From 7de1b594f13f116deaaa1c6ae73fbf52de211446 Mon Sep 17 00:00:00 2001 From: mhjensen Date: Fri, 1 Nov 2019 11:23:10 +0100 Subject: [PATCH] update on output --- .../DecisionTrees/ipynb/DataFiles/cancer.dot | 10 +- .../DecisionTrees/ipynb/DataFiles/cancer.png | Bin 223116 -> 222742 bytes .../DecisionTrees/ipynb/DecisionTrees.ipynb | 1251 +++++++++++++++-- 3 files changed, 1113 insertions(+), 148 deletions(-) diff --git a/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot b/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot index 2bb880e1f..a11be0927 100644 --- a/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot +++ b/doc/pub/DecisionTrees/ipynb/DataFiles/cancer.dot @@ -6,11 +6,11 @@ edge [fontname=helvetica] ; 0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; 2 [label="worst concave points <= 0.135\ngini = 0.031\nsamples = 253\nvalue = [[249, 4]\n[4, 249]]", fillcolor="#e58139ee"] ; 1 -> 2 ; -3 [label="area error <= 48.975\ngini = 0.008\nsamples = 242\nvalue = [[241, 1]\n[1, 241]]", fillcolor="#e58139fb"] ; +3 [label="radius error <= 0.643\ngini = 0.008\nsamples = 242\nvalue = [[241, 1]\n[1, 241]]", fillcolor="#e58139fb"] ; 2 -> 3 ; 4 [label="gini = 0.0\nsamples = 239\nvalue = [[239, 0]\n[0, 239]]", fillcolor="#e58139ff"] ; 3 -> 4 ; -5 [label="worst perimeter <= 87.07\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#e5813913"] ; +5 [label="area error <= 51.38\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#e5813913"] ; 3 -> 5 ; 6 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139ff"] ; 5 -> 6 ; @@ -30,11 +30,11 @@ edge [fontname=helvetica] ; 11 -> 13 ; 14 [label="worst texture <= 20.645\ngini = 0.202\nsamples = 167\nvalue = [[19, 148]\n[148, 19]]", fillcolor="#e5813994"] ; 0 -> 14 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; -15 [label="worst concavity <= 0.318\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#e5813938"] ; +15 [label="worst area <= 964.4\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#e5813938"] ; 14 -> 15 ; 16 [label="gini = 0.0\nsamples = 11\nvalue = [[11, 0]\n[0, 11]]", fillcolor="#e58139ff"] ; 15 -> 16 ; -17 [label="worst smoothness <= 0.114\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#e5813955"] ; +17 [label="mean fractal dimension <= 0.054\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#e5813955"] ; 15 -> 17 ; 18 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ; 17 -> 18 ; @@ -48,7 +48,7 @@ edge [fontname=helvetica] ; 21 -> 22 ; 23 [label="gini = 0.0\nsamples = 6\nvalue = [[6, 0]\n[0, 6]]", fillcolor="#e58139ff"] ; 21 -> 23 ; -24 [label="mean smoothness <= 0.079\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e58139f7"] ; +24 [label="worst smoothness <= 0.096\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e58139f7"] ; 20 -> 24 ; 25 [label="gini = 0.0\nsamples = 1\nvalue = 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%matplotlib inline\n", "\n", @@ -507,11 +536,469 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean radius mean texture mean perimeter mean area mean smoothness \\\n", + "0 17.990 10.38 122.80 1001.0 0.11840 \n", + "1 20.570 17.77 132.90 1326.0 0.08474 \n", + "2 19.690 21.25 130.00 1203.0 0.10960 \n", + "3 11.420 20.38 77.58 386.1 0.14250 \n", + "4 20.290 14.34 135.10 1297.0 0.10030 \n", + "5 12.450 15.70 82.57 477.1 0.12780 \n", + "6 18.250 19.98 119.60 1040.0 0.09463 \n", + "7 13.710 20.83 90.20 577.9 0.11890 \n", + "8 13.000 21.82 87.50 519.8 0.12730 \n", + "9 12.460 24.04 83.97 475.9 0.11860 \n", + "10 16.020 23.24 102.70 797.8 0.08206 \n", + "11 15.780 17.89 103.60 781.0 0.09710 \n", + "12 19.170 24.80 132.40 1123.0 0.09740 \n", + "13 15.850 23.95 103.70 782.7 0.08401 \n", + "14 13.730 22.61 93.60 578.3 0.11310 \n", + "15 14.540 27.54 96.73 658.8 0.11390 \n", + "16 14.680 20.13 94.74 684.5 0.09867 \n", + "17 16.130 20.68 108.10 798.8 0.11700 \n", + "18 19.810 22.15 130.00 1260.0 0.09831 \n", + "19 13.540 14.36 87.46 566.3 0.09779 \n", + "20 13.080 15.71 85.63 520.0 0.10750 \n", + "21 9.504 12.44 60.34 273.9 0.10240 \n", + "22 15.340 14.26 102.50 704.4 0.10730 \n", + "23 21.160 23.04 137.20 1404.0 0.09428 \n", + "24 16.650 21.38 110.00 904.6 0.11210 \n", + "25 17.140 16.40 116.00 912.7 0.11860 \n", + "26 14.580 21.53 97.41 644.8 0.10540 \n", + "27 18.610 20.25 122.10 1094.0 0.09440 \n", + "28 15.300 25.27 102.40 732.4 0.10820 \n", + "29 17.570 15.05 115.00 955.1 0.09847 \n", + ".. ... ... ... ... ... \n", + "539 7.691 25.44 48.34 170.4 0.08668 \n", + "540 11.540 14.44 74.65 402.9 0.09984 \n", + "541 14.470 24.99 95.81 656.4 0.08837 \n", + "542 14.740 25.42 94.70 668.6 0.08275 \n", + "543 13.210 28.06 84.88 538.4 0.08671 \n", + "544 13.870 20.70 89.77 584.8 0.09578 \n", + "545 13.620 23.23 87.19 573.2 0.09246 \n", + "546 10.320 16.35 65.31 324.9 0.09434 \n", + "547 10.260 16.58 65.85 320.8 0.08877 \n", + "548 9.683 19.34 61.05 285.7 0.08491 \n", + "549 10.820 24.21 68.89 361.6 0.08192 \n", + "550 10.860 21.48 68.51 360.5 0.07431 \n", + "551 11.130 22.44 71.49 378.4 0.09566 \n", + "552 12.770 29.43 81.35 507.9 0.08276 \n", + "553 9.333 21.94 59.01 264.0 0.09240 \n", + "554 12.880 28.92 82.50 514.3 0.08123 \n", + "555 10.290 27.61 65.67 321.4 0.09030 \n", + "556 10.160 19.59 64.73 311.7 0.10030 \n", + "557 9.423 27.88 59.26 271.3 0.08123 \n", + "558 14.590 22.68 96.39 657.1 0.08473 \n", + "559 11.510 23.93 74.52 403.5 0.09261 \n", + "560 14.050 27.15 91.38 600.4 0.09929 \n", + "561 11.200 29.37 70.67 386.0 0.07449 \n", + "562 15.220 30.62 103.40 716.9 0.10480 \n", + "563 20.920 25.09 143.00 1347.0 0.10990 \n", + "564 21.560 22.39 142.00 1479.0 0.11100 \n", + "565 20.130 28.25 131.20 1261.0 0.09780 \n", + "566 16.600 28.08 108.30 858.1 0.08455 \n", + "567 20.600 29.33 140.10 1265.0 0.11780 \n", + "568 7.760 24.54 47.92 181.0 0.05263 \n", + "\n", + " mean compactness mean concavity mean concave points mean symmetry \\\n", + "0 0.27760 0.300100 0.147100 0.2419 \n", + "1 0.07864 0.086900 0.070170 0.1812 \n", + "2 0.15990 0.197400 0.127900 0.2069 \n", + "3 0.28390 0.241400 0.105200 0.2597 \n", + "4 0.13280 0.198000 0.104300 0.1809 \n", + "5 0.17000 0.157800 0.080890 0.2087 \n", + "6 0.10900 0.112700 0.074000 0.1794 \n", + "7 0.16450 0.093660 0.059850 0.2196 \n", + "8 0.19320 0.185900 0.093530 0.2350 \n", + "9 0.23960 0.227300 0.085430 0.2030 \n", + "10 0.06669 0.032990 0.033230 0.1528 \n", + "11 0.12920 0.099540 0.066060 0.1842 \n", + "12 0.24580 0.206500 0.111800 0.2397 \n", + "13 0.10020 0.099380 0.053640 0.1847 \n", + "14 0.22930 0.212800 0.080250 0.2069 \n", + "15 0.15950 0.163900 0.073640 0.2303 \n", + "16 0.07200 0.073950 0.052590 0.1586 \n", + "17 0.20220 0.172200 0.102800 0.2164 \n", + "18 0.10270 0.147900 0.094980 0.1582 \n", + "19 0.08129 0.066640 0.047810 0.1885 \n", + "20 0.12700 0.045680 0.031100 0.1967 \n", + "21 0.06492 0.029560 0.020760 0.1815 \n", + "22 0.21350 0.207700 0.097560 0.2521 \n", + "23 0.10220 0.109700 0.086320 0.1769 \n", + "24 0.14570 0.152500 0.091700 0.1995 \n", + "25 0.22760 0.222900 0.140100 0.3040 \n", + "26 0.18680 0.142500 0.087830 0.2252 \n", + "27 0.10660 0.149000 0.077310 0.1697 \n", + "28 0.16970 0.168300 0.087510 0.1926 \n", + "29 0.11570 0.098750 0.079530 0.1739 \n", + ".. ... ... ... ... \n", + "539 0.11990 0.092520 0.013640 0.2037 \n", + "540 0.11200 0.067370 0.025940 0.1818 \n", + "541 0.12300 0.100900 0.038900 0.1872 \n", + "542 0.07214 0.041050 0.030270 0.1840 \n", + "543 0.06877 0.029870 0.032750 0.1628 \n", + "544 0.10180 0.036880 0.023690 0.1620 \n", + "545 0.06747 0.029740 0.024430 0.1664 \n", + "546 0.04994 0.010120 0.005495 0.1885 \n", + "547 0.08066 0.043580 0.024380 0.1669 \n", + "548 0.05030 0.023370 0.009615 0.1580 \n", + "549 0.06602 0.015480 0.008160 0.1976 \n", + "550 0.04227 0.000000 0.000000 0.1661 \n", + "551 0.08194 0.048240 0.022570 0.2030 \n", + "552 0.04234 0.019970 0.014990 0.1539 \n", + "553 0.05605 0.039960 0.012820 0.1692 \n", + "554 0.05824 0.061950 0.023430 0.1566 \n", + "555 0.07658 0.059990 0.027380 0.1593 \n", + "556 0.07504 0.005025 0.011160 0.1791 \n", + "557 0.04971 0.000000 0.000000 0.1742 \n", + "558 0.13300 0.102900 0.037360 0.1454 \n", + "559 0.10210 0.111200 0.041050 0.1388 \n", + "560 0.11260 0.044620 0.043040 0.1537 \n", + "561 0.03558 0.000000 0.000000 0.1060 \n", + "562 0.20870 0.255000 0.094290 0.2128 \n", + "563 0.22360 0.317400 0.147400 0.2149 \n", + "564 0.11590 0.243900 0.138900 0.1726 \n", + "565 0.10340 0.144000 0.097910 0.1752 \n", + "566 0.10230 0.092510 0.053020 0.1590 \n", + "567 0.27700 0.351400 0.152000 0.2397 \n", + "568 0.04362 0.000000 0.000000 0.1587 \n", + "\n", + " mean fractal dimension ... worst radius \\\n", + "0 0.07871 ... 25.380 \n", + "1 0.05667 ... 24.990 \n", + "2 0.05999 ... 23.570 \n", + "3 0.09744 ... 14.910 \n", + "4 0.05883 ... 22.540 \n", + "5 0.07613 ... 15.470 \n", + "6 0.05742 ... 22.880 \n", + "7 0.07451 ... 17.060 \n", + "8 0.07389 ... 15.490 \n", + "9 0.08243 ... 15.090 \n", + "10 0.05697 ... 19.190 \n", + "11 0.06082 ... 20.420 \n", + "12 0.07800 ... 20.960 \n", + "13 0.05338 ... 16.840 \n", + "14 0.07682 ... 15.030 \n", + "15 0.07077 ... 17.460 \n", + "16 0.05922 ... 19.070 \n", + "17 0.07356 ... 20.960 \n", + "18 0.05395 ... 27.320 \n", + "19 0.05766 ... 15.110 \n", + "20 0.06811 ... 14.500 \n", + "21 0.06905 ... 10.230 \n", + "22 0.07032 ... 18.070 \n", + "23 0.05278 ... 29.170 \n", + "24 0.06330 ... 26.460 \n", + "25 0.07413 ... 22.250 \n", + "26 0.06924 ... 17.620 \n", + "27 0.05699 ... 21.310 \n", + "28 0.06540 ... 20.270 \n", + "29 0.06149 ... 20.010 \n", + ".. ... ... ... \n", + "539 0.07751 ... 8.678 \n", + "540 0.06782 ... 12.260 \n", + "541 0.06341 ... 16.220 \n", + "542 0.05680 ... 16.510 \n", + "543 0.05781 ... 14.370 \n", + "544 0.06688 ... 15.050 \n", + "545 0.05801 ... 15.350 \n", + "546 0.06201 ... 11.250 \n", + "547 0.06714 ... 10.830 \n", + "548 0.06235 ... 10.930 \n", + "549 0.06328 ... 13.030 \n", + "550 0.05948 ... 11.660 \n", + "551 0.06552 ... 12.020 \n", + "552 0.05637 ... 13.870 \n", + "553 0.06576 ... 9.845 \n", + "554 0.05708 ... 13.890 \n", + "555 0.06127 ... 10.840 \n", + "556 0.06331 ... 10.650 \n", + "557 0.06059 ... 10.490 \n", + "558 0.06147 ... 15.480 \n", + "559 0.06570 ... 12.480 \n", + "560 0.06171 ... 15.300 \n", + "561 0.05502 ... 11.920 \n", + "562 0.07152 ... 17.520 \n", + "563 0.06879 ... 24.290 \n", + "564 0.05623 ... 25.450 \n", + "565 0.05533 ... 23.690 \n", + "566 0.05648 ... 18.980 \n", + "567 0.07016 ... 25.740 \n", + "568 0.05884 ... 9.456 \n", + "\n", + " worst texture worst perimeter worst area worst smoothness \\\n", + "0 17.33 184.60 2019.0 0.16220 \n", + "1 23.41 158.80 1956.0 0.12380 \n", + "2 25.53 152.50 1709.0 0.14440 \n", + "3 26.50 98.87 567.7 0.20980 \n", + "4 16.67 152.20 1575.0 0.13740 \n", + "5 23.75 103.40 741.6 0.17910 \n", + "6 27.66 153.20 1606.0 0.14420 \n", + "7 28.14 110.60 897.0 0.16540 \n", + "8 30.73 106.20 739.3 0.17030 \n", + "9 40.68 97.65 711.4 0.18530 \n", + "10 33.88 123.80 1150.0 0.11810 \n", + "11 27.28 136.50 1299.0 0.13960 \n", + "12 29.94 151.70 1332.0 0.10370 \n", + "13 27.66 112.00 876.5 0.11310 \n", + "14 32.01 108.80 697.7 0.16510 \n", + "15 37.13 124.10 943.2 0.16780 \n", + "16 30.88 123.40 1138.0 0.14640 \n", + "17 31.48 136.80 1315.0 0.17890 \n", + "18 30.88 186.80 2398.0 0.15120 \n", + "19 19.26 99.70 711.2 0.14400 \n", + "20 20.49 96.09 630.5 0.13120 \n", + "21 15.66 65.13 314.9 0.13240 \n", + "22 19.08 125.10 980.9 0.13900 \n", + "23 35.59 188.00 2615.0 0.14010 \n", + "24 31.56 177.00 2215.0 0.18050 \n", + "25 21.40 152.40 1461.0 0.15450 \n", + "26 33.21 122.40 896.9 0.15250 \n", + "27 27.26 139.90 1403.0 0.13380 \n", + "28 36.71 149.30 1269.0 0.16410 \n", + "29 19.52 134.90 1227.0 0.12550 \n", + ".. ... ... ... ... \n", + "539 31.89 54.49 223.6 0.15960 \n", + "540 19.68 78.78 457.8 0.13450 \n", + "541 31.73 113.50 808.9 0.13400 \n", + "542 32.29 107.40 826.4 0.10600 \n", + "543 37.17 92.48 629.6 0.10720 \n", + "544 24.75 99.17 688.6 0.12640 \n", + "545 29.09 97.58 729.8 0.12160 \n", + "546 21.77 71.12 384.9 0.12850 \n", + "547 22.04 71.08 357.4 0.14610 \n", + "548 25.59 69.10 364.2 0.11990 \n", + "549 31.45 83.90 505.6 0.12040 \n", + "550 24.77 74.08 412.3 0.10010 \n", + "551 28.26 77.80 436.6 0.10870 \n", + "552 36.00 88.10 594.7 0.12340 \n", + "553 25.05 62.86 295.8 0.11030 \n", + "554 35.74 88.84 595.7 0.12270 \n", + "555 34.91 69.57 357.6 0.13840 \n", + "556 22.88 67.88 347.3 0.12650 \n", + "557 34.24 66.50 330.6 0.10730 \n", + "558 27.27 105.90 733.5 0.10260 \n", + "559 37.16 82.28 474.2 0.12980 \n", + "560 33.17 100.20 706.7 0.12410 \n", + "561 38.30 75.19 439.6 0.09267 \n", + "562 42.79 128.70 915.0 0.14170 \n", + "563 29.41 179.10 1819.0 0.14070 \n", + "564 26.40 166.10 2027.0 0.14100 \n", + "565 38.25 155.00 1731.0 0.11660 \n", + "566 34.12 126.70 1124.0 0.11390 \n", + "567 39.42 184.60 1821.0 0.16500 \n", + "568 30.37 59.16 268.6 0.08996 \n", + "\n", + " worst compactness worst concavity worst concave points worst symmetry \\\n", + "0 0.66560 0.71190 0.26540 0.4601 \n", + "1 0.18660 0.24160 0.18600 0.2750 \n", + "2 0.42450 0.45040 0.24300 0.3613 \n", + "3 0.86630 0.68690 0.25750 0.6638 \n", + "4 0.20500 0.40000 0.16250 0.2364 \n", + "5 0.52490 0.53550 0.17410 0.3985 \n", + "6 0.25760 0.37840 0.19320 0.3063 \n", + "7 0.36820 0.26780 0.15560 0.3196 \n", + "8 0.54010 0.53900 0.20600 0.4378 \n", + "9 1.05800 1.10500 0.22100 0.4366 \n", + "10 0.15510 0.14590 0.09975 0.2948 \n", + "11 0.56090 0.39650 0.18100 0.3792 \n", + "12 0.39030 0.36390 0.17670 0.3176 \n", + "13 0.19240 0.23220 0.11190 0.2809 \n", + "14 0.77250 0.69430 0.22080 0.3596 \n", + "15 0.65770 0.70260 0.17120 0.4218 \n", + "16 0.18710 0.29140 0.16090 0.3029 \n", + "17 0.42330 0.47840 0.20730 0.3706 \n", + "18 0.31500 0.53720 0.23880 0.2768 \n", + "19 0.17730 0.23900 0.12880 0.2977 \n", + "20 0.27760 0.18900 0.07283 0.3184 \n", + "21 0.11480 0.08867 0.06227 0.2450 \n", + "22 0.59540 0.63050 0.23930 0.4667 \n", + "23 0.26000 0.31550 0.20090 0.2822 \n", + "24 0.35780 0.46950 0.20950 0.3613 \n", + "25 0.39490 0.38530 0.25500 0.4066 \n", + "26 0.66430 0.55390 0.27010 0.4264 \n", + "27 0.21170 0.34460 0.14900 0.2341 \n", + "28 0.61100 0.63350 0.20240 0.4027 \n", + "29 0.28120 0.24890 0.14560 0.2756 \n", + ".. ... ... ... ... \n", + "539 0.30640 0.33930 0.05000 0.2790 \n", + "540 0.21180 0.17970 0.06918 0.2329 \n", + "541 0.42020 0.40400 0.12050 0.3187 \n", + "542 0.13760 0.16110 0.10950 0.2722 \n", + "543 0.13810 0.10620 0.07958 0.2473 \n", + "544 0.20370 0.13770 0.06845 0.2249 \n", + "545 0.15170 0.10490 0.07174 0.2642 \n", + "546 0.08842 0.04384 0.02381 0.2681 \n", + "547 0.22460 0.17830 0.08333 0.2691 \n", + "548 0.09546 0.09350 0.03846 0.2552 \n", + "549 0.16330 0.06194 0.03264 0.3059 \n", + "550 0.07348 0.00000 0.00000 0.2458 \n", + "551 0.17820 0.15640 0.06413 0.3169 \n", + "552 0.10640 0.08653 0.06498 0.2407 \n", + "553 0.08298 0.07993 0.02564 0.2435 \n", + "554 0.16200 0.24390 0.06493 0.2372 \n", + "555 0.17100 0.20000 0.09127 0.2226 \n", + "556 0.12000 0.01005 0.02232 0.2262 \n", + "557 0.07158 0.00000 0.00000 0.2475 \n", + "558 0.31710 0.36620 0.11050 0.2258 \n", + "559 0.25170 0.36300 0.09653 0.2112 \n", + "560 0.22640 0.13260 0.10480 0.2250 \n", + "561 0.05494 0.00000 0.00000 0.1566 \n", + "562 0.79170 1.17000 0.23560 0.4089 \n", + "563 0.41860 0.65990 0.25420 0.2929 \n", + "564 0.21130 0.41070 0.22160 0.2060 \n", + "565 0.19220 0.32150 0.16280 0.2572 \n", + "566 0.30940 0.34030 0.14180 0.2218 \n", + "567 0.86810 0.93870 0.26500 0.4087 \n", + "568 0.06444 0.00000 0.00000 0.2871 \n", + "\n", + " worst fractal dimension \n", + "0 0.11890 \n", + "1 0.08902 \n", + "2 0.08758 \n", + "3 0.17300 \n", + "4 0.07678 \n", + "5 0.12440 \n", + "6 0.08368 \n", + "7 0.11510 \n", + "8 0.10720 \n", + "9 0.20750 \n", + "10 0.08452 \n", + "11 0.10480 \n", + "12 0.10230 \n", + "13 0.06287 \n", + "14 0.14310 \n", + "15 0.13410 \n", + "16 0.08216 \n", + "17 0.11420 \n", + "18 0.07615 \n", + "19 0.07259 \n", + "20 0.08183 \n", + "21 0.07773 \n", + "22 0.09946 \n", + "23 0.07526 \n", + "24 0.09564 \n", + "25 0.10590 \n", + "26 0.12750 \n", + "27 0.07421 \n", + "28 0.09876 \n", + "29 0.07919 \n", + ".. ... \n", + "539 0.10660 \n", + "540 0.08134 \n", + "541 0.10230 \n", + "542 0.06956 \n", + "543 0.06443 \n", + "544 0.08492 \n", + "545 0.06953 \n", + "546 0.07399 \n", + "547 0.09479 \n", + "548 0.07920 \n", + "549 0.07626 \n", + "550 0.06592 \n", + "551 0.08032 \n", + "552 0.06484 \n", + "553 0.07393 \n", + "554 0.07242 \n", + "555 0.08283 \n", + "556 0.06742 \n", + "557 0.06969 \n", + "558 0.08004 \n", + "559 0.08732 \n", + "560 0.08321 \n", + "561 0.05905 \n", + "562 0.14090 \n", + "563 0.09873 \n", + "564 0.07115 \n", + "565 0.06637 \n", + "566 0.07820 \n", + "567 0.12400 \n", + "568 0.07039 \n", + "\n", + "[569 rows x 30 columns]\n", + " malignant benign\n", + "0 1 0\n", + "1 1 0\n", + "2 1 0\n", + "3 1 0\n", + "4 1 0\n", + "5 1 0\n", + "6 1 0\n", + "7 1 0\n", + "8 1 0\n", + "9 1 0\n", + "10 1 0\n", + "11 1 0\n", + "12 1 0\n", + "13 1 0\n", + "14 1 0\n", + "15 1 0\n", + "16 1 0\n", + "17 1 0\n", + "18 1 0\n", + "19 0 1\n", + "20 0 1\n", + "21 0 1\n", + "22 1 0\n", + "23 1 0\n", + "24 1 0\n", + "25 1 0\n", + "26 1 0\n", + "27 1 0\n", + "28 1 0\n", + "29 1 0\n", + ".. ... ...\n", + "539 0 1\n", + "540 0 1\n", + "541 0 1\n", + "542 0 1\n", + "543 0 1\n", + "544 0 1\n", + "545 0 1\n", + "546 0 1\n", + "547 0 1\n", + "548 0 1\n", + "549 0 1\n", + "550 0 1\n", + "551 0 1\n", + "552 0 1\n", + "553 0 1\n", + "554 0 1\n", + "555 0 1\n", + "556 0 1\n", + "557 0 1\n", + "558 0 1\n", + "559 0 1\n", + "560 0 1\n", + "561 0 1\n", + "562 1 0\n", + "563 1 0\n", + "564 1 0\n", + "565 1 0\n", + "566 1 0\n", + "567 1 0\n", + "568 0 1\n", + "\n", + "[569 rows x 2 columns]\n" + ] + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import os\n", "from sklearn.datasets import load_breast_cancer\n", @@ -557,11 +1044,20 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Common imports\n", "import numpy as np\n", @@ -634,11 +1130,78 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " (0, 0)\t1.0\n", + " (0, 7)\t1.0\n", + " (0, 9)\t1.0\n", + " (0, 13)\t1.0\n", + " (1, 3)\t1.0\n", + " (1, 5)\t1.0\n", + " (1, 8)\t1.0\n", + " (1, 12)\t1.0\n", + " (2, 3)\t1.0\n", + " (2, 5)\t1.0\n", + " (2, 8)\t1.0\n", + " (2, 11)\t1.0\n", + " (3, 1)\t1.0\n", + " (3, 5)\t1.0\n", + " (3, 8)\t1.0\n", + " (3, 12)\t1.0\n", + " (4, 2)\t1.0\n", + " (4, 6)\t1.0\n", + " (4, 8)\t1.0\n", + " (4, 12)\t1.0\n", + " (5, 2)\t1.0\n", + " (5, 4)\t1.0\n", + " (5, 10)\t1.0\n", + " (5, 12)\t1.0\n", + " (6, 2)\t1.0\n", + " :\t:\n", + " (8, 12)\t1.0\n", + " (9, 3)\t1.0\n", + " (9, 4)\t1.0\n", + " (9, 10)\t1.0\n", + " (9, 12)\t1.0\n", + " (10, 2)\t1.0\n", + " (10, 6)\t1.0\n", + " (10, 10)\t1.0\n", + " (10, 12)\t1.0\n", + " (11, 3)\t1.0\n", + " (11, 6)\t1.0\n", + " (11, 10)\t1.0\n", + " (11, 11)\t1.0\n", + " (12, 1)\t1.0\n", + " (12, 6)\t1.0\n", + " (12, 8)\t1.0\n", + " (12, 11)\t1.0\n", + " (13, 1)\t1.0\n", + " (13, 5)\t1.0\n", + " (13, 10)\t1.0\n", + " (13, 12)\t1.0\n", + " (14, 2)\t1.0\n", + " (14, 6)\t1.0\n", + " (14, 8)\t1.0\n", + " (14, 11)\t1.0\n", + "Train set accuracy with Decision Tree: 0.73\n" + ] + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Common imports\n", "import numpy as np\n", @@ -725,11 +1288,73 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X1 < 0.000 Gini=0.408\n", + "X1 < 0.000 Gini=0.408\n", + "X1 < 1.000 Gini=0.394\n", + "X1 < 2.000 Gini=0.394\n", + "X1 < 2.000 Gini=0.394\n", + "X1 < 2.000 Gini=0.394\n", + "X1 < 1.000 Gini=0.394\n", + "X1 < 0.000 Gini=0.408\n", + "X1 < 0.000 Gini=0.408\n", + "X1 < 2.000 Gini=0.394\n", + "X1 < 0.000 Gini=0.408\n", + "X1 < 1.000 Gini=0.394\n", + "X1 < 1.000 Gini=0.394\n", + "X1 < 2.000 Gini=0.394\n", + "X2 < 0.000 Gini=0.408\n", + "X2 < 0.000 Gini=0.408\n", + "X2 < 0.000 Gini=0.408\n", + "X2 < 1.000 Gini=0.407\n", + "X2 < 2.000 Gini=0.407\n", + "X2 < 2.000 Gini=0.407\n", + "X2 < 2.000 Gini=0.407\n", + "X2 < 1.000 Gini=0.407\n", + "X2 < 2.000 Gini=0.407\n", + "X2 < 1.000 Gini=0.407\n", + "X2 < 1.000 Gini=0.407\n", + "X2 < 1.000 Gini=0.407\n", + "X2 < 0.000 Gini=0.408\n", + "X2 < 1.000 Gini=0.407\n", + "X3 < 0.000 Gini=0.408\n", + "X3 < 0.000 Gini=0.408\n", + "X3 < 0.000 Gini=0.408\n", + "X3 < 0.000 Gini=0.408\n", + "X3 < 1.000 Gini=0.367\n", + "X3 < 1.000 Gini=0.367\n", + "X3 < 1.000 Gini=0.367\n", + "X3 < 0.000 Gini=0.408\n", + "X3 < 1.000 Gini=0.367\n", + "X3 < 1.000 Gini=0.367\n", + "X3 < 1.000 Gini=0.367\n", + "X3 < 0.000 Gini=0.408\n", + "X3 < 1.000 Gini=0.367\n", + "X3 < 0.000 Gini=0.408\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 1.000 Gini=0.405\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 1.000 Gini=0.405\n", + "X4 < 1.000 Gini=0.405\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 1.000 Gini=0.405\n", + "X4 < 1.000 Gini=0.405\n", + "X4 < 0.000 Gini=0.408\n", + "X4 < 1.000 Gini=0.405\n", + "Split: [X3 < 1.000]\n" + ] + } + ], "source": [ "# Split a dataset based on an attribute and an attribute value\n", "def test_split(index, value, dataset):\n", @@ -833,11 +1458,37 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Outlook', 'Temperature', 'Humidity', 'Wind']\n", + "System entropy 0.863120568566631\n", + "Outlook\n", + "(Sunny)\n", + "(Overcast)\n", + "(Rain)\n", + "Humidity\n", + "(High)\n", + "(Normal)\n", + "1\n", + "Temperature\n", + "(Mild)\n", + "(Cool)\n", + "Wind\n", + "(Weak)\n", + "(Strong)\n", + "1\n", + "1\n", + "0\n", + "0\n", + "1\n" + ] + } + ], "source": [ "import re\n", "import math\n", @@ -1037,11 +1688,32 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.95\n", + "Test set accuracy with SVM: 0.63\n", + "Test set accuracy with Decision Trees: 0.90\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n", + "Test set accuracy SVM with scaled data: 0.96\n", + "Test set accuracy with Decision Trees and scaled data: 0.90\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:757: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", + " \"of iterations.\", ConvergenceWarning)\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1095,11 +1767,20 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from __future__ import division, print_function, unicode_literals\n", "\n", @@ -1176,11 +1857,20 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "np.random.seed(6)\n", "Xs = np.random.rand(100, 2) - 0.5\n", @@ -1213,10 +1903,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 39, + "metadata": {}, "outputs": [], "source": [ "# Quadratic training set + noise\n", @@ -1229,11 +1917,24 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(criterion='mse', max_depth=2, max_features=None,\n", + " max_leaf_nodes=None, min_impurity_decrease=0.0,\n", + " min_impurity_split=None, min_samples_leaf=1,\n", + " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", + " presort=False, random_state=42, splitter='best')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -1250,11 +1951,20 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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t7VWkN3r7qxO0s+MarB9/DP36QV4e1NW1vcPKygrZ1tgEh31ZeLvn0aW5ru3biHNcK1UGhscq0oapU6dSVlbGli1b2k19t2HDBoYPH87UqVN58MEHbWphehJIw1JRod6oJEtVFZzUmKFNGhA+KMBE3JaE323tVaQ3evurE7Sz4xqsjY2g44vI8i8k+kB81lmwdq365VOEUFxcTFlZGe+88w4TJkwI2XfzzTfTtWtX7rnnHptal96otyvJE4hn+/JQBuuAgrebKbzImnNVVFQwfvx4ayq3ALe1V5HeGOmvdmtnWmYJMINq/0JTk0ot4ATsHr4YxsiRIwF45513Qra//PLLrFq1ijlz5tC9e3c7mpYQFRUVZGRkUF1d3aFn8nFYN3IsgXi2JjIpB976t/6QAKN9yKkzBEXDbe1VpAanaqdZ/TUl2iml7JBLIUgZZ/FFWOId027JzJSyslKmCkBqX5u7+OyzzyLvSOSap2JJEp/PJ3v06CFHjx7duq2xsVEOHTpUnnjiibK5uTmh63bWWWfJrKwsmZubK7t27SoHDRokr7rqKlldXZ10mwM8/fTT8phjjgnZtmbNGun1ek07x1133SVPOeUUmZmZGXKNUkVlpZTz54feupWVUnbqJKXXq/2NdlsD1dIBGmfVUlhYqOv6deok5ZcMlhLkur99GfcYu3GrdioUTsJO7ey4HtacHBg4EE45BQYMgL59tSVom+jbl8YefdnbfSAHhpyCCJSLcxxHHKGdIzNThQMoIiKEYOTIkVRXV6Pdp/DAAw9QU1PDokWL8Hq9Cdd99913U1dXx759+1izZg0DBgxg5MiRvPDCC2Y133KOOeYY5syZY8uI6sDr7Lvv1v4GPAKRRsEqIhOIZ8vvlcEkYMRw62JYJ02aZFndVuC29irSGyP91W7t7LgG67Bh8M038P77sHEjbNumLWHbsndvo/ueb8itCSr3zTdUPfo+C67fSNXzEY777DNKgVKPRxmryWKGP7SyEjp1Aq9X+1tZmXydJjBy5Ej27dvHhg0b2LFjB3PnzmXChAmMHj3alPoBBgwYwLx585g8eTLTpk1DSsnBgwe59dZbGTRoED169OC8887jyy+/bD2mpKSE6dOnM27cOHJzcxk2bBirVq0CoKqqiqlTp/L111+Tm5tLbm5uyEwoo0ePpmvXrnTr1o3LL7884dHQ1157LePHj6dXr15Jff5EiCaugVGwXq/KIKCH4mLoeUQG4wCa20IC4r0aLC0tNfSgMm7cuOQammLc1l5FajDa71OFkf5qu3Ym45518qLntVY04rq3a2tte71k13mTJWpIgFlEek9hM6+99poE5DPPPCOvu+46mZ2dLb/66itDdUQKCZg7d267cq+++qoE5Oeffy4nTZokL7zwQrl9+3bZ0NAgf/Ob38jjjjtONjY2ttaRm5srX331VdnU1CT//Oc/y+zsbPnNN99IKaOHBAT6HiC3b98ujz32WDlv3rzWMhdeeKHs1q1b1OW5555r1+5Zs2ZZFhIQrUvEur/1dCNUSEAbJ5+sPeK9/37r9Yv3alBppyIdcVP/c6p2dtwsAUkQN0Gup+M6pl2L3cMXI3Daaafh8Xh44okn+M9//sNtt93G4MGDLTnXUUcdBcD333/P0qVL+fbbb+nTpw8As2bNYtGiRbz99tv86Ec/AmDChAmMGTMGgCuvvJLHHnuMpUuXcuedd+o6X58+fZgwYULIIIKVK1ea+ZGSItasLLHSsziwGzmbjAwEIP0eViuSiwsh0H7r3IHb2qtIb8L7q5O10xaDVQjRA3gSGAvsAmZKKZdGKJcNPABcAmQC/wGmSim3WNm+uAlyk4g/VKQPXbt25Qc/+AFvvvkmffv25a677rLsXJs3bwbA43+YOumkk0L2NzU18d1337WuDxw4MGT/wIEDW+uIhtfrpaWlpXW9S5cujk2QHs9wcqth6jjtzMhAQmseViuSi7vN+HNbexVpzCuvIH/4Q+jdW1vv0oWTdh5g86Emmsjk4KEuHHHOAcj0x6hnZlLcpQvFBw7A79q20aULHDjQlo85fFtmJvTuzSDon0xz7fKwPgI0An2AU4CXhRAfSik/DSv3S6AYOAnYB5QDDwE/sbJxcRPkKoNVoZPTTjuNTz75hAULFpCXl2fZeZYtW0a/fv0YOnQoAF988QW9AyIUgY0bN7Zbv+CCC4A2o9co559/Pm+++WbU/WVlZVx55ZUJ1W2URAynqipXTCjgLO3MyGApMMnvYbUiufjSpUtdNZDJbe1VpClVVXD++SyVktbeumsXXYAurYV2wcGw43btal+Xnm27dtEDov8o6SDl77aFEF2AS4G7pZT1Usp/Ay8BV0coPgh4RUr5vZTyMLAMGJaKdhYXw8yZUQRXhQQodNDU1ERFRQVFRUVcc801lpzju+++Y9asWSxZsoQHHniAPn36MGnSJG688Ua2bNGcaXv37uWFF16gvr6+9bgXX3yR1atX09LSwl/+8heqq6u54oorAOjbty87duxg//79htqyatUq6uvroy7BxmpTUxOHDx+mubkZn8/H4cOHaWhoMOGKaAQMp7lzQ19pRaKqCm64QTOwwke/OglHamdmJishZNBVTO1MACeFmujBbe1VpCkVFSAlbuqtdnhYhwLNUsqaoG0fAmdFKPsk8IAQogDYC1wJrLK+iaG087zo8LC6xFujsJB7772Xb775hueeew4hhGn1zp07l9/97ncIIejZsydnnHEGlZWVnHbaaQAsXryY+fPnU1JSwvbt28nPz2fUqFGMHTu2tY7rrruO+++/n4svvpijjz6a5cuXM2jQIADOPvtsxowZw6BBg2hpaeGf//ynaW0PMGXKFJ555pnW9U6dOjFgwIB2nl+9RLrf9Lz2D8RrHT7clhzCrNhLC3Cedvo9rMEGazCJ6GD4MUuXtot4cDRua68iTfG/dlqKNhoMwMivVKzAF/N+7UKxw2DNBcJdN/uASO9LvwC+A7YALcDHwE3RKhZClAKlAP37JxUq0UrEAOSRHkYECkgJYcZIrKBlRcdmz549vPLKK3z00Uf84Q9/4JZbbmmd9coMglNMRaNz587MmzePefPmRS3Tq1cvFi1aFHFfZmYmy5cvb7e9ubmZwsLC1vXZs2fHbUs0lixZwpIlSxI+Pphk7rdArGvAWBXC0SmtnKedGRmMB1Y0tc/DGu17GTFiRPt6Yhwzf/54VqxYob9NNjN+vLvaq0gNsfq9LRQXc2DQMCZ+8ymP05dGcug9JJ/cxlpoaNBy2efnQ61/HUK21e1poK4ODpPDPvLpRi2daKBnD8juGnZsTg7078+e//u/nck02Q6DtR7oGratKxBp9MYjQDbQEzgA/ArNS3B6pIqllOVosVoUFRWZEvkeefCGYJ0QbTk7wwxWK0bKKtzBK6+8wqRJkzjiiCO4+eabWbhwod1NMpV169bZ3YR2JHO/Bce6ZmTAtdfC5MmOvV+dp50ZGZqVG8HDGu17idWHIh3jxNyVsXBbexWpwYnaua+pC6XAT3iRdd7TmXutFs6jh0+DHi6DtbMghnZ+I8SmZNprh8FaA2QIIYZIKb/wbzsZCB80ANqggruklHsAhBAPAXOEEL2klBGifONj9BVV1MEbXq8m0i0t7WJarRgpq3AHV1xxRWssqCI1JHO/WTFIyEKcp50ZGZRARIM1ke8l0jEnnqjjQAdRogRf4RK65rZQAszzeF2hnSk3WKWUB4QQz6OJ58/QhPVi4IwIxd8FJgshKtDGqt0IbE1GcI2+Ooz6pQSM1JYWLWWDnmMUCgegJ6zATRi53xKNdXUCjtTOzEwKgLoIBmsiOhjpmLy8AsemT4tEQYG72qtIX3I7+cgDHrjBwwlXOl877UprdSPwFLAD2A3cIKX8VAgxClglpcz1l7sVeBAtHisL+AQtr2BCJPrqMNKXIhobAZA+n+5jFAq3Exg85rRck+H3WyRx7SCx5c7SzowMLR4hQgwrRNHOOH0o/Bi3GX9ua68iNThSO1tatPt3ild7V4OztdMWg9X/mmpChO1vog0sCKzvRhvdagqWvKoPSqSuUChSQ6zQnkjiCjB7thb/7/Ppf2B1WrYPx2lnbS3lQOmvfgU339wWGhBIHF5f335bgKoqXRe1vLzcVXGhbmuvIr0I0TSfT7t//W+Mna6daTU1qyWv6lNosDoxN6RCkWriPe2HewOffRaeeaZNcD0efQ+sTvEqOIGI2llVBa++SjVQunWr8UrPOgvWro17Uaurq5M2AFOpnWa0V6GwgnBN29XXp92/foPV6dqZdhnwzU5qTZSQALMJdIDgdYUiHYn0ejqYgDfQ69X+glYuILjnnKNPQOOdJ91op53+xOPliVbY1KTropaXJ3wGIPXamWx7FQqrCNe0Q3Ut2v3rzy3vdO1MO4PVdFLkYQ10gOB1t+Go2B0XoK5XZMJFtaREM0IWLGh7yxw8y9XkyW3ls7O111tGMoQEn0cRREkJZGZqWQISITNT10VNdtR9qrVTZQlQOJVwTevcyUcJULbY4wrtTKuQgFhECzSOFz5Q/XYLReOsb1+gAxw61LbuJrxeL01NTWQFHtsUcWlubiYjQ92i4YS/nobIr5+C79lEQoFUto84FBfz8UMVTPrjAvbl7KNb7betCcYPkcNe8sn3JxMHtOThXi989RUAHz+8luE6LmoyE1RA6rUz2fYqFFYRrmnishZmA6WLvGx+zAXaKaXskEthYaHUS2WllJ06Sen1an8rKyNvC1BWJiXazGRycM6WkH1WUlnZdl63sXXrVrlz5067m+Eqdu/eLTdt2mR3M0JwYv+bP1+7T0H7O3++tecDqqUDNM6qRa92BjTS49kSopGxtPOF26ta+1D4vmhs2bJFV3vitTVVfdeM9io6Hk7UztruA+UWkAP52hXaqUICiBxvES0Go6oKfv5zWEg+ZUBzQ0vKXs+72cPTo0cPamtr2bVrF42Njep1dwyklBw8eJBdu3bRu3dvu5sTQllZGWVlZXY3IwT16t4eAhrp8xWFaGQs7Zx/bxZlwF0cTUODvtfzRUVFSbc1ldppRnsVHQ8namenrBaKABKYOMAO1PtG2n7wGhq0WVZ79oThwyOncamo0AKQJ9KVAezl916f479kJ5CdnU3//v3Zs2cPGzdupEWlA4tJdnY2ffr0IScnx+6mhODE0c/q1b09tKW62orXC5s2aUZptBRYFRVw2JdFKfApefzeq+8HcmsiGQhsxG3tVaQGJ2pndoaPrcDDt3kovNj52qkMVrQvadEiuOkmzSswfbr2AxjpR7CkRAs+9h3SnNNzZ7c4/kt2CtnZ2Rx55JEceeSRdjdF0cGINlGH0/KodiQCDwozZtzHe+/NYPFiLQVOLO38S1YWNEAWjTz8sL7v5L777mPGjBkWfhJzcVt7FWlMSwv3ATN+4YGC0F1O1E5lsPrZvVvznAYnxg1O4RL85a1eDS+ec4AuB6H08jZPoRO/YIXCTAIpe5zmLXDy7CwdmeJi8Hq30twcGgIQTTuXLM2i/FJoytvDz4O6UCztdJvH0m3tVaQGR2qnT/OwPvCwl9PGu0A7kwmAdfJiZNCVlLEHCkTaRyCAev36uMebCQ4M3FakD07sf9HuPasGY6EGXYVgRDvffWlruz6ktFORDjix/zV26yklyD6eHa7QTjXoyk94/rFYM+eEDBTwx2LanWR89uzZCCEQQuDxeOjevTs//OEPueuuu9i+fbsl56ypqWH27Nns3bs3ZPuSJUsQQlBfX2/6OaWUzJ8/n6OPPppOnTrx4x//mA8++MD08yjcQ7R7Tw3GSg033VSoWzv//U77tHbxtLOwsNDK5puO29qrSF+aG30UAo0+ryu0UxmsQUSbBSvml+c3WJ3wBXfr1o2qqioqKyv561//yk9+8hP+9Kc/MXz4cNatW2f6+WpqarjnnnvaGaxWsnDhQubOncvtt9/OihUryM3N5ZxzzrHMKFc4n2j3XqyHUIV5lJeX69bO4rPaG6zxtNNtM0e5rb2K9CXT66McEB6PK7RTxbDqINYo5CcX+/jBFc4YqZyRkcHIkSNb188991xuuOEGfvzjHzNx4kTWr1+P1z8Fmxs5fPgwCxcuZObMmdxjYvpeAAAgAElEQVR0000AFBcXM3DgQB5++GHmzZtncwsVdhDr3os2GEthHnl5eVH3hX83p49oM1gXLGj7vmJpZ6z6nYjb2qtIXzJoIQ+4824vZ5zrAu1MJp7AyYvROCyj4I9HKfKsszTuKtp5w5k1a5bs2bNnxGNWrVolAblq1SoppZSHDh2St912mzzqqKNkVlaWPOmkk+TLL78ccsyAAQPkjBkz5Jw5c2SfPn1kly5d5KRJk+TevXullFKuWbOmtS2BZcCAAVJKKZ9++mkJyI8++kiec845snPnzvK4446Ty5cvT+qzr169WgLy888/D9l+7bXXyhEjRiRVt0If0fpfOoGKYQ1hyJAh+gu3tLT2Ia/Hp0s7DdUfg1T1XbPaq+hYOFI7O3eWQ0DK+vqUnC5Z7VQhAUkifT5bYlaNUFJSQkZGBm+99RYAl112GUuWLOHOO+9kxYoV/PCHP+Siiy5qFwv6l7/8hddff53Fixdz//338/LLL/Ozn/0MgBEjRnDvvfcC8Pzzz1NVVcULL7wQcvykSZO46KKLeOGFFxgyZAgTJ05k8+bNrft9Ph/Nzc0xl+B8rQEP8ZAhQ0LOc8IJJ7B+/XrzLphCodBNTU2N/sKetp8cj69Jl3Yaqt8BuK29ijSmpYUa0OJxXIAyWJMky9PiqKDkSOTk5NCrVy++//57Vq9ezcsvv8zf//53brjhBsaOHcsTTzzBGWecwW9/+9uQ4w4dOsTLL7/M+PHjKS0t5ZFHHmH58uV8/vnndO3aleOOOw6AU089lZEjR3LqqaeGHH/zzTczbdo0xo4dy5IlS/D5fKxcubJ1/5w5c8jMzIy5HHPMMa3la2tryc3NbRfW0L17dw4ePEhjY6PZl06hUMRh9uzZCR3XydOoSzsTrd8u3NZeRRrj8zEbQh4knYyKYU0QOXIkvPUWz05pYcg1Doz1CEPzxsPrr79O3759OfPMM2lubm7dP3r0aJYsWRJyzJgxY8jNzW1dv+SSS5BS8u6773LCCSfEPefYsWNb/+/ZsydHHHFEiIe1tLSUcePGxawjOzs77nkUqSPQjxSKRJHdu0NtLYvubOD0C3Idr50KhRk4UjsDbzCVwepedE0A4P+CJ1/lgyQENxWTDRw+fJjdu3fTp08ftmzZwvbt28nMzGxXLtxzecQRR4Ssd+7cmdzcXLZt26brvPn5+SHrWVlZHD58uHW9b9++7c4RjhCi9f/u3btTX19PS0tLSFtra2vp3LkzWVntRyArFAprCfYo6tIz/306/cZG0DHpXTSPpVMnalEeVoVrCHhYXRISoAzWMHTP8BD4glsSn+kqVbNJrFmzhubmZoqLi3njjTfo168fL774YtzjduzYEbJ+8OBB6uvrTZtadc6cOdxzzz0xywwYMICNGzcCcPzxx9PS0sKXX37ZGo4AWmzr8ccfb0qbFAqFMYYOHUpNTY1+PQs8WAaF8MTSzkD9wTh2Jh4it1ehcBw+HwBDgZogx5CTUQZrGJGSWEcSwsL33wdgnd9gTURA9Z4rGfbu3cvtt9/OscceyznnnIMQgvvuu4/c3Ny4Rt5rr71GfX19a1jACy+8gBCCoqIigFaPZrDX1AhGQwLOOOMMunbtyt///nd+/etfA5oRvWLFCmdNd9eBCSRFtyKvr8KdBOLSdWun/0F4nd9gjaedwXHvAVKhnYkSqb0KheO002+wrnRJOAAog7UdgSTWAfGMNiDgvcAsTv4vPREB1XsuvTQ3N7dmAqirq2PdunU89thjHDx4kP/93//F6/UyZswYzj33XMaMGcPtt9/OsGHD2L9/Px988AGHDx9mwYIFrfV16tSJCy+8kNtuu41t27Zx2223cckll/CDH/wAoNXLWVZWxsSJE+ncuTPDhw/X3d6CggIKCgp0l8/JyeGOO+5g7ty5dO/eneOPP577778fn8/HtGnTdNejSJz33nvP7iYoHEZdXR1gQDsbGrR//AZrPO0M1B+M2dppJpHaq1A4Tjv9zrY6ZbC6F8MTAITNdGVEQM2ebGDfvn0UFxcjhKBr164ce+yxXHXVVUybNo2+ffsCWkzo888/z/z581m0aBGbNm2iR48enHLKKe2MvokTJ5KXl8d1111HfX09F110EY899ljr/gEDBnDvvffy4IMP8tBDD3HUUUe1vr63ijvuuAOfz8eCBQvYvXs3RUVFvPbaa/Tp08fS8yoUisiUlpaybt0643rmN1jjaWeg/mCcMFFLNCK1V6FwHH5nW2lLC27prcKRI9dMoKioSFZXV1tWf2AwkPzXv+D884HUDAJoPa/F39vAgQO57LLLWnOtKhSQuv4XjWTuMbPuTyHEOillUeI1OJuUaWevXpqFmptLw556mg82ktE5i+weuVBfr1mw3bvDrbeCCSE/dvddRXpjd/9rp3/19ZCXB507w4EDxo5NkGS1U3lYkyVo0FXwVGZOHcGqULiV8FjHRYtg925995iTB+m4nRkzZnDffffpK1xV1fb/rl2t/2b7Fw4CuwgpM+P667kPTDFaU4Gh66FQpIBI2lm3xccMYEZTE7F6q5O0UxmsyRJksAZw0hesUHQUgmMdGxrg5z8HKfXdY04epON2jMShJzIlYAHA8uWuMVgNXQ+FIgVE0s6uPs1g7Stip7RyknYqgzVZ/HEgwTjpC04Uq2NRFS7nBz+A2lrt/5wcyM/X1gMDasK36SkT57hb6hq4pgUOk8M+Xz7dfLVk0YA4BJ0vzIEB0eu6pa6BiS057CWf/JZaCu5tgAd1tiF4W0MDQ6Bt+jUFM2bM0F84TnB/+MtSAcwAuPRSY42yEUPXQ6FIAcFx4h6P38/m05xtN3k76T7W7gGOymBNkCkDB8LGjRE9rD17ap0i4P1x0ghWhSIZphQVQXU1fP55ys+dTYw887X+JcaxA4PWxZ7E29EV8uOXSh8KCgrYunWrvsLFxUy56CL48ENtXYiQh4O6xhy+2pNPN2rpw/d04TAFnTqx1SXeVTB4PRRpw5QpU2w7d/AgxZ49Ydo08DZqzrZjDu8jVm910gBH2wxWIUQP4ElgLFrU0kwp5dIoZUcAi4ARwAFgvpTygVS1NRLlRUURDdaqKpg+Xdvs8WixIm7zrioU0Sjfv9/W8yeT3todqbFj40TdNDpAq/yf/4y4PRBK1eDRtPOj4us54c1yqmfNMqOZKcPKAWsK91JeXp6S80QbPxMYY1NVpT0netFsl8qu3ePWGTw+x07sTMD1CNAI9AGuBB4TQgwLLySE6AX8L1AG9ASOBV5NYTsjE5jpKiwkIBAO4PNpHtbdu1PfNIXCMk480fJTyAhLImU6KI7TTbNmdQrXzgNN2sQkNVu2mFJ/qlCzXCnsIvDQd/fd2t/gMY4BKiqguRkEmu3yWaN71NMWD6sQogtwKXCilLIe+LcQ4iXgauCOsOK3AK9IKZ/zrzcAqX8fGca6ffsAKAzzsAbHe2RkwKZNWqdxwtOJQpEs6/wDSgp79GibYtPkGNbth/M5tF2LT20kh0598zkyO7TMgcx8dn5RSyYNCCCvRw5d+1sURxu8raGB/Z9/vte6Kxwdp+rm7NmzqTAwmCqQozQw80+AcO3ce1DrX7NffpmKBx80q7mWY/R6KNKDaP3eTPSMnwncZ5mHW0DCgsZ6LrCsRSYjpUz5ApwKHAzbdiuwIkLZN4AHgEpgB7AC6B+l3lKgGqju37+/tBL8jh35zDPt9lVWSjl1qpRZWVJ6vVJ26qRtS4TKSinnz287vvW8CoUNtPa/O+6w7ByVldo9E+/eKSuTMiNDSo8nuXvMKEC17EC6Ke3SzggEa+dCcYeUIDdOnZ/QeZR2KpxEKvqfEe0c7N0oJchvRX/XaKddIQG5QHgw3D4gL0LZo4BrgF8C/YFvgL9EqlRKWS6lLJJSFvXu3dvE5sYgwqCr4mLo31/bFfykYxQ97n2FwhaEdRGhgSD/uXNjp6t6/33t/vL5Er/HXIYlugnJaWepiQOigrXzsNQ8rNNe+ofheuzUTjOvh0JhBCPaGbBdbpd7XKOddg26qge6hm3rCkSahPkQ8IKU8l0AIcQ9wC4hRDcp5T5rm6mDCAYrmJMKIpJ7X6FwBBbPPx0vyL+qCp56Sot1BO0Vchpk43CkbhYVmTvpV0A7mw9ngYQz+x9huA47tdPs66FQGEGvdh7tj2E9kRzXaKddHtYaIEMIMSRo28nApxHKfkTomApnRQhHyMMK+p90YhEQbq9XpcdSOAyLDdZ4VFS0PSsKAddemxZx4o7UTbM9igHtPPtczcN6+5ntxpTFxU7tVB5WhZMJaGcgS8DPunV3jXba8qsjpTwAPA/MEUJ0EUKcCVwM/ClC8aeBS4QQpwghMoG7gX87wrsKUT2soAnvzJmJ/5CaYfQqFJZgYUiAHoINkpwcmDzZ1uakBKfqZl5epIiE5Cguhv86TzNY8xIYcGWndlpxPRQKs2gddOXRnG3H7v/S3gYZwM6JA24EnkIbELAbuEFK+akQYhSwSkqZCyClfEMIcSfwMtAZ+DcwyaY2tyeGwWoGTsl/plCEYLOH1UnJrFOM43TTsiT5/iwUW6+6KqHD7dJONWmAwskEtPOTZT54ALYOHWp3k3Rjm8EqpdwDTIiw/U20wQXB2x4DHktR04zxxz/CvffqTqXT0AgHZQ6ZvfLJbUxgmsoAKleWwk5S7GGNlAw7HR/mnKibFRUVjB8/3vyKs7O1+jdtoleUZOhOxLLroVAYJOYkAl1a4AGoOHQIt/RWNTVrIlRVUe3xaPGrX3+t+zAJZPkXarX1hH/2zz4b1qxxvnorOhTV//M/WsR+Cj2sgRHfgQGMKjzGWZSXlxsy0HTPBOX3sD784XredNH3b/R6KNKDVM+AFlc3/eNvyvfudY3Bau97PbdSUUGhz4fR9L8iwpIwKm2AwgYK+/bV+n0KPawqW4azWbFihaHyhYWF+pKn+w3WRX3PcNX3b/R6KNID3f3eJOLqpj+cccUxx6SsTcmiDNZECEQtG8TU6SRV2gCFHQSyYiThYa2qggUL9OfGVNkynM2kSRYNKfBr7N3fV7rq+7fsehikoqKCjAz1ErUjYUQ74+qmX8snffut2c20DNWbE6G4mNLzzoMvvqC8d2/49ltdMawi2RjWhgbtf1DhAApbKP3XvwAoT9DDqvf1fnjsVZoOsHIF48aNM1Q+kPapvLw8dkG/wfqTgl7MeMw933/49SgpKaGqqoqsrCw8Hg89e/bkzDPPZPr06aZ53JYsWcK8efP48ktrRnzv2LGDW2+9lbVr17J792769u3Lddddxx133IGwOWOIW9Dd76OgRzsN6abfwzouPz+h9thCMtNkOXkpLCzUMVFY4hBlmrXw6QBN5fe/V9MLKmyltf/97ncJHT9/vjZtIGh/50eYdVPP9IKW3mdxwKapWVO1OEY7X3tN6yijR1t6Xqs566yz5Ny5c1vXN27cKO+66y6ZkZEhn3/+eVPO8fTTT8tjjjkmZNuaNWuk1+s1pf6vvvpKLliwQH799dfS5/PJjz/+WA4YMEDed999ptSfDiTb/+Jpp95pWQP32Udl/9EqGzky4TYZJVntVCEBJpLIdICGXo/anEpIoWglwb6o5/V+rNirqiq44QbtODVlsTMww8MWUTv9HlaxenXUY4yElqSKeNdjwIABzJs3j8mTJzNt2jSklBw8eJBbb72VQYMG0aNHD84777wQb2lJSQnTp09n3Lhx5ObmMmzYMFatWgVAVVUVU6dO5euvvyY3N5fc3Fwqgm6aZcuWccwxx9CtWzcuv/xy6uoiTYwWm8GDB3PHHXcwaNAghBCceOKJTJw4MeQ8CmuJp53xYlbDtfPmaZqHVbz1lvWNNwllAZmI0cEhhg1cZbAqnEKCRoqehO7RhDlwv5SVqUFYTkJznCRHRO30G6zy9NPblU/EOZAq9F6PiRMnsmXLFjZs2MCUKVNYv349b731Ftu3b+f0009n3LhxNDU1tZZ/8skn+eUvf8nevXu58847ueSSS9i4cSPFxcU8/vjjDB48mPr6eurr6ynx3zQtLS28+uqrfPjhh9TU1PD+++/zYNBEDOPGjSM/Pz/qsnTp0oht9/l8VFRUcPLJJyd+oRSGiKedsQzaSNrpa9ZiWOWoUSn7DMmiLCATMTo4xPDoZxUrpHAKSTw8xZsBLpowB+6XgD0ghDsG4XR0ohk1RoionX6Dden27e3KOzlzhN7rcdRRRwHw/fffs3TpUh599FH69OlDVlYWs2bNYtu2bbz99tut5SdMmMCYMWPIyMjgyiuvpKioSNe5Fi5cSG5uLn369GHChAkh6ZVWrlzJ3r17oy7RBpDdcsst1NbWcuutt+r6rApziKWdsQzaSNqZnaF5WJfu2mV9w01CDboyEaODQwIiHQiiDvYkRaxDeVgVTkHnw1PUvhyHSJMCBN8vGRlw7bXalKxOH4TT0Vm5cmXSI+MjaucnmsG68rvvmHTqqSEDUqeTw3kt+XSjlpyWBnreC5TnUJ+ZT9POWjp7GsjuGmEgawrQez02b94MgMev6yeddFLI/qamJr777rvW9YEDB4bsHzhwYGsd0fB6vfTu3bt1vUuXLgmFBARzyy23sGrVKlavXk23bt2SqksRnUS0M9pkKpG0c9oJPvglrNyzx0FTh8ZGGawmo2f2neCOGC7SMUcCKoNV4RR09EWzE/6rbAHOxAwPK0TQzhde0Or3+eCDD4C2VIA5wClBRcUekHugS9A2uSdKruvycvCP2LYCvddj2bJl9OvXj6H+qTG/+OKLEOMynI0bN7Zbv+CCC4A2o9co559/Pm+++WbU/WVlZVx55ZWAFgZw/fXXU1VVxdq1a+nbt29C51TEJyXa+aoWErA07EHJySiDNUFGjBgBGH8KitQRZ85s2x/pVZcyWBVOYUTv3rBzZ1wPa1UVzJ6tObZ8vgh9OUHScTpWpzN+/HhDyfJ1a+eaNVr9QKD2WL1Od8DU8uWWGqzxrsd3333HE088wZIlS1i2bBl9+vRh0qRJ3HjjjSxatIh+/fqxd+9e1qxZw5gxY8jN1WbcffHFF1m9ejUlJSX87W9/o7q6mj/96U8A9O3blx07drB//366du2qu62BgVvxaG5u5uqrr2b9+vVUVFTQq1cv3edQaAT6fTxSpp3+tFbjP/gAt0x1oQzWBFm3bl1CT0ExDVLau+43bdI6cHExKoZVYTvr/vu/4dFHYz48Be6LgOB6PCrWtCNTatD4062dEyfCmjUEao80lClYEaMNdWqnmpdeaqi9Rol0PebOncvvfvc7hBD07NmTM844g8rKSk477TQAFi9ezPz58ykpKWH79u3k5+czatQoxo4d21rHddddx/3338/FF1/M0UcfzfLlyxk0aBAAZ599NmPGjGHQoEG0tLTwz3/+09TP9J///Ie//vWvZGdnh4QmjBo1SrfRm+6se/hh+P3v4Qc/gOzsiLnaG+oaGLAHHiWHfeSTHxbyEjdXu5587oFtfnuitKkpyMhwNspgTYJ4xmckosWtBnPNNbB9O/zrX7B4MTzzjF/QlYdVYTc6ZroK3BcBY/WcczSPgV49TDTuVWEPJQk8iejSTr/hV1JeDi0tHN5eS+32BiTQSA69h4ROvnKYHHY05pN9qJaWQw00+H/0j+9bS6fa7W0/1hZ6V6H99dCT+qlz587MmzePefPmRS3Tq1cvFi1aFHFfZmYmy5cvb7e9ubk5ZH327Nlx2xKJs846y5RsEGlLVRWMGtXq1YxGFnBkhO1iD7An/mmCvyG97q2SvXvhrLNg7VrHC64yWJNAj/EZTqw4vGCvg8fjTz0R/EqglzJYFTYTPMw0CuH3hVFj1czYLYX1FBQUGB7Io1s7S0spmDGDuro6OgEfBD3MDIqlnR5NO71emPsLmPnpVfDccwl9PqMkcj0UHZyKirjGKhgIazHx+AKgrqnJnLgDi9FlsAohHgeuB/pJKbeG7TsO+Bh4XEr5C/Ob6EwCyaErK6VpI/mCvQ5SasIbkrrnM2WwKuxFlJUBIP0e1kje0GQGRyXy1kJhL0aNM6PaGVx/wtr5eeq0UxmrinaUlLQakzLsL0QPbTFigMYLmYlGHUBmpititvR6WKvQDNbTgBfD9v0R2A/MMrFdrsHoIJBYrzvDvQ6LFsHu3UFl1yuDVeEQhIjpDU10cFQiby0U9lJeXm44jhX095FA/UlpZ7nXcPsSJdHrEQs1o5TLCe6w/fpR37k3O7+oJYuGduEtAozFovq3NdY1sHVPDnv9sa8FPRrIzopzXEMD5dnZlD76qCs8A3oN1sDcXSEGqxDiQuB84OdSylqT29bhiPe6M65nSg26UjiEr77xMPsf1oxkVamr3EV1dbXpBlp4/cOHlyannd7UGaxWXw+Fu9lw4wP8Yu2lvP5VUNjKtaHZghIhG9geJWQmFtWlpZS6RGj1Gqw1aCG/pwU2CCEygfuBT4Ay85vW8dDzujPc6xDiVVCDrhQO4Q/3Cl5vsSYLgEpd5S7Ky8str3/BgiS1M4UGq9XXQ+FuZt3j4fVm52inm/qrLgtIasMD3wKKhGh18/0SGApMl1LGjyZWGJ66NXy+7C++Ugarwhk0NntCsgCowVHpSyJZAozWn6x2bt+ZOoPV6uuhcDcNDtNON/VXI1kC3gIuAI4TQuwB7gZelFKutqRlHRCjrzvDPbKfqRhWhUPwZgi8Pn1ZAFSaqo5NoqmSjNSfrHZu3pY6g9Xq66FwN94MD94W52inm/qrEYO1yv/3NODHaCETM0xvUQfHiMs+fCDBCcOUwapwBr+6w8PgTvGFVKWp6vgEpha1uv5ktLNff2/bSAyLsfp6KNzN3N96KGxyjna6qb8aMVjfAXzAz4AzgT9IKb+2pFUuoKzMeNiu0aelcK/C0E1q0JXCXspOOw3eeYchx3mYeWX88ipNVcenqKiIrVu3xi/ox6h2FhUVsXz51qS088h/pM7DavR6KNKDsmHD4NNPOWGYhxPOj18+Vdrppv6q22CVUu4XQnwGjAK2A7+1rFUuwOgo0ESflkK8CpuVh1VhL6WDB8M77+jOWKHSVHV8jP7YGdXO5cu3Jq+dL6TOYHXLj78itZT26weffhpzlsBgUqWdbuqvRi2gd/x/Z0opVXZkA0R6WjKMyhKgsJvATFc6+2LA0zV3rgoH6Kjcd999ltY/d+59yWtnCrMEWH09FC5Fx7TWwaRKO93UX3V7WP1prEqAauAZqxrkFgKpIPR6C0x5WlIGq8Jmyr/8EoBSAzmBI8UeqoFYHQejHhqj2tmt29bktTOFBqubPFaK1FH+3XcAlBr4HU+FdrqpvwopI03oFaGgEDPRwgDOkFKmKHw9cYqKimR1dbVl9Qeye+m9fmBCR3vxRcQllxg+r0JhFq39/m9/g//+b13HhPd7I+ExTjRshRDrpJRFdrfDKjqkds6ahZgzx/B5FQqzaO33b7wBZ5+t6xilnaHE9LAKIXoA5wInAbcB95tlrPrrfhIYC+xCCzNYGqN8FvAhkCelPMqMNqSaRBOiBzreJV7lYVU4g+dfEBx5VPz+HElg9Q4mUBkGIuM07SwsLGTdunVmV9uu/mS086qtqfOwWn09FO7mz0s9HJPjHO10U3+NFxJwLrAU2AH8EbjDxHM/AjQCfYBTgJeFEB9KKT+NUv42YCeQZ2IbHE9wx6tWBqvCISxd5uFfL8Y3IsMF9tlnte0ZfuWJ9YpXZRiIiqO0MxUzXSVCsHY2CDXTlcIZPPGUh3eec452uqm/xrSApJR/kVIKKWUfKeVtZs1oJYToAlwK3C2lrJdS/ht4Cbg6SvlBwFXAAjPO7yZCOl6zMlgVzqDZ59E1ACZ4hqKMDHjqKVi8WBu7NWVKbNE2OrtROuBE7czLs9aHkGj9IdrZkjqD1erroXA3TQ7TTjf1V7ssoKFAs5SyJmjbh8CwKOUfAu4EDsWqVAhRKoSoFkJU79y505yW2kxwx/NkKINV4QyER+gyIoNHul57rWY8BJb+/WN7GFSGgYg4TjvHjRtnqLxREq0/WDtTOejK6uuhcDfC43GUdrqpvxqZOMBMcoH9Ydv2EeGVlRDiEsArpXxBCFESq1IpZTlQDtrAAXOaai/BCbAvzhG8dIvdLVIoYNKVHn51g7F8mFVV8MwzxkZ7Jxr33YFxnHbW1NTEL5QEidYfrJ1XbPOy4CFz2xUNq6+Hwt1Mud7D0Kudo51u6q92uezqga5h27oCIbld/a+/fg/8IkXtcjYqrZXCIfz35cKwIak8pqbgOO20ei5yM+qXntR5WN00N7si9VxzrcdR2umm/mqXh7UGyBBCDJFSfuHfdjIQPmhgCDAQeNOfEiIL6CaE2A6MlFJuTE1z25Oq1CjBAwfejDDoyompKxQdF3n++bBqVcyHp6qqtgECkyeH9kvlMU0apZ06CdbOnREMVqWdilQiR4yA996Lqp2B/tizJ+ze3b5fKu20yWCVUh4QQjwPzBFC/AxtpOvFwBlhRT8Bjg5aPwN4GBiBNuq1wxMycECGdnSV9keRavbu8ZEPfL5ecMIF7fdXVWkpBhsatPWnnlKj+83EidrpVA9riHb6UqedbvJYKVJHfb0kF/joY8FJhaH7Av2xoUGbEMvjgezs1Pymu6m/2vmO+UagE1rKrL8AN0gpPxVCjBJC1ANIKZullNsDC7AH8PnXTclY4HRiDboyZbpXhUInVVXw7ruad+z2mR6qqtqXCfTJAE1Nql9agKO0c+jQoWZWZ1r9wdopMkI9rFZqp9XXQ+E+qqrg6y+0qVlLp7bXzkB/DMze6vOl7jfdTf3VrpAApJR7gAkRtr+JNrAg0jEVgCMmDSgs1B6RzEq4G+31VPDAgfHdBMN/3rbPlOleFQqdVFTA074q8oAjmkVEz2mgTwY8rJmZql+ajdO0c+XKlYbKG9XOePXr0c7L93t5eGHbPiu10+j1UHR8KirgT3IDnQBfk6OKa5kAACAASURBVKeddgbrZsDDmqrfdDf1V9sMVrfz3nvvmVZXvNdTrbEr/w71sAYLsorDUlhNSQnc6R/bc0GGJ6KYFhfDmjXRY1gVHY+6urr4hYIwqp2x6tetnU+Helit1E6j10PR8dG08zAAhZnttTO4P0aLYbUKN/VXZbA6AN2zUkQI1laB2IpUEdzPfn+vh2FR+p3qk+lFaWmppVM7xqpft3ZGyMNqVT+1+noo3EdwP3viKQ+nROh3dummm/qrypPkAHTPSqHSWilSTFUVLFhAu5irYScKexqkcBxW/9jFql+3dqZw4gC3/PgrrCOabgKcMsJZv+Nu6q/OunJpiu4ca6LNSIh0I0Qi1o2jUMQi8Lr17ru1vyF9SD08KfzMmDHDtvp1a2eQwapHC5PRTauvh8LZxNRNcJx2uqm/qpAAh6DndcBHn7R19NGj46e8CI/vWrTImtgYlc+wYxJzJLVQHlaFRkFBga3169HODV+1GazxtDNSXCzo1zgj10NpZ8cjbpiKwwxWq+9fM1EGq4tY935bR48Zr+Un+MZpaICf/xykNDfvoMoF23GJOZI6zsQB6kc4fbDTw6qXTz5rM1jjaWe4wfHss6HTYsbTOL3tVdrZMYmbgcJh2qk8rGnAlClTUn7OEUVtHT1avFZwhw++cTweTYCD87uZcUPoHvSgcCSxBDLSSOopRxwBO3ZE9bCqH+H0o6CggK1bt+oub1Q7jdYfiWEneWGp9n887ezZM9TgAGMap7e9SjvdjZ50asH7puTmQn19zJmu7NBOM+6vVKEM1gQpLy9P+TlPPrWto0fqzJE6fHCqjOnTzc87qHLBuhc9Ahn+urV80CDNYI0iuupHOP2orq42VN6odhqtPxLHD2vzsOrRzuDwKQj1sMbTOL3tVdrpXnSnUwuivHv3mAarXdppxv2VKpTB6iaCvFqROnKkDj9zZlvZ4cPNf92gcsG6l4QEMjAPfBQPq/oRTj9qamosjYMzpf6gQVd6tHP3bk07AxjROL3tVdrpXhLSzsA0VlEMVru00+r710yUwZoggVQQgVlbUkKcYO14Hd6qPG8q76Y7SUQg1/mTTBdG6YvqRzj9mD17NhUG5pA0qp1G649InLRWZmqnkfYq7XQnCWmnf/o/p2mnKfdXihAy4DHpYBQVFUkrXd3C72FK6fX77DPEsGExz6sGvCiMYLS/tPb7d9+FoiJL2+ZUhBDrpJQd9sN3SO1cvRpxzjkxz6u0U2GEhLVz2zbo29fStjmVZLXTWfkVFLHRkQ6juDg0DEDlYVXEIry/6EaltVL4KS0tdX79OiYOMEs7rb4eCmeQsHY6LK2Vm/qrCglwEwaNBDViW2EZDhNdhX0UWexpN6V+gzNdJaOdVl8PhctxmHa6qb8668opYmOwo8dM/K5QJIPysCr8dBQPazDJaKebPFYKG3CYweqm/uqsK6eIjcGOrmee7fDXXukeQpDun183DhNdhX3k5eU5v36DBmsy2tmli7XXw6ko7dSJw7TT6vvXTFRIgJsw2NHjjTqMlHswOFdruoUQpEMIhWkDS5SHVeHH6qTjptRv0GBNRjszM7dSVdXxtCMWSjsN4DCD1S2TBoDysLqLBDp6rMDw8Ndey5endwhBRw+hCPyo3H239jcpT4jDRFdhH1anxDGl/pRqZ0WH0454KO00gMO00y0prUAZrAlTXV2d+hkiTPZqhb/2uvTS+K/BOjJ6XgO6GTN+VKoHDqQa4oquej2YPiQyc5UR7TRlVkGDHtZ4xNJOKO9w2hEPpZ3xqc7OdqR22jFrZ6KokIAESemEAQEMPpnFe4UR6bWXFbNhuYWOnPS+qgo2bYIM/x1v5EclpB8FJleP8fCUDq8HFW2sWLHCUHmj2mm0/ogkkCUgce1ckXb9XWln9GNbr0lAMx2mnabcX6lCStkhl8LCQtnh2LJFAlL72mJTWSllp05Ser3a38rKFLRP4UiC+0JWlpRTp4b2h8pKKefPj9xHwvtR7RFDpAT53l83RD3f/PlaedD+zp9vwYeyEaBaOkDjrFqMaucVV1xhqLxRTKn/s89Spp1WXw9F6jBTO5szsqQEWVVxOOr57NDOVPbXZLVThQQkSGlpqa50EBUVFWRkmOTINuBh7egxRQr9BPeFlhbo3z80OXqs2KzgYxsaYOqO7ZQCk68RUV9ZdfTXg4pQxo0bZ6i8Xu1MtP6IGPCwJqudprRX4QjM1M7rm5soBcae53GUdrqpv6aNwVpSUkJ2djZ5eXl069aNwYMHc/XVV7fOa22UxYsXs3jx4pBtS5Ys4dhjjzWjuZEJMlizsrI4xz/VYCRS0fFVnKI1mH1dY/WFeD/Owcd6vbCMOhYDDU2eqD/kgdeDc+eqcIB0YNKkSYbKR9JOM+uPSLDBOnQoFBRAr17aUlAQsu2W+wr4tGUo31HAtpZezFjYvkyk4+jVC449lkn19XGbo7TTGpysnU8iWQwcbnSWdppyf6WItIphvfvuu/n1r38NwLfffsvixYsZOXIkf/vb37jkkktsbp0OgmJfSktLWb9+fdSiVscUqThFa7DiusbqCwFRDZwv/MEm+NiePeH667XtGZki5kNQcbHqD+mCEALtbZ+D6//739v+/+KLmEWzgeOCN+z3L3rYvRtx/fVIgCheZKWd1uAa7czyOEo7rb5/zSRtPKzhDBgwgHnz5jF58mSmTZuGlJKDBw9y6623MmjQIHr06MF5553Hl19+2XpMSUkJ06dPD3Ghr1q1CoCqqiqmTp3K119/TW5uLrm5uSHpIpYtW8YxxxxDt27duPzyy6mrqzPe6CAPa69eveIWT3iuYx2okANrsOq6RusLep7oA8cG//7++jce9SOrALD8x86U+tesSb4OnUjQ8lxFQWmnNThaO6e09eFFDwhHaadbjFVIY4M1wMSJE9myZQsbNmxgypQprF+/nrfeeovt27dz+umnM27cOJqamlrLP/nkk/zyl79sXb/kkkvYuHEjxcXFPP744wwePJj6+nrq6+sp8T9GtbS08Oqrr/Lhhx9SU1PD+++/z4MPPthax7hx48jPz4+6LF26VCvooPxtKk7RGuy4rnofbIJfs90zJ3oMqyK9aNUnJ9d/6aXJ16GTpXHOp7TTGhytnf/xtf4/fbqzQkGsvn/NJK1CAiJx1FFHAfD999+zdOlSvv32W/r06QPArFmzWLRoEW+//TY/+tGPAJgwYQJjxoxpPb6oqIilS5dy5513xjzPwoULWz2vEyZMCMlDuHLlSn2NdZDB2pHTmNiJk69rsMciEMPqpPYp7GHlypWWxsGZUn9pads72VNOgdpabSQMQE4O5Oe3bQtfj1Qm0rYDB6CujpV9+zIpxqAyJ9/jbsbJ1/X/KtoM1oD31ynts/r+NRPbDFYhRA/gSWAssAuYKaVsZ+oLIW4DrgEG+Ms9KqX8g1nt2Lx5MwAevzF40kknhexvamriu+++a10fOHBgyP6BAwe21hENr9dL7969W9e7dOmSWEhAAhMHmDadXARUnKI1mHFdrfjegz0W8eKwFNbgFN0MxhUe1mDef19XMcP30P33w4wZLJ04MW5RpZ3WkOx1ter38qxRbQar07zqysOqj0eARqAPcArwshDiQynlp2HlBDAZ+Ag4BnhVCPGdlPKvZjRi2bJl9OvXj6FDhwLwxRdfhBiX4WzcuBGAESNGtK5fcMEFQJvRa5Tzzz+fN998M+r+srIyrrzyyhAPa5AN3Y7ATdezZ9v81kaD0K00dBWxCb/2Rr8LqwZ1FBfDqd4MREszZcsERapf2IEjdDOY8ePHG0o+HtBOq+qPR1VV5Psh+D6DBO6hzEwAxv71Bc4+4o9KO20gGe20cjDcyNN8jAAkgkccNsjO7PvLUpJJ4proAnRBE92hQdv+BCzUceyDwEPxyoUnvz7rrLPk3LlzW9c3bdokf/Ob30iv1yv/8Y9/SCmlnDRpkrzsssvk5s2bpZRS1tbWyueff17W1dW11pGbmytff/112dzcLJcuXSqzs7Pl119/LaWU8pVXXpF5eXly3759redZs2aN9Hq9IW2ZNWuWHD16tDTKW28caE1+nZFxlxwx4mx56NAhefhwWyLi4GTFGRlSejzGkxCrSQfsI/zal5UZ/y4sTT59xBFaxdu2mVipu8CmiQNSoZsygYkDXnrpJUPljWJG/ZWVslU7I91H4ffd1KkJ3EOPPy4lyGmesUo7bSBZ7bRUN+vrtYo7dzaxUnOw+v4NJlnttCsocijQLKWsCdr2ITAs1kFCCAGMAsK9CYH9pUKIaiFE9c6dO9vtnzt3Lnl5eXTt2pUf//jHfPnll1RWVnKpP0B+8eLFHHfccZSUlJCXl8fw4cP5+9//jgh6FX/ddddx//33061bN+bMmcPy5csZNGgQAGeffTZjxoxh0KBB5Ofns3btWkMXJR5r32z7upqbf8t7762hU6dOHHdcWxKW4JGSPl9bDjgjryHUKFb7CL/2y5cb/y4sHXwQGFGaQHiKImks0U1/mZjaGYsSi99vmlF/8H0T6T4Kv+8ggXvI72E9wddbaacNJKudluqmzx8S4KBxKAGsvn/NxK6QgFzaZ7bbB+TFOW42WmaDpyPtlFKWA+UARUVFIbkaKnQoR+fOnZk3bx7z5s2LWqZXr14sWrQo4r7MzEyWR0hn0tzcHLI+e/bsuG2JxI9L2jp7p06y3SuLwJzHgRzZWVmwaBHs3m3s1X68/HLB50tF2EA6hSeEX/tLL4U334z/XQRj6eADBwtvGmCJbkJs7YxHQUFBYjH5Kaw/+L4Jv48i6ebkydpi6B7yG6y3sAyv989KO1NMstqZrrpp9f1rJnYZrPVA17BtXYGoV00IcRNaTNYoKWWDhW3TRcDrKlOYw2xkcZtXK5KxOnq0NlhVCBg/Hn71q9Bp5BYs0Hcj6rlxU5X82s4k23aIfeDaP/ustj58eGIiGj74wKzPInbvBkAqD6sdOFI3jf7YGdVOM35Mg/t8sIYE64vHA4WFcN11bfsDcZC6tNNvsH43+icsHp2+2mmXkWyGdkYatGXK5/H5EAD79+O0rKduMVYB22NYhwRte5YosVjA/wCbgcF6z2E0DksPwXGw+OOhUkpzc9Tzzp/fFq8KUmZmtsXsWBGTamm8jw3nCcfOOF4j566s1K5JvDJmfZbW/rd7d+KVuBzsj2G1TDdlAtpZVlZmqLxR7TRav5HzBusLSClE6D1i6N75xz+kBFl2yikx29GRtdPu8Q+O1c5du+yxGXRg1v2lh2S10xb/tJTyAPA8MEcI0UUIcSZwMdoAghCEEFcC84ExUsqvU9vSUCoqKlqndrWF4NcJYd6JkpLQ3S0tbTE7VsSkpipJs11Jtu2M49V77oAH5e67tb/RklFb8lkc+Gqro+NU3QzOKe22+gP6EnhhIGXoPWLo3snK0trrfwsR75wdUTvtHv/gWO30+eKXsQmr718zsfNX50agE7AD+Atwg5TyUyHEKCFEfVC5eUBP4F0hRL1/edyG9tpP8GvYMIO1uBgeeUR7K+XxQHZ2m0BZJVzXXANTplj7qknP9HdWYOdsNIFzezza0rNn5HJ6xdSSz6JCAuzCcbpZXl5uRbUpqT+gL9dfr2lm+D1i6N7xhwSUn3BC3PN2VO20exavkhLIyNDkKSMj+vlTrp0ONlitvn9NJRn3rJMXK0ICgvn/7Z1/sB5Xed8/j+690pUlGWGnjSuIf9AiSFyCQZq0igsSNXGTIg+UTNuMGJTixBJOjJMamIlTlKg4Y2HPqHFqnFjXiRWLVKF/gFts4sLQYBOQPKlkIMElltuCHXORMZZsSc7V1Y97+se+e+/q1ftjd9+zu+e87/czsyPdfc+efc6+53z3ec+P59BQ9/78fc+c6fh5t2GOPMMfefE97BIqTdq+a9dCWLJuz7iJ72G+/h07NlhGEUNDUwLqOopq5/r16wulL6qdRfMve9+BtfNLX3IO3PqVK3veY9i1s0m79+1zbvHiZGrH4sXdbaj9e5ieDnZKgK/2lYdBtXPkt2aNljRmVRvddvrInh90EnmnX6d5Fhd86EPwjW8kqzd77FwYDE3tRrN/fxKSZW4uObo94yKrWgcpS3tAdUA9rGKeslFPQsk/pZ929l181eph3d7a7rsTo6CdTe7itWcPnD6dDECm0+K6fad1aue1V4bbw1pX+/KBHNZYKTnEsH8/vOMdC0L45S8Xa4xpCJjxVs3pNUySFeeTJ+HOO5PzX/xi8m8qvKMUeqUf2WgPc3PJlIBez7jqrQjbX5zzaA6raJHuEhhr/nnItsuxMfjkJzs4jq0Gsnr8/NdqdvfBPCEDpZ3F2b8fdu9emC03NtZ7CL9O7bx/PFyHNYT2lRc5rCXZtWtXswaUdFj37ElEF5J/9+zJv4VdtgGOjSWhsy65pPu9snHxnDt32u1nPpOIbpNhq0IkfVGlzuo73wnbtzcX9qa9R+j3F40zNndGPaxinrVr1zI9PZ07fVHtLJp/FTz66MKPyLk5+NVfTcImZbXzXZdM8JPA2m99i6y17e3srrvg61/vfT9pZ3EefRTSkOdmcP311T2Potp51s2xC+Cii6oxaABCaF95kcNaki1Nj8t4nMSdV/iyDdA5+PznEzMeeKDzNdlhl5deWuglgGRoqz3PXkNko0J78OuqnFXI9+zb7dl62lg0h3pYxTxFX3ZFtTOEl+mGDcmP9FR25+YWFuqk2vng+AR/CUy/8Y3nXNvezr7+9UQzT52SdvqkXas2b67uXoW1c9yxZRZY0W+Pj/oJoX3lRW+dWHGuf5oObN68EMYlbdR5VkxmpwKMjSX+ytmz/VdZrlsHt94Kd9wBu3bBtdcm/6bvrKZXlTZJOicuG1KlzpW9F1+c1INe0w7a7VmUhr1WD6tosXPnzqjzz8O6dck0gPHxc6OwZLXz704nc1h3Pv/8/HXtuplOq8mzQl3a2Z3YtHPvn4S701UI7Ssv6mEtSRoKorGe1pI9rOvWJQLZPvzfa15V+1SAG26At7wFfv3Xi20ZumXL+fO+Kt0OL2B69WrXsWhh//7k+0vX7t11V/d7Zu2ZOnsWgC0BCq9ohqI9NEW1M5QeoC1bkmkA3bST8QmYhelTp4DOupn2+qU9rNLO4kSpnf9nLtn3+MQJQlszF0r7yoMc1pJs3boViM9hhfMbdT/hy/YiAFx6aXfx9mHPKDDocJ6vSA9zc0lPQZ9Y5/NsbfXsy2EVKUV7aIpqZ0g9QL2089o3Lob3ws7WsG8n3Uyv9eVoSjuLaaePRWqltHNujq0AL7wQnMMaUvvqhxzWWPEciDhtvOnwVLYxt88NSnsEfInlKK507fZM8+BjsUWp+2enoWhKgGixZs0aDh48GG3+g5K2va99boI1wJrDhzlI7zbmQztHUTehvHb6WqRW6v4BbxwQevvKIoc1Vq64ImkE4+MwOQkzMws/5dvP5Uhz5iy8YWacy5hkkhnOLD3L+FiSbt3kJC+PzXB27CxjY+NMvLd7XmdOJXmNLR5nYnl/u2YXTfKGIzNcSZLm9PJ81/Utc95zDeWVfabjwPi/zJ/XVUdnODybnDszM874tZMwVsyGdePjHF06ydzcDBOcZfzanOVJefzx0XpLiq7EvNOVD1JHaMXsBDcDv7/kAqD4kH0RB3SUIwSUnQrha5FaqfsH7LCG3r6yyGGNiewM82PHvGY9DpwTcGPm3M8nWgengBN0Zbx19EuXsqR1zHMi33XDwPwzhfOedy+Wto55Sj6vJf2TdGf9enjssdF5S4qurKh45XPV+Q9K6gidnEta87JTCz/u8vakFnVAm55S1DRleqjL9Ix2e069RiQ7ErDDGnr7yiKHNSa6LScVom5On1YcHQHAxo0bOXToULT5D0rqCM3NTsAcvPf031HU2qIOaNNTiurEl3Ndpse723Mq/AwDdlhDb19Z5LDGRMVxS/IEyuo1c7HT9XlmOmavKzIzsuz96qbbc+1ma9nn0enaXs9ooOc3MTFacXREV6p+2YX+Mk0docf+52LYBk8tMnbsSEIfvfhiPueoqAM6SISAmOK3Tk0lmzScPZusyL/nnt5b0/Zzbrv1zHa6rtdzKvwMA3ZYQ29fWcyVjOcZOmvXrnUHDhyoLH9rLTqp+/nN3/eyy5KtVyYnYeVKOHp0YQur9nN50mTOzRw+ytHDszhglkleZiWv4iiTzPLqSyZZekn3vGaPzzJ7GiaW9U5Xxq7267J2nmKSv/f6lSw/VS6vwjYUyOuZYys5c+QoS0jOzTLJMVbyxkuOspTOz/5k67l3StPr2U8fmeQlVrKSo6y6KEnTfm7J4uS6ExMreeHpoyxmFoPzv9sO97PDh5P6t29fuG+5ijGzg865tU3bURVFtXP79u2F9iMvqp1F8/d138I4B4sWsR3YzGUsZrZnW29vxycmVnL6haNcsGihjfrUy/Tv2VPdNSEEvczq2Q+PMK+F6Tvooi7voL561sWGbtf1er90fIYX9ijP889j3/9+Uk0C005f7SsPg2qnelhL0rij/93vVpb1XTtg27bk12O6GNy55BfubTcnway7cd6c1ApZCnwj88v4inA04Bw+cSPce++557o9y+yzz/O8s/yn9ms/klx7uMszWg78deazVTme33D+vBV10rh2VsXjj8+3jyt45tzPDve/fLl3gzqzBLg887cdqenGBVkMrOr0wWE6Ps9lraNfurzXLQUmM6ft6YX/d3yGfZ7jfK3X/P/SyGEV55EdnhobS5zWM2fq300lz9ylGOIQbt4Mu3cv7Avea3eUQeamlQk/FsPzE2FTde9MXb0/A9NaY7C9USPyEeLUqXaK2li2TL2uK/tZTwKb/x9N+0IOq+hA+/wogD176rWhiYUBVa2cXbcOvvzlJO9+89ryzE3rtXJ1FHe+Ec2yevXqSufBVZ2/NzZswMbHWX3mDE91SVKHo9jE3P5B5t3nzTdP/v3s6PZ5VfZ3JLD5/9G0L+SwlmbNmjUA0QTcLUq2523//oWtBB94oB7nsduk9iqcyv37E4f8/vuT+1XhIBfpyeyVtp8jX3WP6bDXe1Gchx9+uFD6onWoaP6NsW4dfOUrPPxbv4U9/TTMzjLDJH9zeGH+5cUX0Xuuo4f5oy/NTvLdoyu5sHXPC149yasvS+Zknn5lliUT/myYPQXHTk3y3IkSZcxxPyt4nfXIq9e8017X+fp+1nz/+7B0KQcfeSSo3oRo2hdyWEvzxBNPNG1CbTSxqrTT8HYVva5pnidPLmzkFPLK2aZX+I5SvRf5OH78eKH0RetQ0fwbZd06jn/iE9Byys+bk/6R/HPSy/I37Tr5+eT8Oece9qydrXN1lbEM3eb418UTZskXENiLJab2pQ3BRV9S53FsrPw81v37YceOc/c+6EU6vH3bbQuOaSdnbVDSPFNn1az+ubpF8PFdCOGTLb3iDEWQv2+y9ko7w0Ha2ZmY2pfCWpWk8bBWNd93kKF4Xz2jVfawnjqV7ET6gQ8ki6R65dv0LjFN3r+p+hcSCms1GNLOYtdKO/0h7WyWgbXTOTeUx5o1a1yVkIyCVHqPkO47CLff7tzYmHOQ/Hv77eXz2rcvuX7fPn/2Fclz3z7nli5NyrF06WB2+CxLFc+lEzHWP98AB1wAGlfVUVQ7b7nllkLpi9ahovn7um9ZfNnrnLTTx33rzKsXoWqnz/raj0G1U3NYRWGK/kodJFRTOz4XFWXLkXcuk685pD57PGLbalEMF6tWdYyWGU3+vullr7RT2hkaMbUvOayiEGUaeIjhlvrtE93NVl8vEJ+Lp5peiCVGmw9/+MNR5++bbvZKO6WdIRJT+5LDWpIbbrihaRMaoWwDDy1Afa+wWf3CRvl4gfjsOfGZVz9Gtd6L7qxatYrp6enc6YvWoaL5N003e6Wd0s4Qial9yWEtydTUVNMmNEKdDbxKupUjz0vFxwvEZ89Jnb0wo1rvRXeKLtAqWoeqXABWBd3slXZKO0MkpvYlh1UUIsQhqqKkw1Z33XX+rlN1vlR89pyE1gsjRodDhw5VOg+u6vx9081eaac/pJ3+iKp9DbJia5ADuAh4EHgFeAbY1CWdAXcAL7aOO2iF4+p1VB0l4MCBA+7AgQOV3qMTBLrSsBd1rcLMc688K1U75VFnGUKmqXofEjQcJSA07Vy/fn2h9EXrUNH8u1GXdvqy1zlp5zARqnb6rK/9GFQ7mxTdPwX+K7Ac+GfAy8CVHdJtBZ4CXgu8BvjfwAf75a+wVmHgM5SJj3uVCRNTZxlCJ7b6VwUBOKzSzojuWxZp53ARW/2rgkG1s5GdrsxsGfDzwDbn3Ann3FeBzwHv75D8F4GdzrnnnHPfA3YC/642Y8VAdJrXVHTnlkHu1U6Z3U6q2CWmE1U9FzE8hKid2unqXHzZK+3Mh3RzMGJqX03NYV0NnHHOHcqc+yawvkPaK1ufZdNdWaFtwiPt85ouvri6uHed5lC1h1kpM4+sjrlZigcochKcdq5dW+2mX1Xn7xtf9ko7+yPdHJyY2ldTDuty4FjbuZeBFV3SvtyWbrmZWauLeR4z2wJsAbj00kv9WSvmKRr4ul3kqox7134v6CxmRSfZ17FYQvEARU6C0071sJ5LN3ulnf41Tbo5ODG1r6Yc1hPAhW3nLgSO50h7IXCiXXABnHNTwBQk+2H7MVWklP012y5yVf7izt5rxw5/Ypbmmw4/ZcXXx/7UwxLyRlROcNq5YsUKjh/vdHs/VJ2/bzrZK+2sRjulm4MTU/tqymE9BIyb2eudc0+3zr0ZeLJD2idbn/1ln3SiYnz8mq0ztItvMev00gE/Q1LDEPJG1EJw2ll10PFYgpqn+Nw0IIu083ykm4MTU/tqxGF1zr1iZp8FPm5mvwxcBbwb+OkOyfcAt5jZn5GssvswcHdtxop5fIlYXXHvfItZtwUERV5EvXoURj0eoOhPiNr56KOPct111/nOHq2OvgAADwpJREFUtrb8fdPJXmlnddop3RyMmNpXkxsH/ApwP/ADkhiBNzrnnjSztwGPOOeWt9LtAl4H/HXr7z9snWuUmHaH8EWMv2Z9ilm3l07eF9EwLBAYxXofIEFp59TUVKEXXpmdsWJ5oUJne6Wd0s5QtTOm9mUdpjMNBWvXrnWhVpBBMDMAQvzefMzlDOEeRe+f16YdO2DbtqRHYWwMbrsNbr21epuFX8zsoHMunqW1BZF21o+0U9o5CgyqndqaVXihjl/AVd8jj3i29zoUeQlogYAYRjZt2sTevXujzd83Re2NXTvzamBWO7PX5HE8pZ3VEVP7ksNakjQUxNTUVMOWhEH7HKU9e/z/mq8yhEkZQS96TYzDgu2o3ot2Nm7cWCh90TpUNP+mKWpvzNpZh26CtLNKYmpfjex0NQzcd9993HfffU2bUSu9dhTJ7oIyNga7dydDONdc428HkjI7reSl26IA39fEzijWe9GbTZs2FUpftA4Vzb9pOtk7rNop3cxPqNoZU/tSD6vIRb9fxdlfwM8+C/fd5//XvO9f2dlhqTJDTkWvyT7DsTG4/nrYvDnO3gIhUsys0nmhVefvm3Z7h00769bN9J7SzmqIqX3JYRW5yDOklA0Q/cAD1cw3Su+Z/iovK1idXiJFBb3oSyD7DM+ehV27kucU44pXIVKqftnF8jJNabd3mLSzCd1MbZZ2VkNM7UsOq8hFkV/FVc438rV4oNNL5NZbiy+oKhL6JX2GJ0+Cc8mh7QRF7Ozdu7fSYcWq8/dNu73DpJ15dDO9V68yFA2ZJe2sjpjal+awilykQnrbbfknyXcSskHxNf+p35yuVNy3bUs+u/HGweeTpc9w61ZYsqSaubhC1M3DDz8cdf6+abd3mLQzz1zYVDs/9jF4+9vBxxojaWd1xNS+FIe1JE3F9As5lmAd+AzP0qsXIBv3D8AMJif9DUE1HROxLKNe/0BxWAdF2tkMvrSzn3bt2JE4q3Nzyd8TE/DYY/WH0QqNUa9/oDisjfHWt761aROCow4h8Tlk1mtYquohqFi3E1S9F+1cd911PPTQQ7nTF61DRfNvmjL2xqSd/bRrwwZYtGjBYT171u/QvbTTLzG1LzmsJTl48GDTJgRFnVvn1SFYqbjv2ZOEmTlzRkNQoHovzieNL5mXonWoaP5NU9TeYdTOe+6Bm25KnNUlS6SbEK52xtS+5LAKL1QZ1L9O2ns61q1LwqfEOAQlRB1sqNgbqTp/3xS1dxi0s103t2yBN71JuhkDMbUvOazCC8OwdV63no5Yh6CEqINVq1Zx/PjxaPP3TVF7Y9dO6WbcxNS+FCWgJGY2P4laFF8JGyLZno7ZWdi+3d9OM8OC6r1op+jLrmgdiuVlmlLU3ti1s9PWst129RplQtXOmNqXHFbhjarCsdRF2tORLhj40pf8bo8oxDBS9d7ooe293o8y9sasndlQV+PjcP/9/reWFdURU/uSwypGlvb9vdOejne+c8FpHaW9roUoQ5UhsOrI3zex2VuGrHZme4g/8IGF3aiknXEQU31VHNaSKJZg3PRamVvnqt3YUP1THNZBkXbGjbSzHKp/g2uneljFSNJr15duc8rae2SFEIoS0E5s9hZF2jlcxFRfFSVAjCT9Vua2r3BVz4EQndm+fXvU+fsmNnuLIu0cLmKqr+phFR0Z9l/ERVfm+tiHW4hhZPXq1VHn75P9++ELX1g9tLoJ0s5hI6b2pR7WkuzatatpEypjVH4RF4kTGHusRF8Mc70X5Vi7di3T09O50xetQ0Xzb4pUN2dm1vJ7vzc9tLoJ0s4yhKqdsbQvkMNampi2MyvKMOy84htf+3DHzjDXe1GOoi+7onUolpdpqpswLd3MIO1MCFU7Y2lfoCkBogPZuHqj/Iu4nZhjJQpRFTt37ow6f1+kumm2U7rZhrQzXGJpXyCHtTRTU1NRBdwtQuw7r4jqGOZ6L8pRtIemaB2KpQco1c2rrx7u6QCiHKFqZyztCxSHtTSKJShGEdU/xWEdFGmnGEVU/xSHVQghRIOsWbMm6vx9E5u9YrSJqb7KYRVCCFGaqoc5QxxG7UVs9orRJqb6KodVCCFEaVasWBF1/r6JzV4x2sRUX2t3WM3sIjN70MxeMbNnzGxTj7QfNbNvmdlxM/uOmX20TluFECIUQtXOjRs3VpV1Lfn7JjZ7xWgTU31tIg7rPcAp4EeBq4DPm9k3nXNPdkhrwGbgr4B/CHzRzP7WOffp2qwVQogwCFI7Dx065DvLWvP3TWz2itEmpvpaaw+rmS0Dfh7Y5pw74Zz7KvA54P2d0jvn7nTOPeGcO+Ocewr478DV9VkshBDNE7J2Vr0XeUx7nUN89orRJqb6WmtYKzN7C/A159wFmXMfAdY7567rc60BTwC7nHP3dkmzBUi3k/jHwLe8GB4mPwL8sGkjKmKYywYqX+y8wTlX68Qvaac3hr1uqnxxM+zlG0g7654SsBw41nbuZSBPAbaT9Ajv7pbAOTcFTAGY2YFhjpU4zOUb5rKByhc7ZlZdkNLuSDs9MMxlA5UvdkahfINc73VKgJk9amauy/FV4ARwYdtlFwLH++R7E8l8rHc552Z92iyEEE0j7RRCiN547WF1zm3o9XlrHta4mb3eOfd06/SbgU6LBtJrrgd+A3i7c+45X7YKIUQoSDuFEKI3tS66cs69AnwW+LiZLTOzq4F3A5/qlN7M3gfcDvyMc+7/FbxdPNFwyzHM5RvmsoHKFzu1l0/a6Y1hLhuofLGj8vWg1kVXkMQSBO4HfgZ4EfgN59ze1mdvAx5xzi1v/f0d4LVAdijrT5xzH6zVaCGEaBhppxBilKndYRVCCCGEEKII2ppVCCGEEEIEjRxWIYQQQggRNNE6rHn31baEO8zsxdZxRyuQdtAUKF9te4b7pMi+6K30i83s22YW/Grngnu+v9XMvmJmJ8zseTP7tTptLUOBurnEzO5tleuImT1kZq+p296imNlNZnbAzGbN7I/7pP33ZnbYzI6Z2f1mtqQmM0sj7ZxPJ+0MDGnnfLrotLMO3YzWYeXcfbXfB/yBmV3ZId0W4D0kIWB+ErgO2FqXkQOQt3zpnuGvBn4WuMnMfqE2K8uTt3wpHwVeqMMwD+Qqm5n9CPA/gF3AxcA/Ar5Yo51lyfvd/RqwjqTdrQKOAnfXZeQATAO/Q7LAqStm9i9IwkZdA1wGvA74j5VbNzjSzgRpZ3hIOxNi1M7qddM5F90BLCP50ldnzn0K+ESHtPuALZm/fwl4vOky+Cpfh2v/M3B302XwWT7gCuDbwM8BzzVtv6+ykYQd+lTTNldYvj8A7sz8/S7gqabLUKCsvwP8cY/P9wK3Z/6+BjjctN0evz9pZ2CHtHP+vLQz0KNK3Yy1h3U1cMY5dyhz7ptAp18qV7Y+65cuJIqUb57WcN3b6BFMPBCKlu9u4DeBmaoN80CRsv1T4IiZ7TOzH7SGfS6txcryFCnfHwFXm9kqM7uApEfhkRpsrItO2vKjZnZxQ/bkQdrZAWlnEEg7Fxhm7Sytm7E6rEX21V7e+iybbnngc7HK7hu+nT57hgdC7vKZ2b8CxpxzD9ZhmAeKfHevBX6RZPjnUuA7wJ9Wat3gFCnf08DfAt9rXfPjwMcrta5eOmkL9G+nTSLt7Mx2pJ1NI+1cYJi1s7RuxuqwFtlXuz3thcAJ1+qLDpTC+4ZbXHuG5yqfJdtR3gncXJNdPijy3c0ADzrn/pdz7iTJPJ6fNrNXVWzjIBQp3z3AEpI5ZstIdmoall4C6Kwt0KOdBoC0sw1pZzBIOxcYZu0srZuxOqyHaO2rnTnXbV/tJ1uf9UsXEkXKl90z/BoXx57hecv3euBy4C/M7DBJo/0HrdWFl9dgZxmKfHd/BWRf/iE7AilFyncVyVymIy1H4G7gp1oLJoaBTtryvHPuxYbsyYO0M4O0MyiknQsMs3aW182mJ+gOMLH30yRDAMuAq0m6la/skO6DJJPOX0Oy2u5J4INN2++xfO8DDgM/3rTNvssHjAOXZI73kqxEvIRkqKvxcgz43f1zktWfVwETwO8Cf9G0/R7Ltxv4DPCqVvl+E/he0/bnKN84MAnsIFkUMQmMd0j3s6229xPASuDPybG4p+lD2jmfTtoZ2CHtnE8XnXbWoZuNF3KAh3MR8N+AV4BngU2t828jGbZK0xnJ0MiR1nEnrS1pQz4KlO87wGmSbvb0uLdp+32Vr+2aDQS+0rVo2YAbSeYpHQUeAn6saft9lY9kOOu/AD8AXgK+CvxU0/bnKN92kh6b7LGdZK7cCeDSTNpbgOdJ5pntBpY0bb/H70/aGeAh7ZxPK+0M6KhDN611sRBCCCGEEEES6xxWIYQQQggxIshhFUIIIYQQQSOHVQghhBBCBI0cViGEEEIIETRyWIUQQgghRNDIYRVCCCGEEEEjh1UIIYQQQgSNHFYhhBBCCBE0cliFEEIIIUTQyGEVQ4+ZLTWz58zsWTNb0vbZH5rZWTP7habsE0KIEJF2ipCQwyqGHufcDPDbwI8Bv5KeN7MdwC8BH3LOfboh84QQIkiknSIkzDnXtA1CVI6ZjQHfBP4+8Drgl4HfBX7bOffxJm0TQohQkXaKUJDDKkYGM9sIPAT8OfAO4JPOuZubtUoIIcJG2ilCQA6rGCnM7AngLcCngU2urQGY2b8BbgauAn7onLu8diOFECIwpJ2iaTSHVYwMZvZvgTe3/jzeLrgtjgKfBP5DbYYJIUTASDtFCKiHVYwEZnYtyZDWQ8Bp4F8Db3LOfbtL+vcAd6mXQAgxykg7RSioh1UMPWb2T4DPAl8D3gd8DJgDdjRplxBChIy0U4SEHFYx1JjZTwB/BhwC3uOcm3XO/V/gj4B3m9nVjRoohBABIu0UoSGHVQwtZnYp8AWSuVU/55w7lvn4NmAGuLMJ24QQIlSknSJExps2QIiqcM49SxLwutNn08AF9VokhBDhI+0UISKHVYgMrSDZE63DzGwScM652WYtE0KIcJF2iqqRwyrEubwf2J35ewZ4Bri8EWuEECIOpJ2iUhTWSgghhBBCBI0WXQkhhBBCiKCRwyqEEEIIIYJGDqsQQgghhAgaOaxCCCGEECJo5LAKIYQQQoigkcMqhBBCCCGCRg6rEEIIIYQImv8PxryQjggyipwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -1298,11 +2008,20 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "tree_reg1 = DecisionTreeRegressor(random_state=42)\n", "tree_reg2 = DecisionTreeRegressor(random_state=42, min_samples_leaf=10)\n", @@ -1416,11 +2135,20 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "heads_proba = 0.51\n", "coin_tosses = (np.random.rand(10000, 10) < heads_proba).astype(np.int32)\n", @@ -1445,11 +2173,24 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LogisticRegression 0.864\n", + "RandomForestClassifier 0.872\n", + "SVC 0.888\n", + "VotingClassifier 0.896\n", + "LogisticRegression 0.864\n", + "RandomForestClassifier 0.872\n", + "SVC 0.888\n", + "VotingClassifier 0.912\n" + ] + } + ], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.datasets import make_moons\n", @@ -1505,11 +2246,37 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/ensemble/forest.py:248: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n", + " \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "VotingClassifier(estimators=[('lr', LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", + " intercept_scaling=1, max_iter=100, multi_class='warn',\n", + " n_jobs=None, penalty='l2', random_state=42, solver='warn',\n", + " tol=0.0001, verbose=0, warm_start=False)), ('rf', RandomFore...rbf', max_iter=-1, probability=False, random_state=42,\n", + " shrinking=True, tol=0.001, verbose=False))],\n", + " flatten_transform=None, n_jobs=None, voting='hard', weights=None)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.datasets import make_moons\n", @@ -1533,11 +2300,36 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LogisticRegression 0.864\n", + "RandomForestClassifier 0.872\n", + "SVC 0.888\n", + "VotingClassifier 0.896\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/ensemble/forest.py:248: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n", + " \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n" + ] + } + ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", @@ -1549,11 +2341,37 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/ensemble/forest.py:248: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n", + " \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "VotingClassifier(estimators=[('lr', LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", + " intercept_scaling=1, max_iter=100, multi_class='warn',\n", + " n_jobs=None, penalty='l2', random_state=42, solver='warn',\n", + " tol=0.0001, verbose=0, warm_start=False)), ('rf', RandomFore...'rbf', max_iter=-1, probability=True, random_state=42,\n", + " shrinking=True, tol=0.001, verbose=False))],\n", + " flatten_transform=None, n_jobs=None, voting='soft', weights=None)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "log_clf = LogisticRegression(random_state=42)\n", "rnd_clf = RandomForestClassifier(random_state=42)\n", @@ -1567,11 +2385,42 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/ensemble/forest.py:248: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n", + " \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LogisticRegression 0.864\n", + "RandomForestClassifier 0.872\n", + "SVC 0.888\n", + "VotingClassifier 0.912\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n" + ] + } + ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", @@ -1590,10 +2439,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 49, + "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import BaggingClassifier\n", @@ -1608,11 +2455,17 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.904\n" + ] + } + ], "source": [ "from sklearn.metrics import accuracy_score\n", "print(accuracy_score(y_test, y_pred))" @@ -1620,11 +2473,17 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.856\n" + ] + } + ], "source": [ "tree_clf = DecisionTreeClassifier(random_state=42)\n", "tree_clf.fit(X_train, y_train)\n", @@ -1634,11 +2493,20 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", @@ -1723,11 +2591,21 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'list' object has no attribute 'XXX'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel_selection\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mcross_validate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Data set not specificied\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mXXX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mY\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mYYY\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m#Instantiate the model with 100 trees and entropy as splitting criteria\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'XXX'" + ] + } + ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.preprocessing import LabelEncoder\n", @@ -1750,10 +2628,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 54, + "metadata": {}, "outputs": [], "source": [ "bag_clf = BaggingClassifier(\n", @@ -1763,11 +2639,20 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.976" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "bag_clf.fit(X_train, y_train)\n", "y_pred = bag_clf.predict(X_test)\n", @@ -1791,11 +2676,30 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from sklearn.ensemble import AdaBoostClassifier\n", "\n", @@ -1839,11 +2743,30 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61\n", + "Minimum validation MSE: 0.002712853325235463\n" + ] + } + ], "source": [ "\n", "from sklearn.model_selection import train_test_split\n", @@ -2002,9 +2942,34 @@ "print(gbrt.n_estimators)\n", "print(\"Minimum validation MSE:\", min_val_error)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], - "metadata": {}, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, "nbformat": 4, "nbformat_minor": 2 }