Created
March 12, 2018 18:08
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Plot multivariate distributions
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| "cells": [ | |
| { | |
| "metadata": { | |
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| }, | |
| "cell_type": "code", | |
| "source": "using Distributions\nusing PDMats\nusing StatPlots\nENV[\"PLOTS_TEST\"] = \"true\"", | |
| "execution_count": 1, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
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| "cell_type": "code", | |
| "source": "gr()\nplot(Gamma(10, 0.1), label=\"Gamma(10, 0.1)\")", | |
| "execution_count": 2, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 2, | |
| "data": { | |
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| "metadata": { | |
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| "cell_type": "code", | |
| "source": "A = Float64[\n 3 -2\n -2 5\n]\n@show eig(A)\nsig = PDMat(A)\nmu = Float64[1, 3]\nd = MvNormal(mu, sig)", | |
| "execution_count": 3, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "eig(A) = ([1.76393, 6.23607], [-0.850651 -0.525731; -0.525731 0.850651])\n", | |
| "name": "stdout" | |
| }, | |
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| "output_type": "execute_result", | |
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| "data": { | |
| "text/plain": "FullNormal(\ndim: 2\nμ: [1.0, 3.0]\nΣ: [3.0 -2.0; -2.0 5.0]\n)\n" | |
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| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
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| "source": "gr()\nx = collect(linspace(mu[1]-4, mu[1]+4, 201))\ny = collect(linspace(mu[2]-4, mu[2]+4, 201))\nf(x, y) = pdf(d, [x, y])\ncontour(x, y, f, size=(450,400))", | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 4, | |
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\n 66.4126,113.747 66.3003,111.927 66.2055,110.107 66.1284,108.286 66.0693,106.466 66.0285,104.646 66.0064,102.825 66.0033,101.005 66.0197,99.1849 66.0561,97.3646 \n 66.1129,95.5443 66.1906,93.724 66.2899,91.9037 66.4114,90.0834 66.5558,88.2631 66.7238,86.4428 66.9161,84.6226 67.1337,82.8023 67.3773,80.982 67.648,79.1617 \n 67.7982,78.2401 67.9444,77.3414 68.2673,75.5211 68.6203,73.7008 69.0048,71.8805 69.4219,70.0602 69.6125,69.2836 69.8699,68.24 70.3512,66.4197 70.8697,64.5994 \n 71.4269,62.7798 71.4271,62.7791 72.02,60.9588 72.6559,59.1385 73.2413,57.5694 73.3363,57.3182 74.0603,55.4979 74.8346,53.6777 75.0557,53.183 75.6596,51.8574 \n 76.54,50.0371 76.8701,49.3878 77.4793,48.2168 78.4818,46.3965 78.6844,46.0444 79.553,44.5762 80.4988,43.0644 80.6979,42.7559 81.9244,40.9356 82.3132,40.3843 \n 83.2405,39.1153 84.1276,37.9569 84.6545,37.2951 85.942,35.747 86.1783,35.4748 87.7564,33.7286 87.8265,33.6545 89.5707,31.8797 89.6178,31.8342 91.3851,30.1827 \n 91.576,30.0139 93.1995,28.6226 93.7311,28.1936 95.0139,27.1874 96.1217,26.3733 96.8283,25.8672 98.6426,24.6536 98.8029,24.553 100.457,23.5366 101.876,22.7328 \n 102.271,22.513 104.086,21.5736 105.481,20.9125 105.9,20.7167 107.715,19.9336 109.529,19.2254 109.902,19.0922 111.343,18.5826 113.158,18.0057 114.972,17.4928 \n 115.851,17.2719 116.786,17.0376 118.601,16.638 120.415,16.2941 122.23,16.0035 124.044,15.7639 125.858,15.5735 127.4,15.4516 127.673,15.43 129.487,15.3307 \n 131.302,15.2762 133.116,15.2651 134.93,15.2961 136.745,15.3684 138.086,15.4516 138.559,15.4802 140.373,15.6292 142.188,15.8159 144.002,16.0399 145.817,16.3006 \n 147.631,16.5977 149.445,16.9308 151.123,17.2719 151.26,17.2992 153.074,17.6953 154.888,18.1262 156.703,18.5918 158.517,19.0922 158.517,19.0924 160.332,19.6163 \n 162.146,20.1746 163.96,20.7677 164.38,20.9125 165.775,21.3851 167.589,22.0339 169.404,22.7179 169.441,22.7328 171.218,23.4214 173.032,24.1601 173.956,24.553 \n 174.847,24.926 176.661,25.7188 178.095,26.3733 178.475,26.5443 180.29,27.3909 181.938,28.1936 182.104,28.2733 183.919,29.1742 185.542,30.0139 185.733,30.1113 \n 187.547,31.0669 188.949,31.8342 189.362,32.057 191.176,33.0684 192.192,33.6545 192.99,34.1098 194.805,35.1785 195.294,35.4748 196.619,36.2701 198.271,37.2951 \n 198.434,37.3952 200.248,38.5388 201.135,39.1153 202.062,39.7125 203.877,40.9175 203.903,40.9356 205.691,42.1395 206.58,42.7559 207.506,43.3927 209.177,44.5762 \n 209.32,44.6764 211.134,45.9799 211.7,46.3965 212.949,47.3112 214.154,48.2168 214.763,48.6721 216.544,50.0371 216.577,50.0623 218.392,51.4721 218.877,51.8574 \n 220.206,52.9104 221.154,53.6777 222.021,54.3777 223.379,55.4979 223.835,55.8736 225.554,57.3182 225.649,57.3979 227.464,58.9459 227.685,59.1385 229.278,60.5208 \n 229.774,60.9588 231.093,62.1246 231.82,62.7791 232.907,63.757 233.827,64.5994 234.721,65.4183 235.797,66.4197 236.536,67.1083 237.731,68.24 238.35,68.8274 \n 239.631,70.0602 240.164,70.5756 241.498,71.8805 241.979,72.3532 243.333,73.7008 243.793,74.1605 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338.749,315.799 338.332,317.619 338.141,318.396 337.884,319.44 337.402,321.26 336.884,323.08 336.327,324.9 336.326,324.901 \n 335.734,326.721 335.098,328.541 334.512,330.11 334.417,330.361 333.693,332.182 332.919,334.002 332.698,334.497 \n \"/>\n<polyline clip-path=\"url(#clip0302)\" style=\"stroke:#63146e; stroke-width:1; stroke-opacity:1; fill:none\" points=\"\n 319.997,320.809 319.795,321.26 318.932,323.08 318.183,324.562 318.007,324.901 317.011,326.721 316.368,327.827 315.94,328.541 314.786,330.361 314.554,330.711 \n 313.54,332.182 312.74,333.282 312.193,334.002 310.925,335.593 310.734,335.822 309.144,337.643 309.111,337.679 307.404,339.463 307.297,339.57 305.489,341.283 \n 305.482,341.29 303.668,342.855 303.36,343.103 301.853,344.282 300.971,344.924 300.039,345.583 298.263,346.744 298.225,346.768 296.41,347.848 295.092,348.564 \n 294.596,348.828 292.781,349.717 291.276,350.385 290.967,350.519 289.153,351.242 287.338,351.887 286.338,352.205 285.524,352.461 283.71,352.966 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108.075,195.66 107.715,194.76 107.342,193.84 \n 106.622,192.02 105.923,190.199 105.9,190.139 105.231,188.379 104.558,186.559 104.086,185.243 103.902,184.738 103.256,182.918 102.63,181.098 102.271,180.025 \n 102.018,179.278 101.418,177.457 100.837,175.637 100.457,174.407 100.272,173.817 99.7179,171.996 99.1826,170.176 98.6658,168.356 98.6426,168.272 98.1581,166.536 \n 97.6686,164.715 97.1973,162.895 96.8283,161.413 96.7426,161.075 96.2994,159.254 95.8747,157.434 95.4682,155.614 95.0798,153.794 95.0139,153.47 94.7041,151.973 \n 94.3457,150.153 94.0059,148.333 93.6846,146.512 93.3818,144.692 93.1995,143.524 93.0958,142.872 92.826,141.051 92.5754,139.231 92.3443,137.411 92.1327,135.591 \n 91.9408,133.77 91.769,131.95 91.6174,130.13 91.4865,128.309 91.3851,126.631 91.3764,126.489 91.2867,124.669 91.2191,122.849 91.1742,121.028 91.1525,119.208 \n 91.1545,117.388 91.1809,115.567 91.2323,113.747 91.3095,111.927 91.3851,110.597 91.4131,110.107 91.5432,108.286 91.7017,106.466 91.8894,104.646 92.1076,102.825 \n 92.3573,101.005 92.6399,99.1849 92.9567,97.3646 93.1995,96.1045 93.3088,95.5443 93.6975,93.724 94.1254,91.9037 94.5944,90.0834 95.0139,88.5871 95.1064,88.2631 \n 95.6642,86.4428 96.27,84.6226 96.8283,83.0699 96.9268,82.8023 97.6397,80.982 98.41,79.1617 98.6426,78.6435 99.2451,77.3414 100.147,75.5211 100.457,74.9312 \n 101.126,73.7008 102.183,71.8805 102.271,71.7363 103.336,70.0602 104.086,68.9493 104.586,68.24 105.9,66.4803 105.948,66.4197 107.443,64.5994 107.715,64.2848 \n 109.088,62.7791 109.529,62.3171 110.907,60.9588 111.343,60.547 112.937,59.1385 113.158,58.9509 114.972,57.5106 115.233,57.3182 116.786,56.2104 117.874,55.4979 \n 118.601,55.0361 120.415,53.9779 120.978,53.6777 122.23,53.0266 124.044,52.1742 124.791,51.8574 125.858,51.4138 127.673,50.7397 129.487,50.1471 129.868,50.0371 \n 131.302,49.63 133.116,49.1854 134.93,48.8099 136.745,48.5002 138.559,48.2532 138.908,48.2168 140.373,48.0651 142.188,47.9344 144.002,47.8592 145.817,47.8373 \n 147.631,47.867 149.445,47.9467 151.26,48.0749 152.725,48.2168 153.074,48.25 154.888,48.4691 156.703,48.7327 158.517,49.0398 160.332,49.3899 162.146,49.7822 \n 163.209,50.0371 163.96,50.2142 165.775,50.6838 167.589,51.1938 169.404,51.7441 169.751,51.8574 171.218,52.3282 173.032,52.9503 174.847,53.612 175.017,53.6777 \n 176.661,54.3046 178.475,55.0356 179.565,55.4979 180.29,55.8017 182.104,56.6006 183.658,57.3182 183.919,57.4374 185.733,58.3033 187.406,59.1385 187.547,59.2083 \n 189.362,60.141 190.888,60.9588 191.176,61.1121 192.99,62.1118 194.156,62.7791 194.805,63.1474 196.619,64.2147 197.252,64.5994 198.434,65.3137 200.2,66.4197 \n 200.248,66.4493 202.062,67.6112 203.013,68.24 203.877,68.8087 205.691,70.0413 205.718,70.0602 207.506,71.3005 208.317,71.8805 209.32,72.5948 210.829,73.7008 \n 211.134,73.9237 212.949,75.2833 213.258,75.5211 214.763,76.6741 215.612,77.3414 216.577,78.0992 217.898,79.1617 218.392,79.5585 220.121,80.982 220.206,81.0517 \n 222.021,82.5757 222.285,82.8023 223.835,84.1331 224.393,84.6226 225.649,85.7252 226.451,86.4428 227.464,87.3519 228.46,88.2631 229.278,89.0136 230.423,90.0834 \n 231.093,90.7104 232.344,91.9037 232.907,92.4427 234.223,93.724 234.721,94.2108 236.064,95.5443 236.536,96.0152 237.867,97.3646 238.35,97.8564 239.635,99.1849 \n 240.164,99.7351 241.369,101.005 241.979,101.652 243.071,102.825 243.793,103.608 244.741,104.646 245.608,105.603 246.38,106.466 247.422,107.639 247.991,108.286 \n 249.236,109.717 249.572,110.107 251.051,111.838 251.126,111.927 252.655,113.747 252.865,113.999 254.159,115.567 254.679,116.205 255.637,117.388 256.494,118.458 \n 257.091,119.208 258.308,120.758 258.519,121.028 259.926,122.849 260.123,123.106 261.312,124.669 261.937,125.502 262.674,126.489 263.751,127.952 264.014,128.309 \n 265.333,130.13 265.566,130.454 266.634,131.95 267.38,133.011 267.913,133.77 269.17,135.591 269.195,135.627 270.412,137.411 271.009,138.3 271.633,139.231 \n 272.823,141.039 272.832,141.051 274.018,142.872 274.638,143.84 275.183,144.692 276.328,146.512 276.452,146.712 277.46,148.333 278.266,149.656 278.57,150.153 \n 279.665,151.973 280.081,152.676 280.744,153.794 281.802,155.614 281.895,155.777 282.849,157.434 283.71,158.964 283.873,159.254 284.887,161.075 285.524,162.244 \n 285.881,162.895 286.86,164.715 287.338,165.622 287.823,166.536 288.769,168.356 289.153,169.108 289.701,170.176 290.616,171.996 290.967,172.709 291.517,173.817 \n 292.401,175.637 292.781,176.437 293.271,177.457 294.125,179.278 294.596,180.304 294.963,181.098 295.788,182.918 296.41,184.327 296.594,184.738 297.39,186.559 \n 298.165,188.379 298.225,188.523 298.932,190.199 299.679,192.02 300.039,192.92 300.412,193.84 301.131,195.66 301.831,197.48 301.853,197.541 302.523,199.301 \n 303.195,201.121 303.668,202.436 303.852,202.941 304.497,204.762 305.124,206.582 305.482,207.654 305.736,208.402 306.335,210.222 306.916,212.043 307.297,213.273 \n 307.482,213.863 308.036,215.683 308.571,217.504 309.088,219.324 309.111,219.408 309.595,221.144 310.085,222.964 310.556,224.785 310.925,226.267 311.011,226.605 \n 311.454,228.425 311.879,230.246 312.285,232.066 312.674,233.886 312.74,234.21 313.05,235.706 313.408,237.527 313.748,239.347 314.069,241.167 314.372,242.988 \n 314.554,244.156 314.658,244.808 314.928,246.628 315.178,248.449 315.409,250.269 315.621,252.089 315.813,253.909 315.985,255.73 316.136,257.55 316.267,259.37 \n 316.368,261.049 316.377,261.191 316.467,263.011 316.534,264.831 316.579,266.651 316.601,268.472 316.599,270.292 316.573,272.112 316.521,273.933 316.444,275.753 \n 316.368,277.082 316.34,277.573 316.21,279.393 316.052,281.214 315.864,283.034 315.646,284.854 315.396,286.675 315.114,288.495 314.797,290.315 314.554,291.575 \n 314.445,292.135 314.056,293.956 313.628,295.776 313.159,297.596 312.74,299.093 312.647,299.417 312.089,301.237 311.484,303.057 310.925,304.61 310.827,304.877 \n 310.114,306.698 309.344,308.518 309.111,309.036 \n \"/>\n<polyline clip-path=\"url(#clip0302)\" style=\"stroke:#9e2a62; stroke-width:1; 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223.835,318.431 222.071,317.619 222.021,317.597 220.206,316.73 218.392,315.821 218.35,315.799 216.577,314.88 214.914,313.979 214.763,313.898 212.949,312.884 \n 211.702,312.159 211.134,311.83 209.32,310.742 208.669,310.338 207.506,309.619 205.787,308.518 205.691,308.457 203.877,307.263 203.045,306.698 202.062,306.032 \n 200.412,304.877 200.248,304.763 198.434,303.461 197.886,303.057 196.619,302.123 195.45,301.237 194.805,300.748 193.095,299.417 192.99,299.336 191.176,297.889 \n 190.817,297.596 189.362,296.406 188.609,295.776 187.547,294.886 186.463,293.956 185.733,293.328 184.376,292.135 183.919,291.733 182.344,290.315 182.104,290.099 \n 180.363,288.495 180.29,288.427 178.475,286.717 178.431,286.675 176.661,284.968 176.545,284.854 174.847,283.179 174.702,283.034 173.032,281.349 172.9,281.214 \n 171.218,279.478 171.137,279.393 169.411,277.573 169.404,277.565 167.721,275.753 167.589,275.61 166.065,273.933 165.775,273.611 164.441,272.112 163.96,271.567 \n 162.849,270.292 162.146,269.477 161.287,268.472 160.332,267.341 159.755,266.651 158.517,265.155 158.252,264.831 156.776,263.011 156.703,262.92 155.326,261.191 \n 154.888,260.635 153.901,259.37 153.074,258.297 152.503,257.55 151.26,255.903 151.13,255.73 149.779,253.909 149.445,253.453 148.452,252.089 147.631,250.945 \n 147.148,250.269 145.868,248.449 145.817,248.374 144.607,246.628 144.002,245.74 143.369,244.808 142.188,243.039 142.154,242.988 140.955,241.167 140.373,240.267 \n 139.779,239.347 138.625,237.527 138.559,237.422 137.486,235.706 136.745,234.497 136.37,233.886 135.272,232.066 134.93,231.49 134.192,230.246 133.134,228.425 \n 133.116,228.394 132.089,226.605 131.302,225.203 131.066,224.785 130.059,222.964 129.487,221.909 129.071,221.144 128.101,219.324 127.673,218.505 127.148,217.504 \n 126.213,215.683 125.858,214.98 125.293,213.863 124.393,212.043 124.044,211.323 123.508,210.222 122.641,208.402 122.23,207.519 121.79,206.582 120.956,204.762 \n 120.415,203.552 120.14,202.941 119.339,201.121 118.601,199.4 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171.218,64.5149 171.491,64.5994 \n 173.032,65.0698 174.847,65.6667 176.661,66.3061 176.963,66.4197 178.475,66.9825 180.29,67.6995 181.582,68.24 182.104,68.4562 183.919,69.2489 185.683,70.0602 \n 185.733,70.083 187.547,70.9501 189.362,71.8589 189.403,71.8805 191.176,72.7999 192.84,73.7008 192.99,73.7818 194.805,74.796 196.052,75.5211 196.619,75.8493 \n 198.434,76.9373 199.084,77.3414 200.248,78.0608 201.967,79.1617 202.062,79.2228 203.877,80.4166 204.708,80.982 205.691,81.6479 207.341,82.8023 207.506,82.9167 \n 209.32,84.2184 209.867,84.6226 211.134,85.5564 212.303,86.4428 212.949,86.9317 214.659,88.2631 214.763,88.3441 216.577,89.7904 216.936,90.0834 218.392,91.2732 \n 219.145,91.9037 220.206,92.7936 221.29,93.724 222.021,94.3515 223.378,95.5443 223.835,95.9472 225.41,97.3646 225.649,97.5808 227.39,99.1849 227.464,99.2527 \n 229.278,100.963 229.322,101.005 231.093,102.712 231.208,102.825 232.907,104.501 233.051,104.646 234.721,106.331 234.853,106.466 236.536,108.202 236.616,108.286 \n 238.342,110.107 238.35,110.115 240.032,111.927 240.164,112.07 241.689,113.747 241.979,114.069 243.312,115.567 243.793,116.113 244.904,117.388 245.608,118.202 \n 246.466,119.208 247.422,120.339 247.998,121.028 249.236,122.525 249.502,122.849 250.978,124.669 251.051,124.76 252.428,126.489 252.865,127.045 253.852,128.309 \n 254.679,129.383 255.251,130.13 256.494,131.777 256.624,131.95 257.974,133.77 258.308,134.227 259.302,135.591 260.123,136.735 260.605,137.411 261.885,139.231 \n 261.937,139.306 263.146,141.051 263.751,141.939 264.385,142.872 265.566,144.641 265.6,144.692 266.798,146.512 267.38,147.412 267.974,148.333 269.129,150.153 \n 269.195,150.258 270.267,151.973 271.009,153.182 271.384,153.794 272.482,155.614 272.823,156.19 273.562,157.434 274.62,159.254 274.638,159.286 275.665,161.075 \n 276.452,162.477 276.687,162.895 277.694,164.715 278.266,165.771 278.682,166.536 279.653,168.356 280.081,169.175 280.606,170.176 281.541,171.996 281.895,172.7 \n 282.46,173.817 283.361,175.637 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306.059,266.651 305.978,268.472 305.868,270.292 305.727,272.112 305.555,273.933 305.482,274.584 \n 305.35,275.753 305.111,277.573 304.837,279.393 304.525,281.214 304.175,283.034 303.784,284.854 303.668,285.346 303.348,286.675 302.868,288.495 302.339,290.315 \n 301.853,291.848 301.76,292.135 301.123,293.956 300.43,295.776 300.039,296.729 299.672,297.596 298.844,299.417 \n \"/>\n<polyline clip-path=\"url(#clip0302)\" style=\"stroke:#ba3655; stroke-width:1; stroke-opacity:1; fill:none\" points=\"\n 289.296,290.315 289.153,290.597 288.337,292.135 287.338,293.874 287.289,293.956 286.121,295.776 285.524,296.643 284.83,297.596 283.71,299.037 283.395,299.417 \n 281.895,301.121 281.786,301.237 280.081,302.948 279.963,303.057 278.266,304.555 277.869,304.877 276.452,305.974 275.424,306.698 274.638,307.229 272.823,308.336 \n 272.493,308.518 271.009,309.307 269.195,310.16 268.766,310.338 267.38,310.899 265.566,311.535 263.751,312.078 263.432,312.159 261.937,312.529 260.123,312.897 \n 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111.951,121.028 112.165,119.208 112.417,117.388 112.709,115.567 \n 113.043,113.747 113.158,113.188 113.423,111.927 113.85,110.107 114.326,108.286 114.854,106.466 114.972,106.09 115.442,104.646 116.091,102.825 116.786,101.045 \n 116.803,101.005 117.594,99.1849 118.458,97.3646 118.601,97.0822 119.416,95.5443 120.415,93.8058 120.465,93.724 121.633,91.9037 122.23,91.0362 122.924,90.0834 \n 124.044,88.6432 124.359,88.2631 125.858,86.5586 125.968,86.4428 127.673,84.7322 127.791,84.6226 129.487,83.1247 129.885,82.8023 131.302,81.7055 132.329,80.982 \n 133.116,80.4508 134.93,79.3437 135.26,79.1617 136.745,78.3724 138.559,77.5202 138.988,77.3414 140.373,76.7812 142.188,76.1444 144.002,75.6022 144.321,75.5211 \n 145.817,75.1505 147.631,74.7823 149.445,74.4929 151.26,74.2781 153.074,74.1344 154.888,74.0584 156.703,74.0472 158.517,74.0979 160.332,74.2083 162.146,74.3762 \n 163.96,74.5997 165.775,74.877 167.589,75.2068 169.084,75.5211 169.404,75.5874 171.218,76.0166 173.032,76.4942 174.847,77.0196 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201.252,273.933 200.248,273.219 198.745,272.112 \n 198.434,271.882 196.619,270.495 196.362,270.292 194.805,269.057 194.089,268.472 192.99,267.569 191.907,266.651 191.176,266.03 189.807,264.831 189.362,264.439 \n 187.783,263.011 187.547,262.796 185.83,261.191 185.733,261.1 183.941,259.37 183.919,259.349 182.112,257.55 182.104,257.543 180.338,255.73 180.29,255.679 \n 178.617,253.909 178.475,253.758 176.945,252.089 176.661,251.777 175.318,250.269 174.847,249.734 173.735,248.449 173.032,247.628 172.192,246.628 171.218,245.456 \n 170.689,244.808 169.404,243.216 169.222,242.988 167.794,241.167 167.589,240.903 166.401,239.347 165.775,238.515 165.041,237.527 163.96,236.05 163.712,235.706 \n 162.416,233.886 162.146,233.501 161.151,232.066 160.332,230.864 159.915,230.246 158.708,228.425 158.517,228.134 157.53,226.605 156.703,225.301 156.378,224.785 \n 155.255,222.964 154.888,222.36 154.158,221.144 153.085,219.324 153.074,219.305 152.041,217.504 151.26,216.114 151.019,215.683 150.024,213.863 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133.195,122.849 133.846,121.028 134.575,119.208 134.93,118.4 135.401,117.388 136.332,115.567 136.745,114.825 137.385,113.747 138.559,111.942 \n 138.57,111.927 139.937,110.107 140.373,109.568 141.504,108.286 142.188,107.564 143.328,106.466 144.002,105.857 145.492,104.646 145.817,104.397 147.631,103.15 \n 148.166,102.825 149.445,102.087 151.26,101.18 151.663,101.005 153.074,100.421 154.888,99.789 156.703,99.2734 157.09,99.1849 158.517,98.8699 160.332,98.5669 \n 162.146,98.3571 163.96,98.2352 165.775,98.1964 167.589,98.2363 169.404,98.3511 171.218,98.5372 173.032,98.7918 174.847,99.112 175.188,99.1849 176.661,99.4971 \n 178.475,99.9437 180.29,100.449 182.08,101.005 182.104,101.012 183.919,101.634 185.733,102.31 187.012,102.825 187.547,103.04 189.362,103.824 191.146,104.646 \n 191.176,104.66 192.99,105.548 194.765,106.466 194.805,106.487 196.619,107.477 198.032,108.286 198.434,108.516 200.248,109.606 201.045,110.107 202.062,110.746 \n 203.866,111.927 203.877,111.934 205.691,113.173 206.501,113.747 207.506,114.46 209.008,115.567 209.32,115.798 211.134,117.185 211.391,117.388 212.949,118.622 \n 213.664,119.208 214.763,120.111 215.847,121.028 216.577,121.65 217.947,122.849 218.392,123.24 219.97,124.669 220.206,124.884 221.924,126.489 222.021,126.58 \n 223.813,128.309 223.835,128.331 225.642,130.13 225.649,130.137 227.415,131.95 227.464,132 229.136,133.77 229.278,133.922 230.809,135.591 231.093,135.903 \n 232.435,137.411 232.907,137.946 234.019,139.231 234.721,140.052 235.561,141.051 236.536,142.224 237.065,142.872 238.35,144.464 238.531,144.692 239.96,146.512 \n 240.164,146.776 241.353,148.333 241.979,149.164 242.713,150.153 243.793,151.629 244.042,151.973 245.338,153.794 245.608,154.178 246.602,155.614 247.422,156.816 \n 247.839,157.434 249.046,159.254 249.236,159.546 250.224,161.075 251.051,162.379 251.375,162.895 252.499,164.715 252.865,165.319 253.596,166.536 254.668,168.356 \n 254.679,168.375 255.713,170.176 256.494,171.566 256.734,171.996 257.73,173.817 258.308,174.898 258.701,175.637 259.648,177.457 260.123,178.391 260.571,179.278 \n 261.47,181.098 261.937,182.066 262.346,182.918 263.199,184.738 263.751,185.95 264.028,186.559 264.834,188.379 265.566,190.079 265.618,190.199 266.377,192.02 \n 267.115,193.84 267.38,194.516 267.829,195.66 268.52,197.48 269.189,199.301 269.195,199.316 269.834,201.121 270.456,202.941 271.009,204.619 271.056,204.762 \n 271.631,206.582 272.183,208.402 272.712,210.222 272.823,210.624 273.216,212.043 273.696,213.863 274.152,215.683 274.584,217.504 274.638,217.747 274.989,219.324 \n 275.369,221.144 275.723,222.964 276.051,224.785 276.352,226.605 276.452,227.274 276.625,228.425 276.869,230.246 277.084,232.066 277.27,233.886 277.425,235.706 \n 277.549,237.527 277.64,239.347 277.698,241.167 277.721,242.988 277.707,244.808 277.655,246.628 277.564,248.449 277.431,250.269 277.255,252.089 277.034,253.909 \n 276.765,255.73 276.452,257.51 276.445,257.55 276.064,259.37 275.626,261.191 275.126,263.011 274.638,264.588 274.559,264.831 273.907,266.651 273.178,268.472 \n 272.823,269.279 272.352,270.292 271.422,272.112 \n \"/>\n<polyline clip-path=\"url(#clip0302)\" style=\"stroke:#f57d15; stroke-width:1; stroke-opacity:1; fill:none\" points=\"\n 262.333,263.011 261.937,263.677 261.193,264.831 260.123,266.34 259.881,266.651 258.342,268.472 258.308,268.509 256.502,270.292 256.494,270.3 254.679,271.79 \n 254.233,272.112 252.865,273.038 251.329,273.933 251.051,274.085 249.236,274.945 247.422,275.653 247.112,275.753 245.608,276.214 243.793,276.647 241.979,276.965 \n 240.164,277.175 238.35,277.285 236.536,277.3 234.721,277.225 232.907,277.067 231.093,276.83 229.278,276.516 227.464,276.131 225.959,275.753 225.649,275.675 \n 223.835,275.149 222.021,274.558 220.282,273.933 220.206,273.905 218.392,273.186 216.577,272.408 215.938,272.112 214.763,271.569 212.949,270.671 212.23,270.292 \n 211.134,269.714 209.32,268.701 208.932,268.472 207.506,267.628 205.933,266.651 205.691,266.501 203.877,265.315 203.169,264.831 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151.806,201.121 151.26,199.909 150.988,199.301 150.197,197.48 149.445,195.697 149.43,195.66 148.693,193.84 147.98,192.02 147.631,191.097 147.293,190.199 \n 146.634,188.379 145.999,186.559 145.817,186.012 145.393,184.738 144.813,182.918 144.259,181.098 144.002,180.212 143.733,179.278 143.235,177.457 142.764,175.637 \n 142.32,173.817 142.188,173.236 141.907,171.996 141.523,170.176 141.169,168.356 140.843,166.536 140.549,164.715 140.373,163.499 140.287,162.895 140.059,161.075 \n 139.865,159.254 139.705,157.434 139.582,155.614 139.495,153.794 139.447,151.973 139.44,150.153 139.476,148.333 139.555,146.512 139.682,144.692 139.858,142.872 \n 140.086,141.051 140.369,139.231 140.373,139.206 140.719,137.411 141.134,135.591 141.617,133.77 142.174,131.95 142.188,131.909 142.831,130.13 143.576,128.309 \n 144.002,127.375 144.435,126.489 145.42,124.669 145.817,124.003 146.56,122.849 147.631,121.34 147.873,121.028 149.412,119.208 149.445,119.171 151.251,117.388 \n 151.26,117.38 153.074,115.889 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228.882,144.692 229.278,145.142 230.459,146.512 231.093,147.256 231.99,148.333 232.907,149.446 \n 233.478,150.153 234.721,151.714 234.924,151.973 236.328,153.794 236.536,154.067 237.69,155.614 238.35,156.511 239.018,157.434 240.164,159.044 240.312,159.254 \n 241.567,161.075 241.979,161.682 242.789,162.895 243.793,164.425 243.981,164.715 245.138,166.536 245.608,167.289 246.264,168.356 247.363,170.176 247.422,170.276 \n 248.427,171.996 249.236,173.41 249.467,173.817 250.474,175.637 251.051,176.702 251.456,177.457 252.408,179.278 252.865,180.172 253.334,181.098 254.232,182.918 \n 254.679,183.85 255.103,184.738 255.947,186.559 256.494,187.771 256.766,188.379 257.556,190.199 258.308,191.983 258.324,192.02 259.06,193.84 259.774,195.66 \n 260.123,196.583 260.46,197.48 261.119,199.301 261.754,201.121 261.937,201.667 262.361,202.941 262.94,204.762 263.495,206.582 263.751,207.468 264.021,208.402 \n 264.518,210.222 264.989,212.043 265.434,213.863 265.566,214.443 265.847,215.683 266.23,217.504 266.585,219.324 266.91,221.144 267.205,222.964 267.38,224.18 \n 267.467,224.785 267.694,226.605 267.889,228.425 268.048,230.246 268.172,232.066 268.258,233.886 268.306,235.706 268.313,237.527 268.278,239.347 268.198,241.167 \n 268.072,242.988 267.896,244.808 267.668,246.628 267.385,248.449 267.38,248.474 267.034,250.269 266.619,252.089 266.136,253.909 265.58,255.73 265.566,255.771 \n 264.923,257.55 264.177,259.37 263.751,260.305 263.319,261.191 262.333,263.011 \n \"/>\n<polyline clip-path=\"url(#clip0302)\" style=\"stroke:#fb9c07; stroke-width:1; stroke-opacity:1; fill:none\" points=\"\n 252.865,253.228 252.422,253.909 251.098,255.73 251.051,255.789 249.48,257.55 249.236,257.798 247.483,259.37 247.422,259.42 245.608,260.724 244.84,261.191 \n 243.793,261.782 241.979,262.63 240.965,263.011 240.164,263.294 238.35,263.793 236.536,264.151 234.721,264.379 232.907,264.488 231.093,264.486 229.278,264.379 \n 227.464,264.177 225.649,263.883 223.835,263.504 222.021,263.043 221.913,263.011 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163.007,206.582 162.146,204.906 162.073,204.762 \n 161.179,202.941 160.332,201.171 160.308,201.121 159.478,199.301 158.671,197.48 158.517,197.12 157.901,195.66 157.16,193.84 156.703,192.677 156.448,192.02 \n 155.771,190.199 155.121,188.379 154.888,187.698 154.505,186.559 153.921,184.738 153.366,182.918 153.074,181.906 152.844,181.098 152.357,179.278 151.902,177.457 \n 151.477,175.637 151.26,174.62 151.089,173.817 150.739,171.996 150.424,170.176 150.145,168.356 149.903,166.536 149.7,164.715 149.538,162.895 149.445,161.484 \n 149.419,161.075 149.347,159.254 149.32,157.434 149.343,155.614 149.417,153.794 149.445,153.384 149.549,151.973 149.741,150.153 149.997,148.333 150.322,146.512 \n 150.72,144.692 151.196,142.872 151.26,142.661 151.78,141.051 152.463,139.231 153.074,137.811 153.261,137.411 154.215,135.591 154.888,134.452 155.332,133.77 \n 156.655,131.95 156.703,131.89 158.274,130.13 158.517,129.881 160.271,128.309 160.332,128.259 162.146,126.955 162.914,126.489 163.96,125.898 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| "cell_type": "code", | |
| "source": "gr()\nx = collect(linspace(mu[1]-4, mu[1]+4, 201))\ny = collect(linspace(mu[2]-4, mu[2]+4, 201))\nf(x, y) = pdf(d, [x, y])\ncontourf(x, y, f, size=(450,400))", | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 5, | |
| "data": { | |
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g0aqQQ47Ya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| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "pyplot()\nx = collect(linspace(mu[1]-4, mu[1]+4, 21))\ny = collect(linspace(mu[2]-4, mu[2]+4, 21))\nf(x, y) = pdf(d, [x, y])\nwireframe(x, y, f)", | |
| "execution_count": 6, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 6, | |
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\" />" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "pyplot()\nx = collect(linspace(mu[1]-4, mu[1]+4, 201))\ny = collect(linspace(mu[2]-4, mu[2]+4, 201))\nf(x, y) = pdf(d, [x, y])\nsurface(x, y, f)", | |
| "execution_count": 7, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 7, | |
| "data": { | |
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\" />" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "plotlyjs()\nx = collect(linspace(mu[1]-4, mu[1]+4, 201))\ny = collect(linspace(mu[2]-4, mu[2]+4, 201))\nf(x, y) = pdf(d, [x, y])\nsurface(x, y, f)", | |
| "execution_count": 8, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
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f=1;for(c=l(t,u,t.length,e),u=0;u<o;u++)f*=e;this.imuln(f),this.words[0]+c<67108864?this.words[0]+=c:this._iaddn(c)}},a.prototype.copy=function(t){t.words=new Array(this.length);for(var e=0;e<this.length;e++)t.words[e]=this.words[e];t.length=this.length,t.negative=this.negative,t.red=this.red},a.prototype.clone=function(){var t=new a(null);return this.copy(t),t},a.prototype._expand=function(t){for(;this.length<t;)this.words[this.length++]=0;return this},a.prototype.strip=function(){for(;this.length>1&&0===this.words[this.length-1];)this.length--;return this._normSign()},a.prototype._normSign=function(){return 1===this.length&&0===this.words[0]&&(this.negative=0),this},a.prototype.inspect=function(){return(this.red?\"<BN-R: \":\"<BN: \")+this.toString(16)+\">\"};var c=[\"\",\"0\",\"00\",\"000\",\"0000\",\"00000\",\"000000\",\"0000000\",\"00000000\",\"000000000\",\"0000000000\",\"00000000000\",\"000000000000\",\"0000000000000\",\"00000000000000\",\"000000000000000\",\"0000000000000000\",\"00000000000000000\",\"000000000000000000\",\"0000000000000000000\",\"00000000000000000000\",\"000000000000000000000\",\"0000000000000000000000\",\"00000000000000000000000\",\"000000000000000000000000\",\"0000000000000000000000000\"],u=[0,0,25,16,12,11,10,9,8,8,7,7,7,7,6,6,6,6,6,6,6,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5],f=[0,0,33554432,43046721,16777216,48828125,60466176,40353607,16777216,43046721,1e7,19487171,35831808,62748517,7529536,11390625,16777216,24137569,34012224,47045881,64e6,4084101,5153632,6436343,7962624,9765625,11881376,14348907,17210368,20511149,243e5,28629151,33554432,39135393,45435424,52521875,60466176];function h(t,e,r){r.negative=e.negative^t.negative;var n=t.length+e.length|0;r.length=n,n=n-1|0;var i=0|t.words[0],a=0|e.words[0],o=i*a,s=67108863&o,l=o/67108864|0;r.words[0]=s;for(var c=1;c<n;c++){for(var u=l>>>26,f=67108863&l,h=Math.min(c,e.length-1),d=Math.max(0,c-t.length+1);d<=h;d++){var p=c-d|0;u+=(o=(i=0|t.words[p])*(a=0|e.words[d])+f)/67108864|0,f=67108863&o}r.words[c]=0|f,l=0|u}return 0!==l?r.words[c]=0|l:r.length--,r.strip()}a.prototype.toString=function(t,e){var r;if(t=t||10,e=0|e||1,16===t||\"hex\"===t){r=\"\";for(var i=0,a=0,o=0;o<this.length;o++){var s=this.words[o],l=(16777215&(s<<i|a)).toString(16);r=0!==(a=s>>>24-i&16777215)||o!==this.length-1?c[6-l.length]+l+r:l+r,(i+=2)>=26&&(i-=26,o--)}for(0!==a&&(r=a.toString(16)+r);r.length%e!=0;)r=\"0\"+r;return 0!==this.negative&&(r=\"-\"+r),r}if(t===(0|t)&&t>=2&&t<=36){var h=u[t],d=f[t];r=\"\";var p=this.clone();for(p.negative=0;!p.isZero();){var m=p.modn(d).toString(t);r=(p=p.idivn(d)).isZero()?m+r:c[h-m.length]+m+r}for(this.isZero()&&(r=\"0\"+r);r.length%e!=0;)r=\"0\"+r;return 0!==this.negative&&(r=\"-\"+r),r}n(!1,\"Base 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0!==t.negative&&0===this.negative?(t.negative=0,e=this.sub(t),t.negative^=1,e):0===t.negative&&0!==this.negative?(this.negative=0,e=t.sub(this),this.negative=1,e):this.length>t.length?this.clone().iadd(t):t.clone().iadd(this)},a.prototype.isub=function(t){if(0!==t.negative){t.negative=0;var e=this.iadd(t);return t.negative=1,e._normSign()}if(0!==this.negative)return this.negative=0,this.iadd(t),this.negative=1,this._normSign();var r,n,i=this.cmp(t);if(0===i)return this.negative=0,this.length=1,this.words[0]=0,this;i>0?(r=this,n=t):(r=t,n=this);for(var a=0,o=0;o<n.length;o++)a=(e=(0|r.words[o])-(0|n.words[o])+a)>>26,this.words[o]=67108863&e;for(;0!==a&&o<r.length;o++)a=(e=(0|r.words[o])+a)>>26,this.words[o]=67108863&e;if(0===a&&o<r.length&&r!==this)for(;o<r.length;o++)this.words[o]=r.words[o];return this.length=Math.max(this.length,o),r!==this&&(this.negative=1),this.strip()},a.prototype.sub=function(t){return this.clone().isub(t)};var d=function(t,e,r){var 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gt=(c+(n=n+Math.imul(f,H)|0)|0)+((8191&(i=(i=i+Math.imul(f,G)|0)+Math.imul(h,H)|0))<<13)|0;c=((a=a+Math.imul(h,G)|0)+(i>>>13)|0)+(gt>>>26)|0,gt&=67108863,n=Math.imul(g,U),i=(i=Math.imul(g,V))+Math.imul(y,U)|0,a=Math.imul(y,V),n=n+Math.imul(p,H)|0,i=(i=i+Math.imul(p,G)|0)+Math.imul(m,H)|0,a=a+Math.imul(m,G)|0;var yt=(c+(n=n+Math.imul(f,W)|0)|0)+((8191&(i=(i=i+Math.imul(f,X)|0)+Math.imul(h,W)|0))<<13)|0;c=((a=a+Math.imul(h,X)|0)+(i>>>13)|0)+(yt>>>26)|0,yt&=67108863,n=Math.imul(x,U),i=(i=Math.imul(x,V))+Math.imul(_,U)|0,a=Math.imul(_,V),n=n+Math.imul(g,H)|0,i=(i=i+Math.imul(g,G)|0)+Math.imul(y,H)|0,a=a+Math.imul(y,G)|0,n=n+Math.imul(p,W)|0,i=(i=i+Math.imul(p,X)|0)+Math.imul(m,W)|0,a=a+Math.imul(m,X)|0;var bt=(c+(n=n+Math.imul(f,J)|0)|0)+((8191&(i=(i=i+Math.imul(f,K)|0)+Math.imul(h,J)|0))<<13)|0;c=((a=a+Math.imul(h,K)|0)+(i>>>13)|0)+(bt>>>26)|0,bt&=67108863,n=Math.imul(M,U),i=(i=Math.imul(M,V))+Math.imul(k,U)|0,a=Math.imul(k,V),n=n+Math.imul(x,H)|0,i=(i=i+Math.imul(x,G)|0)+Math.imul(_,H)|0,a=a+Math.imul(_,G)|0,n=n+Math.imul(g,W)|0,i=(i=i+Math.imul(g,X)|0)+Math.imul(y,W)|0,a=a+Math.imul(y,X)|0,n=n+Math.imul(p,J)|0,i=(i=i+Math.imul(p,K)|0)+Math.imul(m,J)|0,a=a+Math.imul(m,K)|0;var xt=(c+(n=n+Math.imul(f,$)|0)|0)+((8191&(i=(i=i+Math.imul(f,tt)|0)+Math.imul(h,$)|0))<<13)|0;c=((a=a+Math.imul(h,tt)|0)+(i>>>13)|0)+(xt>>>26)|0,xt&=67108863,n=Math.imul(T,U),i=(i=Math.imul(T,V))+Math.imul(E,U)|0,a=Math.imul(E,V),n=n+Math.imul(M,H)|0,i=(i=i+Math.imul(M,G)|0)+Math.imul(k,H)|0,a=a+Math.imul(k,G)|0,n=n+Math.imul(x,W)|0,i=(i=i+Math.imul(x,X)|0)+Math.imul(_,W)|0,a=a+Math.imul(_,X)|0,n=n+Math.imul(g,J)|0,i=(i=i+Math.imul(g,K)|0)+Math.imul(y,J)|0,a=a+Math.imul(y,K)|0,n=n+Math.imul(p,$)|0,i=(i=i+Math.imul(p,tt)|0)+Math.imul(m,$)|0,a=a+Math.imul(m,tt)|0;var _t=(c+(n=n+Math.imul(f,rt)|0)|0)+((8191&(i=(i=i+Math.imul(f,nt)|0)+Math.imul(h,rt)|0))<<13)|0;c=((a=a+Math.imul(h,nt)|0)+(i>>>13)|0)+(_t>>>26)|0,_t&=67108863,n=Math.imul(L,U),i=(i=Math.imul(L,V))+Math.imul(C,U)|0,a=Math.imul(C,V),n=n+Math.imul(T,H)|0,i=(i=i+Math.imul(T,G)|0)+Math.imul(E,H)|0,a=a+Math.imul(E,G)|0,n=n+Math.imul(M,W)|0,i=(i=i+Math.imul(M,X)|0)+Math.imul(k,W)|0,a=a+Math.imul(k,X)|0,n=n+Math.imul(x,J)|0,i=(i=i+Math.imul(x,K)|0)+Math.imul(_,J)|0,a=a+Math.imul(_,K)|0,n=n+Math.imul(g,$)|0,i=(i=i+Math.imul(g,tt)|0)+Math.imul(y,$)|0,a=a+Math.imul(y,tt)|0,n=n+Math.imul(p,rt)|0,i=(i=i+Math.imul(p,nt)|0)+Math.imul(m,rt)|0,a=a+Math.imul(m,nt)|0;var wt=(c+(n=n+Math.imul(f,at)|0)|0)+((8191&(i=(i=i+Math.imul(f,ot)|0)+Math.imul(h,at)|0))<<13)|0;c=((a=a+Math.imul(h,ot)|0)+(i>>>13)|0)+(wt>>>26)|0,wt&=67108863,n=Math.imul(z,U),i=(i=Math.imul(z,V))+Math.imul(O,U)|0,a=Math.imul(O,V),n=n+Math.imul(L,H)|0,i=(i=i+Math.imul(L,G)|0)+Math.imul(C,H)|0,a=a+Math.imul(C,G)|0,n=n+Math.imul(T,W)|0,i=(i=i+Math.imul(T,X)|0)+Math.imul(E,W)|0,a=a+Math.imul(E,X)|0,n=n+Math.imul(M,J)|0,i=(i=i+Math.imul(M,K)|0)+Math.imul(k,J)|0,a=a+Math.imul(k,K)|0,n=n+Math.imul(x,$)|0,i=(i=i+Math.imul(x,tt)|0)+Math.imul(_,$)|0,a=a+Math.imul(_,tt)|0,n=n+Math.imul(g,rt)|0,i=(i=i+Math.imul(g,nt)|0)+Math.imul(y,rt)|0,a=a+Math.imul(y,nt)|0,n=n+Math.imul(p,at)|0,i=(i=i+Math.imul(p,ot)|0)+Math.imul(m,at)|0,a=a+Math.imul(m,ot)|0;var Mt=(c+(n=n+Math.imul(f,lt)|0)|0)+((8191&(i=(i=i+Math.imul(f,ct)|0)+Math.imul(h,lt)|0))<<13)|0;c=((a=a+Math.imul(h,ct)|0)+(i>>>13)|0)+(Mt>>>26)|0,Mt&=67108863,n=Math.imul(I,U),i=(i=Math.imul(I,V))+Math.imul(R,U)|0,a=Math.imul(R,V),n=n+Math.imul(z,H)|0,i=(i=i+Math.imul(z,G)|0)+Math.imul(O,H)|0,a=a+Math.imul(O,G)|0,n=n+Math.imul(L,W)|0,i=(i=i+Math.imul(L,X)|0)+Math.imul(C,W)|0,a=a+Math.imul(C,X)|0,n=n+Math.imul(T,J)|0,i=(i=i+Math.imul(T,K)|0)+Math.imul(E,J)|0,a=a+Math.imul(E,K)|0,n=n+Math.imul(M,$)|0,i=(i=i+Math.imul(M,tt)|0)+Math.imul(k,$)|0,a=a+Math.imul(k,tt)|0,n=n+Math.imul(x,rt)|0,i=(i=i+Math.imul(x,nt)|0)+Math.imul(_,rt)|0,a=a+Math.imul(_,nt)|0,n=n+Math.imul(g,at)|0,i=(i=i+Math.imul(g,ot)|0)+Math.imul(y,at)|0,a=a+Math.imul(y,ot)|0,n=n+Math.imul(p,lt)|0,i=(i=i+Math.imul(p,ct)|0)+Math.imul(m,lt)|0,a=a+Math.imul(m,ct)|0;var kt=(c+(n=n+Math.imul(f,ft)|0)|0)+((8191&(i=(i=i+Math.imul(f,ht)|0)+Math.imul(h,ft)|0))<<13)|0;c=((a=a+Math.imul(h,ht)|0)+(i>>>13)|0)+(kt>>>26)|0,kt&=67108863,n=Math.imul(F,U),i=(i=Math.imul(F,V))+Math.imul(j,U)|0,a=Math.imul(j,V),n=n+Math.imul(I,H)|0,i=(i=i+Math.imul(I,G)|0)+Math.imul(R,H)|0,a=a+Math.imul(R,G)|0,n=n+Math.imul(z,W)|0,i=(i=i+Math.imul(z,X)|0)+Math.imul(O,W)|0,a=a+Math.imul(O,X)|0,n=n+Math.imul(L,J)|0,i=(i=i+Math.imul(L,K)|0)+Math.imul(C,J)|0,a=a+Math.imul(C,K)|0,n=n+Math.imul(T,$)|0,i=(i=i+Math.imul(T,tt)|0)+Math.imul(E,$)|0,a=a+Math.imul(E,tt)|0,n=n+Math.imul(M,rt)|0,i=(i=i+Math.imul(M,nt)|0)+Math.imul(k,rt)|0,a=a+Math.imul(k,nt)|0,n=n+Math.imul(x,at)|0,i=(i=i+Math.imul(x,ot)|0)+Math.imul(_,at)|0,a=a+Math.imul(_,ot)|0,n=n+Math.imul(g,lt)|0,i=(i=i+Math.imul(g,ct)|0)+Math.imul(y,lt)|0,a=a+Math.imul(y,ct)|0,n=n+Math.imul(p,ft)|0,i=(i=i+Math.imul(p,ht)|0)+Math.imul(m,ft)|0,a=a+Math.imul(m,ht)|0;var At=(c+(n=n+Math.imul(f,pt)|0)|0)+((8191&(i=(i=i+Math.imul(f,mt)|0)+Math.imul(h,pt)|0))<<13)|0;c=((a=a+Math.imul(h,mt)|0)+(i>>>13)|0)+(At>>>26)|0,At&=67108863,n=Math.imul(F,H),i=(i=Math.imul(F,G))+Math.imul(j,H)|0,a=Math.imul(j,G),n=n+Math.imul(I,W)|0,i=(i=i+Math.imul(I,X)|0)+Math.imul(R,W)|0,a=a+Math.imul(R,X)|0,n=n+Math.imul(z,J)|0,i=(i=i+Math.imul(z,K)|0)+Math.imul(O,J)|0,a=a+Math.imul(O,K)|0,n=n+Math.imul(L,$)|0,i=(i=i+Math.imul(L,tt)|0)+Math.imul(C,$)|0,a=a+Math.imul(C,tt)|0,n=n+Math.imul(T,rt)|0,i=(i=i+Math.imul(T,nt)|0)+Math.imul(E,rt)|0,a=a+Math.imul(E,nt)|0,n=n+Math.imul(M,at)|0,i=(i=i+Math.imul(M,ot)|0)+Math.imul(k,at)|0,a=a+Math.imul(k,ot)|0,n=n+Math.imul(x,lt)|0,i=(i=i+Math.imul(x,ct)|0)+Math.imul(_,lt)|0,a=a+Math.imul(_,ct)|0,n=n+Math.imul(g,ft)|0,i=(i=i+Math.imul(g,ht)|0)+Math.imul(y,ft)|0,a=a+Math.imul(y,ht)|0;var Tt=(c+(n=n+Math.imul(p,pt)|0)|0)+((8191&(i=(i=i+Math.imul(p,mt)|0)+Math.imul(m,pt)|0))<<13)|0;c=((a=a+Math.imul(m,mt)|0)+(i>>>13)|0)+(Tt>>>26)|0,Tt&=67108863,n=Math.imul(F,W),i=(i=Math.imul(F,X))+Math.imul(j,W)|0,a=Math.imul(j,X),n=n+Math.imul(I,J)|0,i=(i=i+Math.imul(I,K)|0)+Math.imul(R,J)|0,a=a+Math.imul(R,K)|0,n=n+Math.imul(z,$)|0,i=(i=i+Math.imul(z,tt)|0)+Math.imul(O,$)|0,a=a+Math.imul(O,tt)|0,n=n+Math.imul(L,rt)|0,i=(i=i+Math.imul(L,nt)|0)+Math.imul(C,rt)|0,a=a+Math.imul(C,nt)|0,n=n+Math.imul(T,at)|0,i=(i=i+Math.imul(T,ot)|0)+Math.imul(E,at)|0,a=a+Math.imul(E,ot)|0,n=n+Math.imul(M,lt)|0,i=(i=i+Math.imul(M,ct)|0)+Math.imul(k,lt)|0,a=a+Math.imul(k,ct)|0,n=n+Math.imul(x,ft)|0,i=(i=i+Math.imul(x,ht)|0)+Math.imul(_,ft)|0,a=a+Math.imul(_,ht)|0;var Et=(c+(n=n+Math.imul(g,pt)|0)|0)+((8191&(i=(i=i+Math.imul(g,mt)|0)+Math.imul(y,pt)|0))<<13)|0;c=((a=a+Math.imul(y,mt)|0)+(i>>>13)|0)+(Et>>>26)|0,Et&=67108863,n=Math.imul(F,J),i=(i=Math.imul(F,K))+Math.imul(j,J)|0,a=Math.imul(j,K),n=n+Math.imul(I,$)|0,i=(i=i+Math.imul(I,tt)|0)+Math.imul(R,$)|0,a=a+Math.imul(R,tt)|0,n=n+Math.imul(z,rt)|0,i=(i=i+Math.imul(z,nt)|0)+Math.imul(O,rt)|0,a=a+Math.imul(O,nt)|0,n=n+Math.imul(L,at)|0,i=(i=i+Math.imul(L,ot)|0)+Math.imul(C,at)|0,a=a+Math.imul(C,ot)|0,n=n+Math.imul(T,lt)|0,i=(i=i+Math.imul(T,ct)|0)+Math.imul(E,lt)|0,a=a+Math.imul(E,ct)|0,n=n+Math.imul(M,ft)|0,i=(i=i+Math.imul(M,ht)|0)+Math.imul(k,ft)|0,a=a+Math.imul(k,ht)|0;var St=(c+(n=n+Math.imul(x,pt)|0)|0)+((8191&(i=(i=i+Math.imul(x,mt)|0)+Math.imul(_,pt)|0))<<13)|0;c=((a=a+Math.imul(_,mt)|0)+(i>>>13)|0)+(St>>>26)|0,St&=67108863,n=Math.imul(F,$),i=(i=Math.imul(F,tt))+Math.imul(j,$)|0,a=Math.imul(j,tt),n=n+Math.imul(I,rt)|0,i=(i=i+Math.imul(I,nt)|0)+Math.imul(R,rt)|0,a=a+Math.imul(R,nt)|0,n=n+Math.imul(z,at)|0,i=(i=i+Math.imul(z,ot)|0)+Math.imul(O,at)|0,a=a+Math.imul(O,ot)|0,n=n+Math.imul(L,lt)|0,i=(i=i+Math.imul(L,ct)|0)+Math.imul(C,lt)|0,a=a+Math.imul(C,ct)|0,n=n+Math.imul(T,ft)|0,i=(i=i+Math.imul(T,ht)|0)+Math.imul(E,ft)|0,a=a+Math.imul(E,ht)|0;var Lt=(c+(n=n+Math.imul(M,pt)|0)|0)+((8191&(i=(i=i+Math.imul(M,mt)|0)+Math.imul(k,pt)|0))<<13)|0;c=((a=a+Math.imul(k,mt)|0)+(i>>>13)|0)+(Lt>>>26)|0,Lt&=67108863,n=Math.imul(F,rt),i=(i=Math.imul(F,nt))+Math.imul(j,rt)|0,a=Math.imul(j,nt),n=n+Math.imul(I,at)|0,i=(i=i+Math.imul(I,ot)|0)+Math.imul(R,at)|0,a=a+Math.imul(R,ot)|0,n=n+Math.imul(z,lt)|0,i=(i=i+Math.imul(z,ct)|0)+Math.imul(O,lt)|0,a=a+Math.imul(O,ct)|0,n=n+Math.imul(L,ft)|0,i=(i=i+Math.imul(L,ht)|0)+Math.imul(C,ft)|0,a=a+Math.imul(C,ht)|0;var Ct=(c+(n=n+Math.imul(T,pt)|0)|0)+((8191&(i=(i=i+Math.imul(T,mt)|0)+Math.imul(E,pt)|0))<<13)|0;c=((a=a+Math.imul(E,mt)|0)+(i>>>13)|0)+(Ct>>>26)|0,Ct&=67108863,n=Math.imul(F,at),i=(i=Math.imul(F,ot))+Math.imul(j,at)|0,a=Math.imul(j,ot),n=n+Math.imul(I,lt)|0,i=(i=i+Math.imul(I,ct)|0)+Math.imul(R,lt)|0,a=a+Math.imul(R,ct)|0,n=n+Math.imul(z,ft)|0,i=(i=i+Math.imul(z,ht)|0)+Math.imul(O,ft)|0,a=a+Math.imul(O,ht)|0;var Pt=(c+(n=n+Math.imul(L,pt)|0)|0)+((8191&(i=(i=i+Math.imul(L,mt)|0)+Math.imul(C,pt)|0))<<13)|0;c=((a=a+Math.imul(C,mt)|0)+(i>>>13)|0)+(Pt>>>26)|0,Pt&=67108863,n=Math.imul(F,lt),i=(i=Math.imul(F,ct))+Math.imul(j,lt)|0,a=Math.imul(j,ct),n=n+Math.imul(I,ft)|0,i=(i=i+Math.imul(I,ht)|0)+Math.imul(R,ft)|0,a=a+Math.imul(R,ht)|0;var zt=(c+(n=n+Math.imul(z,pt)|0)|0)+((8191&(i=(i=i+Math.imul(z,mt)|0)+Math.imul(O,pt)|0))<<13)|0;c=((a=a+Math.imul(O,mt)|0)+(i>>>13)|0)+(zt>>>26)|0,zt&=67108863,n=Math.imul(F,ft),i=(i=Math.imul(F,ht))+Math.imul(j,ft)|0,a=Math.imul(j,ht);var Ot=(c+(n=n+Math.imul(I,pt)|0)|0)+((8191&(i=(i=i+Math.imul(I,mt)|0)+Math.imul(R,pt)|0))<<13)|0;c=((a=a+Math.imul(R,mt)|0)+(i>>>13)|0)+(Ot>>>26)|0,Ot&=67108863;var Dt=(c+(n=Math.imul(F,pt))|0)+((8191&(i=(i=Math.imul(F,mt))+Math.imul(j,pt)|0))<<13)|0;return c=((a=Math.imul(j,mt))+(i>>>13)|0)+(Dt>>>26)|0,Dt&=67108863,l[0]=vt,l[1]=gt,l[2]=yt,l[3]=bt,l[4]=xt,l[5]=_t,l[6]=wt,l[7]=Mt,l[8]=kt,l[9]=At,l[10]=Tt,l[11]=Et,l[12]=St,l[13]=Lt,l[14]=Ct,l[15]=Pt,l[16]=zt,l[17]=Ot,l[18]=Dt,0!==c&&(l[19]=c,r.length++),r};function p(t,e,r){return(new m).mulp(t,e,r)}function m(t,e){this.x=t,this.y=e}Math.imul||(d=h),a.prototype.mulTo=function(t,e){var r=this.length+t.length;return 10===this.length&&10===t.length?d(this,t,e):r<63?h(this,t,e):r<1024?function(t,e,r){r.negative=e.negative^t.negative,r.length=t.length+e.length;for(var n=0,i=0,a=0;a<r.length-1;a++){var o=i;i=0;for(var s=67108863&n,l=Math.min(a,e.length-1),c=Math.max(0,a-t.length+1);c<=l;c++){var u=a-c,f=(0|t.words[u])*(0|e.words[c]),h=67108863&f;s=67108863&(h=h+s|0),i+=(o=(o=o+(f/67108864|0)|0)+(h>>>26)|0)>>>26,o&=67108863}r.words[a]=s,n=o,o=i}return 0!==n?r.words[a]=n:r.length--,r.strip()}(this,t,e):p(this,t,e)},m.prototype.makeRBT=function(t){for(var e=new Array(t),r=a.prototype._countBits(t)-1,n=0;n<t;n++)e[n]=this.revBin(n,r,t);return e},m.prototype.revBin=function(t,e,r){if(0===t||t===r-1)return t;for(var n=0,i=0;i<e;i++)n|=(1&t)<<e-i-1,t>>=1;return n},m.prototype.permute=function(t,e,r,n,i,a){for(var o=0;o<a;o++)n[o]=e[t[o]],i[o]=r[t[o]]},m.prototype.transform=function(t,e,r,n,i,a){this.permute(a,t,e,r,n,i);for(var o=1;o<i;o<<=1)for(var s=o<<1,l=Math.cos(2*Math.PI/s),c=Math.sin(2*Math.PI/s),u=0;u<i;u+=s)for(var f=l,h=c,d=0;d<o;d++){var p=r[u+d],m=n[u+d],v=r[u+d+o],g=n[u+d+o],y=f*v-h*g;g=f*g+h*v,v=y,r[u+d]=p+v,n[u+d]=m+g,r[u+d+o]=p-v,n[u+d+o]=m-g,d!==s&&(y=l*f-c*h,h=l*h+c*f,f=y)}},m.prototype.guessLen13b=function(t,e){var r=1|Math.max(e,t),n=1&r,i=0;for(r=r/2|0;r;r>>>=1)i++;return 1<<i+1+n},m.prototype.conjugate=function(t,e,r){if(!(r<=1))for(var n=0;n<r/2;n++){var i=t[n];t[n]=t[r-n-1],t[r-n-1]=i,i=e[n],e[n]=-e[r-n-1],e[r-n-1]=-i}},m.prototype.normalize13b=function(t,e){for(var r=0,n=0;n<e/2;n++){var i=8192*Math.round(t[2*n+1]/e)+Math.round(t[2*n]/e)+r;t[n]=67108863&i,r=i<67108864?0:i/67108864|0}return t},m.prototype.convert13b=function(t,e,r,i){for(var a=0,o=0;o<e;o++)a+=0|t[o],r[2*o]=8191&a,a>>>=13,r[2*o+1]=8191&a,a>>>=13;for(o=2*e;o<i;++o)r[o]=0;n(0===a),n(0==(-8192&a))},m.prototype.stub=function(t){for(var e=new Array(t),r=0;r<t;r++)e[r]=0;return e},m.prototype.mulp=function(t,e,r){var n=2*this.guessLen13b(t.length,e.length),i=this.makeRBT(n),a=this.stub(n),o=new Array(n),s=new Array(n),l=new Array(n),c=new Array(n),u=new Array(n),f=new Array(n),h=r.words;h.length=n,this.convert13b(t.words,t.length,o,n),this.convert13b(e.words,e.length,c,n),this.transform(o,a,s,l,n,i),this.transform(c,a,u,f,n,i);for(var d=0;d<n;d++){var p=s[d]*u[d]-l[d]*f[d];l[d]=s[d]*f[d]+l[d]*u[d],s[d]=p}return this.conjugate(s,l,n),this.transform(s,l,h,a,n,i),this.conjugate(h,a,n),this.normalize13b(h,n),r.negative=t.negative^e.negative,r.length=t.length+e.length,r.strip()},a.prototype.mul=function(t){var e=new a(null);return e.words=new Array(this.length+t.length),this.mulTo(t,e)},a.prototype.mulf=function(t){var e=new a(null);return e.words=new Array(this.length+t.length),p(this,t,e)},a.prototype.imul=function(t){return this.clone().mulTo(t,this)},a.prototype.imuln=function(t){n(\"number\"==typeof t),n(t<67108864);for(var e=0,r=0;r<this.length;r++){var i=(0|this.words[r])*t,a=(67108863&i)+(67108863&e);e>>=26,e+=i/67108864|0,e+=a>>>26,this.words[r]=67108863&a}return 0!==e&&(this.words[r]=e,this.length++),this},a.prototype.muln=function(t){return this.clone().imuln(t)},a.prototype.sqr=function(){return this.mul(this)},a.prototype.isqr=function(){return this.imul(this.clone())},a.prototype.pow=function(t){var e=function(t){for(var e=new Array(t.bitLength()),r=0;r<e.length;r++){var n=r/26|0,i=r%26;e[r]=(t.words[n]&1<<i)>>>i}return e}(t);if(0===e.length)return new a(1);for(var r=this,n=0;n<e.length&&0===e[n];n++,r=r.sqr());if(++n<e.length)for(var i=r.sqr();n<e.length;n++,i=i.sqr())0!==e[n]&&(r=r.mul(i));return r},a.prototype.iushln=function(t){n(\"number\"==typeof t&&t>=0);var e,r=t%26,i=(t-r)/26,a=67108863>>>26-r<<26-r;if(0!==r){var o=0;for(e=0;e<this.length;e++){var s=this.words[e]&a,l=(0|this.words[e])-s<<r;this.words[e]=l|o,o=s>>>26-r}o&&(this.words[e]=o,this.length++)}if(0!==i){for(e=this.length-1;e>=0;e--)this.words[e+i]=this.words[e];for(e=0;e<i;e++)this.words[e]=0;this.length+=i}return this.strip()},a.prototype.ishln=function(t){return n(0===this.negative),this.iushln(t)},a.prototype.iushrn=function(t,e,r){var i;n(\"number\"==typeof t&&t>=0),i=e?(e-e%26)/26:0;var a=t%26,o=Math.min((t-a)/26,this.length),s=67108863^67108863>>>a<<a,l=r;if(i-=o,i=Math.max(0,i),l){for(var c=0;c<o;c++)l.words[c]=this.words[c];l.length=o}if(0===o);else if(this.length>o)for(this.length-=o,c=0;c<this.length;c++)this.words[c]=this.words[c+o];else this.words[0]=0,this.length=1;var u=0;for(c=this.length-1;c>=0&&(0!==u||c>=i);c--){var f=0|this.words[c];this.words[c]=u<<26-a|f>>>a,u=f&s}return l&&0!==u&&(l.words[l.length++]=u),0===this.length&&(this.words[0]=0,this.length=1),this.strip()},a.prototype.ishrn=function(t,e,r){return n(0===this.negative),this.iushrn(t,e,r)},a.prototype.shln=function(t){return this.clone().ishln(t)},a.prototype.ushln=function(t){return this.clone().iushln(t)},a.prototype.shrn=function(t){return this.clone().ishrn(t)},a.prototype.ushrn=function(t){return this.clone().iushrn(t)},a.prototype.testn=function(t){n(\"number\"==typeof t&&t>=0);var e=t%26,r=(t-e)/26,i=1<<e;return!(this.length<=r)&&!!(this.words[r]&i)},a.prototype.imaskn=function(t){n(\"number\"==typeof t&&t>=0);var e=t%26,r=(t-e)/26;if(n(0===this.negative,\"imaskn works only with positive numbers\"),this.length<=r)return this;if(0!==e&&r++,this.length=Math.min(r,this.length),0!==e){var i=67108863^67108863>>>e<<e;this.words[this.length-1]&=i}return this.strip()},a.prototype.maskn=function(t){return this.clone().imaskn(t)},a.prototype.iaddn=function(t){return n(\"number\"==typeof t),n(t<67108864),t<0?this.isubn(-t):0!==this.negative?1===this.length&&(0|this.words[0])<t?(this.words[0]=t-(0|this.words[0]),this.negative=0,this):(this.negative=0,this.isubn(t),this.negative=1,this):this._iaddn(t)},a.prototype._iaddn=function(t){this.words[0]+=t;for(var e=0;e<this.length&&this.words[e]>=67108864;e++)this.words[e]-=67108864,e===this.length-1?this.words[e+1]=1:this.words[e+1]++;return this.length=Math.max(this.length,e+1),this},a.prototype.isubn=function(t){if(n(\"number\"==typeof t),n(t<67108864),t<0)return this.iaddn(-t);if(0!==this.negative)return this.negative=0,this.iaddn(t),this.negative=1,this;if(this.words[0]-=t,1===this.length&&this.words[0]<0)this.words[0]=-this.words[0],this.negative=1;else for(var e=0;e<this.length&&this.words[e]<0;e++)this.words[e]+=67108864,this.words[e+1]-=1;return this.strip()},a.prototype.addn=function(t){return this.clone().iaddn(t)},a.prototype.subn=function(t){return this.clone().isubn(t)},a.prototype.iabs=function(){return this.negative=0,this},a.prototype.abs=function(){return this.clone().iabs()},a.prototype._ishlnsubmul=function(t,e,r){var i,a,o=t.length+r;this._expand(o);var s=0;for(i=0;i<t.length;i++){a=(0|this.words[i+r])+s;var l=(0|t.words[i])*e;s=((a-=67108863&l)>>26)-(l/67108864|0),this.words[i+r]=67108863&a}for(;i<this.length-r;i++)s=(a=(0|this.words[i+r])+s)>>26,this.words[i+r]=67108863&a;if(0===s)return this.strip();for(n(-1===s),s=0,i=0;i<this.length;i++)s=(a=-(0|this.words[i])+s)>>26,this.words[i]=67108863&a;return this.negative=1,this.strip()},a.prototype._wordDiv=function(t,e){var r=(this.length,t.length),n=this.clone(),i=t,o=0|i.words[i.length-1];0!==(r=26-this._countBits(o))&&(i=i.ushln(r),n.iushln(r),o=0|i.words[i.length-1]);var s,l=n.length-i.length;if(\"mod\"!==e){(s=new a(null)).length=l+1,s.words=new Array(s.length);for(var c=0;c<s.length;c++)s.words[c]=0}var u=n.clone()._ishlnsubmul(i,1,l);0===u.negative&&(n=u,s&&(s.words[l]=1));for(var f=l-1;f>=0;f--){var h=67108864*(0|n.words[i.length+f])+(0|n.words[i.length+f-1]);for(h=Math.min(h/o|0,67108863),n._ishlnsubmul(i,h,f);0!==n.negative;)h--,n.negative=0,n._ishlnsubmul(i,1,f),n.isZero()||(n.negative^=1);s&&(s.words[f]=h)}return s&&s.strip(),n.strip(),\"div\"!==e&&0!==r&&n.iushrn(r),{div:s||null,mod:n}},a.prototype.divmod=function(t,e,r){return n(!t.isZero()),this.isZero()?{div:new a(0),mod:new a(0)}:0!==this.negative&&0===t.negative?(s=this.neg().divmod(t,e),\"mod\"!==e&&(i=s.div.neg()),\"div\"!==e&&(o=s.mod.neg(),r&&0!==o.negative&&o.iadd(t)),{div:i,mod:o}):0===this.negative&&0!==t.negative?(s=this.divmod(t.neg(),e),\"mod\"!==e&&(i=s.div.neg()),{div:i,mod:s.mod}):0!=(this.negative&t.negative)?(s=this.neg().divmod(t.neg(),e),\"div\"!==e&&(o=s.mod.neg(),r&&0!==o.negative&&o.isub(t)),{div:s.div,mod:o}):t.length>this.length||this.cmp(t)<0?{div:new a(0),mod:this}:1===t.length?\"div\"===e?{div:this.divn(t.words[0]),mod:null}:\"mod\"===e?{div:null,mod:new a(this.modn(t.words[0]))}:{div:this.divn(t.words[0]),mod:new a(this.modn(t.words[0]))}:this._wordDiv(t,e);var i,o,s},a.prototype.div=function(t){return this.divmod(t,\"div\",!1).div},a.prototype.mod=function(t){return this.divmod(t,\"mod\",!1).mod},a.prototype.umod=function(t){return this.divmod(t,\"mod\",!0).mod},a.prototype.divRound=function(t){var e=this.divmod(t);if(e.mod.isZero())return e.div;var r=0!==e.div.negative?e.mod.isub(t):e.mod,n=t.ushrn(1),i=t.andln(1),a=r.cmp(n);return a<0||1===i&&0===a?e.div:0!==e.div.negative?e.div.isubn(1):e.div.iaddn(1)},a.prototype.modn=function(t){n(t<=67108863);for(var e=(1<<26)%t,r=0,i=this.length-1;i>=0;i--)r=(e*r+(0|this.words[i]))%t;return r},a.prototype.idivn=function(t){n(t<=67108863);for(var e=0,r=this.length-1;r>=0;r--){var i=(0|this.words[r])+67108864*e;this.words[r]=i/t|0,e=i%t}return this.strip()},a.prototype.divn=function(t){return this.clone().idivn(t)},a.prototype.egcd=function(t){n(0===t.negative),n(!t.isZero());var e=this,r=t.clone();e=0!==e.negative?e.umod(t):e.clone();for(var i=new a(1),o=new a(0),s=new a(0),l=new a(1),c=0;e.isEven()&&r.isEven();)e.iushrn(1),r.iushrn(1),++c;for(var u=r.clone(),f=e.clone();!e.isZero();){for(var h=0,d=1;0==(e.words[0]&d)&&h<26;++h,d<<=1);if(h>0)for(e.iushrn(h);h-- >0;)(i.isOdd()||o.isOdd())&&(i.iadd(u),o.isub(f)),i.iushrn(1),o.iushrn(1);for(var p=0,m=1;0==(r.words[0]&m)&&p<26;++p,m<<=1);if(p>0)for(r.iushrn(p);p-- >0;)(s.isOdd()||l.isOdd())&&(s.iadd(u),l.isub(f)),s.iushrn(1),l.iushrn(1);e.cmp(r)>=0?(e.isub(r),i.isub(s),o.isub(l)):(r.isub(e),s.isub(i),l.isub(o))}return{a:s,b:l,gcd:r.iushln(c)}},a.prototype._invmp=function(t){n(0===t.negative),n(!t.isZero());var e=this,r=t.clone();e=0!==e.negative?e.umod(t):e.clone();for(var i,o=new a(1),s=new a(0),l=r.clone();e.cmpn(1)>0&&r.cmpn(1)>0;){for(var c=0,u=1;0==(e.words[0]&u)&&c<26;++c,u<<=1);if(c>0)for(e.iushrn(c);c-- >0;)o.isOdd()&&o.iadd(l),o.iushrn(1);for(var f=0,h=1;0==(r.words[0]&h)&&f<26;++f,h<<=1);if(f>0)for(r.iushrn(f);f-- >0;)s.isOdd()&&s.iadd(l),s.iushrn(1);e.cmp(r)>=0?(e.isub(r),o.isub(s)):(r.isub(e),s.isub(o))}return(i=0===e.cmpn(1)?o:s).cmpn(0)<0&&i.iadd(t),i},a.prototype.gcd=function(t){if(this.isZero())return t.abs();if(t.isZero())return this.abs();var e=this.clone(),r=t.clone();e.negative=0,r.negative=0;for(var n=0;e.isEven()&&r.isEven();n++)e.iushrn(1),r.iushrn(1);for(;;){for(;e.isEven();)e.iushrn(1);for(;r.isEven();)r.iushrn(1);var i=e.cmp(r);if(i<0){var a=e;e=r,r=a}else if(0===i||0===r.cmpn(1))break;e.isub(r)}return r.iushln(n)},a.prototype.invm=function(t){return this.egcd(t).a.umod(t)},a.prototype.isEven=function(){return 0==(1&this.words[0])},a.prototype.isOdd=function(){return 1==(1&this.words[0])},a.prototype.andln=function(t){return this.words[0]&t},a.prototype.bincn=function(t){n(\"number\"==typeof t);var e=t%26,r=(t-e)/26,i=1<<e;if(this.length<=r)return this._expand(r+1),this.words[r]|=i,this;for(var a=i,o=r;0!==a&&o<this.length;o++){var s=0|this.words[o];a=(s+=a)>>>26,s&=67108863,this.words[o]=s}return 0!==a&&(this.words[o]=a,this.length++),this},a.prototype.isZero=function(){return 1===this.length&&0===this.words[0]},a.prototype.cmpn=function(t){var e,r=t<0;if(0!==this.negative&&!r)return-1;if(0===this.negative&&r)return 1;if(this.strip(),this.length>1)e=1;else{r&&(t=-t),n(t<=67108863,\"Number is too big\");var i=0|this.words[0];e=i===t?0:i<t?-1:1}return 0!==this.negative?0|-e:e},a.prototype.cmp=function(t){if(0!==this.negative&&0===t.negative)return-1;if(0===this.negative&&0!==t.negative)return 1;var e=this.ucmp(t);return 0!==this.negative?0|-e:e},a.prototype.ucmp=function(t){if(this.length>t.length)return 1;if(this.length<t.length)return-1;for(var e=0,r=this.length-1;r>=0;r--){var n=0|this.words[r],i=0|t.words[r];if(n!==i){n<i?e=-1:n>i&&(e=1);break}}return e},a.prototype.gtn=function(t){return 1===this.cmpn(t)},a.prototype.gt=function(t){return 1===this.cmp(t)},a.prototype.gten=function(t){return this.cmpn(t)>=0},a.prototype.gte=function(t){return this.cmp(t)>=0},a.prototype.ltn=function(t){return-1===this.cmpn(t)},a.prototype.lt=function(t){return-1===this.cmp(t)},a.prototype.lten=function(t){return this.cmpn(t)<=0},a.prototype.lte=function(t){return this.cmp(t)<=0},a.prototype.eqn=function(t){return 0===this.cmpn(t)},a.prototype.eq=function(t){return 0===this.cmp(t)},a.red=function(t){return new w(t)},a.prototype.toRed=function(t){return n(!this.red,\"Already a number in reduction context\"),n(0===this.negative,\"red works only with positives\"),t.convertTo(this)._forceRed(t)},a.prototype.fromRed=function(){return n(this.red,\"fromRed works only with numbers in reduction context\"),this.red.convertFrom(this)},a.prototype._forceRed=function(t){return this.red=t,this},a.prototype.forceRed=function(t){return n(!this.red,\"Already a number in reduction context\"),this._forceRed(t)},a.prototype.redAdd=function(t){return n(this.red,\"redAdd works only with red numbers\"),this.red.add(this,t)},a.prototype.redIAdd=function(t){return n(this.red,\"redIAdd works only with red numbers\"),this.red.iadd(this,t)},a.prototype.redSub=function(t){return n(this.red,\"redSub works only with red numbers\"),this.red.sub(this,t)},a.prototype.redISub=function(t){return n(this.red,\"redISub works only with red numbers\"),this.red.isub(this,t)},a.prototype.redShl=function(t){return n(this.red,\"redShl works only with red numbers\"),this.red.shl(this,t)},a.prototype.redMul=function(t){return n(this.red,\"redMul works only with red numbers\"),this.red._verify2(this,t),this.red.mul(this,t)},a.prototype.redIMul=function(t){return n(this.red,\"redMul works only with red numbers\"),this.red._verify2(this,t),this.red.imul(this,t)},a.prototype.redSqr=function(){return n(this.red,\"redSqr works only with red numbers\"),this.red._verify1(this),this.red.sqr(this)},a.prototype.redISqr=function(){return n(this.red,\"redISqr works only with red numbers\"),this.red._verify1(this),this.red.isqr(this)},a.prototype.redSqrt=function(){return n(this.red,\"redSqrt works only with red numbers\"),this.red._verify1(this),this.red.sqrt(this)},a.prototype.redInvm=function(){return n(this.red,\"redInvm works only with red numbers\"),this.red._verify1(this),this.red.invm(this)},a.prototype.redNeg=function(){return n(this.red,\"redNeg works only with red numbers\"),this.red._verify1(this),this.red.neg(this)},a.prototype.redPow=function(t){return n(this.red&&!t.red,\"redPow(normalNum)\"),this.red._verify1(this),this.red.pow(this,t)};var v={k256:null,p224:null,p192:null,p25519:null};function g(t,e){this.name=t,this.p=new a(e,16),this.n=this.p.bitLength(),this.k=new a(1).iushln(this.n).isub(this.p),this.tmp=this._tmp()}function y(){g.call(this,\"k256\",\"ffffffff ffffffff ffffffff ffffffff ffffffff ffffffff fffffffe fffffc2f\")}function b(){g.call(this,\"p224\",\"ffffffff ffffffff ffffffff ffffffff 00000000 00000000 00000001\")}function x(){g.call(this,\"p192\",\"ffffffff ffffffff ffffffff fffffffe ffffffff ffffffff\")}function _(){g.call(this,\"25519\",\"7fffffffffffffff ffffffffffffffff ffffffffffffffff ffffffffffffffed\")}function w(t){if(\"string\"==typeof t){var e=a._prime(t);this.m=e.p,this.prime=e}else n(t.gtn(1),\"modulus must be greater than 1\"),this.m=t,this.prime=null}function M(t){w.call(this,t),this.shift=this.m.bitLength(),this.shift%26!=0&&(this.shift+=26-this.shift%26),this.r=new a(1).iushln(this.shift),this.r2=this.imod(this.r.sqr()),this.rinv=this.r._invmp(this.m),this.minv=this.rinv.mul(this.r).isubn(1).div(this.m),this.minv=this.minv.umod(this.r),this.minv=this.r.sub(this.minv)}g.prototype._tmp=function(){var t=new a(null);return t.words=new Array(Math.ceil(this.n/13)),t},g.prototype.ireduce=function(t){var e,r=t;do{this.split(r,this.tmp),e=(r=(r=this.imulK(r)).iadd(this.tmp)).bitLength()}while(e>this.n);var n=e<this.n?-1:r.ucmp(this.p);return 0===n?(r.words[0]=0,r.length=1):n>0?r.isub(this.p):r.strip(),r},g.prototype.split=function(t,e){t.iushrn(this.n,0,e)},g.prototype.imulK=function(t){return t.imul(this.k)},i(y,g),y.prototype.split=function(t,e){for(var r=Math.min(t.length,9),n=0;n<r;n++)e.words[n]=t.words[n];if(e.length=r,t.length<=9)return t.words[0]=0,void(t.length=1);var i=t.words[9];for(e.words[e.length++]=4194303&i,n=10;n<t.length;n++){var a=0|t.words[n];t.words[n-10]=(4194303&a)<<4|i>>>22,i=a}i>>>=22,t.words[n-10]=i,0===i&&t.length>10?t.length-=10:t.length-=9},y.prototype.imulK=function(t){t.words[t.length]=0,t.words[t.length+1]=0,t.length+=2;for(var e=0,r=0;r<t.length;r++){var n=0|t.words[r];e+=977*n,t.words[r]=67108863&e,e=64*n+(e/67108864|0)}return 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t.isZero()?t.clone():this.m.sub(t)._forceRed(this)},w.prototype.add=function(t,e){this._verify2(t,e);var r=t.add(e);return r.cmp(this.m)>=0&&r.isub(this.m),r._forceRed(this)},w.prototype.iadd=function(t,e){this._verify2(t,e);var r=t.iadd(e);return r.cmp(this.m)>=0&&r.isub(this.m),r},w.prototype.sub=function(t,e){this._verify2(t,e);var r=t.sub(e);return r.cmpn(0)<0&&r.iadd(this.m),r._forceRed(this)},w.prototype.isub=function(t,e){this._verify2(t,e);var r=t.isub(e);return r.cmpn(0)<0&&r.iadd(this.m),r},w.prototype.shl=function(t,e){return this._verify1(t),this.imod(t.ushln(e))},w.prototype.imul=function(t,e){return this._verify2(t,e),this.imod(t.imul(e))},w.prototype.mul=function(t,e){return this._verify2(t,e),this.imod(t.mul(e))},w.prototype.isqr=function(t){return this.imul(t,t.clone())},w.prototype.sqr=function(t){return this.mul(t,t)},w.prototype.sqrt=function(t){if(t.isZero())return t.clone();var e=this.m.andln(3);if(n(e%2==1),3===e){var r=this.m.add(new a(1)).iushrn(2);return this.pow(t,r)}for(var i=this.m.subn(1),o=0;!i.isZero()&&0===i.andln(1);)o++,i.iushrn(1);n(!i.isZero());var s=new a(1).toRed(this),l=s.redNeg(),c=this.m.subn(1).iushrn(1),u=this.m.bitLength();for(u=new a(2*u*u).toRed(this);0!==this.pow(u,c).cmp(l);)u.redIAdd(l);for(var f=this.pow(u,i),h=this.pow(t,i.addn(1).iushrn(1)),d=this.pow(t,i),p=o;0!==d.cmp(s);){for(var m=d,v=0;0!==m.cmp(s);v++)m=m.redSqr();n(v<p);var g=this.pow(f,new a(1).iushln(p-v-1));h=h.redMul(g),f=g.redSqr(),d=d.redMul(f),p=v}return h},w.prototype.invm=function(t){var e=t._invmp(this.m);return 0!==e.negative?(e.negative=0,this.imod(e).redNeg()):this.imod(e)},w.prototype.pow=function(t,e){if(e.isZero())return new a(1).toRed(this);if(0===e.cmpn(1))return t.clone();var r=new Array(16);r[0]=new a(1).toRed(this),r[1]=t;for(var n=2;n<r.length;n++)r[n]=this.mul(r[n-1],t);var i=r[0],o=0,s=0,l=e.bitLength()%26;for(0===l&&(l=26),n=e.length-1;n>=0;n--){for(var c=e.words[n],u=l-1;u>=0;u--){var f=c>>u&1;i!==r[0]&&(i=this.sqr(i)),0!==f||0!==o?(o<<=1,o|=f,(4===++s||0===n&&0===u)&&(i=this.mul(i,r[o]),s=0,o=0)):s=0}l=26}return i},w.prototype.convertTo=function(t){var e=t.umod(this.m);return e===t?e.clone():e},w.prototype.convertFrom=function(t){var e=t.clone();return e.red=null,e},a.mont=function(t){return new M(t)},i(M,w),M.prototype.convertTo=function(t){return this.imod(t.ushln(this.shift))},M.prototype.convertFrom=function(t){var e=this.imod(t.mul(this.rinv));return e.red=null,e},M.prototype.imul=function(t,e){if(t.isZero()||e.isZero())return t.words[0]=0,t.length=1,t;var r=t.imul(e),n=r.maskn(this.shift).mul(this.minv).imaskn(this.shift).mul(this.m),i=r.isub(n).iushrn(this.shift),a=i;return i.cmp(this.m)>=0?a=i.isub(this.m):i.cmpn(0)<0&&(a=i.iadd(this.m)),a._forceRed(this)},M.prototype.mul=function(t,e){if(t.isZero()||e.isZero())return new a(0)._forceRed(this);var r=t.mul(e),n=r.maskn(this.shift).mul(this.minv).imaskn(this.shift).mul(this.m),i=r.isub(n).iushrn(this.shift),o=i;return i.cmp(this.m)>=0?o=i.isub(this.m):i.cmpn(0)<0&&(o=i.iadd(this.m)),o._forceRed(this)},M.prototype.invm=function(t){return this.imod(t._invmp(this.m).mul(this.r2))._forceRed(this)}}(void 0===e||e,this)},{buffer:82}],74:[function(t,e,r){\"use strict\";e.exports=function(t){var e,r,n,i=t.length,a=0;for(e=0;e<i;++e)a+=t[e].length;var o=new Array(a),s=0;for(e=0;e<i;++e){var l=t[e],c=l.length;for(r=0;r<c;++r){var u=o[s++]=new Array(c-1),f=0;for(n=0;n<c;++n)n!==r&&(u[f++]=l[n]);if(1&r){var h=u[1];u[1]=u[0],u[0]=h}}}return o}},{}],75:[function(t,e,r){\"use strict\";e.exports=function(t,e,r){switch(arguments.length){case 1:return n=[],c(i=t,i,u,!0),n;case 2:return\"function\"==typeof e?c(t,t,e,!0):function(t,e){return n=[],c(t,e,u,!1),n}(t,e);case 3:return c(t,e,r,!1);default:throw new Error(\"box-intersect: Invalid arguments\")}var i};var n,i=t(\"typedarray-pool\"),a=t(\"./lib/sweep\"),o=t(\"./lib/intersect\");function s(t,e){for(var r=0;r<t;++r)if(!(e[r]<=e[r+t]))return!0;return!1}function l(t,e,r,n){for(var i=0,a=0,o=0,l=t.length;o<l;++o){var c=t[o];if(!s(e,c)){for(var u=0;u<2*e;++u)r[i++]=c[u];n[a++]=o}}return a}function c(t,e,r,n){var s=t.length,c=e.length;if(!(s<=0||c<=0)){var u=t[0].length>>>1;if(!(u<=0)){var f,h=i.mallocDouble(2*u*s),d=i.mallocInt32(s);if((s=l(t,u,h,d))>0){if(1===u&&n)a.init(s),f=a.sweepComplete(u,r,0,s,h,d,0,s,h,d);else{var p=i.mallocDouble(2*u*c),m=i.mallocInt32(c);(c=l(e,u,p,m))>0&&(a.init(s+c),f=1===u?a.sweepBipartite(u,r,0,s,h,d,0,c,p,m):o(u,r,n,s,h,d,c,p,m),i.free(p),i.free(m))}i.free(h),i.free(d)}return f}}}function u(t,e){n.push([t,e])}},{\"./lib/intersect\":77,\"./lib/sweep\":81,\"typedarray-pool\":534}],76:[function(t,e,r){\"use strict\";var n=\"d\",i=\"ax\",a=\"vv\",o=\"fp\",s=\"es\",l=\"rs\",c=\"re\",u=\"rb\",f=\"ri\",h=\"rp\",d=\"bs\",p=\"be\",m=\"bb\",v=\"bi\",g=\"bp\",y=\"rv\",b=\"Q\",x=[n,i,a,l,c,u,f,d,p,m,v];function _(t){var e=\"bruteForce\"+(t?\"Full\":\"Partial\"),r=[],_=x.slice();t||_.splice(3,0,o);var w=[\"function \"+e+\"(\"+_.join()+\"){\"];function M(e,o){var _=function(t,e,r){var o=\"bruteForce\"+(t?\"Red\":\"Blue\")+(e?\"Flip\":\"\")+(r?\"Full\":\"\"),_=[\"function \",o,\"(\",x.join(),\"){\",\"var \",s,\"=2*\",n,\";\"],w=\"for(var i=\"+l+\",\"+h+\"=\"+s+\"*\"+l+\";i<\"+c+\";++i,\"+h+\"+=\"+s+\"){var x0=\"+u+\"[\"+i+\"+\"+h+\"],x1=\"+u+\"[\"+i+\"+\"+h+\"+\"+n+\"],xi=\"+f+\"[i];\",M=\"for(var j=\"+d+\",\"+g+\"=\"+s+\"*\"+d+\";j<\"+p+\";++j,\"+g+\"+=\"+s+\"){var y0=\"+m+\"[\"+i+\"+\"+g+\"],\"+(r?\"y1=\"+m+\"[\"+i+\"+\"+g+\"+\"+n+\"],\":\"\")+\"yi=\"+v+\"[j];\";return 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0!==(P=H?l.sweepBipartite(t,e,F,j,X,Z,R,Q,Y,W):l.sweepBipartite(t,e,R,Q,Y,W,F,j,X,Z)))return P}else k(z++,I+1,R,Q,F,j,H,-1/0,1/0),k(z++,I+1,F,j,R,Q,1^H,-1/0,1/0);if(Q<N){var $=c(t,I,F,j,X,Z),tt=X[O*$+I],et=m(t,I,$,j,X,Z,tt);if(et<j&&k(z++,I,Q,N,et,j,(4|H)+(G?16:0),tt,q),F<$&&k(z++,I,Q,N,F,$,(2|H)+(G?16:0),V,tt),$+1===et){if(void 0!==(P=G?T(t,I,e,Q,N,Y,W,$,X,Z[$]):A(t,I,e,H,Q,N,Y,W,$,X,Z[$])))return P}else if($<et){var rt;if(G){if(rt=y(t,I,Q,N,Y,W,tt),Q<rt){var nt=m(t,I,Q,rt,Y,W,tt);if(I===t-2){if(Q<nt&&void 0!==(P=l.sweepComplete(t,e,Q,nt,Y,W,$,et,X,Z)))return P;if(nt<rt&&void 0!==(P=l.sweepBipartite(t,e,nt,rt,Y,W,$,et,X,Z)))return P}else Q<nt&&k(z++,I+1,Q,nt,$,et,16,-1/0,1/0),nt<rt&&(k(z++,I+1,nt,rt,$,et,0,-1/0,1/0),k(z++,I+1,$,et,nt,rt,1,-1/0,1/0))}}else rt=H?b(t,I,Q,N,Y,W,tt):y(t,I,Q,N,Y,W,tt),Q<rt&&(I===t-2?P=H?l.sweepBipartite(t,e,$,et,X,Z,Q,rt,Y,W):l.sweepBipartite(t,e,Q,rt,Y,W,$,et,X,Z):(k(z++,I+1,Q,rt,$,et,H,-1/0,1/0),k(z++,I+1,$,et,Q,rt,1^H,-1/0,1/0)))}}}}};var n=t(\"typedarray-pool\"),i=t(\"bit-twiddle\"),a=t(\"./brute\"),o=a.partial,s=a.full,l=t(\"./sweep\"),c=t(\"./median\"),u=t(\"./partition\"),f=128,h=1<<22,d=1<<22,p=u(\"!(lo>=p0)&&!(p1>=hi)\",[\"p0\",\"p1\"]),m=u(\"lo===p0\",[\"p0\"]),v=u(\"lo<p0\",[\"p0\"]),g=u(\"hi<=p0\",[\"p0\"]),y=u(\"lo<=p0&&p0<=hi\",[\"p0\"]),b=u(\"lo<p0&&p0<=hi\",[\"p0\"]),x=6,_=2,w=n.mallocInt32(1024),M=n.mallocDouble(1024);function k(t,e,r,n,i,a,o,s,l){var c=x*t;w[c]=e,w[c+1]=r,w[c+2]=n,w[c+3]=i,w[c+4]=a,w[c+5]=o;var u=_*t;M[u]=s,M[u+1]=l}function A(t,e,r,n,i,a,o,s,l,c,u){var f=2*t,h=l*f,d=c[h+e];t:for(var p=i,m=i*f;p<a;++p,m+=f){var v=o[m+e],g=o[m+e+t];if(!(d<v||g<d)&&(!n||d!==v)){for(var y,b=s[p],x=e+1;x<t;++x){v=o[m+x],g=o[m+x+t];var _=c[h+x],w=c[h+x+t];if(g<_||w<v)continue t}if(void 0!==(y=n?r(u,b):r(b,u)))return y}}}function T(t,e,r,n,i,a,o,s,l,c){var u=2*t,f=s*u,h=l[f+e];t:for(var d=n,p=n*u;d<i;++d,p+=u){var m=o[d];if(m!==c){var v=a[p+e],g=a[p+e+t];if(!(h<v||g<h)){for(var 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n=t(\"./partition\")(\"lo<p0\",[\"p0\"]),i=8;function a(t,e,r,n,i,a){for(var o=2*t,s=o*(r+1)+e,l=r+1;l<n;++l,s+=o)for(var c=i[s],u=l,f=o*(l-1);u>r&&i[f+e]>c;--u,f-=o){for(var h=f,d=f+o,p=0;p<o;++p,++h,++d){var m=i[h];i[h]=i[d],i[d]=m}var v=a[u];a[u]=a[u-1],a[u-1]=v}}},{\"./partition\":79}],79:[function(t,e,r){\"use strict\";e.exports=function(t,e){var r=\"abcdef\".split(\"\").concat(e),i=[];t.indexOf(\"lo\")>=0&&i.push(\"lo=e[k+n]\");t.indexOf(\"hi\")>=0&&i.push(\"hi=e[k+o]\");return r.push(n.replace(\"_\",i.join()).replace(\"$\",t)),Function.apply(void 0,r)};var n=\"for(var j=2*a,k=j*c,l=k,m=c,n=b,o=a+b,p=c;d>p;++p,k+=j){var _;if($)if(m===p)m+=1,l+=j;else{for(var s=0;j>s;++s){var t=e[k+s];e[k+s]=e[l],e[l++]=t}var u=f[p];f[p]=f[m],f[m++]=u}}return m\"},{}],80:[function(t,e,r){\"use strict\";e.exports=function(t,e){e<=4*n?i(0,e-1,t):function t(e,r,f){var 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r=8*e;d.length<r&&(n.free(d),d=n.mallocDouble(r))},sweepBipartite:function(t,e,r,n,i,f,h,v,g,y){for(var b=0,x=2*t,_=t-1,w=x-1,M=r;M<n;++M){var k=f[M],A=x*M;d[b++]=i[A+_],d[b++]=-(k+1),d[b++]=i[A+w],d[b++]=k}for(var M=h;M<v;++M){var k=y[M]+o,T=x*M;d[b++]=g[T+_],d[b++]=-k,d[b++]=g[T+w],d[b++]=k}var E=b>>>1;a(d,E);for(var S=0,L=0,M=0;M<E;++M){var C=0|d[2*M+1];if(C>=o)p(c,u,L--,C=C-o|0);else if(C>=0)p(s,l,S--,C);else if(C<=-o){C=-C-o|0;for(var P=0;P<S;++P){var z=e(s[P],C);if(void 0!==z)return z}m(c,u,L++,C)}else{C=-C-1|0;for(var P=0;P<L;++P){var z=e(C,c[P]);if(void 0!==z)return z}m(s,l,S++,C)}}},sweepComplete:function(t,e,r,n,i,o,v,g,y,b){for(var x=0,_=2*t,w=t-1,M=_-1,k=r;k<n;++k){var A=o[k]+1<<1,T=_*k;d[x++]=i[T+w],d[x++]=-A,d[x++]=i[T+M],d[x++]=A}for(var k=v;k<g;++k){var A=b[k]+1<<1,E=_*k;d[x++]=y[E+w],d[x++]=1|-A,d[x++]=y[E+M],d[x++]=1|A}var S=x>>>1;a(d,S);for(var L=0,C=0,P=0,k=0;k<S;++k){var z=0|d[2*k+1],O=1&z;if(k<S-1&&z>>1==d[2*k+3]>>1&&(O=2,k+=1),z<0){for(var 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