx17k1hdKrmIyFnA/YAfeEhV7030PooLZ+PPzyfrnHMSvel2U1VqI7Vxf/lX1oUorwtRWRciVFfVmACqw1XURKqpdR9RInHH4NNkfNEkfBrAF03CH/Hji/rxR/0kRYNkRlPpE+1LfcrXfJVW0dg+cGx5CsdWZJIXraEPtfSNVtFPQ/TVECmy7/1Xkk7Il07Il0G1L5Mq/8HU+DMIJWVSnJpFXVIWdYFM6pOyCCdnEw5mEU3OJpqSjT8pSJLfR5LfR3LAR7I7neQXkgI+gn4fSYE985LxkRz2kVTlI8lf55QPCMl+H36f9IofHHvxJ0FWgfNoiyrUVTrJprKo9YS0awNseROqiqGlGqkv0EKtqPkjZlmS9ejsbrpMchERP/An4AxgK/CeiCxW1Q8TtY+6zz8n9Ppy8q+/Hl9y+6rwqkpNpMY5vVNf3fjlX15bSWlNiPLaSipqQ5TXVVJZ65wGCrmJoaa+kppwFbWRKmqj1dRFa6jXWuqpi/vUEApJUR/J6iM5KgSjQlAhJQrZUUhVdX/xK2lRyIhGyFDnkRUNk6VhsrWerGi48bRRittLKR5rapP5bupB1ANJqlxftZ0jkmupS8qiNtCP2kAGlf5MivxZVPkyqPJlEPJlUCEZVEo65ZpOhWRQpqnURYT6SJS6SJT6sDrP7qOuOkp9Zcy8sFsuUgwUH+Bfr2UiOEmqITk1T1gBaVyeHJOw9k5sTtlg47Sb/PwSs15DQhSS/f7GZPjpzkrWbytnzMBsRh2SjQj4BEDcaUFwn9086PM582KXi7s8tmyL82hY1nRdn1u+xYMUzHQeeUPbPqiRMFQX70k6lS2cngsVwe5Pnef6qpa3E8xqpTbUQntRam7jKcuP33uZkg+XkXvkVA4/7vT9/I8w7dFlkgtwPLBJVTcDiMgTwAVAQpJLNBJhxU++S57AC6Vvk/lGFpV1FYRqy90E4fzir45UUxOpoSZaS120lhqtxfnaD1NL2HmWKHUSReP8ketTJTWmYThNo/SNapPz/2nRaLMyTZeluckiNRolXZ1EEJFkor5kov4kor4g6k9G/cnOufJAMpIcRJJSkEAQf1IQX1IK/qQgEgg2lmn6HAR/svO8V5mYZf5kMj54jz+9cTOrU5M4pjpM5hmzyejED6+qUh/RPUmoMelo09fhmHnu/MZ1IronWYVj5sWUa9xm4/adZaHaMPURbVYu2jivYV8H7O3EHav2aEhGjQkHZ0bDdEMSakhuDQms9SSXh0/6AIfvKdewPCikBGvIo4zcaBm5lJGrZeRoGblaSk5lGTkVpeRE15MdLSVLy/G30Hsvgo8KXzZVBBkR+RpBqdv8IB/zhCWYTtSVkkt/4MuY11uBExK18Zf+eicD398KwOgn/8XdvrVsHLB3dvC7X+INv+YbEkFqVElRSFEhqD6C6iNFfQTxk0KAFJJI8SURlGRSfEFS/EHS/KmkBlJJCQTxJaW6X+4p+JODBJJTCCSlkBxMIZDsJICmX+DNvtibz/MnEfDwFM7wKcP4ODWfoz9cRrYHvwpFxPnVH+i6dw1VVSJRbZJw6mMetTGJrz4cZcHqrTy1ahuK8+U97ehD+MaofqhCVNXdpjPd+AwQM61Npp1yqkpUaToPd5473aRczHIa123YpzNNkziabkPZs6xpHHtii7oLm5eNahboQYRV2anwdWycMe/LiS1CeqSczEgpWZESMiKlZEVKyYo6z8Nr3seHIgIBjVDy4TKw5NJpulJyiYuIXAdcBzBo0KC41ytZ8yYDAB8QiMC5m5PJHz+TjGAmmcFMMtOyyUrNJiMlk5TUNJKDKUggZc+XvS9gDZDNHH7c6fZh3QcRIeAXAn5ITW57/K9gkp8l67ZTH46SFPBx9YmDGXdobidE2jN9/N7L1Cy5nCQNU0+A3COneh1Sr9KVkss2IHZY1wHuvCZU9UHgQYDx48fH2UABuRNOo/6txwlEIOyHAZOmc+aZN7c3ZmMSZtyhucz9zgTe2bybCUP7WGJpp8OPO52PedzaXDwiqnF/P3coEQkAG4DTcJLKe8AVqvpBa+uMHz9eV65cGfc+lj58NyUrlpF7wlTO/PZd7Q3ZGNNDicgqVR3vdRzdWZdJLgAicg7we5yuyA+r6m/2VX5/k4sxxsTDkkv7daXTYqjqc8BzXsdhjDGmfbpuVxtjjDHdVpc6Lba/RKQI2LKfq+UDuzognN7Kjmfi2TFNrAM5noeqat+OCKa36NbJ5UCIyEo7l5o4djwTz45pYtnx9IadFjPGGJNwllyMMcYkXG9MLg96HUAPY8cz8eyYJpYdTw/0ujYXY4wxHa831lyMMcZ0MEsuxhhjEq7HJBcRGSIiK0Rkk4g8KSIt3g1MRG53y3wiIme68waKyKsi8qGIfCAiN8WU/6WIbBORNe6j693C0hgDgDj+4H7G14nIsa2UGyci77vl/iDundHc746Gz/rnIrLGnT9YRKpjlj3QiW+re3LutdA9H0AykO5OzwMuc6cfAP5fC+WPBNYCQWAI8CnOOGYFwLFumUycATSPdF//Evix1+81jmMxGKgG1rivzwI+ATYBt7WyThB40i2zAhjszj8DWAW87z5PjVnnNXe7a9zHQS1sV4A/uNtd13BsWyg3zt3HJrd8QxvgL3EGL23Yxznu/NHA37vpMW3clvt4oJX1h7jrbXK3k9xKudvdMp8AZ7rzDovZ/hqgHPhRVzqmcRzz3Haufw7wvPs/OAFY0Uq5d93l4pY/u4Uy/wXcFfP3W+/18elOD88DOKCg4Qj3D/8ZMNb9B9kFBNzlE4GlLax3O3B7zOulwMQWyj0NnOFO/5Luk1zWu9N+nMQ5FCcBr8VNls3W+UHDlxxwGfCkOz0WOMSdPgrYFrPOa8D4NmJp1wd8X8cceBkY1A2PaVxfTrTjR1KzMn5gB86V5l3mmMbx/j8F5gJTcX9s7Of6fwUuj3n9CVDQrEwB8HHM68uBvzYrIzg3LxyxP38/e+x5dJvTYiKSLiLXiMgbwP/h3P74aFVdDfQBSlU17BbfinNny+Zauttlk3IiMhjny3VFzOwb3Cr2wyLSHW6y0XjLaFWtAxpuGd3cBcCj7vR84DQREVVdrapfufM/AFJFJLgf+78AmK2Od4AcESmILeC+zlLVd9T59M4Gpsex7WdwvrQ7W7uOaTw7cMtNddfD3c70VvbxhKrWqupnODWY45uVOQ34VFXjGR7Jq2PakpHA48ANwIcicoeIHNKwUET+J+bUVOzjNrdIm59x9/XWNspMBr5W1Y0x84aIyGoReV1EJh/4W+wduk1yAbYD1wLfUdWTVPVvqlqRyB2ISAbwFM6phHJ39l+AYcAxbgz/lch9dpB4PmBNyrmJuQwnUce6CPiXqtbGzHvE/UDf2coXZyI+4K0l9JU4H/zOlohj2taXU8J+JOEki8ebzetqx3QvqhpR1SWqeiEwBaem+IWIHO8uv1lVj2nhcW+CQ7mcpsdvO07tbixwC/CYiGQleJ89SndKLhfjnDNeICJ3icihMct24/w6briFQIt3sWQfd7sUkSScxDJXVRc0FFDVr91/+ChOjan5L8QeS0RGAf8BfC9m9pWqOhrny2gyMLMDdr2vhL4TOKSFdbq6TvtycjuznA/8I2Z2tzmmIpItIt8DFgMjgG/jtN3FU3OJ546229z5LZZxv0cuxGnzAsCtJe52p1fhnL4b2f5323N1m+Siqi+q6qU4X2hlwNMi8rKIDHZPq7yKk4AArsZpN2luMXCZiARFZAjOP+677q/vvwEfqep/x67Q7HTODGB9Qt9Yx4jrltGx5dwPVDZOokZEBgALgVmq+mnDCqq6zX2uAB6j5WTbrg94Gwk9BadhvLO165jG+eXU7h9JrrNxaptfN8zoosd0LyIyB/gXTlvSLFU9WVVnq2oNxFVzWQzMcnuNTQDKVHV77D7c1+UiMsH97M+i6ffF6ThtMo01axHpKyJ+d3ooznfH5g45CD2F140+7XngfEAGutNDcRqIN+H8Ygu6888H7o5Z5+c4H+xP2NOAfBKgOL+O1tC0N00hTo+mdTj/uAWd9f7281gMZk/jcwDnH38IexqfR7WwzvU0bXye507nuOtc2Kx8AMh3p5Nw2ga+776eAdzjTp9L0wb9d1uJuXmDfsMxL4gpczNO+0LD64topadVFz+mfXEb3d3/1W1Anvt6NnC8O/0Pmjbo/6CFfYyiaYP+ZmIa9HHag65ptk6XOKZxHPPzcTvmHOD6AvzJ/Yy/T0znE9xef+70eJwfip8C/0tM5wHg7w3/182O0Qc43w3/As7z+lh19YfnAdgjQX/IZr1ZcHpsbXA/PD+PmX83cL47neJ+mW1yv+iHuvP/DQjRtFvrQUA6Ttfkde4H7f6YL8wf4/bEa+8HnH0kdLdcp3ywE3xMW/1ycucNcKcP+EeSOz8dpwaU3ey9dIljao/e87CxxXoIt5fbElU9yqP9zwFuVtWiDtxHEHgdOEn3NHp3mM44pm67y99U9ZsdtY829t+px9T0HpZceggRGQi8hXN+/xiPw+kQIjIC6K+qr3XS/uyYGnOALLkYY4xJuG7TW8wYY0z3YcnFGGNMwllyMQCIiLqN8g2vAyJSJCJLvIyrKxORU0TkxFaWNYymfbf7+lsiEhWRo2PKrHc7DeCOwPvPZttYIyLrY9b/32bLXxOR8e70qyJS2fDaGK9ZcjENQsBRIpLqvj6Dli/g6zAxFw926DoJdArQYnJx/Y+q3hXzeitOF+LWZLqdCBCRI/YnEFU9FWcYF2O6BEsuJtZzOBdAQrOxlcQZOPRhEXnXHR/rAnf+t0RkkYi85P76vkFEbnHLvCMieW65Y9zX60RkYcPYVu6v79+LyErg5yLymTsUDyKSFfs6Jpa/i8gDIrIC+E8RGSYiL4jIKhH5p4gc7pYbIiJvi3Pfjn8XkUp3/imxNTIR+V8R+ZY7PU6csb9WicjShhEaRORGce73s05EnnBrHN8HbnZrGPGMzbUEGCUih7WyfB5waUvH35juxpKLifUEzvA4KcDRNB0Z+ufAMlU9HjgV+J2IpLvLjsIZi+k44DdAlTpjaL2NM7QGOFeh/0xVj8a5mO8XMdtOVtXxqvornCH9GxLcZcACVa1vIdYBwImqegvwIPBDVR2HczHnn90y9wN/UWcstO0tbKMJN4n9EbjY3dbD7vsBuA0Y68b/fVX9HOcK+v9RZ/iRf7a0zWaiwH8Cd7Sy/Cmc4whwHs5oxcZ0S5ZcTCNVXYdzVfrlOLWYWN8AbhPnznyv4VyJPshd9qqqVrgXUJax50vxfWCwiGQDOar6ujv/UZwRbxs8GTP9EHCNO30N8Egr4f5DVSPijGR9IvAPN7a/4tyvA2ASe379F7b6xvc4DCdRvuRu69/YM/7ZOmCuiFwFtOdiw8eACeKMbdfcbqBERC4DPgKqYpa1ds2AXUtguiQvz1ebrmkxcB9Oe0Ls8PsCXKSqn8QWFpETgNjh+KMxr6PE9z8WaphQ1TfFuaXsKThDy7Q2UGjDOj6cYeqPaaVcS1++YZr+sEpxnwX4QFUntrDOuTgJ8Tyc03ejW9nfPqlqWET+C/hZK0WexBk651vN5u8Gmt9LKA/nJnnGdDlWczHNPQz8SlXfbzZ/KfBDdxRZRGRsvBtU1TKcX+QN7RIzcYYcac1snF/4rdVaYrddDnwmIt904xIRGeMufpM9N8G6Mma1LcCR4oyOnYNzYy1wxunqKyIT3W0licgoEfHhDJD6Kk5SyAYygAqc22Lvr7/jjLzbt4VlC3FOnS1tNv89YJKIHOzGNh5n4MovMaYLsuRimlDVrar6hxYW/RpnJOR1IvKB+3p/XI3TTrMO554id++j7FycX+nxNmhfCVwrImtxBodsuEPkTcD1IvI+MTfTUtUvcRrP17vPq935dTi3bfgPd1trcE65+YE57nZWA39Q1VKc038z9qNBv2H/dcAfcAYDbb6sQlX/wy0TO/9r9/08556y+z3O7Xyj8e7XmM5kw7+YLkdELgYuUNWE3ohMRCpVNSOR29zHvn4JVKrqfZ2xP3efrwE/VlXrkmw8Z20upksRkT/i3OzqHK9jaadK4DoRyWp2rUuHEJFXcYbrb6lnnTGdzmouxhhjEs7aXIwxxiScJRdjjDEJZ8nFGGNMwllyMcYYk3CWXIwxxiTc/wdeYYtlCuIeMwAAAABJRU5ErkJggg==\n", 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" + "
" ] }, "metadata": { @@ -411,11 +1054,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.010811\n", + "1 4 >=1 0.218224\n", + "2 4 [0.2,0.4) 0.246379\n", + "3 4 [0.4,0.6) 0.234563\n", + "4 4 [0.6,0.8) 0.229167\n", + "5 4 [0.8,1) 0.222852\n", + "6 5 <0.2 0.000000\n", + "7 5 >=1 0.029258\n", + "8 5 [0.2,0.4) 0.015034\n", + "9 5 [0.4,0.6) 0.015458\n", + "10 5 [0.6,0.8) 0.017386\n", + "11 5 [0.8,1) 0.027765\n", + "12 6 <0.2 0.765766\n", + "13 6 >=1 0.055720\n", + "14 6 [0.2,0.4) 0.021260\n", + "15 6 [0.4,0.6) 0.027401\n", + "16 6 [0.6,0.8) 0.035859\n", + "17 6 [0.8,1) 0.045272\n", + "18 7 <0.2 0.223423\n", + "19 7 >=1 0.696798\n", + "20 7 [0.2,0.4) 0.717326\n", + "21 7 [0.4,0.6) 0.722577\n", + "22 7 [0.6,0.8) 0.717588\n", + "23 7 [0.8,1) 0.704111\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -423,11 +1097,42 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.010811\n", + "1 4 >=1 0.176043\n", + "2 4 [0.2,0.4) 0.220347\n", + "3 4 [0.4,0.6) 0.207082\n", + "4 4 [0.6,0.8) 0.198083\n", + "5 4 [0.8,1) 0.186599\n", + "6 5 <0.2 0.000000\n", + "7 5 >=1 0.033139\n", + "8 5 [0.2,0.4) 0.022097\n", + "9 5 [0.4,0.6) 0.025125\n", + "10 5 [0.6,0.8) 0.026569\n", + "11 5 [0.8,1) 0.031773\n", + "12 6 <0.2 0.765766\n", + "13 6 >=1 0.225855\n", + "14 6 [0.2,0.4) 0.083061\n", + "15 6 [0.4,0.6) 0.118644\n", + "16 6 [0.6,0.8) 0.155590\n", + "17 6 [0.8,1) 0.190720\n", + "18 7 <0.2 0.223423\n", + "19 7 >=1 0.564963\n", + "20 7 [0.2,0.4) 0.674495\n", + "21 7 [0.4,0.6) 0.649149\n", + "22 7 [0.6,0.8) 0.619759\n", + "23 7 [0.8,1) 0.590908\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -435,11 +1140,34 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.096662\n", + "2 4 [0.025,0.05) 0.067471\n", + "3 4 [0.05,0.075) 0.023231\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.020373\n", + "6 5 [0.025,0.05) 0.010190\n", + "7 5 [0.05,0.075) 0.012379\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.054822\n", + "10 6 [0.025,0.05) 0.066611\n", + "11 6 [0.05,0.075) 0.043860\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.828143\n", + "14 7 [0.025,0.05) 0.855727\n", + "15 7 [0.05,0.075) 0.920530\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -447,11 +1175,502 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.058221\n", + "2 4 [0.025,0.05) 0.066502\n", + "3 4 [0.05,0.075) 0.016463\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.003014\n", + "6 5 [0.025,0.05) 0.010755\n", + "7 5 [0.05,0.075) 0.007057\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.069035\n", + "10 6 [0.025,0.05) 0.057736\n", + "11 6 [0.05,0.075) 0.279824\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.869730\n", + "14 7 [0.025,0.05) 0.865007\n", + "15 7 [0.05,0.075) 0.696656\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.398895\n", + "1 4 >=1 0.154125\n", + "2 4 [0.2,0.4) 0.149082\n", + "3 4 [0.4,0.6) 0.148567\n", + "4 4 [0.6,0.8) 0.151059\n", + "5 4 [0.8,1) 0.151352\n", + "6 5 <0.2 0.014917\n", + "7 5 >=1 0.055493\n", + "8 5 [0.2,0.4) 0.054390\n", + "9 5 [0.4,0.6) 0.054167\n", + "10 5 [0.6,0.8) 0.054299\n", + "11 5 [0.8,1) 0.054222\n", + "12 6 <0.2 0.477348\n", + "13 6 >=1 0.160638\n", + "14 6 [0.2,0.4) 0.147097\n", + "15 6 [0.4,0.6) 0.154194\n", + "16 6 [0.6,0.8) 0.157030\n", + "17 6 [0.8,1) 0.159054\n", + "18 7 <0.2 0.108840\n", + "19 7 >=1 0.629744\n", + "20 7 [0.2,0.4) 0.649432\n", + "21 7 [0.4,0.6) 0.643072\n", + "22 7 [0.6,0.8) 0.637612\n", + "23 7 [0.8,1) 0.635371\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.398895\n", + "1 4 >=1 0.153082\n", + "2 4 [0.2,0.4) 0.153537\n", + "3 4 [0.4,0.6) 0.153362\n", + "4 4 [0.6,0.8) 0.153449\n", + "5 4 [0.8,1) 0.154420\n", + "6 5 <0.2 0.014917\n", + "7 5 >=1 0.053978\n", + "8 5 [0.2,0.4) 0.056889\n", + "9 5 [0.4,0.6) 0.054492\n", + "10 5 [0.6,0.8) 0.053878\n", + "11 5 [0.8,1) 0.054132\n", + "12 6 <0.2 0.477348\n", + "13 6 >=1 0.160185\n", + "14 6 [0.2,0.4) 0.146569\n", + "15 6 [0.4,0.6) 0.156027\n", + "16 6 [0.6,0.8) 0.159494\n", + "17 6 [0.8,1) 0.160445\n", + "18 7 <0.2 0.108840\n", + "19 7 >=1 0.632756\n", + "20 7 [0.2,0.4) 0.643006\n", + "21 7 [0.4,0.6) 0.636120\n", + "22 7 [0.6,0.8) 0.633179\n", + "23 7 [0.8,1) 0.631003\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.027186\n", + "2 4 [0.025,0.05) 0.035338\n", + "3 4 [0.05,0.075) 0.026020\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.004862\n", + "6 5 [0.025,0.05) 0.015667\n", + "7 5 [0.05,0.075) 0.005701\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.229969\n", + "10 6 [0.025,0.05) 0.252464\n", + "11 6 [0.05,0.075) 0.091298\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.737982\n", + "14 7 [0.025,0.05) 0.696531\n", + "15 7 [0.05,0.075) 0.876981\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.015596\n", + "2 4 [0.025,0.05) 0.036546\n", + "3 4 [0.05,0.075) 0.003716\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.153019\n", + "6 5 [0.025,0.05) 0.014370\n", + "7 5 [0.05,0.075) 0.022820\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.397037\n", + "10 6 [0.025,0.05) 0.225826\n", + "11 6 [0.05,0.075) 0.807378\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.434348\n", + "14 7 [0.025,0.05) 0.723258\n", + "15 7 [0.05,0.075) 0.166087\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.013170\n", + "2 4 [0.025,0.05) 0.007207\n", + "3 4 [0.05,0.075) 0.031299\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.020216\n", + "6 5 [0.025,0.05) 0.003397\n", + "7 5 [0.05,0.075) 0.002583\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.066252\n", + "10 6 [0.025,0.05) 0.054421\n", + "11 6 [0.05,0.075) 0.060496\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.900363\n", + "14 7 [0.025,0.05) 0.934976\n", + "15 7 [0.05,0.075) 0.905622\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.050038\n", + "2 4 [0.025,0.05) 0.008177\n", + "3 4 [0.05,0.075) 0.007631\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.002225\n", + "6 5 [0.025,0.05) 0.003356\n", + "7 5 [0.05,0.075) 0.019604\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.049023\n", + "10 6 [0.025,0.05) 0.045368\n", + "11 6 [0.05,0.075) 0.395468\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.898714\n", + "14 7 [0.025,0.05) 0.943099\n", + "15 7 [0.05,0.075) 0.577298\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.025 0.000000\n", + "1 4 >=0.075 0.041204\n", + "2 4 [0.025,0.05) 0.044606\n", + "3 4 [0.05,0.075) 0.020170\n", + "4 5 <0.025 0.000000\n", + "5 5 >=0.075 0.028885\n", + "6 5 [0.025,0.05) 0.014656\n", + "7 5 [0.05,0.075) 0.019447\n", + "8 6 <0.025 0.000000\n", + "9 6 >=0.075 0.094778\n", + "10 6 [0.025,0.05) 0.090544\n", + "11 6 [0.05,0.075) 0.064682\n", + "12 7 <0.025 0.000000\n", + "13 7 >=0.075 0.835133\n", + "14 7 [0.025,0.05) 0.850194\n", + "15 7 [0.05,0.075) 0.895701\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.205449\n", + "1 4 >=1 0.178661\n", + "2 4 [0.2,0.4) 0.209706\n", + "3 4 [0.4,0.6) 0.193886\n", + "4 4 [0.6,0.8) 0.181216\n", + "5 4 [0.8,1) 0.177358\n", + "6 5 <0.2 0.058041\n", + "7 5 >=1 0.040337\n", + "8 5 [0.2,0.4) 0.041928\n", + "9 5 [0.4,0.6) 0.042874\n", + "10 5 [0.6,0.8) 0.041236\n", + "11 5 [0.8,1) 0.042094\n", + "12 6 <0.2 0.229553\n", + "13 6 >=1 0.326669\n", + "14 6 [0.2,0.4) 0.218105\n", + "15 6 [0.4,0.6) 0.253870\n", + "16 6 [0.6,0.8) 0.281629\n", + "17 6 [0.8,1) 0.306586\n", + "18 7 <0.2 0.506957\n", + "19 7 >=1 0.454333\n", + "20 7 [0.2,0.4) 0.530260\n", + "21 7 [0.4,0.6) 0.509371\n", + "22 7 [0.6,0.8) 0.495919\n", + "23 7 [0.8,1) 0.473963\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.205449\n", + "1 4 >=1 0.154111\n", + "2 4 [0.2,0.4) 0.189300\n", + "3 4 [0.4,0.6) 0.186162\n", + "4 4 [0.6,0.8) 0.167983\n", + "5 4 [0.8,1) 0.152814\n", + "6 5 <0.2 0.058041\n", + "7 5 >=1 0.036631\n", + "8 5 [0.2,0.4) 0.044335\n", + "9 5 [0.4,0.6) 0.045441\n", + "10 5 [0.6,0.8) 0.042147\n", + "11 5 [0.8,1) 0.038709\n", + "12 6 <0.2 0.229553\n", + "13 6 >=1 0.429169\n", + "14 6 [0.2,0.4) 0.216042\n", + "15 6 [0.4,0.6) 0.256060\n", + "16 6 [0.6,0.8) 0.322455\n", + "17 6 [0.8,1) 0.410903\n", + "18 7 <0.2 0.506957\n", + "19 7 >=1 0.380089\n", + "20 7 [0.2,0.4) 0.550323\n", + "21 7 [0.4,0.6) 0.512336\n", + "22 7 [0.6,0.8) 0.467415\n", + "23 7 [0.8,1) 0.397574\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.056609\n", + "1 4 >=1 0.093087\n", + "2 4 [0.2,0.4) 0.014654\n", + "3 4 [0.4,0.6) 0.004608\n", + "4 4 [0.6,0.8) 0.007539\n", + "5 4 [0.8,1) 0.049984\n", + "6 5 <0.2 0.020233\n", + "7 5 >=1 0.486467\n", + "8 5 [0.2,0.4) 0.007748\n", + "9 5 [0.4,0.6) 0.006336\n", + "10 5 [0.6,0.8) 0.038662\n", + "11 5 [0.8,1) 0.225406\n", + "12 6 <0.2 0.097079\n", + "13 6 >=1 0.238661\n", + "14 6 [0.2,0.4) 0.049886\n", + "15 6 [0.4,0.6) 0.070199\n", + "16 6 [0.6,0.8) 0.172138\n", + "17 6 [0.8,1) 0.150907\n", + "18 7 <0.2 0.826078\n", + "19 7 >=1 0.181785\n", + "20 7 [0.2,0.4) 0.927712\n", + "21 7 [0.4,0.6) 0.918856\n", + "22 7 [0.6,0.8) 0.781661\n", + "23 7 [0.8,1) 0.573703\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " term interval count\n", + "0 4 <0.2 0.056603\n", + "1 4 >=1 0.000000\n", + "2 4 [0.2,0.4) 0.006078\n", + "3 4 [0.4,0.6) 0.005267\n", + "4 4 [0.6,0.8) 0.014433\n", + "5 4 [0.8,1) 0.076923\n", + "6 5 <0.2 0.020233\n", + "7 5 >=1 0.000000\n", + "8 5 [0.2,0.4) 0.004193\n", + "9 5 [0.4,0.6) 0.007262\n", + "10 5 [0.6,0.8) 0.007560\n", + "11 5 [0.8,1) 0.153846\n", + "12 6 <0.2 0.097083\n", + "13 6 >=1 0.000000\n", + "14 6 [0.2,0.4) 0.012774\n", + "15 6 [0.4,0.6) 0.030206\n", + "16 6 [0.6,0.8) 0.227835\n", + "17 6 [0.8,1) 0.000000\n", + "18 7 <0.2 0.826081\n", + "19 7 >=1 0.000000\n", + "20 7 [0.2,0.4) 0.976956\n", + "21 7 [0.4,0.6) 0.957265\n", + "22 7 [0.6,0.8) 0.750172\n", + "23 7 [0.8,1) 0.769231\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] }, "metadata": { @@ -461,16 +1680,183 @@ } ], "source": [ + "ab_bins = [(0, 0.025),\n", + " (0.025, 0.05),\n", + " (0.05, 0.075),\n", + " (0.075, USICOST)]\n", + "cd_bins = [(0, 0.2),\n", + " (0.2, 0.4),\n", + " (0.4, 0.6),\n", + " (0.6, 0.8),\n", + " (0.8, 1),\n", + " (1, USICOST)]\n", + "docd = \"abef\"\n", + "doef = \"abcd\"\n", + "\n", "for cluster in \"abcdefgh\":\n", - " prepare_plot(cluster, \"rcpu\")\n", - " prepare_plot(cluster, \"rram\")\n", - "prepare_plot(\"a\", \"rscpu\")\n", - "prepare_plot(\"a\", \"rsram\")\n", - "for cluster in \"abcd\":\n", - " prepare_plot(cluster, \"ucpu\")\n", - " prepare_plot(cluster, \"uram\")" + " prepare_plot(cluster, \"rcpu\", ab_bins)\n", + " prepare_plot(cluster, \"rram\", ab_bins)\n", + " if cluster in docd:\n", + " prepare_plot(cluster, \"rscpu\", cd_bins)\n", + " prepare_plot(cluster, \"rsram\", cd_bins)\n", + " if cluster in doef:\n", + " prepare_plot(cluster, \"ucpu\", cd_bins)\n", + " prepare_plot(cluster, \"uram\", cd_bins)\n", + " \n", + "cluster = \"all\"\n", + "prepare_plot(cluster, \"rcpu\", ab_bins)\n", + "prepare_plot(cluster, \"rram\", ab_bins)\n", + "prepare_plot(cluster, \"rscpu\", cd_bins)\n", + "prepare_plot(cluster, \"rsram\", cd_bins)\n", + "prepare_plot(cluster, \"ucpu\", cd_bins)\n", + "prepare_plot(cluster, \"uram\", cd_bins)" ] }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "def malusa(l, r):\n", + " return [a for a in itertools.chain(*[[b for x in range(r)] for b in l])]\n", + "\n", + "def cdbhitcriasfm(measure, bins, data):\n", + " dfa11 = {'term': [x for x in range(4,8)] * len(bins),\n", + " 'measure': [measure] * (len(bins) * 4),\n", + " 'interval': malusa([e[0] for e in bins], 4),\n", + " 'count': data}\n", + " dfa11 = pd.DataFrame(data=dfa11, columns=dfa11.keys())\n", + " prepare_plot(\"2011\", measure, bins, dfa11)\n", + "\n", + "\n", + "cdbhitcriasfm(\"rcpu\", ab_bins, \n", + " [8, 32, 45, 16,\n", + " 10, 7, 55, 26,\n", + " 11, 12, 46, 27,\n", + " 5, 16, 45, 30])\n", + "cdbhitcriasfm(\"rram\", ab_bins, \n", + " [11, 34, 40, 19,\n", + " 10, 7, 68, 20,\n", + " 18, 12, 36, 34,\n", + " 5, 40, 28, 32])\n", + "cdbhitcriasfm(\"rscpu\", cd_bins, \n", + " [12, 10, 48, 30,\n", + " 16, 12, 45, 28,\n", + " 18, 15, 42, 28,\n", + " 17.5, 17, 45, 21,\n", + " 11, 24, 47, 20, \n", + " 8, 25, 48, 19])\n", + "cdbhitcriasfm(\"rsram\", cd_bins, \n", + " [12, 15, 54, 19,\n", + " 7, 31, 47, 18,\n", + " 6, 34, 44, 17,\n", + " 7, 32, 45, 18,\n", + " 9, 26, 47, 20,\n", + " 10, 24, 49, 22])\n", + "cdbhitcriasfm(\"ucpu\", cd_bins, \n", + " [9, 28, 47, 16,\n", + " 8, 27, 48, 18,\n", + " 9, 24, 49, 20,\n", + " 10, 16, 50, 21, \n", + " 9, 15, 43, 26,\n", + " 12, 7, 27, 53])\n", + "cdbhitcriasfm(\"uram\", cd_bins, \n", + " [9,35,42,14,\n", + " 8,30,46,17,\n", + " 9,24,50,20, \n", + " 8,17,54,23,\n", + " 9,11,54,27,\n", + " 0,0,0,0])\n", + "\n", + "#prepare_plot(cluster, \"rram\", ab_bins)\n", + "#prepare_plot(cluster, \"rscpu\", cd_bins)\n", + "#prepare_plot(cluster, \"rsram\", cd_bins)\n", + "#prepare_plot(cluster, \"ucpu\", cd_bins)\n", + "#prepare_plot(cluster, \"uram\", cd_bins)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/report/Claudio_Maggioni_report.pdf b/report/Claudio_Maggioni_report.pdf index 11fdbbb4..959ac14f 100644 Binary files a/report/Claudio_Maggioni_report.pdf and b/report/Claudio_Maggioni_report.pdf differ diff --git a/report/Claudio_Maggioni_report.tex b/report/Claudio_Maggioni_report.tex index 60bafbea..becac66d 100644 --- a/report/Claudio_Maggioni_report.tex +++ b/report/Claudio_Maggioni_report.tex @@ -730,7 +730,8 @@ Refer to figures \ref{fig:figureVII-a}, \ref{fig:figureVII-b}, and \subsection{Event Rates vs. Requested Resources, Resource Reservation, and Resource Utilization} -\textbf{Figure 8 tbd} +\subsection{Figure 8 tbd} +\input{figures/figure_8} \subsection{Job Rates vs. Job Size, Job Execution Time, and Machine Locality} \input{figures/figure_9} diff --git a/report/figures/figure_8.tex b/report/figures/figure_8.tex new file mode 100644 index 00000000..cc199fff --- /dev/null +++ b/report/figures/figure_8.tex @@ -0,0 +1,128 @@ +\newcommand{\figureVIII}[2][0.32\textwidth]{ + \begin{subfigure}{#1} + \vspace{0.5cm} + \begin{minipage}[c]{\textwidth}% + \resizebox{\textwidth}{!}{\input{figures/figure_8/#2.pgf}} + \end{minipage} + \end{subfigure}} + +%%% A + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{rcpu-2011} +\figureVIII[0.49\textwidth]{rcpu-all} + \caption{Task event rates vs.\ requested CPU (expressed in \textit{Normalized compute units}), + w.r.t.\ task termination for 2011 and 2019 (all cluster aggregated) traces.}\label{fig:figureVIII-a} +\end{figure} + +\begin{figure}[p] +\figureVIII{rcpu-a} +\figureVIII{rcpu-b} +\figureVIII{rcpu-c} +\figureVIII{rcpu-d} +\figureVIII{rcpu-e} +\figureVIII{rcpu-f} +\figureVIII{rcpu-g} +\figureVIII{rcpu-h} + \caption{Task event rates vs.\ requested CPU (expressed in \textit{Normalized compute units}), + w.r.t.\ task termination for each cluster in the 2019 traces.}\label{fig:figureVIII-a-csts} +\end{figure} + +%%% B + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{rram-2011} +\figureVIII[0.49\textwidth]{rram-all} + \caption{Task event rates vs.\ requested memory (expressed in \textit{Normalized memory units}), + w.r.t.\ task termination for 2011 and 2019 (all cluster aggregated) traces.}\label{fig:figureVIII-b} +\end{figure} + +\begin{figure}[p] +\figureVIII{rram-a} +\figureVIII{rram-b} +\figureVIII{rram-c} +\figureVIII{rram-d} +\figureVIII{rram-e} +\figureVIII{rram-f} +\figureVIII{rram-g} +\figureVIII{rram-h} + \caption{Task event rates vs.\ requested memory (expressed in \textit{Normalized memory units}), + w.r.t.\ task termination for each cluster in the 2019 traces.}\label{fig:figureVIII-b-csts} +\end{figure} + +%%% C + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{rscpu-2011} +\figureVIII[0.49\textwidth]{rscpu-all} + \caption{Task event rates vs.\ reserved CPU (expressed in \textit{Normalized compute units}), + w.r.t.\ task termination for 2011 and 2019 (clusters A,B,E,F aggregated) traces.}\label{fig:figureVIII-c} +\end{figure} + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{rscpu-a} +\figureVIII[0.49\textwidth]{rscpu-b} +\figureVIII[0.49\textwidth]{rscpu-e} +\hfill +\figureVIII[0.49\textwidth]{rscpu-f} + \caption{Task event rates vs.\ reserved CPU (expressed in \textit{Normalized compute units}), + w.r.t.\ task termination for clusters A,B,E,F in the 2019 traces.}\label{fig:figureVIII-c-csts} +\end{figure} + +%%% D + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{rsram-2011} +\figureVIII[0.49\textwidth]{rsram-all} + \caption{Task event rates vs.\ reserved memory (expressed in \textit{Normalized memory units}), + w.r.t.\ task termination for 2011 and 2019 (clusters A,B,E,F aggregated) traces.}\label{fig:figureVIII-d} +\end{figure} + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{rsram-a} +\figureVIII[0.49\textwidth]{rsram-b} +\figureVIII[0.49\textwidth]{rsram-e} +\hfill +\figureVIII[0.49\textwidth]{rsram-f} + \caption{Task event rates vs.\ reserved memory (expressed in \textit{Normalized memory units}), + w.r.t.\ task termination for clusters A,B,E,F in the 2019 traces.}\label{fig:figureVIII-d-csts} +\end{figure} + +%%% E + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{ucpu-2011} +\figureVIII[0.49\textwidth]{ucpu-all} + \caption{Task event rates vs.\ used CPU (expressed in \textit{Normalized compute units}), + w.r.t.\ task termination for 2011 and 2019 (clusters A-D aggregated) traces.}\label{fig:figureVIII-e} +\end{figure} + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{ucpu-a} +\figureVIII[0.49\textwidth]{ucpu-b} +\figureVIII[0.49\textwidth]{ucpu-c} +\hfill +\figureVIII[0.49\textwidth]{ucpu-d} + \caption{Task event rates vs.\ used CPU (expressed in \textit{Normalized memory units}), + w.r.t.\ task termination for clusters A-D in the 2019 traces.}\label{fig:figureVIII-e-csts} +\end{figure} + +%%% F + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{uram-2011} +\figureVIII[0.49\textwidth]{uram-all} + \caption{Task event rates vs.\ used memory (expressed in \textit{Normalized memory units}), + w.r.t.\ task termination for 2011 and 2019 (clusters A-D aggregated) traces.}\label{fig:figureVIII-f} +\end{figure} + +\begin{figure}[p] +\figureVIII[0.49\textwidth]{uram-a} +\figureVIII[0.49\textwidth]{uram-b} +\figureVIII[0.49\textwidth]{uram-c} +\hfill +\figureVIII[0.49\textwidth]{uram-d} + \caption{Task event rates vs.\ used memory (expressed in \textit{Normalized memory units}), + w.r.t.\ task termination for clusters A-D in the 2019 traces.}\label{fig:figureVIII-f-csts} +\end{figure} + diff --git a/report/figures/figure_8/rcpu-2011.pgf b/report/figures/figure_8/rcpu-2011.pgf new file mode 100644 index 00000000..f1e68101 --- /dev/null +++ b/report/figures/figure_8/rcpu-2011.pgf @@ -0,0 +1,797 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.878724in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.885041in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.706420in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.734159in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.664540in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.724468in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.788699in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.681091in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.637161in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.741821in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.635561in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.691812in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.760269in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.690917in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.690571in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.649523in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.638329in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.689633in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.799305in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.673263in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.882470in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.707755in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.681209in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.684531in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{3.270874in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{3.187242in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{3.172259in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% 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file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfsys@transformshift{4.351150in}{1.692430in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.702866in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{2.452178in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{1.632735in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.366823in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.127576in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{1.149752in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{1.575754in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.475359in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% 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+\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% 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+\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.107223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.951977in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.951977in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfsys@transformshift{3.176908in}{0.757053in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.946997in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.756649in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.623898in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.668582in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\pgfsys@transformshift{4.351150in}{0.668582in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{1.046706in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{2.480342in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.650633in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{2.592391in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{1.416063in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{3.011145in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% 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+\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% 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+\pgftext[x=5.041175in,y=3.311080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.155834in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.786791in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.613831in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.640187in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.741303in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.614311in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.610909in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.768567in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.612695in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.617390in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.650479in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.622089in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.615710in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.796543in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.653978in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.772949in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{3.071529in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{2.591889in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{3.084986in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.000000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{5.655037in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfpathlineto{\pgfqpoint{-0.000000in}{3.851564in}}% +\pgfpathclose% +\pgfusepath{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.000000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathclose% +\pgfusepath{fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.711197in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.617662in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.651510in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{2.002665in}{0.630372in}}% +\pgfpathlineto{\pgfqpoint{3.176908in}{0.628815in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.749636in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, 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+\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.891981in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.945577in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.021986in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.089005in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.277441in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.319339in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.974622in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.876457in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.768826in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.882772in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.919876in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.974622in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.974622in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.876457in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.768826in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.882772in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.919876in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.974622in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.461792in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.396913in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.381576in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.202400in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.165714in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.148396in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.461792in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.396913in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.381576in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.202400in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.165714in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.148396in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.359691in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.311080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.155834in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.107223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.951977in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.951977in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.595708in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.055409in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.061279in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.973125in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.920914in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.827252in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.754533in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rscpu-all.pgf b/report/figures/figure_8/rscpu-all.pgf new file mode 100644 index 00000000..2734cdd9 --- /dev/null +++ b/report/figures/figure_8/rscpu-all.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.192411in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.204540in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.159466in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.123369in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.112378in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.116091in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% 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+\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.537775in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.051424in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.117817in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.058302in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.019977in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.957422in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.901495in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rscpu-b.pgf b/report/figures/figure_8/rscpu-b.pgf new file mode 100644 index 00000000..a4bc93da --- /dev/null +++ b/report/figures/figure_8/rscpu-b.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.986527in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.659487in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.664142in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.676629in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.688685in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rscpu-e.pgf b/report/figures/figure_8/rscpu-e.pgf new file mode 100644 index 00000000..1a1248a2 --- /dev/null +++ b/report/figures/figure_8/rscpu-e.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.649907in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.651116in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.656608in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.686178in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.690433in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.788785in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.667647in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.685143in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.709240in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.736059in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.765824in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{2.788785in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.667647in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.685143in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.709240in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.736059in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.765824in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.243621in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.650779in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.665739in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.651524in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{2.613126in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{2.592291in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\pgfsys@transformshift{2.942059in}{2.651524in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{2.613126in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{2.592291in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster E}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% 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+\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rscpu-f.pgf b/report/figures/figure_8/rscpu-f.pgf new file mode 100644 index 00000000..115fecee --- /dev/null +++ b/report/figures/figure_8/rscpu-f.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.064741in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.917166in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.457343in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.439225in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.423669in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{2.417284in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{2.401252in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rsram-2011.pgf b/report/figures/figure_8/rsram-2011.pgf new file mode 100644 index 00000000..f0d5f7ab --- /dev/null +++ b/report/figures/figure_8/rsram-2011.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.948962in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.800700in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.776326in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.802599in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.858462in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.878414in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.145566in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.907130in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.848248in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.864012in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.919876in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.936635in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.936635in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.148396in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.104968in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.086619in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.109850in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.165714in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.204020in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rsram-a.pgf b/report/figures/figure_8/rsram-a.pgf new file mode 100644 index 00000000..16e9498b --- /dev/null +++ b/report/figures/figure_8/rsram-a.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.190948in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.289326in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.258108in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.145053in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.065471in}}% 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+\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.772924in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.815753in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.790393in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.757154in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.726534in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.714631in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.258076in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.016771in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.220325in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.556467in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.939929in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.980599in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.258076in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.016771in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.220325in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.556467in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.939929in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.980599in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.055409in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.155507in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.008531in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.818683in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.545423in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.504361in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{2.055409in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{2.155507in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{2.008531in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.818683in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.545423in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.504361in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.359691in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.311080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.155834in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.107223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.951977in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.951977in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rsram-all.pgf b/report/figures/figure_8/rsram-all.pgf new file mode 100644 index 00000000..9212d652 --- /dev/null +++ b/report/figures/figure_8/rsram-all.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfsys@transformshift{1.532968in}{1.146403in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.137462in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.085668in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.042451in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.046145in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.772437in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.733388in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.736539in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.727155in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.717358in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.711439in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.772437in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.733388in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.736539in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.727155in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.717358in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.711439in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.261085in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.222590in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.336605in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.525768in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.777761in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.829801in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.261085in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.222590in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.336605in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.525768in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.777761in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.829801in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.051424in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.174975in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.066750in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.938766in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.739787in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.689970in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\pgfsys@transformshift{2.942059in}{1.938766in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.739787in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.689970in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rsram-b.pgf b/report/figures/figure_8/rsram-b.pgf new file mode 100644 index 00000000..898469c3 --- /dev/null +++ b/report/figures/figure_8/rsram-b.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.986527in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.660656in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.666589in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.675810in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.686254in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.697652in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.060387in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{3.239781in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{3.205070in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{3.161718in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{3.116660in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{3.069230in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{3.069230in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.615764in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.761711in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.788435in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.820210in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.852420in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.886687in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rsram-e.pgf b/report/figures/figure_8/rsram-e.pgf new file mode 100644 index 00000000..95311767 --- /dev/null +++ b/report/figures/figure_8/rsram-e.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.637876in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.234857in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.197064in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.171424in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.138705in}}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.788785in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.843721in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.945098in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.050360in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.150448in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.250547in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/rsram-f.pgf b/report/figures/figure_8/rsram-f.pgf new file mode 100644 index 00000000..efd0fef0 --- /dev/null +++ b/report/figures/figure_8/rsram-f.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.967067in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.024658in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.051604in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.061483in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.064191in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.063450in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.967067in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.024658in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.051604in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.061483in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.064191in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.063450in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.917166in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.439034in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.419416in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.411038in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{2.404840in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{2.409832in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.917166in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{2.439034in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{2.419416in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{2.411038in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{2.404840in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{2.409832in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.359691in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.311080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.155834in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.107223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.951977in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.951977in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.946132in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.961082in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.975739in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.075661in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.924381in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.384090in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.384090in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.062924in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.114828in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.165714in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.223881in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.403585in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{2.132328in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/ucpu-a.pgf b/report/figures/figure_8/ucpu-a.pgf new file mode 100644 index 00000000..2bd6887b --- /dev/null +++ b/report/figures/figure_8/ucpu-a.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.877783in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.657315in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.612613in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.630802in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.652478in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.728830in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% 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+\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.483708in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.553885in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{3.313503in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{3.425313in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{3.364874in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{3.195063in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{2.189884in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/ucpu-all.pgf b/report/figures/figure_8/ucpu-all.pgf new file mode 100644 index 00000000..3834eb15 --- /dev/null +++ b/report/figures/figure_8/ucpu-all.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.768357in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.648824in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.620205in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.628555in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.749483in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/ucpu-b.pgf b/report/figures/figure_8/ucpu-b.pgf new file mode 100644 index 00000000..e6cbc36b --- /dev/null +++ b/report/figures/figure_8/ucpu-b.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.626052in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.620251in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.614589in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.623131in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.700679in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.369499in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.806678in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.957025in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.578676in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.607902in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.894123in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.767126in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.806678in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.957025in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.578676in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.607902in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.894123in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.767126in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{3.062282in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{3.083553in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.474918in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.432113in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{2.028678in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{1.471642in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\pgfsys@transformshift{2.942059in}{2.432113in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{2.028678in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.471642in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% 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+\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/ucpu-c.pgf b/report/figures/figure_8/ucpu-c.pgf new file mode 100644 index 00000000..ac89a60c --- /dev/null +++ b/report/figures/figure_8/ucpu-c.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfpathlineto{\pgfqpoint{4.351150in}{1.300941in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% 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+\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/ucpu-d.pgf b/report/figures/figure_8/ucpu-d.pgf new file mode 100644 index 00000000..5e290c0e --- /dev/null +++ b/report/figures/figure_8/ucpu-d.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.758013in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.697579in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.635916in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.661695in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.913325in}}% 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+\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{1.090435in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.846791in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{3.247559in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{3.351156in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{3.005520in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.604709in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.830744in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/uram-2011.pgf b/report/figures/figure_8/uram-2011.pgf new file mode 100644 index 00000000..4465047b --- /dev/null +++ b/report/figures/figure_8/uram-2011.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.863490in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.832743in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.856022in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.830530in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.860951in}}% 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+\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.604245in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.453329in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.270933in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.081918in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.917368in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.803679in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.904665in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.990112in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.115399in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{2.130333in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.803679in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.904665in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.990112in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{2.115399in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{2.130333in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.005943in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.086619in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{1.160290in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.249509in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{1.368704in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.005943in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.086619in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{1.160290in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{1.249509in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{1.368704in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.359691in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.311080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.155834in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.107223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.951977in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.951977in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% 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For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfsys@transformshift{1.532968in}{0.742416in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.684077in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.751628in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.728858in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.942802in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{3.456132in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.751628in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.728858in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.942802in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{1.093805in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{1.291629in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{2.698437in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{3.431781in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{1.093805in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{1.291629in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{2.698437in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{3.431781in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.554239in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{2.514454in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.952042in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.631426in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{2.554239in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{2.514454in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.952042in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.631426in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/uram-all.pgf b/report/figures/figure_8/uram-all.pgf new file mode 100644 index 00000000..308bd686 --- /dev/null +++ b/report/figures/figure_8/uram-all.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.768341in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.624391in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.622081in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.648195in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.826233in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.883669in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.643468in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.693132in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{1.256190in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{2.960628in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{3.390477in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{3.334378in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{2.744357in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{2.798657in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/uram-b.pgf b/report/figures/figure_8/uram-b.pgf new file mode 100644 index 00000000..6e7034c6 --- /dev/null +++ b/report/figures/figure_8/uram-b.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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y=2.263747in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{2.886320in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.378334in, y=2.833559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.652287in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.289968in, y=3.403370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.234413in,y=2.031603in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.782323in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.614134in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.642009in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% 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+\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/uram-c.pgf b/report/figures/figure_8/uram-c.pgf new file mode 100644 index 00000000..af5519d3 --- /dev/null +++ b/report/figures/figure_8/uram-c.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{0.790651in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{0.620193in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{0.614554in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{0.801382in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{0.790651in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{0.620193in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{0.614554in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{0.801382in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.828423in}{3.061091in}}% +\pgfpathlineto{\pgfqpoint{1.532968in}{3.428173in}}% +\pgfpathlineto{\pgfqpoint{2.237514in}{3.419662in}}% +\pgfpathlineto{\pgfqpoint{2.942059in}{3.219686in}}% +\pgfpathlineto{\pgfqpoint{3.646605in}{3.456132in}}% +\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.875000in}{3.020000in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.828423in}{3.061091in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{1.532968in}{3.428173in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.237514in}{3.419662in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{2.942059in}{3.219686in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{3.646605in}{3.456132in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsys@transformshift{4.351150in}{0.607075in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{0.521603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.652287in}{3.541603in}}% +\pgfpathlineto{\pgfqpoint{4.527287in}{3.541603in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=2.589787in,y=3.624937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetfillopacity{0.800000}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.800000,0.800000,0.800000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.800000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathlineto{\pgfqpoint{5.527259in}{2.615063in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{2.615063in}}{\pgfqpoint{5.555037in}{2.642841in}}% +\pgfpathlineto{\pgfqpoint{5.555037in}{3.444381in}}% +\pgfpathquadraticcurveto{\pgfqpoint{5.555037in}{3.472159in}}{\pgfqpoint{5.527259in}{3.472159in}}% +\pgfpathlineto{\pgfqpoint{4.624509in}{3.472159in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{3.472159in}}{\pgfqpoint{4.596731in}{3.444381in}}% +\pgfpathlineto{\pgfqpoint{4.596731in}{2.642841in}}% +\pgfpathquadraticcurveto{\pgfqpoint{4.596731in}{2.615063in}}{\pgfqpoint{4.624509in}{2.615063in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.359691in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.359691in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.359691in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.311080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.155834in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.107223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.951977in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.951977in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% 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+\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/report/figures/figure_8/uram-d.pgf b/report/figures/figure_8/uram-d.pgf new file mode 100644 index 00000000..ec8adc6c --- /dev/null +++ b/report/figures/figure_8/uram-d.pgf @@ -0,0 +1,887 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. For loading figures +%% from other directories you can use the `import` package +%% \usepackage{import} +%% +%% and then include the figures with +%% \import{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/}] +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{5.655037in}{3.851564in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% 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+\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% 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+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.359691in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.311080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{3.155834in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{3.155834in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{3.155834in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=3.107223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.951977in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.951977in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{2.951977in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=2.903366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.505625pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{4.652287in}{2.748120in}}% +\pgfpathlineto{\pgfqpoint{4.930064in}{2.748120in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.020833in}{-0.020833in}}{\pgfqpoint{0.020833in}{0.020833in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathcurveto{\pgfqpoint{0.005525in}{-0.020833in}}{\pgfqpoint{0.010825in}{-0.018638in}}{\pgfqpoint{0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.018638in}{-0.010825in}}{\pgfqpoint{0.020833in}{-0.005525in}}{\pgfqpoint{0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{0.020833in}{0.005525in}}{\pgfqpoint{0.018638in}{0.010825in}}{\pgfqpoint{0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{0.010825in}{0.018638in}}{\pgfqpoint{0.005525in}{0.020833in}}{\pgfqpoint{0.000000in}{0.020833in}}% +\pgfpathcurveto{\pgfqpoint{-0.005525in}{0.020833in}}{\pgfqpoint{-0.010825in}{0.018638in}}{\pgfqpoint{-0.014731in}{0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.018638in}{0.010825in}}{\pgfqpoint{-0.020833in}{0.005525in}}{\pgfqpoint{-0.020833in}{0.000000in}}% +\pgfpathcurveto{\pgfqpoint{-0.020833in}{-0.005525in}}{\pgfqpoint{-0.018638in}{-0.010825in}}{\pgfqpoint{-0.014731in}{-0.014731in}}% +\pgfpathcurveto{\pgfqpoint{-0.010825in}{-0.018638in}}{\pgfqpoint{-0.005525in}{-0.020833in}}{\pgfqpoint{0.000000in}{-0.020833in}}% +\pgfpathclose% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{4.791175in}{2.748120in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=5.041175in,y=2.699509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}% +\end{pgfscope}% +\end{pgfpicture}% +\makeatother% +\endgroup%