5 - Quelques packages utiles.ipynb

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    "# Packages utiles\n",
    "\n",
    "Comme vu dans l'introduction JULIA possède une bibliothèque de package assez grande dont il n'est pas forcément aisé d'en faire le tri...\n",
    "\n",
    "Je vous propose ici la description et utilisation de quelques classiques\n",
    "\n",
    "En premier lieu un packages graphiques :\n",
    "* **Plots**\n",
    "* avec des backend **Gr**, **PyPlot**, **Plotly**\n",
    "\n",
    "et deux packages plus \"statistiques\" : \n",
    "\n",
    "* **DataFrames**\n",
    "* **Rdatasets**\n",
    "\n",
    "# Graphiques\n",
    "\n",
    "La gestion graphique ne fait pas partie intégrante de JULIA il faut faire appel à des packages extérieurs et plusieurs choix sont possibles. En voici quelques uns\n",
    "\n",
    "## Plots\n",
    "\n",
    "Plots est basé sur une bibliothèque éprouvée MatPlotLib (en Python). Sa syntaxe est identique à celle de MATLAB "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "(v1.1) pkg> add Plots\n",
    "(v1.1) pkg> add PlotlyJS\n",
    "(v1.1) pkg> add PyPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
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       "  571.719,88.7618 572.389,88.8338 573.06,88.9133 573.73,89.0005 574.401,89.0953 575.072,89.1977 575.742,89.3078 576.413,89.4255 577.083,89.5509 577.754,89.6838 \n",
       "  578.424,89.8244 579.095,89.9726 579.766,90.1284 580.436,90.2918 581.107,90.4629 581.777,90.6416 582.448,90.8278 583.119,91.0217 583.789,91.2232 584.46,91.4324 \n",
       "  585.13,91.6491 585.801,91.8734 586.471,92.1053 587.142,92.3448 587.813,92.5919 588.483,92.8466 589.154,93.1089 589.824,93.3788 590.495,93.6562 591.166,93.9413 \n",
       "  591.836,94.2339 592.507,94.5341 593.177,94.8418 593.848,95.1571 594.519,95.48 595.189,95.8105 595.86,96.1485 596.53,96.494 597.201,96.8471 597.871,97.2077 \n",
       "  598.542,97.5759 599.213,97.9516 599.883,98.3349 600.554,98.7257 601.224,99.124 601.895,99.5298 602.566,99.9431 603.236,100.364 603.907,100.792 604.577,101.228 \n",
       "  605.248,101.671 605.919,102.122 606.589,102.581 607.26,103.046 607.93,103.52 608.601,104 609.271,104.489 609.942,104.984 610.613,105.487 611.283,105.998 \n",
       "  611.954,106.516 612.624,107.041 613.295,107.574 613.966,108.115 614.636,108.662 615.307,109.218 615.977,109.78 616.648,110.35 617.318,110.927 617.989,111.512 \n",
       "  618.66,112.104 619.33,112.704 620.001,113.31 620.671,113.925 621.342,114.546 622.013,115.175 622.683,115.811 623.354,116.455 624.024,117.106 624.695,117.764 \n",
       "  625.366,118.43 626.036,119.103 626.707,119.783 627.377,120.47 628.048,121.165 628.718,121.867 629.389,122.576 630.06,123.293 630.73,124.016 631.401,124.747 \n",
       "  632.071,125.486 632.742,126.231 633.413,126.984 634.083,127.744 634.754,128.511 635.424,129.285 636.095,130.066 636.766,130.855 637.436,131.651 638.107,132.454 \n",
       "  638.777,133.264 639.448,134.081 640.118,134.905 640.789,135.737 641.46,136.576 642.13,137.421 642.801,138.274 643.471,139.134 644.142,140.001 644.813,140.875 \n",
       "  645.483,141.756 646.154,142.644 646.824,143.539 647.495,144.442 648.165,145.351 648.836,146.267 649.507,147.19 650.177,148.12 650.848,149.057 651.518,150.002 \n",
       "  652.189,150.953 652.86,151.911 653.53,152.876 654.201,153.847 654.871,154.826 655.542,155.812 656.213,156.804 656.883,157.804 657.554,158.81 658.224,159.823 \n",
       "  658.895,160.843 659.565,161.87 660.236,162.904 660.907,163.944 661.577,164.992 662.248,166.046 662.918,167.107 663.589,168.174 664.26,169.248 664.93,170.33 \n",
       "  665.601,171.417 666.271,172.512 666.942,173.613 667.613,174.721 668.283,175.836 668.954,176.957 669.624,178.085 670.295,179.219 670.965,180.361 671.636,181.508 \n",
       "  672.307,182.663 672.977,183.824 673.648,184.991 674.318,186.165 674.989,187.346 675.66,188.533 676.33,189.727 677.001,190.927 677.671,192.134 678.342,193.347 \n",
       "  679.012,194.567 679.683,195.793 680.354,197.026 681.024,198.265 681.695,199.51 682.365,200.762 683.036,202.021 683.707,203.285 684.377,204.556 685.048,205.833 \n",
       "  685.718,207.117 686.389,208.407 687.06,209.703 687.73,211.006 688.401,212.315 689.071,213.63 689.742,214.951 690.412,216.279 691.083,217.613 691.754,218.953 \n",
       "  692.424,220.299 693.095,221.651 693.765,223.01 694.436,224.374 695.107,225.745 695.777,227.122 696.448,228.505 697.118,229.894 697.789,231.289 698.46,232.691 \n",
       "  699.13,234.098 699.801,235.511 700.471,236.93 701.142,238.355 701.812,239.787 702.483,241.224 703.154,242.667 703.824,244.116 704.495,245.571 705.165,247.032 \n",
       "  705.836,248.498 706.507,249.971 707.177,251.449 707.848,252.934 708.518,254.424 709.189,255.919 709.859,257.421 710.53,258.928 711.201,260.441 711.871,261.96 \n",
       "  712.542,263.485 713.212,265.015 713.883,266.551 714.554,268.092 715.224,269.64 715.895,271.192 716.565,272.751 717.236,274.315 717.907,275.884 718.577,277.459 \n",
       "  719.248,279.04 719.918,280.626 720.589,282.218 721.259,283.815 721.93,285.418 722.601,287.026 723.271,288.639 723.942,290.258 724.612,291.883 725.283,293.512 \n",
       "  725.954,295.147 726.624,296.788 727.295,298.433 727.965,300.084 728.636,301.741 729.307,303.402 729.977,305.069 730.648,306.741 731.318,308.418 731.989,310.101 \n",
       "  732.659,311.788 733.33,313.481 734.001,315.179 734.671,316.882 735.342,318.59 736.012,320.303 736.683,322.022 737.354,323.745 738.024,325.473 738.695,327.207 \n",
       "  739.365,328.945 740.036,330.688 740.706,332.436 741.377,334.189 742.048,335.948 742.718,337.71 743.389,339.478 744.059,341.251 744.73,343.028 745.401,344.811 \n",
       "  746.071,346.598 746.742,348.389 747.412,350.186 748.083,351.987 748.754,353.793 749.424,355.604 750.095,357.419 750.765,359.239 751.436,361.064 752.106,362.893 \n",
       "  752.777,364.727 753.448,366.565 754.118,368.408 754.789,370.256 755.459,372.108 756.13,373.964 756.801,375.825 757.471,377.691 758.142,379.56 758.812,381.434 \n",
       "  759.483,383.313 760.154,385.196 760.824,387.083 761.495,388.975 762.165,390.871 762.836,392.771 763.506,394.675 764.177,396.584 764.848,398.497 765.518,400.414 \n",
       "  766.189,402.335 766.859,404.26 767.53,406.19 768.201,408.123 768.871,410.061 769.542,412.003 770.212,413.948 770.883,415.898 771.553,417.852 772.224,419.81 \n",
       "  772.895,421.771 773.565,423.737 774.236,425.707 774.906,427.68 775.577,429.657 776.248,431.638 776.918,433.623 777.589,435.612 778.259,437.605 778.93,439.601 \n",
       "  779.601,441.601 780.271,443.605 780.942,445.612 781.612,447.623 782.283,449.638 782.953,451.656 783.624,453.678 784.295,455.704 784.965,457.733 785.636,459.766 \n",
       "  786.306,461.802 786.977,463.841 787.648,465.884 788.318,467.931 788.989,469.981 789.659,472.034 790.33,474.091 791.001,476.151 791.671,478.214 792.342,480.281 \n",
       "  793.012,482.351 793.683,484.424 794.353,486.501 795.024,488.58 795.695,490.663 796.365,492.749 797.036,494.838 797.706,496.931 798.377,499.026 799.048,501.124 \n",
       "  799.718,503.226 800.389,505.33 801.059,507.438 801.73,509.548 802.4,511.662 803.071,513.778 803.742,515.898 804.412,518.02 805.083,520.145 805.753,522.273 \n",
       "  806.424,524.403 807.095,526.537 807.765,528.673 808.436,530.812 809.106,532.954 809.777,535.098 810.448,537.245 811.118,539.395 811.789,541.548 812.459,543.703 \n",
       "  813.13,545.86 813.8,548.02 814.471,550.183 815.142,552.348 815.812,554.515 816.483,556.686 817.153,558.858 817.824,561.033 818.495,563.21 819.165,565.39 \n",
       "  819.836,567.572 820.506,569.756 821.177,571.943 821.848,574.131 822.518,576.323 823.189,578.516 823.859,580.711 824.53,582.909 825.2,585.109 825.871,587.311 \n",
       "  826.542,589.514 827.212,591.721 827.883,593.929 828.553,596.139 829.224,598.351 829.895,600.565 830.565,602.781 831.236,604.999 831.906,607.219 832.577,609.44 \n",
       "  833.247,611.664 833.918,613.889 834.589,616.116 835.259,618.345 835.93,620.576 836.6,622.808 837.271,625.042 837.942,627.278 838.612,629.516 839.283,631.755 \n",
       "  839.953,633.995 840.624,636.237 841.295,638.481 841.965,640.726 842.636,642.973 843.306,645.221 843.977,647.471 844.647,649.722 845.318,651.975 845.989,654.228 \n",
       "  846.659,656.484 847.33,658.74 848,660.998 848.671,663.257 849.342,665.517 850.012,667.779 850.683,670.042 851.353,672.306 852.024,674.571 852.695,676.837 \n",
       "  853.365,679.104 854.036,681.373 854.706,683.642 855.377,685.912 856.047,688.184 856.718,690.456 857.389,692.73 858.059,695.004 858.73,697.279 859.4,699.555 \n",
       "  860.071,701.832 860.742,704.11 861.412,706.388 862.083,708.667 862.753,710.947 863.424,713.228 864.094,715.509 864.765,717.791 865.436,720.074 866.106,722.357 \n",
       "  866.777,724.641 867.447,726.926 868.118,729.211 868.789,731.496 869.459,733.782 870.13,736.069 870.8,738.356 871.471,740.643 872.142,742.931 872.812,745.219 \n",
       "  873.483,747.507 874.153,749.796 874.824,752.085 875.494,754.374 876.165,756.664 876.836,758.953 877.506,761.243 878.177,763.533 878.847,765.823 879.518,768.114 \n",
       "  880.189,770.404 880.859,772.694 881.53,774.985 882.2,777.275 882.871,779.566 883.542,781.856 884.212,784.146 884.883,786.436 885.553,788.726 886.224,791.016 \n",
       "  886.894,793.306 887.565,795.596 888.236,797.885 888.906,800.174 889.577,802.463 890.247,804.751 890.918,807.04 891.589,809.327 892.259,811.615 892.93,813.902 \n",
       "  893.6,816.188 894.271,818.475 894.941,820.76 895.612,823.045 896.283,825.33 896.953,827.614 897.624,829.898 898.294,832.181 898.965,834.463 899.636,836.744 \n",
       "  900.306,839.025 900.977,841.306 901.647,843.585 902.318,845.864 902.989,848.142 903.659,850.419 904.33,852.695 905,854.971 905.671,857.245 906.341,859.519 \n",
       "  907.012,861.792 907.683,864.063 908.353,866.334 909.024,868.604 909.694,870.872 910.365,873.14 911.036,875.407 911.706,877.672 912.377,879.936 913.047,882.2 \n",
       "  913.718,884.462 914.389,886.722 915.059,888.982 915.73,891.24 916.4,893.497 917.071,895.753 917.741,898.007 918.412,900.26 919.083,902.511 919.753,904.762 \n",
       "  920.424,907.01 921.094,909.258 921.765,911.503 922.436,913.748 923.106,915.99 923.777,918.231 924.447,920.471 925.118,922.709 925.788,924.945 926.459,927.18 \n",
       "  927.13,929.413 927.8,931.644 928.471,933.873 929.141,936.101 929.812,938.327 930.483,940.551 931.153,942.774 931.824,944.994 932.494,947.212 933.165,949.429 \n",
       "  933.836,951.644 934.506,953.857 935.177,956.067 935.847,958.276 936.518,960.483 937.188,962.687 937.859,964.89 938.53,967.09 939.2,969.289 939.871,971.485 \n",
       "  940.541,973.679 941.212,975.871 941.883,978.06 942.553,980.248 943.224,982.433 943.894,984.615 944.565,986.796 945.236,988.974 945.906,991.149 946.577,993.323 \n",
       "  947.247,995.494 947.918,997.662 948.588,999.828 949.259,1001.99 949.93,1004.15 950.6,1006.31 951.271,1008.47 951.941,1010.62 952.612,1012.77 953.283,1014.92 \n",
       "  953.953,1017.06 954.624,1019.21 955.294,1021.35 955.965,1023.48 956.635,1025.62 957.306,1027.75 957.977,1029.88 958.647,1032 959.318,1034.13 959.988,1036.25 \n",
       "  960.659,1038.36 961.33,1040.48 962,1042.59 962.671,1044.7 963.341,1046.8 964.012,1048.91 964.683,1051.01 965.353,1053.1 966.024,1055.2 966.694,1057.29 \n",
       "  967.365,1059.37 968.035,1061.46 968.706,1063.54 969.377,1065.62 970.047,1067.69 970.718,1069.76 971.388,1071.83 972.059,1073.89 972.73,1075.95 973.4,1078.01 \n",
       "  974.071,1080.07 974.741,1082.12 975.412,1084.17 976.083,1086.21 976.753,1088.25 977.424,1090.29 978.094,1092.32 978.765,1094.35 979.435,1096.38 980.106,1098.4 \n",
       "  980.777,1100.42 981.447,1102.44 982.118,1104.45 982.788,1106.46 983.459,1108.46 984.13,1110.46 984.8,1112.46 985.471,1114.46 986.141,1116.45 986.812,1118.43 \n",
       "  987.482,1120.41 988.153,1122.39 988.824,1124.37 989.494,1126.34 990.165,1128.3 990.835,1130.27 991.506,1132.23 992.177,1134.18 992.847,1136.13 993.518,1138.08 \n",
       "  994.188,1140.02 994.859,1141.96 995.53,1143.9 996.2,1145.83 996.871,1147.75 997.541,1149.68 998.212,1151.6 998.882,1153.51 999.553,1155.42 1000.22,1157.33 \n",
       "  1000.89,1159.23 1001.56,1161.12 1002.24,1163.02 1002.91,1164.91 1003.58,1166.79 1004.25,1168.67 1004.92,1170.55 1005.59,1172.42 1006.26,1174.28 1006.93,1176.15 \n",
       "  1007.6,1178 1008.27,1179.86 1008.94,1181.71 1009.61,1183.55 1010.28,1185.39 1010.95,1187.23 1011.62,1189.06 1012.29,1190.88 1012.96,1192.7 1013.64,1194.52 \n",
       "  1014.31,1196.33 1014.98,1198.14 1015.65,1199.94 1016.32,1201.74 1016.99,1203.54 1017.66,1205.32 1018.33,1207.11 1019,1208.89 1019.67,1210.66 1020.34,1212.43 \n",
       "  1021.01,1214.2 1021.68,1215.95 1022.35,1217.71 1023.02,1219.46 1023.69,1221.2 1024.36,1222.94 1025.04,1224.68 1025.71,1226.41 1026.38,1228.13 1027.05,1229.85 \n",
       "  1027.72,1231.57 1028.39,1233.28 1029.06,1234.98 1029.73,1236.68 1030.4,1238.38 1031.07,1240.07 1031.74,1241.75 1032.41,1243.43 1033.08,1245.1 1033.75,1246.77 \n",
       "  1034.42,1248.44 1035.09,1250.09 1035.76,1251.75 1036.44,1253.39 1037.11,1255.04 1037.78,1256.67 1038.45,1258.3 1039.12,1259.93 1039.79,1261.55 1040.46,1263.17 \n",
       "  1041.13,1264.78 1041.8,1266.38 1042.47,1267.98 1043.14,1269.57 1043.81,1271.16 1044.48,1272.74 1045.15,1274.32 1045.82,1275.89 1046.49,1277.46 1047.16,1279.02 \n",
       "  1047.84,1280.57 1048.51,1282.12 1049.18,1283.66 1049.85,1285.2 1050.52,1286.73 1051.19,1288.26 1051.86,1289.78 1052.53,1291.3 1053.2,1292.81 1053.87,1294.31 \n",
       "  1054.54,1295.81 1055.21,1297.3 1055.88,1298.78 1056.55,1300.26 1057.22,1301.74 1057.89,1303.21 1058.56,1304.67 1059.24,1306.13 1059.91,1307.58 1060.58,1309.02 \n",
       "  1061.25,1310.46 1061.92,1311.9 1062.59,1313.32 1063.26,1314.74 1063.93,1316.16 1064.6,1317.57 1065.27,1318.97 1065.94,1320.37 1066.61,1321.76 1067.28,1323.14 \n",
       "  1067.95,1324.52 1068.62,1325.9 1069.29,1327.26 1069.96,1328.62 1070.64,1329.98 1071.31,1331.33 1071.98,1332.67 1072.65,1334 1073.32,1335.33 1073.99,1336.66 \n",
       "  1074.66,1337.97 1075.33,1339.29 1076,1340.59 1076.67,1341.89 1077.34,1343.18 1078.01,1344.47 1078.68,1345.75 1079.35,1347.02 1080.02,1348.29 1080.69,1349.55 \n",
       "  1081.36,1350.8 1082.04,1352.05 1082.71,1353.29 1083.38,1354.52 1084.05,1355.75 1084.72,1356.97 1085.39,1358.19 1086.06,1359.4 1086.73,1360.6 1087.4,1361.8 \n",
       "  1088.07,1362.99 1088.74,1364.17 1089.41,1365.34 1090.08,1366.51 1090.75,1367.68 1091.42,1368.83 1092.09,1369.98 1092.76,1371.13 1093.44,1372.26 1094.11,1373.39 \n",
       "  1094.78,1374.52 1095.45,1375.63 1096.12,1376.74 1096.79,1377.85 1097.46,1378.94 1098.13,1380.03 1098.8,1381.12 1099.47,1382.19 1100.14,1383.26 1100.81,1384.33 \n",
       "  1101.48,1385.38 1102.15,1386.43 1102.82,1387.48 1103.49,1388.51 1104.16,1389.54 1104.84,1390.56 1105.51,1391.58 1106.18,1392.59 1106.85,1393.59 1107.52,1394.58 \n",
       "  1108.19,1395.57 1108.86,1396.55 1109.53,1397.53 1110.2,1398.49 1110.87,1399.45 1111.54,1400.41 1112.21,1401.35 1112.88,1402.29 1113.55,1403.23 1114.22,1404.15 \n",
       "  1114.89,1405.07 1115.56,1405.98 1116.24,1406.89 1116.91,1407.78 1117.58,1408.67 1118.25,1409.56 1118.92,1410.43 1119.59,1411.3 1120.26,1412.16 1120.93,1413.02 \n",
       "  1121.6,1413.87 1122.27,1414.71 1122.94,1415.54 1123.61,1416.37 1124.28,1417.19 1124.95,1418 1125.62,1418.81 1126.29,1419.6 1126.96,1420.4 1127.64,1421.18 \n",
       "  1128.31,1421.96 1128.98,1422.73 1129.65,1423.49 1130.32,1424.24 1130.99,1424.99 1131.66,1425.73 1132.33,1426.46 1133,1427.19 1133.67,1427.91 1134.34,1428.62 \n",
       "  1135.01,1429.33 1135.68,1430.02 1136.35,1430.71 1137.02,1431.39 1137.69,1432.07 1138.36,1432.74 1139.04,1433.4 1139.71,1434.05 1140.38,1434.7 1141.05,1435.34 \n",
       "  1141.72,1435.97 1142.39,1436.59 1143.06,1437.21 1143.73,1437.82 1144.4,1438.42 1145.07,1439.01 1145.74,1439.6 1146.41,1440.18 1147.08,1440.75 1147.75,1441.32 \n",
       "  1148.42,1441.88 1149.09,1442.43 1149.76,1442.97 1150.44,1443.5 1151.11,1444.03 1151.78,1444.55 1152.45,1445.07 1153.12,1445.57 1153.79,1446.07 1154.46,1446.56 \n",
       "  1155.13,1447.04 1155.8,1447.52 1156.47,1447.99 1157.14,1448.45 1157.81,1448.9 1158.48,1449.35 1159.15,1449.78 1159.82,1450.22 1160.49,1450.64 1161.16,1451.05 \n",
       "  1161.84,1451.46 1162.51,1451.86 1163.18,1452.26 1163.85,1452.64 1164.52,1453.02 1165.19,1453.39 1165.86,1453.75 1166.53,1454.11 1167.2,1454.46 1167.87,1454.8 \n",
       "  1168.54,1455.13 1169.21,1455.46 1169.88,1455.77 1170.55,1456.09 1171.22,1456.39 1171.89,1456.68 1172.56,1456.97 1173.24,1457.25 1173.91,1457.52 1174.58,1457.79 \n",
       "  1175.25,1458.04 1175.92,1458.29 1176.59,1458.54 1177.26,1458.77 1177.93,1459 1178.6,1459.22 1179.27,1459.43 1179.94,1459.63 1180.61,1459.83 1181.28,1460.02 \n",
       "  1181.95,1460.2 1182.62,1460.37 1183.29,1460.54 1183.96,1460.7 1184.64,1460.85 1185.31,1460.99 1185.98,1461.13 1186.65,1461.25 1187.32,1461.37 1187.99,1461.49 \n",
       "  1188.66,1461.59 1189.33,1461.69 1190,1461.78 1190.67,1461.86 1191.34,1461.93 1192.01,1462 1192.68,1462.06 1193.35,1462.11 1194.02,1462.16 1194.69,1462.19 \n",
       "  1195.36,1462.22 1196.04,1462.24 1196.71,1462.25 1197.38,1462.26 1198.05,1462.26 1198.72,1462.25 1199.39,1462.23 1200.06,1462.21 1200.73,1462.17 1201.4,1462.13 \n",
       "  1202.07,1462.09 1202.74,1462.03 1203.41,1461.97 1204.08,1461.9 1204.75,1461.82 1205.42,1461.73 1206.09,1461.64 1206.76,1461.54 1207.44,1461.43 1208.11,1461.31 \n",
       "  1208.78,1461.19 1209.45,1461.06 1210.12,1460.92 1210.79,1460.77 1211.46,1460.62 1212.13,1460.45 1212.8,1460.28 1213.47,1460.11 1214.14,1459.92 1214.81,1459.73 \n",
       "  1215.48,1459.53 1216.15,1459.32 1216.82,1459.11 1217.49,1458.88 1218.16,1458.65 1218.83,1458.41 1219.51,1458.17 1220.18,1457.91 1220.85,1457.65 1221.52,1457.38 \n",
       "  1222.19,1457.11 1222.86,1456.82 1223.53,1456.53 1224.2,1456.23 1224.87,1455.93 1225.54,1455.61 1226.21,1455.29 1226.88,1454.96 1227.55,1454.63 1228.22,1454.28 \n",
       "  1228.89,1453.93 1229.56,1453.57 1230.23,1453.2 1230.91,1452.83 1231.58,1452.45 1232.25,1452.06 1232.92,1451.66 1233.59,1451.26 1234.26,1450.84 1234.93,1450.42 \n",
       "  1235.6,1450 1236.27,1449.56 1236.94,1449.12 1237.61,1448.67 1238.28,1448.21 1238.95,1447.75 1239.62,1447.28 1240.29,1446.8 1240.96,1446.31 1241.63,1445.82 \n",
       "  1242.31,1445.31 1242.98,1444.81 1243.65,1444.29 1244.32,1443.76 1244.99,1443.23 1245.66,1442.69 1246.33,1442.15 1247,1441.59 1247.67,1441.03 1248.34,1440.46 \n",
       "  1249.01,1439.89 1249.68,1439.3 1250.35,1438.71 1251.02,1438.11 1251.69,1437.51 1252.36,1436.9 1253.03,1436.27 1253.71,1435.65 1254.38,1435.01 1255.05,1434.37 \n",
       "  1255.72,1433.72 1256.39,1433.06 1257.06,1432.4 1257.73,1431.73 1258.4,1431.05 1259.07,1430.36 1259.74,1429.67 1260.41,1428.97 1261.08,1428.26 1261.75,1427.54 \n",
       "  1262.42,1426.82 1263.09,1426.09 1263.76,1425.35 1264.43,1424.61 1265.11,1423.86 1265.78,1423.1 1266.45,1422.33 1267.12,1421.56 1267.79,1420.78 1268.46,1419.99 \n",
       "  1269.13,1419.2 1269.8,1418.4 1270.47,1417.59 1271.14,1416.77 1271.81,1415.95 1272.48,1415.12 1273.15,1414.28 1273.82,1413.44 1274.49,1412.58 1275.16,1411.73 \n",
       "  1275.83,1410.86 1276.51,1409.99 1277.18,1409.11 1277.85,1408.22 1278.52,1407.33 1279.19,1406.43 1279.86,1405.52 1280.53,1404.6 1281.2,1403.68 1281.87,1402.75 \n",
       "  1282.54,1401.82 1283.21,1400.87 1283.88,1399.92 1284.55,1398.97 1285.22,1398 1285.89,1397.03 1286.56,1396.05 1287.23,1395.07 1287.91,1394.08 1288.58,1393.08 \n",
       "  1289.25,1392.07 1289.92,1391.06 1290.59,1390.04 1291.26,1389.02 1291.93,1387.98 1292.6,1386.95 1293.27,1385.9 1293.94,1384.85 1294.61,1383.79 1295.28,1382.72 \n",
       "  1295.95,1381.65 1296.62,1380.57 1297.29,1379.48 1297.96,1378.39 1298.63,1377.29 1299.31,1376.18 1299.98,1375.07 1300.65,1373.95 1301.32,1372.82 1301.99,1371.69 \n",
       "  1302.66,1370.55 1303.33,1369.4 1304,1368.25 1304.67,1367.09 1305.34,1365.92 1306.01,1364.75 1306.68,1363.57 1307.35,1362.38 1308.02,1361.19 1308.69,1359.99 \n",
       "  1309.36,1358.78 1310.03,1357.57 1310.71,1356.35 1311.38,1355.13 1312.05,1353.9 1312.72,1352.66 1313.39,1351.41 1314.06,1350.16 1314.73,1348.9 1315.4,1347.64 \n",
       "  1316.07,1346.37 1316.74,1345.09 1317.41,1343.81 1318.08,1342.52 1318.75,1341.23 1319.42,1339.93 1320.09,1338.62 1320.76,1337.3 1321.43,1335.98 1322.11,1334.66 \n",
       "  1322.78,1333.32 1323.45,1331.99 1324.12,1330.64 1324.79,1329.29 1325.46,1327.93 1326.13,1326.57 1326.8,1325.2 1327.47,1323.82 1328.14,1322.44 1328.81,1321.05 \n",
       "  1329.48,1319.66 1330.15,1318.26 1330.82,1316.85 1331.49,1315.44 1332.16,1314.02 1332.83,1312.6 1333.51,1311.17 1334.18,1309.73 1334.85,1308.29 1335.52,1306.84 \n",
       "  1336.19,1305.39 1336.86,1303.93 1337.53,1302.46 1338.2,1300.99 1338.87,1299.51 1339.54,1298.03 1340.21,1296.54 1340.88,1295.04 1341.55,1293.54 1342.22,1292.04 \n",
       "  1342.89,1290.53 1343.56,1289.01 1344.23,1287.48 1344.91,1285.95 1345.58,1284.42 1346.25,1282.88 1346.92,1281.33 1347.59,1279.78 1348.26,1278.22 1348.93,1276.66 \n",
       "  1349.6,1275.09 1350.27,1273.52 1350.94,1271.94 1351.61,1270.35 1352.28,1268.76 1352.95,1267.17 1353.62,1265.56 1354.29,1263.96 1354.96,1262.34 1355.63,1260.73 \n",
       "  1356.31,1259.1 1356.98,1257.47 1357.65,1255.84 1358.32,1254.2 1358.99,1252.56 1359.66,1250.91 1360.33,1249.25 1361,1247.59 1361.67,1245.92 1362.34,1244.25 \n",
       "  1363.01,1242.58 1363.68,1240.89 1364.35,1239.21 1365.02,1237.52 1365.69,1235.82 1366.36,1234.12 1367.03,1232.41 1367.71,1230.7 1368.38,1228.98 1369.05,1227.26 \n",
       "  1369.72,1225.53 1370.39,1223.8 1371.06,1222.06 1371.73,1220.32 1372.4,1218.57 1373.07,1216.82 1373.74,1215.06 1374.41,1213.3 1375.08,1211.53 1375.75,1209.76 \n",
       "  1376.42,1207.98 1377.09,1206.2 1377.76,1204.41 1378.43,1202.62 1379.11,1200.83 1379.78,1199.03 1380.45,1197.22 1381.12,1195.41 1381.79,1193.6 1382.46,1191.78 \n",
       "  1383.13,1189.95 1383.8,1188.13 1384.47,1186.29 1385.14,1184.45 1385.81,1182.61 1386.48,1180.77 1387.15,1178.91 1387.82,1177.06 1388.49,1175.2 1389.16,1173.33 \n",
       "  1389.83,1171.47 1390.51,1169.59 1391.18,1167.71 1391.85,1165.83 1392.52,1163.94 1393.19,1162.05 1393.86,1160.16 1394.53,1158.26 1395.2,1156.36 1395.87,1154.45 \n",
       "  1396.54,1152.54 1397.21,1150.62 1397.88,1148.7 1398.55,1146.77 1399.22,1144.85 1399.89,1142.91 1400.56,1140.98 1401.23,1139.03 1401.91,1137.09 1402.58,1135.14 \n",
       "  1403.25,1133.19 1403.92,1131.23 1404.59,1129.27 1405.26,1127.3 1405.93,1125.34 1406.6,1123.36 1407.27,1121.39 1407.94,1119.41 1408.61,1117.42 1409.28,1115.43 \n",
       "  1409.95,1113.44 1410.62,1111.45 1411.29,1109.45 1411.96,1107.44 1412.63,1105.44 1413.31,1103.43 1413.98,1101.41 1414.65,1099.39 1415.32,1097.37 1415.99,1095.35 \n",
       "  1416.66,1093.32 1417.33,1091.29 1418,1089.25 1418.67,1087.21 1419.34,1085.17 1420.01,1083.12 1420.68,1081.07 1421.35,1079.02 1422.02,1076.96 1422.69,1074.91 \n",
       "  1423.36,1072.84 1424.03,1070.78 1424.71,1068.71 1425.38,1066.63 1426.05,1064.56 1426.72,1062.48 1427.39,1060.4 1428.06,1058.31 1428.73,1056.22 1429.4,1054.13 \n",
       "  1430.07,1052.04 1430.74,1049.94 1431.41,1047.84 1432.08,1045.73 1432.75,1043.63 1433.42,1041.52 1434.09,1039.4 1434.76,1037.29 1435.43,1035.17 1436.11,1033.05 \n",
       "  1436.78,1030.92 1437.45,1028.79 1438.12,1026.66 1438.79,1024.53 1439.46,1022.4 1440.13,1020.26 1440.8,1018.12 1441.47,1015.97 1442.14,1013.83 1442.81,1011.68 \n",
       "  1443.48,1009.52 1444.15,1007.37 1444.82,1005.21 1445.49,1003.05 1446.16,1000.89 1446.83,998.726 1447.51,996.558 1448.18,994.389 1448.85,992.217 1449.52,990.042 \n",
       "  1450.19,987.865 1450.86,985.686 1451.53,983.504 1452.2,981.321 1452.87,979.134 1453.54,976.946 1454.21,974.755 1454.88,972.562 1455.55,970.367 1456.22,968.17 \n",
       "  1456.89,965.97 1457.56,963.769 1458.23,961.565 1458.91,959.36 1459.58,957.152 1460.25,954.942 1460.92,952.73 1461.59,950.517 1462.26,948.301 1462.93,946.083 \n",
       "  1463.6,943.864 1464.27,941.642 1464.94,939.419 1465.61,937.194 1466.28,934.967 1466.95,932.739 1467.62,930.508 1468.29,928.276 1468.96,926.042 1469.63,923.807 \n",
       "  1470.31,921.57 1470.98,919.331 1471.65,917.091 1472.32,914.849 1472.99,912.605 1473.66,910.36 1474.33,908.114 1475,905.866 1475.67,903.616 1476.34,901.365 \n",
       "  1477.01,899.113 1477.68,896.86 1478.35,894.605 1479.02,892.348 1479.69,890.091 1480.36,887.832 1481.03,885.572 1481.71,883.31 1482.38,881.048 1483.05,878.784 \n",
       "  1483.72,876.519 1484.39,874.253 1485.06,871.986 1485.73,869.718 1486.4,867.448 1487.07,865.178 1487.74,862.907 1488.41,860.635 1489.08,858.361 1489.75,856.087 \n",
       "  1490.42,853.812 1491.09,851.536 1491.76,849.26 1492.43,846.982 1493.11,844.704 1493.78,842.425 1494.45,840.145 1495.12,837.864 1495.79,835.583 1496.46,833.301 \n",
       "  1497.13,831.018 1497.8,828.735 1498.47,826.451 1499.14,824.167 1499.81,821.882 1500.48,819.597 1501.15,817.311 1501.82,815.024 1502.49,812.738 1503.16,810.45 \n",
       "  1503.83,808.163 1504.51,805.875 1505.18,803.586 1505.85,801.298 1506.52,799.009 1507.19,796.72 1507.86,794.43 1508.53,792.14 1509.2,789.851 1509.87,787.561 \n",
       "  1510.54,785.271 1511.21,782.98 1511.88,780.69 1512.55,778.4 1513.22,776.109 1513.89,773.819 1514.56,771.528 1515.23,769.238 1515.91,766.948 1516.58,764.657 \n",
       "  1517.25,762.367 1517.92,760.077 1518.59,757.788 1519.26,755.498 1519.93,753.209 1520.6,750.919 1521.27,748.631 1521.94,746.342 1522.61,744.054 1523.28,741.766 \n",
       "  1523.95,739.478 1524.62,737.191 1525.29,734.905 1525.96,732.618 1526.63,730.333 1527.3,728.047 1527.98,725.763 1528.65,723.479 1529.32,721.195 1529.99,718.912 \n",
       "  1530.66,716.63 1531.33,714.348 1532,712.067 1532.67,709.787 1533.34,707.507 1534.01,705.228 1534.68,702.95 1535.35,700.673 1536.02,698.396 1536.69,696.121 \n",
       "  1537.36,693.846 1538.03,691.572 1538.7,689.299 1539.38,687.027 1540.05,684.757 1540.72,682.487 1541.39,680.218 1542.06,677.95 1542.73,675.683 1543.4,673.418 \n",
       "  1544.07,671.153 1544.74,668.89 1545.41,666.628 1546.08,664.367 1546.75,662.107 1547.42,659.848 1548.09,657.591 1548.76,655.335 1549.43,653.081 1550.1,650.828 \n",
       "  1550.78,648.576 1551.45,646.326 1552.12,644.077 1552.79,641.829 1553.46,639.583 1554.13,637.339 1554.8,635.096 1555.47,632.854 1556.14,630.614 1556.81,628.376 \n",
       "  1557.48,626.14 1558.15,623.905 1558.82,621.672 1559.49,619.44 1560.16,617.21 1560.83,614.982 1561.5,612.756 1562.18,610.532 1562.85,608.309 1563.52,606.088 \n",
       "  1564.19,603.869 1564.86,601.652 1565.53,599.437 1566.2,597.224 1566.87,595.013 1567.54,592.804 1568.21,590.597 1568.88,588.392 1569.55,586.189 1570.22,583.988 \n",
       "  1570.89,581.79 1571.56,579.593 1572.23,577.399 1572.9,575.207 1573.58,573.017 1574.25,570.829 1574.92,568.644 1575.59,566.461 1576.26,564.28 1576.93,562.101 \n",
       "  1577.6,559.925 1578.27,557.752 1578.94,555.58 1579.61,553.412 1580.28,551.245 1580.95,549.081 1581.62,546.92 1582.29,544.761 1582.96,542.605 1583.63,540.451 \n",
       "  1584.3,538.3 1584.98,536.152 1585.65,534.006 1586.32,531.863 1586.99,529.723 1587.66,527.585 1588.33,525.45 1589,523.318 1589.67,521.189 1590.34,519.063 \n",
       "  1591.01,516.939 1591.68,514.818 1592.35,512.701 1593.02,510.586 1593.69,508.474 1594.36,506.365 1595.03,504.259 1595.7,502.156 1596.38,500.056 1597.05,497.959 \n",
       "  1597.72,495.865 1598.39,493.774 1599.06,491.687 1599.73,489.602 1600.4,487.521 1601.07,485.443 1601.74,483.368 1602.41,481.297 1603.08,479.228 1603.75,477.163 \n",
       "  1604.42,475.102 1605.09,473.043 1605.76,470.988 1606.43,468.937 1607.1,466.889 1607.78,464.844 1608.45,462.802 1609.12,460.765 1609.79,458.73 1610.46,456.699 \n",
       "  1611.13,454.672 1611.8,452.648 1612.47,450.628 1613.14,448.612 1613.81,446.599 1614.48,444.59 1615.15,442.584 1615.82,440.582 1616.49,438.584 1617.16,436.59 \n",
       "  1617.83,434.599 1618.5,432.612 1619.18,430.629 1619.85,428.65 1620.52,426.675 1621.19,424.703 1621.86,422.736 1622.53,420.772 1623.2,418.812 1623.87,416.857 \n",
       "  1624.54,414.905 1625.21,412.957 1625.88,411.014 1626.55,409.074 1627.22,407.138 1627.89,405.207 1628.56,403.279 1629.23,401.356 1629.9,399.437 1630.58,397.522 \n",
       "  1631.25,395.612 1631.92,393.705 1632.59,391.803 1633.26,389.905 1633.93,388.011 1634.6,386.122 1635.27,384.237 1635.94,382.356 1636.61,380.48 1637.28,378.608 \n",
       "  1637.95,376.74 1638.62,374.877 1639.29,373.019 1639.96,371.164 1640.63,369.315 1641.3,367.47 1641.98,365.629 1642.65,363.793 1643.32,361.961 1643.99,360.135 \n",
       "  1644.66,358.312 1645.33,356.495 1646,354.682 1646.67,352.873 1647.34,351.07 1648.01,349.271 1648.68,347.477 1649.35,345.687 1650.02,343.903 1650.69,342.123 \n",
       "  1651.36,340.348 1652.03,338.578 1652.7,336.812 1653.38,335.052 1654.05,333.296 1654.72,331.546 1655.39,329.8 1656.06,328.059 1656.73,326.324 1657.4,324.593 \n",
       "  1658.07,322.867 1658.74,321.146 1659.41,319.431 1660.08,317.72 1660.75,316.014 1661.42,314.314 1662.09,312.619 1662.76,310.929 1663.43,309.244 1664.1,307.564 \n",
       "  1664.78,305.889 1665.45,304.22 1666.12,302.556 1666.79,300.897 1667.46,299.243 1668.13,297.595 1668.8,295.952 1669.47,294.314 1670.14,292.682 1670.81,291.055 \n",
       "  1671.48,289.433 1672.15,287.817 1672.82,286.207 1673.49,284.601 1674.16,283.001 1674.83,281.407 1675.5,279.818 1676.18,278.235 1676.85,276.657 1677.52,275.085 \n",
       "  1678.19,273.518 1678.86,271.957 1679.53,270.401 1680.2,268.851 1680.87,267.307 1681.54,265.768 1682.21,264.235 1682.88,262.708 1683.55,261.186 1684.22,259.67 \n",
       "  1684.89,258.16 1685.56,256.656 1686.23,255.157 1686.9,253.664 1687.58,252.177 1688.25,250.696 1688.92,249.221 1689.59,247.751 1690.26,246.287 1690.93,244.829 \n",
       "  1691.6,243.378 1692.27,241.932 1692.94,240.491 1693.61,239.057 1694.28,237.629 1694.95,236.207 1695.62,234.791 1696.29,233.381 1696.96,231.976 1697.63,230.578 \n",
       "  1698.3,229.186 1698.98,227.8 1699.65,226.42 1700.32,225.047 1700.99,223.679 1701.66,222.317 1702.33,220.962 1703,219.613 1703.67,218.27 1704.34,216.933 \n",
       "  1705.01,215.602 1705.68,214.278 1706.35,212.96 1707.02,211.648 1707.69,210.342 1708.36,209.043 1709.03,207.75 1709.7,206.463 1710.38,205.182 1711.05,203.908 \n",
       "  1711.72,202.641 1712.39,201.379 1713.06,200.124 1713.73,198.876 1714.4,197.633 1715.07,196.398 1715.74,195.168 1716.41,193.945 1717.08,192.729 1717.75,191.519 \n",
       "  1718.42,190.316 1719.09,189.119 1719.76,187.928 1720.43,186.744 1721.1,185.567 1721.78,184.396 1722.45,183.232 1723.12,182.074 1723.79,180.923 1724.46,179.779 \n",
       "  1725.13,178.641 1725.8,177.51 1726.47,176.385 1727.14,175.267 1727.81,174.156 1728.48,173.052 1729.15,171.954 1729.82,170.863 1730.49,169.778 1731.16,168.701 \n",
       "  1731.83,167.63 1732.5,166.566 1733.18,165.508 1733.85,164.458 1734.52,163.414 1735.19,162.377 1735.86,161.347 1736.53,160.323 1737.2,159.307 1737.87,158.297 \n",
       "  1738.54,157.294 1739.21,156.298 1739.88,155.309 1740.55,154.327 1741.22,153.352 1741.89,152.383 1742.56,151.422 1743.23,150.468 1743.9,149.52 1744.58,148.579 \n",
       "  1745.25,147.646 1745.92,146.719 1746.59,145.8 1747.26,144.887 1747.93,143.981 1748.6,143.083 1749.27,142.191 1749.94,141.307 1750.61,140.429 1751.28,139.559 \n",
       "  1751.95,138.695 1752.62,137.839 1753.29,136.99 1753.96,136.148 1754.63,135.313 1755.3,134.485 1755.98,133.664 1756.65,132.851 1757.32,132.044 1757.99,131.245 \n",
       "  1758.66,130.453 1759.33,129.668 1760,128.89 1760.67,128.119 1761.34,127.356 1762.01,126.6 1762.68,125.851 1763.35,125.109 1764.02,124.374 1764.69,123.647 \n",
       "  1765.36,122.927 1766.03,122.214 1766.7,121.508 1767.38,120.81 1768.05,120.119 1768.72,119.435 1769.39,118.759 1770.06,118.09 1770.73,117.428 1771.4,116.774 \n",
       "  1772.07,116.126 1772.74,115.487 1773.41,114.854 1774.08,114.229 1774.75,113.611 1775.42,113.001 1776.09,112.398 1776.76,111.802 1777.43,111.213 1778.1,110.632 \n",
       "  1778.78,110.059 1779.45,109.493 1780.12,108.934 1780.79,108.383 1781.46,107.839 1782.13,107.302 1782.8,106.773 1783.47,106.251 1784.14,105.737 1784.81,105.23 \n",
       "  1785.48,104.731 1786.15,104.239 1786.82,103.755 1787.49,103.278 1788.16,102.808 1788.83,102.346 1789.5,101.892 1790.18,101.445 1790.85,101.005 1791.52,100.573 \n",
       "  1792.19,100.149 1792.86,99.7317 1793.53,99.3222 1794.2,98.9203 1794.87,98.5258 1795.54,98.1388 1796.21,97.7594 1796.88,97.3875 1797.55,97.0232 1798.22,96.6664 \n",
       "  1798.89,96.3171 1799.56,95.9754 1800.23,95.6413 1800.9,95.3147 1801.58,94.9957 1802.25,94.6842 1802.92,94.3803 1803.59,94.084 1804.26,93.7952 1804.93,93.514 \n",
       "  1805.6,93.2404 1806.27,92.9744 1806.94,92.716 1807.61,92.4652 1808.28,92.2219 1808.95,91.9863 1809.62,91.7582 1810.29,91.5378 1810.96,91.325 1811.63,91.1197 \n",
       "  1812.3,90.9221 1812.98,90.7321 1813.65,90.5497 1814.32,90.3749 1814.99,90.2077 1815.66,90.0481 1816.33,89.8962 1817,89.7519 1817.67,89.6152 1818.34,89.4861 \n",
       "  1819.01,89.3646 1819.68,89.2508 1820.35,89.1446 1821.02,89.0461 1821.69,88.9551 1822.36,88.8719 1823.03,88.7962 1823.7,88.7282 1824.38,88.6678 1825.05,88.615 \n",
       "  1825.72,88.5699 1826.39,88.5324 1827.06,88.5025 1827.73,88.4803 1828.4,88.4657 1829.07,88.4588 1829.74,88.4595 1830.41,88.4678 1831.08,88.4838 1831.75,88.5074 \n",
       "  1832.42,88.5386 1833.09,88.5775 1833.76,88.624 1834.43,88.6782 1835.1,88.74 1835.77,88.8094 1836.45,88.8864 1837.12,88.9711 1837.79,89.0634 1838.46,89.1634 \n",
       "  1839.13,89.271 1839.8,89.3862 1840.47,89.509 1841.14,89.6395 1841.81,89.7775 1842.48,89.9232 1843.15,90.0766 1843.82,90.2375 1844.49,90.4061 1845.16,90.5823 \n",
       "  1845.83,90.766 1846.5,90.9574 1847.17,91.1565 1847.85,91.3631 1848.52,91.5773 1849.19,91.7991 1849.86,92.0286 1850.53,92.2656 1851.2,92.5102 1851.87,92.7624 \n",
       "  1852.54,93.0222 1853.21,93.2896 1853.88,93.5646 1854.55,93.8471 1855.22,94.1373 1855.89,94.435 1856.56,94.7403 1857.23,95.0531 1857.9,95.3735 1858.57,95.7015 \n",
       "  1859.25,96.037 1859.92,96.3801 1860.59,96.7307 1861.26,97.0889 1861.93,97.4546 1862.6,97.8278 1863.27,98.2086 1863.94,98.5969 1864.61,98.9928 1865.28,99.3961 \n",
       "  1865.95,99.807 1866.62,100.225 1867.29,100.651 1867.96,101.085 1868.63,101.526 1869.3,101.974 1869.97,102.43 1870.65,102.893 1871.32,103.364 1871.99,103.842 \n",
       "  1872.66,104.328 1873.33,104.821 1874,105.322 1874.67,105.83 1875.34,106.346 1876.01,106.869 1876.68,107.399 1877.35,107.937 1878.02,108.482 1878.69,109.035 \n",
       "  1879.36,109.595 1880.03,110.163 1880.7,110.738 1881.37,111.32 1882.05,111.91 1882.72,112.507 1883.39,113.111 1884.06,113.723 1884.73,114.342 1885.4,114.969 \n",
       "  1886.07,115.602 1886.74,116.244 1887.41,116.892 1888.08,117.548 1888.75,118.211 1889.42,118.881 1890.09,119.559 1890.76,120.244 1891.43,120.937 1892.1,121.636 \n",
       "  1892.77,122.343 1893.45,123.057 1894.12,123.779 1894.79,124.507 1895.46,125.243 1896.13,125.986 1896.8,126.737 1897.47,127.494 1898.14,128.259 1898.81,129.031 \n",
       "  1899.48,129.81 1900.15,130.596 1900.82,131.39 1901.49,132.19 1902.16,132.998 1902.83,133.813 1903.5,134.635 1904.17,135.464 1904.85,136.3 1905.52,137.144 \n",
       "  1906.19,137.994 1906.86,138.852 1907.53,139.716 1908.2,140.588 1908.87,141.467 1909.54,142.353 1910.21,143.246 1910.88,144.145 1911.55,145.052 1912.22,145.966 \n",
       "  1912.89,146.887 1913.56,147.815 1914.23,148.75 1914.9,149.692 1915.57,150.641 1916.25,151.596 1916.92,152.559 1917.59,153.529 1918.26,154.505 1918.93,155.489 \n",
       "  1919.6,156.479 1920.27,157.476 1920.94,158.48 1921.61,159.491 1922.28,160.509 1922.95,161.533 1923.62,162.565 1924.29,163.603 1924.96,164.648 1925.63,165.7 \n",
       "  1926.3,166.759 1926.97,167.824 1927.65,168.896 1928.32,169.975 1928.99,171.061 1929.66,172.153 1930.33,173.252 1931,174.358 1931.67,175.47 1932.34,176.589 \n",
       "  1933.01,177.715 1933.68,178.847 1934.35,179.986 1935.02,181.132 1935.69,182.284 1936.36,183.443 1937.03,184.609 1937.7,185.781 1938.37,186.959 1939.05,188.144 \n",
       "  1939.72,189.336 1940.39,190.534 1941.06,191.739 1941.73,192.95 1942.4,194.167 1943.07,195.391 1943.74,196.622 1944.41,197.859 1945.08,199.102 1945.75,200.352 \n",
       "  1946.42,201.608 1947.09,202.871 1947.76,204.139 1948.43,205.415 1949.1,206.696 1949.77,207.984 1950.45,209.278 1951.12,210.579 1951.79,211.886 1952.46,213.199 \n",
       "  1953.13,214.518 1953.8,215.844 1954.47,217.176 1955.14,218.513 1955.81,219.858 1956.48,221.208 1957.15,222.565 1957.82,223.927 1958.49,225.296 1959.16,226.671 \n",
       "  1959.83,228.052 1960.5,229.439 1961.17,230.832 1961.85,232.231 1962.52,233.637 1963.19,235.048 1963.86,236.465 1964.53,237.888 1965.2,239.318 1965.87,240.753 \n",
       "  1966.54,242.194 1967.21,243.641 1967.88,245.094 1968.55,246.553 1969.22,248.018 1969.89,249.488 1970.56,250.965 1971.23,252.447 1971.9,253.935 1972.57,255.429 \n",
       "  1973.25,256.929 1973.92,258.434 1974.59,259.946 1975.26,261.463 1975.93,262.985 1976.6,264.514 1977.27,266.048 1977.94,267.587 1978.61,269.133 1979.28,270.684 \n",
       "  1979.95,272.24 1980.62,273.802 1981.29,275.37 1981.96,276.943 1982.63,278.522 1983.3,280.107 1983.97,281.696 1984.65,283.292 1985.32,284.893 1985.99,286.499 \n",
       "  1986.66,288.111 1987.33,289.728 1988,291.35 1988.67,292.978 1989.34,294.612 1990.01,296.25 1990.68,297.894 1991.35,299.544 1992.02,301.198 1992.69,302.858 \n",
       "  1993.36,304.523 1994.03,306.193 1994.7,307.869 1995.37,309.55 1996.05,311.236 1996.72,312.927 1997.39,314.623 1998.06,316.324 1998.73,318.031 1999.4,319.742 \n",
       "  2000.07,321.459 2000.74,323.18 2001.41,324.907 2002.08,326.639 2002.75,328.375 2003.42,330.117 2004.09,331.864 2004.76,333.615 2005.43,335.372 2006.1,337.133 \n",
       "  2006.77,338.899 2007.45,340.67 2008.12,342.446 2008.79,344.227 2009.46,346.012 2010.13,347.803 2010.8,349.598 2011.47,351.397 2012.14,353.202 2012.81,355.011 \n",
       "  2013.48,356.825 2014.15,358.643 2014.82,360.466 2015.49,362.294 2016.16,364.126 2016.83,365.963 2017.5,367.805 2018.17,369.651 2018.85,371.501 2019.52,373.356 \n",
       "  2020.19,375.216 2020.86,377.08 2021.53,378.948 2022.2,380.821 2022.87,382.698 2023.54,384.579 2024.21,386.465 2024.88,388.355 2025.55,390.25 2026.22,392.148 \n",
       "  2026.89,394.051 2027.56,395.959 2028.23,397.87 2028.9,399.786 2029.57,401.706 2030.25,403.63 2030.92,405.558 2031.59,407.49 2032.26,409.426 2032.93,411.367 \n",
       "  2033.6,413.311 2034.27,415.26 2034.94,417.212 2035.61,419.168 2036.28,421.129 2036.95,423.093 2037.62,425.062 2038.29,427.034 2038.96,429.01 2039.63,430.99 \n",
       "  2040.3,432.973 2040.97,434.961 2041.65,436.952 2042.32,438.947 2042.99,440.946 2043.66,442.949 2044.33,444.955 2045,446.965 2045.67,448.978 2046.34,450.995 \n",
       "  2047.01,453.016 2047.68,455.04 2048.35,457.068 2049.02,459.1 2049.69,461.135 2050.36,463.173 2051.03,465.215 2051.7,467.261 2052.37,469.31 2053.05,471.362 \n",
       "  2053.72,473.417 2054.39,475.476 2055.06,477.539 2055.73,479.604 2056.4,481.673 2057.07,483.745 2057.74,485.821 2058.41,487.899 2059.08,489.981 2059.75,492.066 \n",
       "  2060.42,494.154 2061.09,496.245 2061.76,498.34 2062.43,500.437 2063.1,502.538 2063.77,504.641 2064.45,506.748 2065.12,508.857 2065.79,510.97 2066.46,513.085 \n",
       "  2067.13,515.204 2067.8,517.325 2068.47,519.449 2069.14,521.576 2069.81,523.706 2070.48,525.838 2071.15,527.974 2071.82,530.112 2072.49,532.253 2073.16,534.396 \n",
       "  2073.83,536.542 2074.5,538.691 2075.17,540.843 2075.85,542.997 2076.52,545.154 2077.19,547.313 2077.86,549.475 2078.53,551.639 2079.2,553.806 2079.87,555.975 \n",
       "  2080.54,558.147 2081.21,560.321 2081.88,562.497 2082.55,564.676 2083.22,566.857 2083.89,569.041 2084.56,571.227 2085.23,573.415 2085.9,575.605 2086.57,577.798 \n",
       "  2087.25,579.992 2087.92,582.189 2088.59,584.388 2089.26,586.59 2089.93,588.793 2090.6,590.998 2091.27,593.206 2091.94,595.415 2092.61,597.627 2093.28,599.84 \n",
       "  2093.95,602.055 2094.62,604.273 2095.29,606.492 2095.96,608.713 2096.63,610.936 2097.3,613.161 2097.97,615.387 2098.65,617.616 2099.32,619.846 2099.99,622.078 \n",
       "  2100.66,624.311 2101.33,626.546 2102,628.783 2102.67,631.022 2103.34,633.262 2104.01,635.503 2104.68,637.747 2105.35,639.991 2106.02,642.238 2106.69,644.485 \n",
       "  2107.36,646.735 2108.03,648.985 2108.7,651.237 2109.37,653.491 2110.05,655.745 2110.72,658.002 2111.39,660.259 2112.06,662.518 2112.73,664.778 2113.4,667.039 \n",
       "  2114.07,669.301 2114.74,671.565 2115.41,673.829 2116.08,676.095 2116.75,678.362 2117.42,680.63 2118.09,682.899 2118.76,685.169 2119.43,687.44 2120.1,689.713 \n",
       "  2120.77,691.986 2121.45,694.26 2122.12,696.534 2122.79,698.81 2123.46,701.087 2124.13,703.364 2124.8,705.642 2125.47,707.921 2126.14,710.201 2126.81,712.482 \n",
       "  2127.48,714.763 2128.15,717.045 2128.82,719.327 2129.49,721.61 2130.16,723.894 2130.83,726.178 2131.5,728.463 2132.17,730.748 2132.85,733.034 2133.52,735.32 \n",
       "  2134.19,737.607 2134.86,739.894 2135.53,742.182 2136.2,744.47 2136.87,746.758 2137.54,749.047 2138.21,751.336 2138.88,753.625 2139.55,755.914 2140.22,758.204 \n",
       "  2140.89,760.494 2141.56,762.784 2142.23,765.074 2142.9,767.364 2143.57,769.654 2144.25,771.945 2144.92,774.235 2145.59,776.526 2146.26,778.816 2146.93,781.106 \n",
       "  2147.6,783.397 2148.27,785.687 2148.94,787.977 2149.61,790.267 2150.28,792.557 2150.95,794.846 2151.62,797.136 2152.29,799.425 2152.96,801.714 2153.63,804.002 \n",
       "  2154.3,806.291 2154.97,808.579 2155.64,810.866 2156.32,813.153 2156.99,815.44 2157.66,817.726 2158.33,820.012 2159,822.298 2159.67,824.582 2160.34,826.867 \n",
       "  2161.01,829.15 2161.68,831.434 2162.35,833.716 2163.02,835.998 2163.69,838.279 2164.36,840.559 2165.03,842.839 2165.7,845.118 2166.37,847.396 2167.04,849.674 \n",
       "  2167.72,851.95 2168.39,854.226 2169.06,856.501 2169.73,858.775 2170.4,861.048 2171.07,863.32 2171.74,865.591 2172.41,867.861 2173.08,870.13 2173.75,872.398 \n",
       "  2174.42,874.665 2175.09,876.931 2175.76,879.196 2176.43,881.459 2177.1,883.721 2177.77,885.983 2178.44,888.242 2179.12,890.501 2179.79,892.759 2180.46,895.015 \n",
       "  2181.13,897.269 2181.8,899.523 2182.47,901.775 2183.14,904.025 2183.81,906.275 2184.48,908.522 2185.15,910.768 2185.82,913.013 2186.49,915.256 2187.16,917.498 \n",
       "  2187.83,919.738 2188.5,921.977 2189.17,924.213 2189.84,926.449 2190.52,928.682 2191.19,930.914 2191.86,933.144 2192.53,935.372 2193.2,937.599 2193.87,939.824 \n",
       "  2194.54,942.046 2195.21,944.267 2195.88,946.487 2196.55,948.704 2197.22,950.919 2197.89,953.133 2198.56,955.344 2199.23,957.553 2199.9,959.761 2200.57,961.966 \n",
       "  2201.24,964.169 2201.92,966.371 2202.59,968.57 2203.26,970.766 2203.93,972.961 2204.6,975.154 2205.27,977.344 2205.94,979.532 2206.61,981.718 2207.28,983.901 \n",
       "  2207.95,986.082 2208.62,988.261 2209.29,990.438 2209.96,992.612 2210.63,994.783 2211.3,996.953 2211.97,999.119 2212.64,1001.28 2213.32,1003.45 2213.99,1005.6 \n",
       "  2214.66,1007.76 2215.33,1009.92 2216,1012.07 2216.67,1014.22 2217.34,1016.36 2218.01,1018.51 2218.68,1020.65 2219.35,1022.78 2220.02,1024.92 2220.69,1027.05 \n",
       "  2221.36,1029.18 2222.03,1031.31 2222.7,1033.43 2223.37,1035.55 2224.04,1037.67 2224.72,1039.79 2225.39,1041.9 2226.06,1044.01 2226.73,1046.12 2227.4,1048.22 \n",
       "  2228.07,1050.32 2228.74,1052.42 2229.41,1054.51 2230.08,1056.6 2230.75,1058.69 2231.42,1060.78 2232.09,1062.86 2232.76,1064.94 2233.43,1067.01 2234.1,1069.08 \n",
       "  2234.77,1071.15 2235.44,1073.22 2236.12,1075.28 2236.79,1077.34 2237.46,1079.39 2238.13,1081.45 2238.8,1083.5 2239.47,1085.54 2240.14,1087.58 2240.81,1089.62 \n",
       "  2241.48,1091.66 2242.15,1093.69 2242.82,1095.72 2243.49,1097.74 2244.16,1099.76 2244.83,1101.78 2245.5,1103.79 2246.17,1105.8 2246.84,1107.81 2247.52,1109.81 \n",
       "  2248.19,1111.81 2248.86,1113.8 2249.53,1115.79 2250.2,1117.78 2250.87,1119.77 2251.54,1121.75 2252.21,1123.72 2252.88,1125.69 2253.55,1127.66 2254.22,1129.63 \n",
       "  2254.89,1131.59 2255.56,1133.54 2256.23,1135.49 2256.9,1137.44 2257.57,1139.39 2258.24,1141.33 2258.92,1143.26 2259.59,1145.2 2260.26,1147.12 2260.93,1149.05 \n",
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     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "x=range(0,stop=1,length=3000);\n",
    "plot(x,sin.(10*x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
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       "  638.777,133.264 639.448,134.081 640.118,134.905 640.789,135.737 641.46,136.576 642.13,137.421 642.801,138.274 643.471,139.134 644.142,140.001 644.813,140.875 \n",
       "  645.483,141.756 646.154,142.644 646.824,143.539 647.495,144.442 648.165,145.351 648.836,146.267 649.507,147.19 650.177,148.12 650.848,149.057 651.518,150.002 \n",
       "  652.189,150.953 652.86,151.911 653.53,152.876 654.201,153.847 654.871,154.826 655.542,155.812 656.213,156.805 656.883,157.804 657.554,158.81 658.224,159.823 \n",
       "  658.895,160.843 659.565,161.87 660.236,162.904 660.907,163.944 661.577,164.992 662.248,166.046 662.918,167.107 663.589,168.174 664.26,169.249 664.93,170.33 \n",
       "  665.601,171.417 666.271,172.512 666.942,173.613 667.613,174.721 668.283,175.836 668.954,176.957 669.624,178.085 670.295,179.219 670.965,180.361 671.636,181.508 \n",
       "  672.307,182.663 672.977,183.824 673.648,184.991 674.318,186.166 674.989,187.346 675.66,188.533 676.33,189.727 677.001,190.927 677.671,192.134 678.342,193.347 \n",
       "  679.012,194.567 679.683,195.793 680.354,197.026 681.024,198.265 681.695,199.51 682.365,200.762 683.036,202.021 683.707,203.285 684.377,204.556 685.048,205.833 \n",
       "  685.718,207.117 686.389,208.407 687.06,209.703 687.73,211.006 688.401,212.315 689.071,213.63 689.742,214.951 690.412,216.279 691.083,217.613 691.754,218.953 \n",
       "  692.424,220.299 693.095,221.651 693.765,223.01 694.436,224.374 695.107,225.745 695.777,227.122 696.448,228.505 697.118,229.894 697.789,231.289 698.46,232.691 \n",
       "  699.13,234.098 699.801,235.511 700.471,236.93 701.142,238.355 701.812,239.787 702.483,241.224 703.154,242.667 703.824,244.116 704.495,245.571 705.165,247.032 \n",
       "  705.836,248.498 706.507,249.971 707.177,251.449 707.848,252.934 708.518,254.424 709.189,255.919 709.859,257.421 710.53,258.928 711.201,260.441 711.871,261.96 \n",
       "  712.542,263.485 713.212,265.015 713.883,266.551 714.554,268.092 715.224,269.64 715.895,271.192 716.565,272.751 717.236,274.315 717.907,275.884 718.577,277.459 \n",
       "  719.248,279.04 719.918,280.626 720.589,282.218 721.259,283.815 721.93,285.418 722.601,287.026 723.271,288.639 723.942,290.258 724.612,291.883 725.283,293.512 \n",
       "  725.954,295.147 726.624,296.788 727.295,298.433 727.965,300.084 728.636,301.741 729.307,303.402 729.977,305.069 730.648,306.741 731.318,308.418 731.989,310.101 \n",
       "  732.659,311.788 733.33,313.481 734.001,315.179 734.671,316.882 735.342,318.59 736.012,320.303 736.683,322.022 737.354,323.745 738.024,325.473 738.695,327.207 \n",
       "  739.365,328.945 740.036,330.688 740.706,332.436 741.377,334.189 742.048,335.948 742.718,337.71 743.389,339.478 744.059,341.251 744.73,343.028 745.401,344.811 \n",
       "  746.071,346.598 746.742,348.389 747.412,350.186 748.083,351.987 748.754,353.793 749.424,355.604 750.095,357.419 750.765,359.239 751.436,361.064 752.106,362.893 \n",
       "  752.777,364.727 753.448,366.565 754.118,368.408 754.789,370.256 755.459,372.108 756.13,373.964 756.801,375.825 757.471,377.691 758.142,379.56 758.812,381.434 \n",
       "  759.483,383.313 760.154,385.196 760.824,387.083 761.495,388.975 762.165,390.871 762.836,392.771 763.506,394.675 764.177,396.584 764.848,398.497 765.518,400.414 \n",
       "  766.189,402.335 766.859,404.26 767.53,406.19 768.201,408.123 768.871,410.061 769.542,412.003 770.212,413.948 770.883,415.898 771.553,417.852 772.224,419.81 \n",
       "  772.895,421.771 773.565,423.737 774.236,425.706 774.906,427.68 775.577,429.657 776.248,431.638 776.918,433.623 777.589,435.612 778.259,437.605 778.93,439.601 \n",
       "  779.601,441.601 780.271,443.605 780.942,445.612 781.612,447.623 782.283,449.638 782.953,451.656 783.624,453.678 784.295,455.704 784.965,457.733 785.636,459.765 \n",
       "  786.306,461.802 786.977,463.841 787.648,465.884 788.318,467.931 788.989,469.981 789.659,472.034 790.33,474.091 791.001,476.151 791.671,478.214 792.342,480.281 \n",
       "  793.012,482.351 793.683,484.424 794.353,486.501 795.024,488.58 795.695,490.663 796.365,492.749 797.036,494.838 797.706,496.931 798.377,499.026 799.048,501.124 \n",
       "  799.718,503.226 800.389,505.33 801.059,507.438 801.73,509.548 802.4,511.662 803.071,513.778 803.742,515.898 804.412,518.02 805.083,520.145 805.753,522.273 \n",
       "  806.424,524.403 807.095,526.537 807.765,528.673 808.436,530.812 809.106,532.954 809.777,535.098 810.448,537.245 811.118,539.395 811.789,541.548 812.459,543.703 \n",
       "  813.13,545.86 813.8,548.02 814.471,550.183 815.142,552.348 815.812,554.515 816.483,556.686 817.153,558.858 817.824,561.033 818.495,563.21 819.165,565.39 \n",
       "  819.836,567.572 820.506,569.756 821.177,571.943 821.848,574.131 822.518,576.322 823.189,578.516 823.859,580.711 824.53,582.909 825.2,585.109 825.871,587.31 \n",
       "  826.542,589.514 827.212,591.721 827.883,593.929 828.553,596.139 829.224,598.351 829.895,600.565 830.565,602.781 831.236,604.999 831.906,607.219 832.577,609.44 \n",
       "  833.247,611.664 833.918,613.889 834.589,616.116 835.259,618.345 835.93,620.576 836.6,622.808 837.271,625.042 837.942,627.278 838.612,629.515 839.283,631.755 \n",
       "  839.953,633.995 840.624,636.237 841.295,638.481 841.965,640.726 842.636,642.973 843.306,645.221 843.977,647.471 844.647,649.722 845.318,651.975 845.989,654.228 \n",
       "  846.659,656.484 847.33,658.74 848,660.998 848.671,663.257 849.342,665.517 850.012,667.779 850.683,670.042 851.353,672.306 852.024,674.571 852.695,676.837 \n",
       "  853.365,679.104 854.036,681.373 854.706,683.642 855.377,685.912 856.047,688.184 856.718,690.456 857.389,692.73 858.059,695.004 858.73,697.279 859.4,699.555 \n",
       "  860.071,701.832 860.742,704.11 861.412,706.388 862.083,708.667 862.753,710.947 863.424,713.228 864.094,715.509 864.765,717.791 865.436,720.074 866.106,722.357 \n",
       "  866.777,724.641 867.447,726.926 868.118,729.211 868.789,731.496 869.459,733.782 870.13,736.069 870.8,738.356 871.471,740.643 872.142,742.931 872.812,745.219 \n",
       "  873.483,747.507 874.153,749.796 874.824,752.085 875.494,754.374 876.165,756.663 876.836,758.953 877.506,761.243 878.177,763.533 878.847,765.823 879.518,768.113 \n",
       "  880.189,770.404 880.859,772.694 881.53,774.985 882.2,777.275 882.871,779.566 883.542,781.856 884.212,784.146 884.883,786.436 885.553,788.726 886.224,791.016 \n",
       "  886.894,793.306 887.565,795.596 888.236,797.885 888.906,800.174 889.577,802.463 890.247,804.751 890.918,807.04 891.589,809.327 892.259,811.615 892.93,813.902 \n",
       "  893.6,816.188 894.271,818.475 894.941,820.76 895.612,823.045 896.283,825.33 896.953,827.614 897.624,829.898 898.294,832.181 898.965,834.463 899.636,836.744 \n",
       "  900.306,839.025 900.977,841.306 901.647,843.585 902.318,845.864 902.989,848.142 903.659,850.419 904.33,852.695 905,854.971 905.671,857.245 906.341,859.519 \n",
       "  907.012,861.791 907.683,864.063 908.353,866.334 909.024,868.604 909.694,870.872 910.365,873.14 911.036,875.407 911.706,877.672 912.377,879.936 913.047,882.2 \n",
       "  913.718,884.461 914.389,886.722 915.059,888.982 915.73,891.24 916.4,893.497 917.071,895.753 917.741,898.007 918.412,900.26 919.083,902.511 919.753,904.762 \n",
       "  920.424,907.01 921.094,909.257 921.765,911.503 922.436,913.747 923.106,915.99 923.777,918.231 924.447,920.471 925.118,922.709 925.788,924.945 926.459,927.18 \n",
       "  927.13,929.413 927.8,931.644 928.471,933.873 929.141,936.101 929.812,938.327 930.483,940.551 931.153,942.773 931.824,944.994 932.494,947.212 933.165,949.429 \n",
       "  933.836,951.644 934.506,953.856 935.177,956.067 935.847,958.276 936.518,960.483 937.188,962.687 937.859,964.89 938.53,967.09 939.2,969.289 939.871,971.485 \n",
       "  940.541,973.679 941.212,975.871 941.883,978.06 942.553,980.248 943.224,982.433 943.894,984.615 944.565,986.796 945.236,988.974 945.906,991.149 946.577,993.323 \n",
       "  947.247,995.494 947.918,997.662 948.588,999.828 949.259,1001.99 949.93,1004.15 950.6,1006.31 951.271,1008.47 951.941,1010.62 952.612,1012.77 953.283,1014.92 \n",
       "  953.953,1017.06 954.624,1019.21 955.294,1021.35 955.965,1023.48 956.635,1025.62 957.306,1027.75 957.977,1029.88 958.647,1032 959.318,1034.13 959.988,1036.25 \n",
       "  960.659,1038.36 961.33,1040.48 962,1042.59 962.671,1044.7 963.341,1046.8 964.012,1048.91 964.683,1051.01 965.353,1053.1 966.024,1055.2 966.694,1057.29 \n",
       "  967.365,1059.37 968.035,1061.46 968.706,1063.54 969.377,1065.62 970.047,1067.69 970.718,1069.76 971.388,1071.83 972.059,1073.89 972.73,1075.95 973.4,1078.01 \n",
       "  974.071,1080.07 974.741,1082.12 975.412,1084.17 976.083,1086.21 976.753,1088.25 977.424,1090.29 978.094,1092.32 978.765,1094.35 979.435,1096.38 980.106,1098.4 \n",
       "  980.777,1100.42 981.447,1102.44 982.118,1104.45 982.788,1106.46 983.459,1108.46 984.13,1110.46 984.8,1112.46 985.471,1114.46 986.141,1116.45 986.812,1118.43 \n",
       "  987.482,1120.41 988.153,1122.39 988.824,1124.37 989.494,1126.34 990.165,1128.3 990.835,1130.27 991.506,1132.23 992.177,1134.18 992.847,1136.13 993.518,1138.08 \n",
       "  994.188,1140.02 994.859,1141.96 995.53,1143.9 996.2,1145.83 996.871,1147.75 997.541,1149.68 998.212,1151.6 998.882,1153.51 999.553,1155.42 1000.22,1157.33 \n",
       "  1000.89,1159.23 1001.56,1161.12 1002.24,1163.02 1002.91,1164.91 1003.58,1166.79 1004.25,1168.67 1004.92,1170.55 1005.59,1172.42 1006.26,1174.28 1006.93,1176.15 \n",
       "  1007.6,1178 1008.27,1179.86 1008.94,1181.71 1009.61,1183.55 1010.28,1185.39 1010.95,1187.23 1011.62,1189.06 1012.29,1190.88 1012.96,1192.7 1013.64,1194.52 \n",
       "  1014.31,1196.33 1014.98,1198.14 1015.65,1199.94 1016.32,1201.74 1016.99,1203.54 1017.66,1205.32 1018.33,1207.11 1019,1208.89 1019.67,1210.66 1020.34,1212.43 \n",
       "  1021.01,1214.19 1021.68,1215.95 1022.35,1217.71 1023.02,1219.46 1023.69,1221.2 1024.36,1222.94 1025.04,1224.68 1025.71,1226.41 1026.38,1228.13 1027.05,1229.85 \n",
       "  1027.72,1231.57 1028.39,1233.28 1029.06,1234.98 1029.73,1236.68 1030.4,1238.38 1031.07,1240.07 1031.74,1241.75 1032.41,1243.43 1033.08,1245.1 1033.75,1246.77 \n",
       "  1034.42,1248.43 1035.09,1250.09 1035.76,1251.75 1036.44,1253.39 1037.11,1255.04 1037.78,1256.67 1038.45,1258.3 1039.12,1259.93 1039.79,1261.55 1040.46,1263.17 \n",
       "  1041.13,1264.78 1041.8,1266.38 1042.47,1267.98 1043.14,1269.57 1043.81,1271.16 1044.48,1272.74 1045.15,1274.32 1045.82,1275.89 1046.49,1277.46 1047.16,1279.02 \n",
       "  1047.84,1280.57 1048.51,1282.12 1049.18,1283.66 1049.85,1285.2 1050.52,1286.73 1051.19,1288.26 1051.86,1289.78 1052.53,1291.3 1053.2,1292.81 1053.87,1294.31 \n",
       "  1054.54,1295.81 1055.21,1297.3 1055.88,1298.78 1056.55,1300.26 1057.22,1301.74 1057.89,1303.21 1058.56,1304.67 1059.24,1306.13 1059.91,1307.58 1060.58,1309.02 \n",
       "  1061.25,1310.46 1061.92,1311.9 1062.59,1313.32 1063.26,1314.74 1063.93,1316.16 1064.6,1317.57 1065.27,1318.97 1065.94,1320.37 1066.61,1321.76 1067.28,1323.14 \n",
       "  1067.95,1324.52 1068.62,1325.9 1069.29,1327.26 1069.96,1328.62 1070.64,1329.98 1071.31,1331.33 1071.98,1332.67 1072.65,1334 1073.32,1335.33 1073.99,1336.66 \n",
       "  1074.66,1337.97 1075.33,1339.29 1076,1340.59 1076.67,1341.89 1077.34,1343.18 1078.01,1344.47 1078.68,1345.75 1079.35,1347.02 1080.02,1348.29 1080.69,1349.55 \n",
       "  1081.36,1350.8 1082.04,1352.05 1082.71,1353.29 1083.38,1354.52 1084.05,1355.75 1084.72,1356.97 1085.39,1358.19 1086.06,1359.4 1086.73,1360.6 1087.4,1361.8 \n",
       "  1088.07,1362.98 1088.74,1364.17 1089.41,1365.34 1090.08,1366.51 1090.75,1367.68 1091.42,1368.83 1092.09,1369.98 1092.76,1371.13 1093.44,1372.26 1094.11,1373.39 \n",
       "  1094.78,1374.52 1095.45,1375.63 1096.12,1376.74 1096.79,1377.85 1097.46,1378.94 1098.13,1380.03 1098.8,1381.12 1099.47,1382.19 1100.14,1383.26 1100.81,1384.33 \n",
       "  1101.48,1385.38 1102.15,1386.43 1102.82,1387.48 1103.49,1388.51 1104.16,1389.54 1104.84,1390.56 1105.51,1391.58 1106.18,1392.59 1106.85,1393.59 1107.52,1394.58 \n",
       "  1108.19,1395.57 1108.86,1396.55 1109.53,1397.53 1110.2,1398.49 1110.87,1399.45 1111.54,1400.41 1112.21,1401.35 1112.88,1402.29 1113.55,1403.23 1114.22,1404.15 \n",
       "  1114.89,1405.07 1115.56,1405.98 1116.24,1406.89 1116.91,1407.78 1117.58,1408.67 1118.25,1409.56 1118.92,1410.43 1119.59,1411.3 1120.26,1412.16 1120.93,1413.02 \n",
       "  1121.6,1413.87 1122.27,1414.71 1122.94,1415.54 1123.61,1416.37 1124.28,1417.19 1124.95,1418 1125.62,1418.81 1126.29,1419.6 1126.96,1420.4 1127.64,1421.18 \n",
       "  1128.31,1421.96 1128.98,1422.73 1129.65,1423.49 1130.32,1424.24 1130.99,1424.99 1131.66,1425.73 1132.33,1426.46 1133,1427.19 1133.67,1427.91 1134.34,1428.62 \n",
       "  1135.01,1429.33 1135.68,1430.02 1136.35,1430.71 1137.02,1431.39 1137.69,1432.07 1138.36,1432.74 1139.04,1433.4 1139.71,1434.05 1140.38,1434.7 1141.05,1435.34 \n",
       "  1141.72,1435.97 1142.39,1436.59 1143.06,1437.21 1143.73,1437.82 1144.4,1438.42 1145.07,1439.01 1145.74,1439.6 1146.41,1440.18 1147.08,1440.75 1147.75,1441.32 \n",
       "  1148.42,1441.88 1149.09,1442.43 1149.76,1442.97 1150.44,1443.5 1151.11,1444.03 1151.78,1444.55 1152.45,1445.07 1153.12,1445.57 1153.79,1446.07 1154.46,1446.56 \n",
       "  1155.13,1447.04 1155.8,1447.52 1156.47,1447.99 1157.14,1448.45 1157.81,1448.9 1158.48,1449.35 1159.15,1449.78 1159.82,1450.22 1160.49,1450.64 1161.16,1451.05 \n",
       "  1161.84,1451.46 1162.51,1451.86 1163.18,1452.26 1163.85,1452.64 1164.52,1453.02 1165.19,1453.39 1165.86,1453.75 1166.53,1454.11 1167.2,1454.46 1167.87,1454.8 \n",
       "  1168.54,1455.13 1169.21,1455.46 1169.88,1455.77 1170.55,1456.08 1171.22,1456.39 1171.89,1456.68 1172.56,1456.97 1173.24,1457.25 1173.91,1457.52 1174.58,1457.79 \n",
       "  1175.25,1458.04 1175.92,1458.29 1176.59,1458.54 1177.26,1458.77 1177.93,1459 1178.6,1459.22 1179.27,1459.43 1179.94,1459.63 1180.61,1459.83 1181.28,1460.02 \n",
       "  1181.95,1460.2 1182.62,1460.37 1183.29,1460.54 1183.96,1460.7 1184.64,1460.85 1185.31,1460.99 1185.98,1461.13 1186.65,1461.25 1187.32,1461.37 1187.99,1461.49 \n",
       "  1188.66,1461.59 1189.33,1461.69 1190,1461.78 1190.67,1461.86 1191.34,1461.93 1192.01,1462 1192.68,1462.06 1193.35,1462.11 1194.02,1462.16 1194.69,1462.19 \n",
       "  1195.36,1462.22 1196.04,1462.24 1196.71,1462.25 1197.38,1462.26 1198.05,1462.26 1198.72,1462.25 1199.39,1462.23 1200.06,1462.21 1200.73,1462.17 1201.4,1462.13 \n",
       "  1202.07,1462.09 1202.74,1462.03 1203.41,1461.97 1204.08,1461.9 1204.75,1461.82 1205.42,1461.73 1206.09,1461.64 1206.76,1461.54 1207.44,1461.43 1208.11,1461.31 \n",
       "  1208.78,1461.19 1209.45,1461.06 1210.12,1460.92 1210.79,1460.77 1211.46,1460.62 1212.13,1460.45 1212.8,1460.28 1213.47,1460.11 1214.14,1459.92 1214.81,1459.73 \n",
       "  1215.48,1459.53 1216.15,1459.32 1216.82,1459.11 1217.49,1458.88 1218.16,1458.65 1218.83,1458.41 1219.51,1458.17 1220.18,1457.91 1220.85,1457.65 1221.52,1457.38 \n",
       "  1222.19,1457.11 1222.86,1456.82 1223.53,1456.53 1224.2,1456.23 1224.87,1455.93 1225.54,1455.61 1226.21,1455.29 1226.88,1454.96 1227.55,1454.63 1228.22,1454.28 \n",
       "  1228.89,1453.93 1229.56,1453.57 1230.23,1453.2 1230.91,1452.83 1231.58,1452.45 1232.25,1452.06 1232.92,1451.66 1233.59,1451.26 1234.26,1450.84 1234.93,1450.42 \n",
       "  1235.6,1450 1236.27,1449.56 1236.94,1449.12 1237.61,1448.67 1238.28,1448.21 1238.95,1447.75 1239.62,1447.28 1240.29,1446.8 1240.96,1446.31 1241.63,1445.82 \n",
       "  1242.31,1445.31 1242.98,1444.8 1243.65,1444.29 1244.32,1443.76 1244.99,1443.23 1245.66,1442.69 1246.33,1442.15 1247,1441.59 1247.67,1441.03 1248.34,1440.46 \n",
       "  1249.01,1439.89 1249.68,1439.3 1250.35,1438.71 1251.02,1438.11 1251.69,1437.51 1252.36,1436.9 1253.03,1436.27 1253.71,1435.65 1254.38,1435.01 1255.05,1434.37 \n",
       "  1255.72,1433.72 1256.39,1433.06 1257.06,1432.4 1257.73,1431.73 1258.4,1431.05 1259.07,1430.36 1259.74,1429.67 1260.41,1428.97 1261.08,1428.26 1261.75,1427.54 \n",
       "  1262.42,1426.82 1263.09,1426.09 1263.76,1425.35 1264.43,1424.61 1265.11,1423.86 1265.78,1423.1 1266.45,1422.33 1267.12,1421.56 1267.79,1420.78 1268.46,1419.99 \n",
       "  1269.13,1419.2 1269.8,1418.4 1270.47,1417.59 1271.14,1416.77 1271.81,1415.95 1272.48,1415.12 1273.15,1414.28 1273.82,1413.44 1274.49,1412.58 1275.16,1411.73 \n",
       "  1275.83,1410.86 1276.51,1409.99 1277.18,1409.11 1277.85,1408.22 1278.52,1407.33 1279.19,1406.43 1279.86,1405.52 1280.53,1404.6 1281.2,1403.68 1281.87,1402.75 \n",
       "  1282.54,1401.82 1283.21,1400.87 1283.88,1399.92 1284.55,1398.97 1285.22,1398 1285.89,1397.03 1286.56,1396.05 1287.23,1395.07 1287.91,1394.08 1288.58,1393.08 \n",
       "  1289.25,1392.07 1289.92,1391.06 1290.59,1390.04 1291.26,1389.02 1291.93,1387.98 1292.6,1386.95 1293.27,1385.9 1293.94,1384.85 1294.61,1383.79 1295.28,1382.72 \n",
       "  1295.95,1381.65 1296.62,1380.57 1297.29,1379.48 1297.96,1378.39 1298.63,1377.29 1299.31,1376.18 1299.98,1375.07 1300.65,1373.95 1301.32,1372.82 1301.99,1371.69 \n",
       "  1302.66,1370.55 1303.33,1369.4 1304,1368.25 1304.67,1367.09 1305.34,1365.92 1306.01,1364.75 1306.68,1363.57 1307.35,1362.38 1308.02,1361.19 1308.69,1359.99 \n",
       "  1309.36,1358.78 1310.03,1357.57 1310.71,1356.35 1311.38,1355.13 1312.05,1353.9 1312.72,1352.66 1313.39,1351.41 1314.06,1350.16 1314.73,1348.9 1315.4,1347.64 \n",
       "  1316.07,1346.37 1316.74,1345.09 1317.41,1343.81 1318.08,1342.52 1318.75,1341.23 1319.42,1339.93 1320.09,1338.62 1320.76,1337.3 1321.43,1335.98 1322.11,1334.66 \n",
       "  1322.78,1333.32 1323.45,1331.99 1324.12,1330.64 1324.79,1329.29 1325.46,1327.93 1326.13,1326.57 1326.8,1325.2 1327.47,1323.82 1328.14,1322.44 1328.81,1321.05 \n",
       "  1329.48,1319.66 1330.15,1318.26 1330.82,1316.85 1331.49,1315.44 1332.16,1314.02 1332.83,1312.6 1333.51,1311.17 1334.18,1309.73 1334.85,1308.29 1335.52,1306.84 \n",
       "  1336.19,1305.39 1336.86,1303.93 1337.53,1302.46 1338.2,1300.99 1338.87,1299.51 1339.54,1298.03 1340.21,1296.54 1340.88,1295.04 1341.55,1293.54 1342.22,1292.04 \n",
       "  1342.89,1290.53 1343.56,1289.01 1344.23,1287.48 1344.91,1285.95 1345.58,1284.42 1346.25,1282.88 1346.92,1281.33 1347.59,1279.78 1348.26,1278.22 1348.93,1276.66 \n",
       "  1349.6,1275.09 1350.27,1273.52 1350.94,1271.94 1351.61,1270.35 1352.28,1268.76 1352.95,1267.17 1353.62,1265.56 1354.29,1263.96 1354.96,1262.34 1355.63,1260.73 \n",
       "  1356.31,1259.1 1356.98,1257.47 1357.65,1255.84 1358.32,1254.2 1358.99,1252.56 1359.66,1250.91 1360.33,1249.25 1361,1247.59 1361.67,1245.92 1362.34,1244.25 \n",
       "  1363.01,1242.58 1363.68,1240.89 1364.35,1239.21 1365.02,1237.52 1365.69,1235.82 1366.36,1234.12 1367.03,1232.41 1367.71,1230.7 1368.38,1228.98 1369.05,1227.26 \n",
       "  1369.72,1225.53 1370.39,1223.8 1371.06,1222.06 1371.73,1220.32 1372.4,1218.57 1373.07,1216.82 1373.74,1215.06 1374.41,1213.3 1375.08,1211.53 1375.75,1209.76 \n",
       "  1376.42,1207.98 1377.09,1206.2 1377.76,1204.41 1378.43,1202.62 1379.11,1200.83 1379.78,1199.03 1380.45,1197.22 1381.12,1195.41 1381.79,1193.6 1382.46,1191.78 \n",
       "  1383.13,1189.95 1383.8,1188.13 1384.47,1186.29 1385.14,1184.45 1385.81,1182.61 1386.48,1180.77 1387.15,1178.91 1387.82,1177.06 1388.49,1175.2 1389.16,1173.33 \n",
       "  1389.83,1171.46 1390.51,1169.59 1391.18,1167.71 1391.85,1165.83 1392.52,1163.94 1393.19,1162.05 1393.86,1160.16 1394.53,1158.26 1395.2,1156.36 1395.87,1154.45 \n",
       "  1396.54,1152.54 1397.21,1150.62 1397.88,1148.7 1398.55,1146.77 1399.22,1144.85 1399.89,1142.91 1400.56,1140.98 1401.23,1139.03 1401.91,1137.09 1402.58,1135.14 \n",
       "  1403.25,1133.19 1403.92,1131.23 1404.59,1129.27 1405.26,1127.3 1405.93,1125.33 1406.6,1123.36 1407.27,1121.39 1407.94,1119.41 1408.61,1117.42 1409.28,1115.43 \n",
       "  1409.95,1113.44 1410.62,1111.44 1411.29,1109.45 1411.96,1107.44 1412.63,1105.44 1413.31,1103.43 1413.98,1101.41 1414.65,1099.39 1415.32,1097.37 1415.99,1095.35 \n",
       "  1416.66,1093.32 1417.33,1091.29 1418,1089.25 1418.67,1087.21 1419.34,1085.17 1420.01,1083.12 1420.68,1081.07 1421.35,1079.02 1422.02,1076.96 1422.69,1074.91 \n",
       "  1423.36,1072.84 1424.03,1070.78 1424.71,1068.71 1425.38,1066.63 1426.05,1064.56 1426.72,1062.48 1427.39,1060.4 1428.06,1058.31 1428.73,1056.22 1429.4,1054.13 \n",
       "  1430.07,1052.04 1430.74,1049.94 1431.41,1047.84 1432.08,1045.73 1432.75,1043.63 1433.42,1041.52 1434.09,1039.4 1434.76,1037.29 1435.43,1035.17 1436.11,1033.05 \n",
       "  1436.78,1030.92 1437.45,1028.79 1438.12,1026.66 1438.79,1024.53 1439.46,1022.4 1440.13,1020.26 1440.8,1018.12 1441.47,1015.97 1442.14,1013.82 1442.81,1011.68 \n",
       "  1443.48,1009.52 1444.15,1007.37 1444.82,1005.21 1445.49,1003.05 1446.16,1000.89 1446.83,998.726 1447.51,996.558 1448.18,994.389 1448.85,992.217 1449.52,990.042 \n",
       "  1450.19,987.865 1450.86,985.686 1451.53,983.504 1452.2,981.32 1452.87,979.134 1453.54,976.946 1454.21,974.755 1454.88,972.562 1455.55,970.367 1456.22,968.17 \n",
       "  1456.89,965.97 1457.56,963.769 1458.23,961.565 1458.91,959.36 1459.58,957.152 1460.25,954.942 1460.92,952.73 1461.59,950.517 1462.26,948.301 1462.93,946.083 \n",
       "  1463.6,943.864 1464.27,941.642 1464.94,939.419 1465.61,937.194 1466.28,934.967 1466.95,932.739 1467.62,930.508 1468.29,928.276 1468.96,926.042 1469.63,923.807 \n",
       "  1470.31,921.57 1470.98,919.331 1471.65,917.091 1472.32,914.849 1472.99,912.605 1473.66,910.36 1474.33,908.114 1475,905.866 1475.67,903.616 1476.34,901.365 \n",
       "  1477.01,899.113 1477.68,896.859 1478.35,894.604 1479.02,892.348 1479.69,890.091 1480.36,887.832 1481.03,885.571 1481.71,883.31 1482.38,881.048 1483.05,878.784 \n",
       "  1483.72,876.519 1484.39,874.253 1485.06,871.986 1485.73,869.718 1486.4,867.448 1487.07,865.178 1487.74,862.907 1488.41,860.635 1489.08,858.361 1489.75,856.087 \n",
       "  1490.42,853.812 1491.09,851.536 1491.76,849.26 1492.43,846.982 1493.11,844.704 1493.78,842.425 1494.45,840.145 1495.12,837.864 1495.79,835.583 1496.46,833.301 \n",
       "  1497.13,831.018 1497.8,828.735 1498.47,826.451 1499.14,824.167 1499.81,821.882 1500.48,819.597 1501.15,817.311 1501.82,815.024 1502.49,812.738 1503.16,810.45 \n",
       "  1503.83,808.163 1504.51,805.875 1505.18,803.586 1505.85,801.298 1506.52,799.009 1507.19,796.72 1507.86,794.43 1508.53,792.14 1509.2,789.851 1509.87,787.561 \n",
       "  1510.54,785.27 1511.21,782.98 1511.88,780.69 1512.55,778.399 1513.22,776.109 1513.89,773.819 1514.56,771.528 1515.23,769.238 1515.91,766.948 1516.58,764.657 \n",
       "  1517.25,762.367 1517.92,760.077 1518.59,757.788 1519.26,755.498 1519.93,753.209 1520.6,750.919 1521.27,748.631 1521.94,746.342 1522.61,744.054 1523.28,741.766 \n",
       "  1523.95,739.478 1524.62,737.191 1525.29,734.905 1525.96,732.618 1526.63,730.333 1527.3,728.047 1527.98,725.763 1528.65,723.479 1529.32,721.195 1529.99,718.912 \n",
       "  1530.66,716.63 1531.33,714.348 1532,712.067 1532.67,709.786 1533.34,707.507 1534.01,705.228 1534.68,702.95 1535.35,700.673 1536.02,698.396 1536.69,696.121 \n",
       "  1537.36,693.846 1538.03,691.572 1538.7,689.299 1539.38,687.027 1540.05,684.756 1540.72,682.487 1541.39,680.218 1542.06,677.95 1542.73,675.683 1543.4,673.417 \n",
       "  1544.07,671.153 1544.74,668.89 1545.41,666.627 1546.08,664.367 1546.75,662.107 1547.42,659.848 1548.09,657.591 1548.76,655.335 1549.43,653.081 1550.1,650.828 \n",
       "  1550.78,648.576 1551.45,646.325 1552.12,644.077 1552.79,641.829 1553.46,639.583 1554.13,637.339 1554.8,635.096 1555.47,632.854 1556.14,630.614 1556.81,628.376 \n",
       "  1557.48,626.14 1558.15,623.905 1558.82,621.672 1559.49,619.44 1560.16,617.21 1560.83,614.982 1561.5,612.756 1562.18,610.532 1562.85,608.309 1563.52,606.088 \n",
       "  1564.19,603.869 1564.86,601.652 1565.53,599.437 1566.2,597.224 1566.87,595.013 1567.54,592.804 1568.21,590.597 1568.88,588.392 1569.55,586.189 1570.22,583.988 \n",
       "  1570.89,581.79 1571.56,579.593 1572.23,577.399 1572.9,575.207 1573.58,573.017 1574.25,570.829 1574.92,568.644 1575.59,566.461 1576.26,564.28 1576.93,562.101 \n",
       "  1577.6,559.925 1578.27,557.752 1578.94,555.58 1579.61,553.412 1580.28,551.245 1580.95,549.081 1581.62,546.92 1582.29,544.761 1582.96,542.605 1583.63,540.451 \n",
       "  1584.3,538.3 1584.98,536.152 1585.65,534.006 1586.32,531.863 1586.99,529.723 1587.66,527.585 1588.33,525.45 1589,523.318 1589.67,521.189 1590.34,519.063 \n",
       "  1591.01,516.939 1591.68,514.818 1592.35,512.701 1593.02,510.586 1593.69,508.474 1594.36,506.365 1595.03,504.259 1595.7,502.156 1596.38,500.056 1597.05,497.959 \n",
       "  1597.72,495.865 1598.39,493.774 1599.06,491.687 1599.73,489.602 1600.4,487.521 1601.07,485.443 1601.74,483.368 1602.41,481.297 1603.08,479.228 1603.75,477.163 \n",
       "  1604.42,475.102 1605.09,473.043 1605.76,470.988 1606.43,468.937 1607.1,466.889 1607.78,464.844 1608.45,462.802 1609.12,460.765 1609.79,458.73 1610.46,456.699 \n",
       "  1611.13,454.672 1611.8,452.648 1612.47,450.628 1613.14,448.612 1613.81,446.599 1614.48,444.59 1615.15,442.584 1615.82,440.582 1616.49,438.584 1617.16,436.59 \n",
       "  1617.83,434.599 1618.5,432.612 1619.18,430.629 1619.85,428.65 1620.52,426.675 1621.19,424.703 1621.86,422.736 1622.53,420.772 1623.2,418.812 1623.87,416.857 \n",
       "  1624.54,414.905 1625.21,412.957 1625.88,411.014 1626.55,409.074 1627.22,407.138 1627.89,405.207 1628.56,403.279 1629.23,401.356 1629.9,399.437 1630.58,397.522 \n",
       "  1631.25,395.612 1631.92,393.705 1632.59,391.803 1633.26,389.905 1633.93,388.011 1634.6,386.122 1635.27,384.237 1635.94,382.356 1636.61,380.48 1637.28,378.608 \n",
       "  1637.95,376.74 1638.62,374.877 1639.29,373.019 1639.96,371.164 1640.63,369.315 1641.3,367.47 1641.98,365.629 1642.65,363.793 1643.32,361.961 1643.99,360.135 \n",
       "  1644.66,358.312 1645.33,356.495 1646,354.682 1646.67,352.873 1647.34,351.07 1648.01,349.271 1648.68,347.477 1649.35,345.687 1650.02,343.903 1650.69,342.123 \n",
       "  1651.36,340.348 1652.03,338.578 1652.7,336.812 1653.38,335.052 1654.05,333.296 1654.72,331.546 1655.39,329.8 1656.06,328.059 1656.73,326.324 1657.4,324.593 \n",
       "  1658.07,322.867 1658.74,321.146 1659.41,319.431 1660.08,317.72 1660.75,316.014 1661.42,314.314 1662.09,312.619 1662.76,310.929 1663.43,309.244 1664.1,307.564 \n",
       "  1664.78,305.889 1665.45,304.22 1666.12,302.556 1666.79,300.897 1667.46,299.243 1668.13,297.595 1668.8,295.952 1669.47,294.314 1670.14,292.682 1670.81,291.055 \n",
       "  1671.48,289.433 1672.15,287.817 1672.82,286.207 1673.49,284.601 1674.16,283.001 1674.83,281.407 1675.5,279.818 1676.18,278.235 1676.85,276.657 1677.52,275.085 \n",
       "  1678.19,273.518 1678.86,271.957 1679.53,270.401 1680.2,268.851 1680.87,267.307 1681.54,265.768 1682.21,264.235 1682.88,262.708 1683.55,261.186 1684.22,259.67 \n",
       "  1684.89,258.16 1685.56,256.656 1686.23,255.157 1686.9,253.664 1687.58,252.177 1688.25,250.696 1688.92,249.221 1689.59,247.751 1690.26,246.287 1690.93,244.829 \n",
       "  1691.6,243.378 1692.27,241.932 1692.94,240.491 1693.61,239.057 1694.28,237.629 1694.95,236.207 1695.62,234.791 1696.29,233.381 1696.96,231.976 1697.63,230.578 \n",
       "  1698.3,229.186 1698.98,227.8 1699.65,226.42 1700.32,225.047 1700.99,223.679 1701.66,222.317 1702.33,220.962 1703,219.613 1703.67,218.27 1704.34,216.933 \n",
       "  1705.01,215.602 1705.68,214.278 1706.35,212.96 1707.02,211.648 1707.69,210.342 1708.36,209.043 1709.03,207.75 1709.7,206.463 1710.38,205.182 1711.05,203.908 \n",
       "  1711.72,202.641 1712.39,201.379 1713.06,200.124 1713.73,198.876 1714.4,197.633 1715.07,196.398 1715.74,195.168 1716.41,193.945 1717.08,192.729 1717.75,191.519 \n",
       "  1718.42,190.316 1719.09,189.119 1719.76,187.928 1720.43,186.744 1721.1,185.567 1721.78,184.396 1722.45,183.232 1723.12,182.074 1723.79,180.923 1724.46,179.779 \n",
       "  1725.13,178.641 1725.8,177.51 1726.47,176.385 1727.14,175.267 1727.81,174.156 1728.48,173.052 1729.15,171.954 1729.82,170.863 1730.49,169.778 1731.16,168.701 \n",
       "  1731.83,167.63 1732.5,166.566 1733.18,165.508 1733.85,164.458 1734.52,163.414 1735.19,162.377 1735.86,161.347 1736.53,160.323 1737.2,159.307 1737.87,158.297 \n",
       "  1738.54,157.294 1739.21,156.298 1739.88,155.309 1740.55,154.327 1741.22,153.352 1741.89,152.384 1742.56,151.422 1743.23,150.468 1743.9,149.52 1744.58,148.579 \n",
       "  1745.25,147.646 1745.92,146.719 1746.59,145.8 1747.26,144.887 1747.93,143.981 1748.6,143.083 1749.27,142.191 1749.94,141.307 1750.61,140.429 1751.28,139.559 \n",
       "  1751.95,138.695 1752.62,137.839 1753.29,136.99 1753.96,136.148 1754.63,135.313 1755.3,134.485 1755.98,133.664 1756.65,132.851 1757.32,132.044 1757.99,131.245 \n",
       "  1758.66,130.453 1759.33,129.668 1760,128.89 1760.67,128.119 1761.34,127.356 1762.01,126.6 1762.68,125.851 1763.35,125.109 1764.02,124.374 1764.69,123.647 \n",
       "  1765.36,122.927 1766.03,122.214 1766.7,121.509 1767.38,120.81 1768.05,120.119 1768.72,119.436 1769.39,118.759 1770.06,118.09 1770.73,117.428 1771.4,116.774 \n",
       "  1772.07,116.126 1772.74,115.487 1773.41,114.854 1774.08,114.229 1774.75,113.611 1775.42,113.001 1776.09,112.398 1776.76,111.802 1777.43,111.213 1778.1,110.633 \n",
       "  1778.78,110.059 1779.45,109.493 1780.12,108.934 1780.79,108.383 1781.46,107.839 1782.13,107.302 1782.8,106.773 1783.47,106.251 1784.14,105.737 1784.81,105.23 \n",
       "  1785.48,104.731 1786.15,104.239 1786.82,103.755 1787.49,103.278 1788.16,102.808 1788.83,102.346 1789.5,101.892 1790.18,101.445 1790.85,101.005 1791.52,100.573 \n",
       "  1792.19,100.149 1792.86,99.7318 1793.53,99.3223 1794.2,98.9203 1794.87,98.5258 1795.54,98.1389 1796.21,97.7594 1796.88,97.3876 1797.55,97.0232 1798.22,96.6664 \n",
       "  1798.89,96.3172 1799.56,95.9755 1800.23,95.6413 1800.9,95.3147 1801.58,94.9957 1802.25,94.6842 1802.92,94.3803 1803.59,94.084 1804.26,93.7952 1804.93,93.5141 \n",
       "  1805.6,93.2405 1806.27,92.9745 1806.94,92.716 1807.61,92.4652 1808.28,92.222 1808.95,91.9863 1809.62,91.7583 1810.29,91.5378 1810.96,91.325 1811.63,91.1197 \n",
       "  1812.3,90.9221 1812.98,90.7321 1813.65,90.5497 1814.32,90.3749 1814.99,90.2077 1815.66,90.0481 1816.33,89.8962 1817,89.7519 1817.67,89.6152 1818.34,89.4861 \n",
       "  1819.01,89.3647 1819.68,89.2509 1820.35,89.1447 1821.02,89.0461 1821.69,88.9552 1822.36,88.8719 1823.03,88.7962 1823.7,88.7282 1824.38,88.6678 1825.05,88.615 \n",
       "  1825.72,88.5699 1826.39,88.5324 1827.06,88.5025 1827.73,88.4803 1828.4,88.4658 1829.07,88.4588 1829.74,88.4595 1830.41,88.4678 1831.08,88.4838 1831.75,88.5074 \n",
       "  1832.42,88.5387 1833.09,88.5775 1833.76,88.624 1834.43,88.6782 1835.1,88.74 1835.77,88.8094 1836.45,88.8865 1837.12,88.9711 1837.79,89.0635 1838.46,89.1634 \n",
       "  1839.13,89.271 1839.8,89.3862 1840.47,89.509 1841.14,89.6395 1841.81,89.7776 1842.48,89.9233 1843.15,90.0766 1843.82,90.2375 1844.49,90.4061 1845.16,90.5823 \n",
       "  1845.83,90.7661 1846.5,90.9575 1847.17,91.1565 1847.85,91.3631 1848.52,91.5773 1849.19,91.7992 1849.86,92.0286 1850.53,92.2656 1851.2,92.5102 1851.87,92.7625 \n",
       "  1852.54,93.0223 1853.21,93.2896 1853.88,93.5646 1854.55,93.8472 1855.22,94.1373 1855.89,94.435 1856.56,94.7403 1857.23,95.0531 1857.9,95.3735 1858.57,95.7015 \n",
       "  1859.25,96.037 1859.92,96.3801 1860.59,96.7307 1861.26,97.0889 1861.93,97.4546 1862.6,97.8279 1863.27,98.2087 1863.94,98.597 1864.61,98.9928 1865.28,99.3962 \n",
       "  1865.95,99.807 1866.62,100.225 1867.29,100.651 1867.96,101.085 1868.63,101.526 1869.3,101.974 1869.97,102.43 1870.65,102.893 1871.32,103.364 1871.99,103.842 \n",
       "  1872.66,104.328 1873.33,104.821 1874,105.322 1874.67,105.83 1875.34,106.346 1876.01,106.869 1876.68,107.399 1877.35,107.937 1878.02,108.482 1878.69,109.035 \n",
       "  1879.36,109.595 1880.03,110.163 1880.7,110.738 1881.37,111.32 1882.05,111.91 1882.72,112.507 1883.39,113.111 1884.06,113.723 1884.73,114.342 1885.4,114.969 \n",
       "  1886.07,115.602 1886.74,116.244 1887.41,116.892 1888.08,117.548 1888.75,118.211 1889.42,118.882 1890.09,119.559 1890.76,120.244 1891.43,120.937 1892.1,121.636 \n",
       "  1892.77,122.343 1893.45,123.057 1894.12,123.779 1894.79,124.507 1895.46,125.243 1896.13,125.986 1896.8,126.737 1897.47,127.494 1898.14,128.259 1898.81,129.031 \n",
       "  1899.48,129.81 1900.15,130.596 1900.82,131.39 1901.49,132.19 1902.16,132.998 1902.83,133.813 1903.5,134.635 1904.17,135.464 1904.85,136.3 1905.52,137.144 \n",
       "  1906.19,137.994 1906.86,138.852 1907.53,139.716 1908.2,140.588 1908.87,141.467 1909.54,142.353 1910.21,143.246 1910.88,144.145 1911.55,145.052 1912.22,145.966 \n",
       "  1912.89,146.887 1913.56,147.815 1914.23,148.75 1914.9,149.692 1915.57,150.641 1916.25,151.596 1916.92,152.559 1917.59,153.529 1918.26,154.505 1918.93,155.489 \n",
       "  1919.6,156.479 1920.27,157.476 1920.94,158.48 1921.61,159.491 1922.28,160.509 1922.95,161.533 1923.62,162.565 1924.29,163.603 1924.96,164.648 1925.63,165.7 \n",
       "  1926.3,166.759 1926.97,167.824 1927.65,168.896 1928.32,169.975 1928.99,171.061 1929.66,172.153 1930.33,173.252 1931,174.358 1931.67,175.47 1932.34,176.589 \n",
       "  1933.01,177.715 1933.68,178.847 1934.35,179.986 1935.02,181.132 1935.69,182.284 1936.36,183.443 1937.03,184.609 1937.7,185.781 1938.37,186.959 1939.05,188.144 \n",
       "  1939.72,189.336 1940.39,190.534 1941.06,191.739 1941.73,192.95 1942.4,194.167 1943.07,195.391 1943.74,196.622 1944.41,197.859 1945.08,199.102 1945.75,200.352 \n",
       "  1946.42,201.608 1947.09,202.871 1947.76,204.139 1948.43,205.415 1949.1,206.696 1949.77,207.984 1950.45,209.278 1951.12,210.579 1951.79,211.886 1952.46,213.199 \n",
       "  1953.13,214.518 1953.8,215.844 1954.47,217.176 1955.14,218.514 1955.81,219.858 1956.48,221.208 1957.15,222.565 1957.82,223.927 1958.49,225.296 1959.16,226.671 \n",
       "  1959.83,228.052 1960.5,229.439 1961.17,230.832 1961.85,232.231 1962.52,233.637 1963.19,235.048 1963.86,236.465 1964.53,237.888 1965.2,239.318 1965.87,240.753 \n",
       "  1966.54,242.194 1967.21,243.641 1967.88,245.094 1968.55,246.553 1969.22,248.018 1969.89,249.488 1970.56,250.965 1971.23,252.447 1971.9,253.935 1972.57,255.429 \n",
       "  1973.25,256.929 1973.92,258.434 1974.59,259.946 1975.26,261.463 1975.93,262.985 1976.6,264.514 1977.27,266.048 1977.94,267.587 1978.61,269.133 1979.28,270.684 \n",
       "  1979.95,272.24 1980.62,273.802 1981.29,275.37 1981.96,276.943 1982.63,278.522 1983.3,280.107 1983.97,281.696 1984.65,283.292 1985.32,284.893 1985.99,286.499 \n",
       "  1986.66,288.111 1987.33,289.728 1988,291.35 1988.67,292.978 1989.34,294.612 1990.01,296.25 1990.68,297.894 1991.35,299.544 1992.02,301.198 1992.69,302.858 \n",
       "  1993.36,304.523 1994.03,306.193 1994.7,307.869 1995.37,309.55 1996.05,311.236 1996.72,312.927 1997.39,314.623 1998.06,316.324 1998.73,318.031 1999.4,319.742 \n",
       "  2000.07,321.459 2000.74,323.18 2001.41,324.907 2002.08,326.639 2002.75,328.375 2003.42,330.117 2004.09,331.864 2004.76,333.615 2005.43,335.372 2006.1,337.133 \n",
       "  2006.77,338.899 2007.45,340.67 2008.12,342.446 2008.79,344.227 2009.46,346.012 2010.13,347.803 2010.8,349.598 2011.47,351.397 2012.14,353.202 2012.81,355.011 \n",
       "  2013.48,356.825 2014.15,358.643 2014.82,360.466 2015.49,362.294 2016.16,364.126 2016.83,365.963 2017.5,367.805 2018.17,369.651 2018.85,371.501 2019.52,373.356 \n",
       "  2020.19,375.216 2020.86,377.08 2021.53,378.948 2022.2,380.821 2022.87,382.698 2023.54,384.579 2024.21,386.465 2024.88,388.355 2025.55,390.25 2026.22,392.148 \n",
       "  2026.89,394.051 2027.56,395.959 2028.23,397.87 2028.9,399.786 2029.57,401.706 2030.25,403.63 2030.92,405.558 2031.59,407.49 2032.26,409.426 2032.93,411.367 \n",
       "  2033.6,413.311 2034.27,415.26 2034.94,417.212 2035.61,419.168 2036.28,421.129 2036.95,423.093 2037.62,425.061 2038.29,427.034 2038.96,429.01 2039.63,430.99 \n",
       "  2040.3,432.973 2040.97,434.961 2041.65,436.952 2042.32,438.947 2042.99,440.946 2043.66,442.949 2044.33,444.955 2045,446.965 2045.67,448.978 2046.34,450.995 \n",
       "  2047.01,453.016 2047.68,455.04 2048.35,457.068 2049.02,459.1 2049.69,461.135 2050.36,463.173 2051.03,465.215 2051.7,467.261 2052.37,469.309 2053.05,471.362 \n",
       "  2053.72,473.417 2054.39,475.476 2055.06,477.539 2055.73,479.604 2056.4,481.673 2057.07,483.745 2057.74,485.821 2058.41,487.899 2059.08,489.981 2059.75,492.066 \n",
       "  2060.42,494.154 2061.09,496.245 2061.76,498.34 2062.43,500.437 2063.1,502.538 2063.77,504.641 2064.45,506.748 2065.12,508.857 2065.79,510.97 2066.46,513.085 \n",
       "  2067.13,515.204 2067.8,517.325 2068.47,519.449 2069.14,521.576 2069.81,523.706 2070.48,525.838 2071.15,527.974 2071.82,530.112 2072.49,532.253 2073.16,534.396 \n",
       "  2073.83,536.542 2074.5,538.691 2075.17,540.843 2075.85,542.997 2076.52,545.154 2077.19,547.313 2077.86,549.475 2078.53,551.639 2079.2,553.806 2079.87,555.975 \n",
       "  2080.54,558.147 2081.21,560.321 2081.88,562.497 2082.55,564.676 2083.22,566.857 2083.89,569.041 2084.56,571.227 2085.23,573.415 2085.9,575.605 2086.57,577.798 \n",
       "  2087.25,579.992 2087.92,582.189 2088.59,584.388 2089.26,586.59 2089.93,588.793 2090.6,590.998 2091.27,593.206 2091.94,595.415 2092.61,597.627 2093.28,599.84 \n",
       "  2093.95,602.055 2094.62,604.273 2095.29,606.492 2095.96,608.713 2096.63,610.936 2097.3,613.161 2097.97,615.387 2098.65,617.616 2099.32,619.846 2099.99,622.077 \n",
       "  2100.66,624.311 2101.33,626.546 2102,628.783 2102.67,631.022 2103.34,633.262 2104.01,635.503 2104.68,637.747 2105.35,639.991 2106.02,642.238 2106.69,644.485 \n",
       "  2107.36,646.735 2108.03,648.985 2108.7,651.237 2109.37,653.491 2110.05,655.745 2110.72,658.001 2111.39,660.259 2112.06,662.518 2112.73,664.778 2113.4,667.039 \n",
       "  2114.07,669.301 2114.74,671.565 2115.41,673.829 2116.08,676.095 2116.75,678.362 2117.42,680.63 2118.09,682.899 2118.76,685.169 2119.43,687.44 2120.1,689.712 \n",
       "  2120.77,691.986 2121.45,694.259 2122.12,696.534 2122.79,698.81 2123.46,701.087 2124.13,703.364 2124.8,705.642 2125.47,707.921 2126.14,710.201 2126.81,712.481 \n",
       "  2127.48,714.763 2128.15,717.044 2128.82,719.327 2129.49,721.61 2130.16,723.894 2130.83,726.178 2131.5,728.463 2132.17,730.748 2132.85,733.034 2133.52,735.32 \n",
       "  2134.19,737.607 2134.86,739.894 2135.53,742.182 2136.2,744.47 2136.87,746.758 2137.54,749.047 2138.21,751.336 2138.88,753.625 2139.55,755.914 2140.22,758.204 \n",
       "  2140.89,760.494 2141.56,762.784 2142.23,765.074 2142.9,767.364 2143.57,769.654 2144.25,771.945 2144.92,774.235 2145.59,776.525 2146.26,778.816 2146.93,781.106 \n",
       "  2147.6,783.397 2148.27,785.687 2148.94,787.977 2149.61,790.267 2150.28,792.557 2150.95,794.846 2151.62,797.136 2152.29,799.425 2152.96,801.714 2153.63,804.002 \n",
       "  2154.3,806.291 2154.97,808.579 2155.64,810.866 2156.32,813.153 2156.99,815.44 2157.66,817.726 2158.33,820.012 2159,822.298 2159.67,824.582 2160.34,826.867 \n",
       "  2161.01,829.15 2161.68,831.433 2162.35,833.716 2163.02,835.998 2163.69,838.279 2164.36,840.559 2165.03,842.839 2165.7,845.118 2166.37,847.396 2167.04,849.674 \n",
       "  2167.72,851.95 2168.39,854.226 2169.06,856.501 2169.73,858.775 2170.4,861.048 2171.07,863.32 2171.74,865.591 2172.41,867.861 2173.08,870.13 2173.75,872.398 \n",
       "  2174.42,874.665 2175.09,876.931 2175.76,879.195 2176.43,881.459 2177.1,883.721 2177.77,885.982 2178.44,888.242 2179.12,890.501 2179.79,892.758 2180.46,895.015 \n",
       "  2181.13,897.269 2181.8,899.523 2182.47,901.775 2183.14,904.025 2183.81,906.274 2184.48,908.522 2185.15,910.768 2185.82,913.013 2186.49,915.256 2187.16,917.498 \n",
       "  2187.83,919.738 2188.5,921.977 2189.17,924.213 2189.84,926.449 2190.52,928.682 2191.19,930.914 2191.86,933.144 2192.53,935.372 2193.2,937.599 2193.87,939.823 \n",
       "  2194.54,942.046 2195.21,944.267 2195.88,946.487 2196.55,948.704 2197.22,950.919 2197.89,953.133 2198.56,955.344 2199.23,957.553 2199.9,959.761 2200.57,961.966 \n",
       "  2201.24,964.169 2201.92,966.37 2202.59,968.57 2203.26,970.766 2203.93,972.961 2204.6,975.154 2205.27,977.344 2205.94,979.532 2206.61,981.718 2207.28,983.901 \n",
       "  2207.95,986.082 2208.62,988.261 2209.29,990.438 2209.96,992.612 2210.63,994.783 2211.3,996.953 2211.97,999.119 2212.64,1001.28 2213.32,1003.45 2213.99,1005.6 \n",
       "  2214.66,1007.76 2215.33,1009.92 2216,1012.07 2216.67,1014.22 2217.34,1016.36 2218.01,1018.51 2218.68,1020.65 2219.35,1022.78 2220.02,1024.92 2220.69,1027.05 \n",
       "  2221.36,1029.18 2222.03,1031.31 2222.7,1033.43 2223.37,1035.55 2224.04,1037.67 2224.72,1039.79 2225.39,1041.9 2226.06,1044.01 2226.73,1046.12 2227.4,1048.22 \n",
       "  2228.07,1050.32 2228.74,1052.42 2229.41,1054.51 2230.08,1056.6 2230.75,1058.69 2231.42,1060.78 2232.09,1062.86 2232.76,1064.94 2233.43,1067.01 2234.1,1069.08 \n",
       "  2234.77,1071.15 2235.44,1073.22 2236.12,1075.28 2236.79,1077.34 2237.46,1079.39 2238.13,1081.45 2238.8,1083.5 2239.47,1085.54 2240.14,1087.58 2240.81,1089.62 \n",
       "  2241.48,1091.66 2242.15,1093.69 2242.82,1095.72 2243.49,1097.74 2244.16,1099.76 2244.83,1101.78 2245.5,1103.79 2246.17,1105.8 2246.84,1107.81 2247.52,1109.81 \n",
       "  2248.19,1111.81 2248.86,1113.8 2249.53,1115.79 2250.2,1117.78 2250.87,1119.77 2251.54,1121.75 2252.21,1123.72 2252.88,1125.69 2253.55,1127.66 2254.22,1129.63 \n",
       "  2254.89,1131.59 2255.56,1133.54 2256.23,1135.49 2256.9,1137.44 2257.57,1139.39 2258.24,1141.33 2258.92,1143.26 2259.59,1145.2 2260.26,1147.12 2260.93,1149.05 \n",
       "  \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip2703)\" style=\"stroke:#e26f46; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  249.837,88.4582 250.507,88.462 251.178,88.4734 251.849,88.4925 252.519,88.5193 253.19,88.5536 253.86,88.5956 254.531,88.6453 255.202,88.7025 255.872,88.7675 \n",
       "  256.543,88.84 257.213,88.9202 257.884,89.008 258.554,89.1034 259.225,89.2065 259.896,89.3172 260.566,89.4355 261.237,89.5615 261.907,89.695 262.578,89.8362 \n",
       "  263.249,89.9851 263.919,90.1415 264.59,90.3056 265.26,90.4773 265.931,90.6565 266.602,90.8435 267.272,91.038 267.943,91.2401 268.613,91.4498 269.284,91.6672 \n",
       "  269.954,91.8921 270.625,92.1246 271.296,92.3648 271.966,92.6125 272.637,92.8678 273.307,93.1307 273.978,93.4012 274.649,93.6793 275.319,93.9649 275.99,94.2582 \n",
       "  276.66,94.559 277.331,94.8674 278.001,95.1833 278.672,95.5068 279.343,95.8378 280.013,96.1765 280.684,96.5226 281.354,96.8763 282.025,97.2376 282.696,97.6064 \n",
       "  283.366,97.9827 284.037,98.3666 284.707,98.758 285.378,99.1569 286.049,99.5633 286.719,99.9773 287.39,100.399 288.06,100.828 288.731,101.264 289.401,101.708 \n",
       "  290.072,102.16 290.743,102.618 291.413,103.085 292.084,103.559 292.754,104.04 293.425,104.529 294.096,105.025 294.766,105.529 295.437,106.04 296.107,106.559 \n",
       "  296.778,107.085 297.449,107.618 298.119,108.159 298.79,108.708 299.46,109.263 300.131,109.826 300.801,110.397 301.472,110.975 302.143,111.56 302.813,112.153 \n",
       "  303.484,112.753 304.154,113.36 304.825,113.975 305.496,114.597 306.166,115.227 306.837,115.864 307.507,116.508 308.178,117.16 308.848,117.818 309.519,118.484 \n",
       "  310.19,119.158 310.86,119.839 311.531,120.527 312.201,121.222 312.872,121.925 313.543,122.634 314.213,123.351 314.884,124.076 315.554,124.807 316.225,125.546 \n",
       "  316.896,126.292 317.566,127.046 318.237,127.806 318.907,128.574 319.578,129.349 320.248,130.131 320.919,130.92 321.59,131.716 322.26,132.52 322.931,133.33 \n",
       "  323.601,134.148 324.272,134.973 324.943,135.805 325.613,136.645 326.284,137.491 326.954,138.344 327.625,139.205 328.296,140.072 328.966,140.947 329.637,141.828 \n",
       "  330.307,142.717 330.978,143.613 331.648,144.516 332.319,145.425 332.99,146.342 333.66,147.266 334.331,148.197 335.001,149.134 335.672,150.079 336.343,151.031 \n",
       "  337.013,151.989 337.684,152.955 338.354,153.927 339.025,154.907 339.695,155.893 340.366,156.886 341.037,157.886 341.707,158.893 342.378,159.907 343.048,160.927 \n",
       "  343.719,161.955 344.39,162.989 345.06,164.03 345.731,165.078 346.401,166.132 347.072,167.194 347.743,168.262 348.413,169.337 349.084,170.418 349.754,171.507 \n",
       "  350.425,172.602 351.095,173.704 351.766,174.812 352.437,175.927 353.107,177.049 353.778,178.177 354.448,179.313 355.119,180.454 355.79,181.603 356.46,182.758 \n",
       "  357.131,183.919 357.801,185.087 358.472,186.262 359.143,187.443 359.813,188.631 360.484,189.825 361.154,191.026 361.825,192.233 362.495,193.447 363.166,194.667 \n",
       "  363.837,195.894 364.507,197.127 365.178,198.367 365.848,199.613 366.519,200.865 367.19,202.124 367.86,203.389 368.531,204.66 369.201,205.938 369.872,207.222 \n",
       "  370.542,208.513 371.213,209.81 371.884,211.113 372.554,212.422 373.225,213.738 373.895,215.06 374.566,216.388 375.237,217.722 375.907,219.063 376.578,220.409 \n",
       "  377.248,221.762 377.919,223.121 378.59,224.486 379.26,225.858 379.931,227.235 380.601,228.619 381.272,230.008 381.942,231.404 382.613,232.805 383.284,234.213 \n",
       "  383.954,235.627 384.625,237.047 385.295,238.472 385.966,239.904 386.637,241.342 387.307,242.785 387.978,244.235 388.648,245.69 389.319,247.151 389.99,248.619 \n",
       "  390.66,250.092 391.331,251.571 392.001,253.055 392.672,254.546 393.342,256.042 394.013,257.544 394.684,259.052 395.354,260.565 396.025,262.085 396.695,263.61 \n",
       "  397.366,265.14 398.037,266.677 398.707,268.219 399.378,269.766 400.048,271.32 400.719,272.879 401.389,274.443 402.06,276.013 402.731,277.589 403.401,279.17 \n",
       "  404.072,280.756 404.742,282.348 405.413,283.946 406.084,285.549 406.754,287.158 407.425,288.772 408.095,290.391 408.766,292.016 409.437,293.646 410.107,295.281 \n",
       "  410.778,296.922 411.448,298.568 412.119,300.22 412.789,301.876 413.46,303.538 414.131,305.206 414.801,306.878 415.472,308.556 416.142,310.239 416.813,311.927 \n",
       "  417.484,313.62 418.154,315.318 418.825,317.022 419.495,318.73 420.166,320.444 420.837,322.162 421.507,323.886 422.178,325.615 422.848,327.349 423.519,329.087 \n",
       "  424.189,330.831 424.86,332.58 425.531,334.333 426.201,336.092 426.872,337.855 427.542,339.623 428.213,341.396 428.884,343.174 429.554,344.957 430.225,346.744 \n",
       "  430.895,348.536 431.566,350.333 432.236,352.135 432.907,353.941 433.578,355.752 434.248,357.568 434.919,359.388 435.589,361.213 436.26,363.043 436.931,364.877 \n",
       "  437.601,366.716 438.272,368.559 438.942,370.407 439.613,372.26 440.284,374.116 440.954,375.978 441.625,377.843 442.295,379.713 442.966,381.588 443.636,383.467 \n",
       "  444.307,385.35 444.978,387.238 445.648,389.13 446.319,391.026 446.989,392.926 447.66,394.831 448.331,396.74 449.001,398.653 449.672,400.571 450.342,402.492 \n",
       "  451.013,404.418 451.684,406.348 452.354,408.282 453.025,410.22 453.695,412.162 454.366,414.108 455.036,416.058 455.707,418.012 456.378,419.97 457.048,421.932 \n",
       "  457.719,423.898 458.389,425.868 459.06,427.842 459.731,429.819 460.401,431.801 461.072,433.786 461.742,435.775 462.413,437.768 463.083,439.764 463.754,441.765 \n",
       "  464.425,443.769 465.095,445.777 465.766,447.788 466.436,449.803 467.107,451.822 467.778,453.844 468.448,455.87 469.119,457.899 469.789,459.932 470.46,461.968 \n",
       "  471.131,464.008 471.801,466.052 472.472,468.098 473.142,470.149 473.813,472.202 474.483,474.259 475.154,476.32 475.825,478.383 476.495,480.45 477.166,482.52 \n",
       "  477.836,484.594 478.507,486.671 479.178,488.751 479.848,490.834 480.519,492.92 481.189,495.009 481.86,497.102 482.531,499.198 483.201,501.296 483.872,503.398 \n",
       "  484.542,505.503 485.213,507.611 485.883,509.721 486.554,511.835 487.225,513.952 487.895,516.071 488.566,518.194 489.236,520.319 489.907,522.447 490.578,524.578 \n",
       "  491.248,526.712 491.919,528.848 492.589,530.987 493.26,533.129 493.93,535.274 494.601,537.421 495.272,539.571 495.942,541.724 496.613,543.879 497.283,546.037 \n",
       "  497.954,548.197 498.625,550.36 499.295,552.525 499.966,554.693 500.636,556.863 501.307,559.036 501.978,561.211 502.648,563.388 503.319,565.568 503.989,567.75 \n",
       "  504.66,569.935 505.33,572.122 506.001,574.311 506.672,576.502 507.342,578.695 508.013,580.891 508.683,583.089 509.354,585.289 510.025,587.491 510.695,589.695 \n",
       "  511.366,591.901 512.036,594.109 512.707,596.32 513.378,598.532 514.048,600.746 514.719,602.962 515.389,605.18 516.06,607.4 516.73,609.622 517.401,611.846 \n",
       "  518.072,614.071 518.742,616.299 519.413,618.528 520.083,620.758 520.754,622.991 521.425,625.225 522.095,627.461 522.766,629.699 523.436,631.938 524.107,634.179 \n",
       "  524.777,636.421 525.448,638.665 526.119,640.91 526.789,643.157 527.46,645.405 528.13,647.655 528.801,649.906 529.472,652.159 530.142,654.413 530.813,656.668 \n",
       "  531.483,658.925 532.154,661.183 532.825,663.442 533.495,665.702 534.166,667.964 534.836,670.227 535.507,672.491 536.177,674.756 536.848,677.022 537.519,679.29 \n",
       "  538.189,681.558 538.86,683.828 539.53,686.098 540.201,688.37 540.872,690.642 541.542,692.916 542.213,695.19 542.883,697.465 543.554,699.741 544.225,702.018 \n",
       "  544.895,704.296 545.566,706.575 546.236,708.854 546.907,711.134 547.577,713.415 548.248,715.696 548.919,717.978 549.589,720.261 550.26,722.544 550.93,724.828 \n",
       "  551.601,727.113 552.272,729.398 552.942,731.683 553.613,733.969 554.283,736.256 554.954,738.543 555.624,740.83 556.295,743.118 556.966,745.406 557.636,747.694 \n",
       "  558.307,749.983 558.977,752.272 559.648,754.561 560.319,756.851 560.989,759.141 561.66,761.43 562.33,763.72 563.001,766.011 563.672,768.301 564.342,770.591 \n",
       "  565.013,772.882 565.683,775.172 566.354,777.462 567.024,779.753 567.695,782.043 568.366,784.334 569.036,786.624 569.707,788.914 570.377,791.204 571.048,793.493 \n",
       "  571.719,795.783 572.389,798.072 573.06,800.361 573.73,802.65 574.401,804.939 575.072,807.227 575.742,809.514 576.413,811.802 577.083,814.089 577.754,816.375 \n",
       "  578.424,818.662 579.095,820.947 579.766,823.232 580.436,825.517 581.107,827.801 581.777,830.084 582.448,832.367 583.119,834.649 583.789,836.931 584.46,839.212 \n",
       "  585.13,841.492 585.801,843.771 586.471,846.05 587.142,848.328 587.813,850.605 588.483,852.881 589.154,855.157 589.824,857.431 590.495,859.705 591.166,861.977 \n",
       "  591.836,864.249 592.507,866.52 593.177,868.789 593.848,871.058 594.519,873.326 595.189,875.592 595.86,877.857 596.53,880.122 597.201,882.385 597.871,884.647 \n",
       "  598.542,886.907 599.213,889.167 599.883,891.425 600.554,893.682 601.224,895.937 601.895,898.191 602.566,900.444 603.236,902.696 603.907,904.946 604.577,907.194 \n",
       "  605.248,909.441 605.919,911.687 606.589,913.931 607.26,916.174 607.93,918.415 608.601,920.654 609.271,922.892 609.942,925.128 610.613,927.362 611.283,929.595 \n",
       "  611.954,931.826 612.624,934.056 613.295,936.283 613.966,938.509 614.636,940.733 615.307,942.955 615.977,945.175 616.648,947.394 617.318,949.61 617.989,951.825 \n",
       "  618.66,954.037 619.33,956.248 620.001,958.457 620.671,960.663 621.342,962.868 622.013,965.07 622.683,967.27 623.354,969.468 624.024,971.664 624.695,973.858 \n",
       "  625.366,976.05 626.036,978.239 626.707,980.426 627.377,982.611 628.048,984.794 628.718,986.974 629.389,989.152 630.06,991.327 630.73,993.5 631.401,995.671 \n",
       "  632.071,997.839 632.742,1000 633.413,1002.17 634.083,1004.33 634.754,1006.49 635.424,1008.64 636.095,1010.8 636.766,1012.95 637.436,1015.09 638.107,1017.24 \n",
       "  638.777,1019.38 639.448,1021.52 640.118,1023.66 640.789,1025.79 641.46,1027.92 642.13,1030.05 642.801,1032.18 643.471,1034.3 644.142,1036.42 644.813,1038.54 \n",
       "  645.483,1040.65 646.154,1042.76 646.824,1044.87 647.495,1046.98 648.165,1049.08 648.836,1051.18 649.507,1053.27 650.177,1055.37 650.848,1057.46 651.518,1059.54 \n",
       "  652.189,1061.63 652.86,1063.71 653.53,1065.79 654.201,1067.86 654.871,1069.93 655.542,1072 656.213,1074.06 656.883,1076.12 657.554,1078.18 658.224,1080.23 \n",
       "  658.895,1082.29 659.565,1084.33 660.236,1086.38 660.907,1088.42 661.577,1090.45 662.248,1092.49 662.918,1094.52 663.589,1096.54 664.26,1098.57 664.93,1100.59 \n",
       "  665.601,1102.6 666.271,1104.61 666.942,1106.62 667.613,1108.63 668.283,1110.63 668.954,1112.62 669.624,1114.62 670.295,1116.61 670.965,1118.59 671.636,1120.58 \n",
       "  672.307,1122.55 672.977,1124.53 673.648,1126.5 674.318,1128.47 674.989,1130.43 675.66,1132.39 676.33,1134.34 677.001,1136.29 677.671,1138.24 678.342,1140.18 \n",
       "  679.012,1142.12 679.683,1144.06 680.354,1145.99 681.024,1147.91 681.695,1149.83 682.365,1151.75 683.036,1153.67 683.707,1155.58 684.377,1157.48 685.048,1159.38 \n",
       "  685.718,1161.28 686.389,1163.17 687.06,1165.06 687.73,1166.94 688.401,1168.82 689.071,1170.7 689.742,1172.57 690.412,1174.44 691.083,1176.3 691.754,1178.16 \n",
       "  692.424,1180.01 693.095,1181.86 693.765,1183.7 694.436,1185.54 695.107,1187.38 695.777,1189.21 696.448,1191.03 697.118,1192.85 697.789,1194.67 698.46,1196.48 \n",
       "  699.13,1198.29 699.801,1200.09 700.471,1201.89 701.142,1203.68 701.812,1205.47 702.483,1207.25 703.154,1209.03 703.824,1210.81 704.495,1212.58 705.165,1214.34 \n",
       "  705.836,1216.1 706.507,1217.85 707.177,1219.6 707.848,1221.35 708.518,1223.09 709.189,1224.82 709.859,1226.55 710.53,1228.27 711.201,1229.99 711.871,1231.71 \n",
       "  712.542,1233.42 713.212,1235.12 713.883,1236.82 714.554,1238.52 715.224,1240.2 715.895,1241.89 716.565,1243.57 717.236,1245.24 717.907,1246.91 718.577,1248.57 \n",
       "  719.248,1250.23 719.918,1251.88 720.589,1253.53 721.259,1255.17 721.93,1256.81 722.601,1258.44 723.271,1260.06 723.942,1261.68 724.612,1263.3 725.283,1264.91 \n",
       "  725.954,1266.51 726.624,1268.11 727.295,1269.7 727.965,1271.29 728.636,1272.87 729.307,1274.45 729.977,1276.02 730.648,1277.58 731.318,1279.14 731.989,1280.7 \n",
       "  732.659,1282.25 733.33,1283.79 734.001,1285.33 734.671,1286.86 735.342,1288.39 736.012,1289.91 736.683,1291.42 737.354,1292.93 738.024,1294.43 738.695,1295.93 \n",
       "  739.365,1297.42 740.036,1298.91 740.706,1300.39 741.377,1301.86 742.048,1303.33 742.718,1304.79 743.389,1306.25 744.059,1307.7 744.73,1309.14 745.401,1310.58 \n",
       "  746.071,1312.01 746.742,1313.44 747.412,1314.86 748.083,1316.27 748.754,1317.68 749.424,1319.09 750.095,1320.48 750.765,1321.87 751.436,1323.26 752.106,1324.64 \n",
       "  752.777,1326.01 753.448,1327.37 754.118,1328.73 754.789,1330.09 755.459,1331.44 756.13,1332.78 756.801,1334.11 757.471,1335.44 758.142,1336.77 758.812,1338.08 \n",
       "  759.483,1339.39 760.154,1340.7 760.824,1341.99 761.495,1343.29 762.165,1344.57 762.836,1345.85 763.506,1347.12 764.177,1348.39 764.848,1349.65 765.518,1350.9 \n",
       "  766.189,1352.15 766.859,1353.39 767.53,1354.62 768.201,1355.85 768.871,1357.07 769.542,1358.29 770.212,1359.5 770.883,1360.7 771.553,1361.89 772.224,1363.08 \n",
       "  772.895,1364.26 773.565,1365.44 774.236,1366.61 774.906,1367.77 775.577,1368.93 776.248,1370.08 776.918,1371.22 777.589,1372.36 778.259,1373.49 778.93,1374.61 \n",
       "  779.601,1375.72 780.271,1376.83 780.942,1377.94 781.612,1379.03 782.283,1380.12 782.953,1381.21 783.624,1382.28 784.295,1383.35 784.965,1384.41 785.636,1385.47 \n",
       "  786.306,1386.52 786.977,1387.56 787.648,1388.6 788.318,1389.62 788.989,1390.65 789.659,1391.66 790.33,1392.67 791.001,1393.67 791.671,1394.66 792.342,1395.65 \n",
       "  793.012,1396.63 793.683,1397.61 794.353,1398.57 795.024,1399.53 795.695,1400.48 796.365,1401.43 797.036,1402.37 797.706,1403.3 798.377,1404.23 799.048,1405.14 \n",
       "  799.718,1406.05 800.389,1406.96 801.059,1407.86 801.73,1408.75 802.4,1409.63 803.071,1410.5 803.742,1411.37 804.412,1412.23 805.083,1413.09 805.753,1413.94 \n",
       "  806.424,1414.78 807.095,1415.61 807.765,1416.44 808.436,1417.26 809.106,1418.07 809.777,1418.87 810.448,1419.67 811.118,1420.46 811.789,1421.24 812.459,1422.02 \n",
       "  813.13,1422.79 813.8,1423.55 814.471,1424.3 815.142,1425.05 815.812,1425.79 816.483,1426.52 817.153,1427.25 817.824,1427.97 818.495,1428.68 819.165,1429.38 \n",
       "  819.836,1430.08 820.506,1430.77 821.177,1431.45 821.848,1432.12 822.518,1432.79 823.189,1433.45 823.859,1434.1 824.53,1434.75 825.2,1435.39 825.871,1436.02 \n",
       "  826.542,1436.64 827.212,1437.26 827.883,1437.87 828.553,1438.47 829.224,1439.06 829.895,1439.65 830.565,1440.23 831.236,1440.8 831.906,1441.36 832.577,1441.92 \n",
       "  833.247,1442.47 833.918,1443.01 834.589,1443.55 835.259,1444.07 835.93,1444.59 836.6,1445.11 837.271,1445.61 837.942,1446.11 838.612,1446.6 839.283,1447.08 \n",
       "  839.953,1447.56 840.624,1448.02 841.295,1448.48 841.965,1448.94 842.636,1449.38 843.306,1449.82 843.977,1450.25 844.647,1450.67 845.318,1451.09 845.989,1451.5 \n",
       "  846.659,1451.9 847.33,1452.29 848,1452.67 848.671,1453.05 849.342,1453.42 850.012,1453.78 850.683,1454.14 851.353,1454.49 852.024,1454.83 852.695,1455.16 \n",
       "  853.365,1455.48 854.036,1455.8 854.706,1456.11 855.377,1456.41 856.047,1456.71 856.718,1456.99 857.389,1457.27 858.059,1457.54 858.73,1457.81 859.4,1458.07 \n",
       "  860.071,1458.31 860.742,1458.56 861.412,1458.79 862.083,1459.02 862.753,1459.23 863.424,1459.45 864.094,1459.65 864.765,1459.84 865.436,1460.03 866.106,1460.21 \n",
       "  866.777,1460.39 867.447,1460.55 868.118,1460.71 868.789,1460.86 869.459,1461 870.13,1461.14 870.8,1461.26 871.471,1461.38 872.142,1461.49 872.812,1461.6 \n",
       "  873.483,1461.7 874.153,1461.78 874.824,1461.87 875.494,1461.94 876.165,1462.01 876.836,1462.06 877.506,1462.12 878.177,1462.16 878.847,1462.19 879.518,1462.22 \n",
       "  880.189,1462.24 880.859,1462.26 881.53,1462.26 882.2,1462.26 882.871,1462.25 883.542,1462.23 884.212,1462.2 884.883,1462.17 885.553,1462.13 886.224,1462.08 \n",
       "  886.894,1462.03 887.565,1461.96 888.236,1461.89 888.906,1461.81 889.577,1461.73 890.247,1461.63 890.918,1461.53 891.589,1461.42 892.259,1461.3 892.93,1461.18 \n",
       "  893.6,1461.05 894.271,1460.91 894.941,1460.76 895.612,1460.6 896.283,1460.44 896.953,1460.27 897.624,1460.09 898.294,1459.91 898.965,1459.71 899.636,1459.51 \n",
       "  900.306,1459.3 900.977,1459.09 901.647,1458.86 902.318,1458.63 902.989,1458.39 903.659,1458.15 904.33,1457.89 905,1457.63 905.671,1457.36 906.341,1457.09 \n",
       "  907.012,1456.8 907.683,1456.51 908.353,1456.21 909.024,1455.9 909.694,1455.59 910.365,1455.27 911.036,1454.94 911.706,1454.6 912.377,1454.25 913.047,1453.9 \n",
       "  913.718,1453.54 914.389,1453.17 915.059,1452.8 915.73,1452.42 916.4,1452.03 917.071,1451.63 917.741,1451.22 918.412,1450.81 919.083,1450.39 919.753,1449.96 \n",
       "  920.424,1449.53 921.094,1449.08 921.765,1448.63 922.436,1448.18 923.106,1447.71 923.777,1447.24 924.447,1446.76 925.118,1446.27 925.788,1445.78 926.459,1445.27 \n",
       "  927.13,1444.76 927.8,1444.25 928.471,1443.72 929.141,1443.19 929.812,1442.65 930.483,1442.1 931.153,1441.55 931.824,1440.99 932.494,1440.42 933.165,1439.84 \n",
       "  933.836,1439.25 934.506,1438.66 935.177,1438.06 935.847,1437.46 936.518,1436.84 937.188,1436.22 937.859,1435.6 938.53,1434.96 939.2,1434.32 939.871,1433.67 \n",
       "  940.541,1433.01 941.212,1432.34 941.883,1431.67 942.553,1430.99 943.224,1430.31 943.894,1429.61 944.565,1428.91 945.236,1428.2 945.906,1427.49 946.577,1426.76 \n",
       "  947.247,1426.03 947.918,1425.29 948.588,1424.55 949.259,1423.8 949.93,1423.04 950.6,1422.27 951.271,1421.5 951.941,1420.72 952.612,1419.93 953.283,1419.13 \n",
       "  953.953,1418.33 954.624,1417.52 955.294,1416.7 955.965,1415.88 956.635,1415.05 957.306,1414.21 957.977,1413.37 958.647,1412.51 959.318,1411.66 959.988,1410.79 \n",
       "  960.659,1409.92 961.33,1409.04 962,1408.15 962.671,1407.25 963.341,1406.35 964.012,1405.44 964.683,1404.53 965.353,1403.6 966.024,1402.67 966.694,1401.74 \n",
       "  967.365,1400.79 968.035,1399.84 968.706,1398.89 969.377,1397.92 970.047,1396.95 970.718,1395.97 971.388,1394.99 972.059,1394 972.73,1393 973.4,1391.99 \n",
       "  974.071,1390.98 974.741,1389.96 975.412,1388.93 976.083,1387.9 976.753,1386.86 977.424,1385.81 978.094,1384.76 978.765,1383.7 979.435,1382.63 980.106,1381.56 \n",
       "  980.777,1380.48 981.447,1379.39 982.118,1378.3 982.788,1377.2 983.459,1376.09 984.13,1374.97 984.8,1373.85 985.471,1372.73 986.141,1371.59 986.812,1370.45 \n",
       "  987.482,1369.3 988.153,1368.15 988.824,1366.99 989.494,1365.82 990.165,1364.65 990.835,1363.47 991.506,1362.28 992.177,1361.09 992.847,1359.89 993.518,1358.68 \n",
       "  994.188,1357.47 994.859,1356.25 995.53,1355.03 996.2,1353.79 996.871,1352.56 997.541,1351.31 998.212,1350.06 998.882,1348.8 999.553,1347.54 1000.22,1346.27 \n",
       "  1000.89,1344.99 1001.56,1343.71 1002.24,1342.42 1002.91,1341.12 1003.58,1339.82 1004.25,1338.51 1004.92,1337.2 1005.59,1335.88 1006.26,1334.55 1006.93,1333.22 \n",
       "  1007.6,1331.88 1008.27,1330.53 1008.94,1329.18 1009.61,1327.82 1010.28,1326.46 1010.95,1325.09 1011.62,1323.71 1012.29,1322.33 1012.96,1320.94 1013.64,1319.54 \n",
       "  1014.31,1318.14 1014.98,1316.74 1015.65,1315.32 1016.32,1313.9 1016.99,1312.48 1017.66,1311.05 1018.33,1309.61 1019,1308.17 1019.67,1306.72 1020.34,1305.27 \n",
       "  1021.01,1303.81 1021.68,1302.34 1022.35,1300.87 1023.02,1299.39 1023.69,1297.91 1024.36,1296.42 1025.04,1294.92 1025.71,1293.42 1026.38,1291.91 1027.05,1290.4 \n",
       "  1027.72,1288.88 1028.39,1287.36 1029.06,1285.83 1029.73,1284.29 1030.4,1282.75 1031.07,1281.21 1031.74,1279.65 1032.41,1278.1 1033.08,1276.53 1033.75,1274.96 \n",
       "  1034.42,1273.39 1035.09,1271.81 1035.76,1270.22 1036.44,1268.63 1037.11,1267.03 1037.78,1265.43 1038.45,1263.82 1039.12,1262.21 1039.79,1260.59 1040.46,1258.97 \n",
       "  1041.13,1257.34 1041.8,1255.71 1042.47,1254.07 1043.14,1252.42 1043.81,1250.77 1044.48,1249.11 1045.15,1247.45 1045.82,1245.79 1046.49,1244.11 1047.16,1242.44 \n",
       "  1047.84,1240.76 1048.51,1239.07 1049.18,1237.38 1049.85,1235.68 1050.52,1233.98 1051.19,1232.27 1051.86,1230.56 1052.53,1228.84 1053.2,1227.12 1053.87,1225.39 \n",
       "  1054.54,1223.65 1055.21,1221.92 1055.88,1220.17 1056.55,1218.43 1057.22,1216.67 1057.89,1214.92 1058.56,1213.15 1059.24,1211.39 1059.91,1209.61 1060.58,1207.84 \n",
       "  1061.25,1206.05 1061.92,1204.27 1062.59,1202.48 1063.26,1200.68 1063.93,1198.88 1064.6,1197.07 1065.27,1195.26 1065.94,1193.45 1066.61,1191.63 1067.28,1189.8 \n",
       "  1067.95,1187.98 1068.62,1186.14 1069.29,1184.3 1069.96,1182.46 1070.64,1180.61 1071.31,1178.76 1071.98,1176.91 1072.65,1175.05 1073.32,1173.18 1073.99,1171.31 \n",
       "  1074.66,1169.44 1075.33,1167.56 1076,1165.68 1076.67,1163.79 1077.34,1161.9 1078.01,1160 1078.68,1158.1 1079.35,1156.2 1080.02,1154.29 1080.69,1152.38 \n",
       "  1081.36,1150.46 1082.04,1148.54 1082.71,1146.62 1083.38,1144.69 1084.05,1142.75 1084.72,1140.82 1085.39,1138.88 1086.06,1136.93 1086.73,1134.98 1087.4,1133.03 \n",
       "  1088.07,1131.07 1088.74,1129.11 1089.41,1127.14 1090.08,1125.17 1090.75,1123.2 1091.42,1121.22 1092.09,1119.24 1092.76,1117.26 1093.44,1115.27 1094.11,1113.28 \n",
       "  1094.78,1111.28 1095.45,1109.28 1096.12,1107.28 1096.79,1105.27 1097.46,1103.26 1098.13,1101.25 1098.8,1099.23 1099.47,1097.21 1100.14,1095.18 1100.81,1093.15 \n",
       "  1101.48,1091.12 1102.15,1089.08 1102.82,1087.04 1103.49,1085 1104.16,1082.96 1104.84,1080.91 1105.51,1078.85 1106.18,1076.8 1106.85,1074.74 1107.52,1072.67 \n",
       "  1108.19,1070.61 1108.86,1068.54 1109.53,1066.46 1110.2,1064.39 1110.87,1062.31 1111.54,1060.23 1112.21,1058.14 1112.88,1056.05 1113.55,1053.96 1114.22,1051.86 \n",
       "  1114.89,1049.77 1115.56,1047.67 1116.24,1045.56 1116.91,1043.45 1117.58,1041.34 1118.25,1039.23 1118.92,1037.11 1119.59,1034.99 1120.26,1032.87 1120.93,1030.75 \n",
       "  1121.6,1028.62 1122.27,1026.49 1122.94,1024.36 1123.61,1022.22 1124.28,1020.08 1124.95,1017.94 1125.62,1015.8 1126.29,1013.65 1126.96,1011.5 1127.64,1009.35 \n",
       "  1128.31,1007.19 1128.98,1005.04 1129.65,1002.88 1130.32,1000.71 1130.99,998.548 1131.66,996.381 1132.33,994.211 1133,992.039 1133.67,989.864 1134.34,987.687 \n",
       "  1135.01,985.508 1135.68,983.326 1136.35,981.142 1137.02,978.955 1137.69,976.767 1138.36,974.576 1139.04,972.383 1139.71,970.187 1140.38,967.99 1141.05,965.79 \n",
       "  1141.72,963.589 1142.39,961.385 1143.06,959.179 1143.73,956.971 1144.4,954.761 1145.07,952.549 1145.74,950.335 1146.41,948.119 1147.08,945.902 1147.75,943.682 \n",
       "  1148.42,941.46 1149.09,939.237 1149.76,937.012 1150.44,934.785 1151.11,932.556 1151.78,930.326 1152.45,928.093 1153.12,925.859 1153.79,923.624 1154.46,921.387 \n",
       "  1155.13,919.148 1155.8,916.907 1156.47,914.665 1157.14,912.422 1157.81,910.176 1158.48,907.93 1159.15,905.682 1159.82,903.432 1160.49,901.181 1161.16,898.929 \n",
       "  1161.84,896.675 1162.51,894.42 1163.18,892.163 1163.85,889.906 1164.52,887.647 1165.19,885.386 1165.86,883.125 1166.53,880.862 1167.2,878.599 1167.87,876.334 \n",
       "  1168.54,874.067 1169.21,871.8 1169.88,869.532 1170.55,867.263 1171.22,864.992 1171.89,862.721 1172.56,860.449 1173.24,858.175 1173.91,855.901 1174.58,853.626 \n",
       "  1175.25,851.35 1175.92,849.073 1176.59,846.796 1177.26,844.517 1177.93,842.238 1178.6,839.958 1179.27,837.678 1179.94,835.396 1180.61,833.114 1181.28,830.832 \n",
       "  1181.95,828.548 1182.62,826.265 1183.29,823.98 1183.96,821.695 1184.64,819.41 1185.31,817.124 1185.98,814.837 1186.65,812.55 1187.32,810.263 1187.99,807.975 \n",
       "  1188.66,805.687 1189.33,803.399 1190,801.11 1190.67,798.821 1191.34,796.532 1192.01,794.243 1192.68,791.953 1193.35,789.663 1194.02,787.373 1194.69,785.083 \n",
       "  1195.36,782.793 1196.04,780.502 1196.71,778.212 1197.38,775.922 1198.05,773.631 1198.72,771.341 1199.39,769.05 1200.06,766.76 1200.73,764.47 1201.4,762.18 \n",
       "  1202.07,759.89 1202.74,757.6 1203.41,755.311 1204.08,753.021 1204.75,750.732 1205.42,748.443 1206.09,746.155 1206.76,743.867 1207.44,741.579 1208.11,739.291 \n",
       "  1208.78,737.004 1209.45,734.718 1210.12,732.431 1210.79,730.146 1211.46,727.86 1212.13,725.576 1212.8,723.292 1213.47,721.008 1214.14,718.725 1214.81,716.443 \n",
       "  1215.48,714.161 1216.15,711.88 1216.82,709.6 1217.49,707.32 1218.16,705.042 1218.83,702.764 1219.51,700.486 1220.18,698.21 1220.85,695.935 1221.52,693.66 \n",
       "  1222.19,691.386 1222.86,689.113 1223.53,686.842 1224.2,684.571 1224.87,682.301 1225.54,680.032 1226.21,677.764 1226.88,675.498 1227.55,673.232 1228.22,670.968 \n",
       "  1228.89,668.705 1229.56,666.442 1230.23,664.182 1230.91,661.922 1231.58,659.664 1232.25,657.407 1232.92,655.151 1233.59,652.896 1234.26,650.643 1234.93,648.392 \n",
       "  1235.6,646.141 1236.27,643.893 1236.94,641.645 1237.61,639.399 1238.28,637.155 1238.95,634.912 1239.62,632.671 1240.29,630.431 1240.96,628.193 1241.63,625.957 \n",
       "  1242.31,623.722 1242.98,621.489 1243.65,619.258 1244.32,617.028 1244.99,614.8 1245.66,612.574 1246.33,610.35 1247,608.127 1247.67,605.907 1248.34,603.688 \n",
       "  1249.01,601.471 1249.68,599.256 1250.35,597.043 1251.02,594.832 1251.69,592.624 1252.36,590.417 1253.03,588.212 1253.71,586.009 1254.38,583.808 1255.05,581.61 \n",
       "  1255.72,579.414 1256.39,577.219 1257.06,575.027 1257.73,572.838 1258.4,570.65 1259.07,568.465 1259.74,566.282 1260.41,564.102 1261.08,561.923 1261.75,559.747 \n",
       "  1262.42,557.574 1263.09,555.403 1263.76,553.234 1264.43,551.068 1265.11,548.905 1265.78,546.743 1266.45,544.585 1267.12,542.429 1267.79,540.275 1268.46,538.125 \n",
       "  1269.13,535.976 1269.8,533.831 1270.47,531.688 1271.14,529.548 1271.81,527.411 1272.48,525.276 1273.15,523.144 1273.82,521.015 1274.49,518.889 1275.16,516.765 \n",
       "  1275.83,514.645 1276.51,512.527 1277.18,510.413 1277.85,508.301 1278.52,506.192 1279.19,504.086 1279.86,501.984 1280.53,499.884 1281.2,497.787 1281.87,495.694 \n",
       "  1282.54,493.603 1283.21,491.516 1283.88,489.432 1284.55,487.351 1285.22,485.273 1285.89,483.199 1286.56,481.127 1287.23,479.059 1287.91,476.995 1288.58,474.933 \n",
       "  1289.25,472.875 1289.92,470.82 1290.59,468.769 1291.26,466.721 1291.93,464.677 1292.6,462.636 1293.27,460.598 1293.94,458.564 1294.61,456.533 1295.28,454.506 \n",
       "  1295.95,452.483 1296.62,450.463 1297.29,448.447 1297.96,446.434 1298.63,444.425 1299.31,442.42 1299.98,440.419 1300.65,438.421 1301.32,436.427 1301.99,434.436 \n",
       "  1302.66,432.45 1303.33,430.467 1304,428.488 1304.67,426.513 1305.34,424.542 1306.01,422.575 1306.68,420.612 1307.35,418.652 1308.02,416.697 1308.69,414.745 \n",
       "  1309.36,412.798 1310.03,410.855 1310.71,408.915 1311.38,406.98 1312.05,405.049 1312.72,403.122 1313.39,401.199 1314.06,399.28 1314.73,397.366 1315.4,395.455 \n",
       "  1316.07,393.549 1316.74,391.647 1317.41,389.75 1318.08,387.856 1318.75,385.967 1319.42,384.083 1320.09,382.202 1320.76,380.326 1321.43,378.455 1322.11,376.588 \n",
       "  1322.78,374.725 1323.45,372.867 1324.12,371.013 1324.79,369.164 1325.46,367.319 1326.13,365.479 1326.8,363.643 1327.47,361.812 1328.14,359.985 1328.81,358.163 \n",
       "  1329.48,356.346 1330.15,354.533 1330.82,352.726 1331.49,350.922 1332.16,349.124 1332.83,347.33 1333.51,345.541 1334.18,343.757 1334.85,341.977 1335.52,340.203 \n",
       "  1336.19,338.433 1336.86,336.668 1337.53,334.908 1338.2,333.153 1338.87,331.403 1339.54,329.657 1340.21,327.917 1340.88,326.182 1341.55,324.451 1342.22,322.726 \n",
       "  1342.89,321.006 1343.56,319.29 1344.23,317.58 1344.91,315.875 1345.58,314.175 1346.25,312.48 1346.92,310.791 1347.59,309.106 1348.26,307.427 1348.93,305.752 \n",
       "  1349.6,304.084 1350.27,302.42 1350.94,300.761 1351.61,299.108 1352.28,297.46 1352.95,295.818 1353.62,294.181 1354.29,292.549 1354.96,290.922 1355.63,289.301 \n",
       "  1356.31,287.685 1356.98,286.075 1357.65,284.47 1358.32,282.871 1358.99,281.277 1359.66,279.688 1360.33,278.105 1361,276.528 1361.67,274.956 1362.34,273.39 \n",
       "  1363.01,271.829 1363.68,270.274 1364.35,268.725 1365.02,267.181 1365.69,265.643 1366.36,264.11 1367.03,262.583 1367.71,261.062 1368.38,259.547 1369.05,258.037 \n",
       "  1369.72,256.533 1370.39,255.035 1371.06,253.542 1371.73,252.056 1372.4,250.575 1373.07,249.1 1373.74,247.631 1374.41,246.168 1375.08,244.71 1375.75,243.259 \n",
       "  1376.42,241.813 1377.09,240.374 1377.76,238.94 1378.43,237.513 1379.11,236.091 1379.78,234.675 1380.45,233.266 1381.12,231.862 1381.79,230.464 1382.46,229.073 \n",
       "  1383.13,227.687 1383.8,226.308 1384.47,224.935 1385.14,223.567 1385.81,222.206 1386.48,220.851 1387.15,219.503 1387.82,218.16 1388.49,216.824 1389.16,215.494 \n",
       "  1389.83,214.17 1390.51,212.852 1391.18,211.541 1391.85,210.236 1392.52,208.937 1393.19,207.644 1393.86,206.358 1394.53,205.078 1395.2,203.804 1395.87,202.537 \n",
       "  1396.54,201.276 1397.21,200.022 1397.88,198.774 1398.55,197.532 1399.22,196.297 1399.89,195.068 1400.56,193.846 1401.23,192.63 1401.91,191.42 1402.58,190.217 \n",
       "  1403.25,189.021 1403.92,187.831 1404.59,186.648 1405.26,185.471 1405.93,184.301 1406.6,183.137 1407.27,181.98 1407.94,180.829 1408.61,179.685 1409.28,178.548 \n",
       "  1409.95,177.418 1410.62,176.294 1411.29,175.176 1411.96,174.066 1412.63,172.962 1413.31,171.864 1413.98,170.774 1414.65,169.69 1415.32,168.613 1415.99,167.542 \n",
       "  1416.66,166.479 1417.33,165.422 1418,164.372 1418.67,163.329 1419.34,162.292 1420.01,161.263 1420.68,160.24 1421.35,159.224 1422.02,158.215 1422.69,157.213 \n",
       "  1423.36,156.217 1424.03,155.229 1424.71,154.247 1425.38,153.272 1426.05,152.305 1426.72,151.344 1427.39,150.39 1428.06,149.443 1428.73,148.503 1429.4,147.57 \n",
       "  1430.07,146.644 1430.74,145.725 1431.41,144.813 1432.08,143.908 1432.75,143.01 1433.42,142.119 1434.09,141.235 1434.76,140.358 1435.43,139.488 1436.11,138.625 \n",
       "  1436.78,137.769 1437.45,136.921 1438.12,136.079 1438.79,135.245 1439.46,134.417 1440.13,133.597 1440.8,132.784 1441.47,131.978 1442.14,131.18 1442.81,130.388 \n",
       "  1443.48,129.604 1444.15,128.827 1444.82,128.056 1445.49,127.294 1446.16,126.538 1446.83,125.79 1447.51,125.048 1448.18,124.314 1448.85,123.588 1449.52,122.868 \n",
       "  1450.19,122.156 1450.86,121.451 1451.53,120.753 1452.2,120.063 1452.87,119.38 1453.54,118.704 1454.21,118.036 1454.88,117.374 1455.55,116.72 1456.22,116.074 \n",
       "  1456.89,115.435 1457.56,114.803 1458.23,114.178 1458.91,113.561 1459.58,112.951 1460.25,112.349 1460.92,111.753 1461.59,111.166 1462.26,110.585 1462.93,110.012 \n",
       "  1463.6,109.447 1464.27,108.889 1464.94,108.338 1465.61,107.795 1466.28,107.259 1466.95,106.73 1467.62,106.209 1468.29,105.695 1468.96,105.189 1469.63,104.691 \n",
       "  1470.31,104.199 1470.98,103.716 1471.65,103.239 1472.32,102.77 1472.99,102.309 1473.66,101.855 1474.33,101.409 1475,100.97 1475.67,100.538 1476.34,100.114 \n",
       "  1477.01,99.698 1477.68,99.2891 1478.35,98.8877 1479.02,98.4939 1479.69,98.1075 1480.36,97.7287 1481.03,97.3575 1481.71,96.9937 1482.38,96.6376 1483.05,96.2889 \n",
       "  1483.72,95.9478 1484.39,95.6143 1485.06,95.2883 1485.73,94.9699 1486.4,94.6591 1487.07,94.3558 1487.74,94.0601 1488.41,93.7719 1489.08,93.4914 1489.75,93.2184 \n",
       "  1490.42,92.953 1491.09,92.6952 1491.76,92.445 1492.43,92.2024 1493.11,91.9674 1493.78,91.7399 1494.45,91.5201 1495.12,91.3079 1495.79,91.1033 1496.46,90.9063 \n",
       "  1497.13,90.7169 1497.8,90.5351 1498.47,90.3609 1499.14,90.1944 1499.81,90.0354 1500.48,89.8841 1501.15,89.7404 1501.82,89.6043 1502.49,89.4759 1503.16,89.3551 \n",
       "  1503.83,89.2419 1504.51,89.1363 1505.18,89.0384 1505.85,88.9481 1506.52,88.8654 1507.19,88.7904 1507.86,88.723 1508.53,88.6632 1509.2,88.611 1509.87,88.5665 \n",
       "  1510.54,88.5297 1511.21,88.5004 1511.88,88.4789 1512.55,88.4649 1513.22,88.4586 1513.89,88.4599 1514.56,88.4689 1515.23,88.4854 1515.91,88.5097 1516.58,88.5415 \n",
       "  1517.25,88.581 1517.92,88.6282 1518.59,88.683 1519.26,88.7454 1519.93,88.8154 1520.6,88.8931 1521.27,88.9784 1521.94,89.0713 1522.61,89.1719 1523.28,89.2801 \n",
       "  1523.95,89.396 1524.62,89.5194 1525.29,89.6505 1525.96,89.7892 1526.63,89.9355 1527.3,90.0895 1527.98,90.251 1528.65,90.4202 1529.32,90.597 1529.99,90.7814 \n",
       "  1530.66,90.9735 1531.33,91.1731 1532,91.3804 1532.67,91.5952 1533.34,91.8176 1534.01,92.0477 1534.68,92.2853 1535.35,92.5306 1536.02,92.7834 1536.69,93.0438 \n",
       "  1537.36,93.3119 1538.03,93.5875 1538.7,93.8706 1539.38,94.1614 1540.05,94.4597 1540.72,94.7656 1541.39,95.0791 1542.06,95.4001 1542.73,95.7287 1543.4,96.0648 \n",
       "  1544.07,96.4085 1544.74,96.7598 1545.41,97.1185 1546.08,97.4849 1546.75,97.8587 1547.42,98.2401 1548.09,98.6291 1548.76,99.0255 1549.43,99.4295 1550.1,99.841 \n",
       "  1550.78,100.26 1551.45,100.686 1552.12,101.12 1552.79,101.562 1553.46,102.011 1554.13,102.467 1554.8,102.931 1555.47,103.403 1556.14,103.882 1556.81,104.368 \n",
       "  1557.48,104.862 1558.15,105.363 1558.82,105.872 1559.49,106.388 1560.16,106.912 1560.83,107.443 1561.5,107.981 1562.18,108.527 1562.85,109.081 1563.52,109.641 \n",
       "  1564.19,110.209 1564.86,110.785 1565.53,111.368 1566.2,111.958 1566.87,112.556 1567.54,113.161 1568.21,113.773 1568.88,114.393 1569.55,115.02 1570.22,115.655 \n",
       "  1570.89,116.296 1571.56,116.945 1572.23,117.602 1572.9,118.266 1573.58,118.937 1574.25,119.615 1574.92,120.301 1575.59,120.994 1576.26,121.694 1576.93,122.401 \n",
       "  1577.6,123.116 1578.27,123.838 1578.94,124.567 1579.61,125.304 1580.28,126.047 1580.95,126.798 1581.62,127.556 1582.29,128.322 1582.96,129.094 1583.63,129.874 \n",
       "  1584.3,130.661 1584.98,131.455 1585.65,132.256 1586.32,133.064 1586.99,133.88 1587.66,134.702 1588.33,135.532 1589,136.369 1589.67,137.213 1590.34,138.064 \n",
       "  1591.01,138.922 1591.68,139.787 1592.35,140.66 1593.02,141.539 1593.69,142.426 1594.36,143.319 1595.03,144.219 1595.7,145.127 1596.38,146.041 1597.05,146.963 \n",
       "  1597.72,147.891 1598.39,148.827 1599.06,149.769 1599.73,150.719 1600.4,151.675 1601.07,152.638 1601.74,153.608 1602.41,154.585 1603.08,155.569 1603.75,156.56 \n",
       "  1604.42,157.558 1605.09,158.563 1605.76,159.574 1606.43,160.592 1607.1,161.618 1607.78,162.65 1608.45,163.688 1609.12,164.734 1609.79,165.786 1610.46,166.846 \n",
       "  1611.13,167.911 1611.8,168.984 1612.47,170.064 1613.14,171.15 1613.81,172.243 1614.48,173.342 1615.15,174.449 1615.82,175.561 1616.49,176.681 1617.16,177.807 \n",
       "  1617.83,178.94 1618.5,180.08 1619.18,181.226 1619.85,182.379 1620.52,183.538 1621.19,184.704 1621.86,185.877 1622.53,187.056 1623.2,188.241 1623.87,189.434 \n",
       "  1624.54,190.632 1625.21,191.837 1625.88,193.049 1626.55,194.267 1627.22,195.492 1627.89,196.723 1628.56,197.96 1629.23,199.204 1629.9,200.454 1630.58,201.711 \n",
       "  1631.25,202.974 1631.92,204.244 1632.59,205.519 1633.26,206.801 1633.93,208.09 1634.6,209.385 1635.27,210.686 1635.94,211.993 1636.61,213.307 1637.28,214.626 \n",
       "  1637.95,215.952 1638.62,217.285 1639.29,218.623 1639.96,219.968 1640.63,221.319 1641.3,222.676 1641.98,224.039 1642.65,225.408 1643.32,226.784 1643.99,228.165 \n",
       "  1644.66,229.553 1645.33,230.946 1646,232.346 1646.67,233.752 1647.34,235.164 1648.01,236.581 1648.68,238.005 1649.35,239.435 1650.02,240.871 1650.69,242.312 \n",
       "  1651.36,243.76 1652.03,245.213 1652.7,246.673 1653.38,248.138 1654.05,249.609 1654.72,251.086 1655.39,252.569 1656.06,254.057 1656.73,255.552 1657.4,257.052 \n",
       "  1658.07,258.558 1658.74,260.069 1659.41,261.587 1660.08,263.11 1660.75,264.639 1661.42,266.173 1662.09,267.713 1662.76,269.259 1663.43,270.811 1664.1,272.368 \n",
       "  1664.78,273.93 1665.45,275.499 1666.12,277.072 1666.79,278.652 1667.46,280.236 1668.13,281.827 1668.8,283.423 1669.47,285.024 1670.14,286.631 1670.81,288.243 \n",
       "  1671.48,289.86 1672.15,291.483 1672.82,293.112 1673.49,294.746 1674.16,296.385 1674.83,298.029 1675.5,299.679 1676.18,301.334 1676.85,302.994 1677.52,304.659 \n",
       "  1678.19,306.33 1678.86,308.006 1679.53,309.687 1680.2,311.374 1680.87,313.065 1681.54,314.762 1682.21,316.464 1682.88,318.17 1683.55,319.882 1684.22,321.599 \n",
       "  1684.89,323.321 1685.56,325.049 1686.23,326.781 1686.9,328.518 1687.58,330.26 1688.25,332.007 1688.92,333.759 1689.59,335.516 1690.26,337.277 1690.93,339.044 \n",
       "  1691.6,340.815 1692.27,342.592 1692.94,344.373 1693.61,346.159 1694.28,347.949 1694.95,349.745 1695.62,351.545 1696.29,353.35 1696.96,355.159 1697.63,356.973 \n",
       "  1698.3,358.792 1698.98,360.616 1699.65,362.444 1700.32,364.277 1700.99,366.114 1701.66,367.956 1702.33,369.802 1703,371.653 1703.67,373.508 1704.34,375.368 \n",
       "  1705.01,377.232 1705.68,379.101 1706.35,380.974 1707.02,382.851 1707.69,384.733 1708.36,386.62 1709.03,388.51 1709.7,390.405 1710.38,392.304 1711.05,394.207 \n",
       "  1711.72,396.115 1712.39,398.027 1713.06,399.943 1713.73,401.863 1714.4,403.787 1715.07,405.716 1715.74,407.648 1716.41,409.585 1717.08,411.526 1717.75,413.47 \n",
       "  1718.42,415.419 1719.09,417.372 1719.76,419.329 1720.43,421.289 1721.1,423.254 1721.78,425.223 1722.45,427.195 1723.12,429.172 1723.79,431.152 1724.46,433.136 \n",
       "  1725.13,435.124 1725.8,437.115 1726.47,439.111 1727.14,441.11 1727.81,443.113 1728.48,445.119 1729.15,447.129 1729.82,449.143 1730.49,451.161 1731.16,453.182 \n",
       "  1731.83,455.206 1732.5,457.234 1733.18,459.266 1733.85,461.302 1734.52,463.34 1735.19,465.383 1735.86,467.428 1736.53,469.477 1737.2,471.53 1737.87,473.586 \n",
       "  1738.54,475.645 1739.21,477.707 1739.88,479.773 1740.55,481.842 1741.22,483.915 1741.89,485.991 1742.56,488.069 1743.23,490.152 1743.9,492.237 1744.58,494.325 \n",
       "  1745.25,496.417 1745.92,498.511 1746.59,500.609 1747.26,502.71 1747.93,504.814 1748.6,506.92 1749.27,509.03 1749.94,511.143 1750.61,513.259 1751.28,515.377 \n",
       "  1751.95,517.499 1752.62,519.623 1753.29,521.75 1753.96,523.88 1754.63,526.013 1755.3,528.149 1755.98,530.287 1756.65,532.428 1757.32,534.572 1757.99,536.718 \n",
       "  1758.66,538.867 1759.33,541.019 1760,543.173 1760.67,545.33 1761.34,547.49 1762.01,549.652 1762.68,551.816 1763.35,553.983 1764.02,556.153 1764.69,558.325 \n",
       "  1765.36,560.499 1766.03,562.676 1766.7,564.855 1767.38,567.036 1768.05,569.22 1768.72,571.406 1769.39,573.594 1770.06,575.784 1770.73,577.977 1771.4,580.172 \n",
       "  1772.07,582.369 1772.74,584.568 1773.41,586.77 1774.08,588.973 1774.75,591.179 1775.42,593.386 1776.09,595.596 1776.76,597.808 1777.43,600.021 1778.1,602.237 \n",
       "  1778.78,604.454 1779.45,606.674 1780.12,608.895 1780.79,611.118 1781.46,613.343 1782.13,615.569 1782.8,617.798 1783.47,620.028 1784.14,622.26 1784.81,624.494 \n",
       "  1785.48,626.729 1786.15,628.966 1786.82,631.205 1787.49,633.445 1788.16,635.687 1788.83,637.93 1789.5,640.175 1790.18,642.421 1790.85,644.669 1791.52,646.919 \n",
       "  1792.19,649.169 1792.86,651.422 1793.53,653.675 1794.2,655.93 1794.87,658.186 1795.54,660.444 1796.21,662.702 1796.88,664.962 1797.55,667.224 1798.22,669.486 \n",
       "  1798.89,671.75 1799.56,674.015 1800.23,676.281 1800.9,678.548 1801.58,680.816 1802.25,683.085 1802.92,685.355 1803.59,687.626 1804.26,689.898 1804.93,692.172 \n",
       "  1805.6,694.446 1806.27,696.72 1806.94,698.996 1807.61,701.273 1808.28,703.55 1808.95,705.829 1809.62,708.108 1810.29,710.388 1810.96,712.668 1811.63,714.949 \n",
       "  1812.3,717.231 1812.98,719.514 1813.65,721.797 1814.32,724.081 1814.99,726.365 1815.66,728.65 1816.33,730.935 1817,733.221 1817.67,735.507 1818.34,737.794 \n",
       "  1819.01,740.081 1819.68,742.369 1820.35,744.657 1821.02,746.945 1821.69,749.234 1822.36,751.523 1823.03,753.812 1823.7,756.102 1824.38,758.391 1825.05,760.681 \n",
       "  1825.72,762.971 1826.39,765.261 1827.06,767.551 1827.73,769.842 1828.4,772.132 1829.07,774.422 1829.74,776.713 1830.41,779.003 1831.08,781.294 1831.75,783.584 \n",
       "  1832.42,785.874 1833.09,788.164 1833.76,790.454 1834.43,792.744 1835.1,795.034 1835.77,797.323 1836.45,799.612 1837.12,801.901 1837.79,804.19 1838.46,806.478 \n",
       "  1839.13,808.766 1839.8,811.053 1840.47,813.34 1841.14,815.627 1841.81,817.913 1842.48,820.199 1843.15,822.485 1843.82,824.769 1844.49,827.054 1845.16,829.337 \n",
       "  1845.83,831.62 1846.5,833.903 1847.17,836.184 1847.85,838.466 1848.52,840.746 1849.19,843.026 1849.86,845.304 1850.53,847.583 1851.2,849.86 1851.87,852.136 \n",
       "  1852.54,854.412 1853.21,856.687 1853.88,858.961 1854.55,861.234 1855.22,863.506 1855.89,865.777 1856.56,868.047 1857.23,870.316 1857.9,872.584 1858.57,874.85 \n",
       "  1859.25,877.116 1859.92,879.381 1860.59,881.644 1861.26,883.906 1861.93,886.167 1862.6,888.427 1863.27,890.686 1863.94,892.943 1864.61,895.199 1865.28,897.454 \n",
       "  1865.95,899.707 1866.62,901.959 1867.29,904.209 1867.96,906.458 1868.63,908.706 1869.3,910.952 1869.97,913.197 1870.65,915.44 1871.32,917.681 1871.99,919.921 \n",
       "  1872.66,922.16 1873.33,924.396 1874,926.631 1874.67,928.865 1875.34,931.096 1876.01,933.326 1876.68,935.554 1877.35,937.781 1878.02,940.005 1878.69,942.228 \n",
       "  1879.36,944.449 1880.03,946.668 1880.7,948.885 1881.37,951.1 1882.05,953.314 1882.72,955.525 1883.39,957.734 1884.06,959.941 1884.73,962.146 1885.4,964.349 \n",
       "  1886.07,966.55 1886.74,968.749 1887.41,970.946 1888.08,973.141 1888.75,975.333 1889.42,977.523 1890.09,979.711 1890.76,981.896 1891.43,984.08 1892.1,986.261 \n",
       "  1892.77,988.439 1893.45,990.616 1894.12,992.789 1894.79,994.961 1895.46,997.13 1896.13,999.296 1896.8,1001.46 1897.47,1003.62 1898.14,1005.78 1898.81,1007.94 \n",
       "  1899.48,1010.09 1900.15,1012.24 1900.82,1014.39 1901.49,1016.54 1902.16,1018.68 1902.83,1020.82 1903.5,1022.96 1904.17,1025.09 1904.85,1027.23 1905.52,1029.36 \n",
       "  1906.19,1031.48 1906.86,1033.61 1907.53,1035.73 1908.2,1037.85 1908.87,1039.96 1909.54,1042.07 1910.21,1044.18 1910.88,1046.29 1911.55,1048.39 1912.22,1050.49 \n",
       "  1912.89,1052.59 1913.56,1054.68 1914.23,1056.77 1914.9,1058.86 1915.57,1060.95 1916.25,1063.03 1916.92,1065.11 1917.59,1067.18 1918.26,1069.25 1918.93,1071.32 \n",
       "  1919.6,1073.39 1920.27,1075.45 1920.94,1077.51 1921.61,1079.56 1922.28,1081.61 1922.95,1083.66 1923.62,1085.71 1924.29,1087.75 1924.96,1089.79 1925.63,1091.82 \n",
       "  1926.3,1093.85 1926.97,1095.88 1927.65,1097.91 1928.32,1099.93 1928.99,1101.94 1929.66,1103.96 1930.33,1105.96 1931,1107.97 1931.67,1109.97 1932.34,1111.97 \n",
       "  1933.01,1113.97 1933.68,1115.96 1934.35,1117.94 1935.02,1119.93 1935.69,1121.91 1936.36,1123.88 1937.03,1125.85 1937.7,1127.82 1938.37,1129.79 1939.05,1131.75 \n",
       "  1939.72,1133.7 1940.39,1135.65 1941.06,1137.6 1941.73,1139.55 1942.4,1141.49 1943.07,1143.42 1943.74,1145.35 1944.41,1147.28 1945.08,1149.21 1945.75,1151.12 \n",
       "  1946.42,1153.04 1947.09,1154.95 1947.76,1156.86 1948.43,1158.76 1949.1,1160.66 1949.77,1162.55 1950.45,1164.44 1951.12,1166.33 1951.79,1168.21 1952.46,1170.09 \n",
       "  1953.13,1171.96 1953.8,1173.83 1954.47,1175.69 1955.14,1177.55 1955.81,1179.4 1956.48,1181.25 1957.15,1183.1 1957.82,1184.94 1958.49,1186.78 1959.16,1188.61 \n",
       "  1959.83,1190.44 1960.5,1192.26 1961.17,1194.08 1961.85,1195.89 1962.52,1197.7 1963.19,1199.5 1963.86,1201.3 1964.53,1203.1 1965.2,1204.89 1965.87,1206.67 \n",
       "  1966.54,1208.45 1967.21,1210.23 1967.88,1212 1968.55,1213.76 1969.22,1215.52 1969.89,1217.28 1970.56,1219.03 1971.23,1220.78 1971.9,1222.52 1972.57,1224.25 \n",
       "  1973.25,1225.98 1973.92,1227.71 1974.59,1229.43 1975.26,1231.15 1975.93,1232.86 1976.6,1234.57 1977.27,1236.27 1977.94,1237.96 1978.61,1239.65 1979.28,1241.34 \n",
       "  1979.95,1243.02 1980.62,1244.69 1981.29,1246.36 1981.96,1248.03 1982.63,1249.69 1983.3,1251.34 1983.97,1252.99 1984.65,1254.63 1985.32,1256.27 1985.99,1257.9 \n",
       "  1986.66,1259.53 1987.33,1261.15 1988,1262.77 1988.67,1264.38 1989.34,1265.99 1990.01,1267.59 1990.68,1269.18 1991.35,1270.77 1992.02,1272.35 1992.69,1273.93 \n",
       "  1993.36,1275.51 1994.03,1277.07 1994.7,1278.63 1995.37,1280.19 1996.05,1281.74 1996.72,1283.29 1997.39,1284.83 1998.06,1286.36 1998.73,1287.89 1999.4,1289.41 \n",
       "  2000.07,1290.92 2000.74,1292.44 2001.41,1293.94 2002.08,1295.44 2002.75,1296.93 2003.42,1298.42 2004.09,1299.9 2004.76,1301.38 2005.43,1302.85 2006.1,1304.31 \n",
       "  2006.77,1305.77 2007.45,1307.22 2008.12,1308.67 2008.79,1310.11 2009.46,1311.54 2010.13,1312.97 2010.8,1314.4 2011.47,1315.81 2012.14,1317.22 2012.81,1318.63 \n",
       "  2013.48,1320.03 2014.15,1321.42 2014.82,1322.81 2015.49,1324.19 2016.16,1325.56 2016.83,1326.93 2017.5,1328.29 2018.17,1329.65 2018.85,1331 2019.52,1332.34 \n",
       "  2020.19,1333.68 2020.86,1335.01 2021.53,1336.33 2022.2,1337.65 2022.87,1338.96 2023.54,1340.27 2024.21,1341.57 2024.88,1342.86 2025.55,1344.15 2026.22,1345.43 \n",
       "  2026.89,1346.71 2027.56,1347.97 2028.23,1349.24 2028.9,1350.49 2029.57,1351.74 2030.25,1352.98 2030.92,1354.22 2031.59,1355.45 2032.26,1356.67 2032.93,1357.89 \n",
       "  2033.6,1359.1 2034.27,1360.31 2034.94,1361.5 2035.61,1362.69 2036.28,1363.88 2036.95,1365.06 2037.62,1366.23 2038.29,1367.39 2038.96,1368.55 2039.63,1369.7 \n",
       "  2040.3,1370.85 2040.97,1371.99 2041.65,1373.12 2042.32,1374.24 2042.99,1375.36 2043.66,1376.47 2044.33,1377.58 2045,1378.68 2045.67,1379.77 2046.34,1380.85 \n",
       "  2047.01,1381.93 2047.68,1383 2048.35,1384.07 2049.02,1385.12 2049.69,1386.18 2050.36,1387.22 2051.03,1388.26 2051.7,1389.29 2052.37,1390.31 2053.05,1391.33 \n",
       "  2053.72,1392.34 2054.39,1393.34 2055.06,1394.34 2055.73,1395.33 2056.4,1396.31 2057.07,1397.29 2057.74,1398.26 2058.41,1399.22 2059.08,1400.17 2059.75,1401.12 \n",
       "  2060.42,1402.06 2061.09,1403 2061.76,1403.92 2062.43,1404.84 2063.1,1405.76 2063.77,1406.66 2064.45,1407.56 2065.12,1408.46 2065.79,1409.34 2066.46,1410.22 \n",
       "  2067.13,1411.09 2067.8,1411.95 2068.47,1412.81 2069.14,1413.66 2069.81,1414.5 2070.48,1415.34 2071.15,1416.17 2071.82,1416.99 2072.49,1417.8 2073.16,1418.61 \n",
       "  2073.83,1419.41 2074.5,1420.2 2075.17,1420.99 2075.85,1421.77 2076.52,1422.54 2077.19,1423.3 2077.86,1424.06 2078.53,1424.81 2079.2,1425.55 2079.87,1426.28 \n",
       "  2080.54,1427.01 2081.21,1427.73 2081.88,1428.45 2082.55,1429.15 2083.22,1429.85 2083.89,1430.54 2084.56,1431.23 2085.23,1431.9 2085.9,1432.57 2086.57,1433.24 \n",
       "  2087.25,1433.89 2087.92,1434.54 2088.59,1435.18 2089.26,1435.81 2089.93,1436.44 2090.6,1437.06 2091.27,1437.67 2091.94,1438.27 2092.61,1438.87 2093.28,1439.46 \n",
       "  2093.95,1440.04 2094.62,1440.61 2095.29,1441.18 2095.96,1441.74 2096.63,1442.29 2097.3,1442.84 2097.97,1443.37 2098.65,1443.9 2099.32,1444.43 2099.99,1444.94 \n",
       "  2100.66,1445.45 2101.33,1445.95 2102,1446.44 2102.67,1446.92 2103.34,1447.4 2104.01,1447.87 2104.68,1448.33 2105.35,1448.79 2106.02,1449.24 2106.69,1449.68 \n",
       "  2107.36,1450.11 2108.03,1450.54 2108.7,1450.95 2109.37,1451.36 2110.05,1451.77 2110.72,1452.16 2111.39,1452.55 2112.06,1452.93 2112.73,1453.3 2113.4,1453.67 \n",
       "  2114.07,1454.02 2114.74,1454.37 2115.41,1454.72 2116.08,1455.05 2116.75,1455.38 2117.42,1455.7 2118.09,1456.01 2118.76,1456.31 2119.43,1456.61 2120.1,1456.9 \n",
       "  2120.77,1457.18 2121.45,1457.46 2122.12,1457.72 2122.79,1457.98 2123.46,1458.23 2124.13,1458.48 2124.8,1458.71 2125.47,1458.94 2126.14,1459.16 2126.81,1459.38 \n",
       "  2127.48,1459.58 2128.15,1459.78 2128.82,1459.97 2129.49,1460.15 2130.16,1460.33 2130.83,1460.5 2131.5,1460.66 2132.17,1460.81 2132.85,1460.96 2133.52,1461.09 \n",
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     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=range(0,stop=1,length=3000);\n",
    "plot(x,sin.(10*x))\n",
    "plot!(x,cos.(10*x))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "ename": "UndefVarError",
     "evalue": "UndefVarError: subplot not defined",
     "output_type": "error",
     "traceback": [
      "UndefVarError: subplot not defined",
      "",
      "Stacktrace:",
      " [1] top-level scope at In[52]:1"
     ]
    }
   ],
   "source": [
    "subplot(2,1,1)\n",
    "plot(x,sin.(x),\"g\",linewidth=2.0)\n",
    "subplot(2,1,2)\n",
    "plot(x,x,\"r\")\n",
    "grid(true)\n",
    "title(\"tracé 2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
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     "execution_count": 51,
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   "source": [
    "n=1024\n",
    "X=randn(n)\n",
    "Y=randn(n)\n",
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "LoadError",
     "evalue": "\u001b[91mUnknown key: edgecolor\u001b[39m",
     "output_type": "error",
     "traceback": [
      "\u001b[91mUnknown key: edgecolor\u001b[39m",
      "",
      "Stacktrace:",
      " [1] \u001b[1mdefault\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Symbol\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/args.jl:609\u001b[22m\u001b[22m",
      " [2] \u001b[1mwarnOnUnsupported_args\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Plots.GRBackend, ::Dict{Symbol,Any}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/args.jl:1079\u001b[22m\u001b[22m",
      " [3] \u001b[1m_add_the_series\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Plots.Plot{Plots.GRBackend}, ::Plots.Subplot{Plots.GRBackend}, ::Dict{Symbol,Any}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/pipeline.jl:374\u001b[22m\u001b[22m",
      " [4] \u001b[1m_process_seriesrecipe\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Plots.Plot{Plots.GRBackend}, ::Dict{Symbol,Any}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/pipeline.jl:402\u001b[22m\u001b[22m",
      " [5] \u001b[1m_process_seriesrecipe\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Plots.Plot{Plots.GRBackend}, ::Dict{Symbol,Any}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/pipeline.jl:415\u001b[22m\u001b[22m",
      " [6] \u001b[1m_plot!\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Plots.Plot{Plots.GRBackend}, ::Dict{Symbol,Any}, ::Tuple{UnitRange{Int64},Array{Float64,1}}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/plot.jl:235\u001b[22m\u001b[22m",
      " [7] \u001b[1m#plot#212\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Array{Any,1}, ::Function, ::UnitRange{Int64}, ::Vararg{Any,N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/plot.jl:58\u001b[22m\u001b[22m",
      " [8] \u001b[1m(::RecipesBase.#kw##plot)\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Array{Any,1}, ::RecipesBase.#plot, ::UnitRange{Int64}, ::Array{Float64,1}, ::Vararg{Array{Float64,1},N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./<missing>:0\u001b[22m\u001b[22m",
      " [9] \u001b[1m#bar#716\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Array{Any,1}, ::Function, ::UnitRange{Int64}, ::Vararg{Any,N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/RecipesBase/src/RecipesBase.jl:385\u001b[22m\u001b[22m",
      " [10] \u001b[1m(::Plots.#kw##bar)\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Array{Any,1}, ::Plots.#bar, ::UnitRange{Int64}, ::Vararg{Any,N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./<missing>:0\u001b[22m\u001b[22m",
      " [11] \u001b[1minclude_string\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String, ::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:522\u001b[22m\u001b[22m",
      " [12] \u001b[1mexecute_request\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket, ::IJulia.Msg\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/execute_request.jl:193\u001b[22m\u001b[22m",
      " [13] \u001b[1m(::Compat.#inner#6{Array{Any,1},IJulia.#execute_request,Tuple{ZMQ.Socket,IJulia.Msg}})\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Compat/src/Compat.jl:189\u001b[22m\u001b[22m",
      " [14] \u001b[1meventloop\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/eventloop.jl:8\u001b[22m\u001b[22m",
      " [15] \u001b[1m(::IJulia.##13#16)\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./task.jl:335\u001b[22m\u001b[22m"
     ]
    }
   ],
   "source": [
    "X=rand(5)\n",
    "Y=-rand(5)\n",
    "bar(1:5,X,facecolor=\"#9999ff\", edgecolor=\"white\")\n",
    "bar(1:5,Y,facecolor=\"#ff9999\", edgecolor=\"white\")\n",
    "for i=1:5\n",
    "    txt=string(X[i])\n",
    "    text(i+0.1,X[i]+0.01,txt[1:7])\n",
    "    txt=string(Y[i])\n",
    "    text(i+0.1,Y[i]-0.08,txt[1:7])\n",
    "end\n",
    "ylim(-1.2,1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "z=rand(20)\n",
    "pie(z);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "ename": "LoadError",
     "evalue": "\u001b[91mUndefVarError: colorbar not defined\u001b[39m",
     "output_type": "error",
     "traceback": [
      "\u001b[91mUndefVarError: colorbar not defined\u001b[39m",
      "",
      "Stacktrace:",
      " [1] \u001b[1minclude_string\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String, ::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:522\u001b[22m\u001b[22m",
      " [2] \u001b[1mexecute_request\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket, ::IJulia.Msg\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/execute_request.jl:193\u001b[22m\u001b[22m",
      " [3] \u001b[1m(::Compat.#inner#6{Array{Any,1},IJulia.#execute_request,Tuple{ZMQ.Socket,IJulia.Msg}})\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Compat/src/Compat.jl:189\u001b[22m\u001b[22m",
      " [4] \u001b[1meventloop\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/eventloop.jl:8\u001b[22m\u001b[22m",
      " [5] \u001b[1m(::IJulia.##13#16)\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./task.jl:335\u001b[22m\u001b[22m"
     ]
    }
   ],
   "source": [
    "contour(rand(50,50))\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "LoadError",
     "evalue": "\u001b[91mUndefVarError: surf not defined\u001b[39m",
     "output_type": "error",
     "traceback": [
      "\u001b[91mUndefVarError: surf not defined\u001b[39m",
      "",
      "Stacktrace:",
      " [1] \u001b[1minclude_string\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String, ::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:522\u001b[22m\u001b[22m",
      " [2] \u001b[1mexecute_request\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket, ::IJulia.Msg\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/execute_request.jl:193\u001b[22m\u001b[22m",
      " [3] \u001b[1m(::Compat.#inner#6{Array{Any,1},IJulia.#execute_request,Tuple{ZMQ.Socket,IJulia.Msg}})\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Compat/src/Compat.jl:189\u001b[22m\u001b[22m",
      " [4] \u001b[1meventloop\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/eventloop.jl:8\u001b[22m\u001b[22m",
      " [5] \u001b[1m(::IJulia.##13#16)\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./task.jl:335\u001b[22m\u001b[22m"
     ]
    }
   ],
   "source": [
    "surf(rand(50,50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "LoadError",
     "evalue": "\u001b[91mCouldn't process recipe args: (StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, Array{Float64,2}, Array{Float64,2})\u001b[39m",
     "output_type": "error",
     "traceback": [
      "\u001b[91mCouldn't process recipe args: (StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, Array{Float64,2}, Array{Float64,2})\u001b[39m",
      "",
      "Stacktrace:",
      " [1] \u001b[1mmacro expansion\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/series.jl:266\u001b[22m\u001b[22m [inlined]",
      " [2] \u001b[1mapply_recipe\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Dict{Symbol,Any}, ::StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, ::StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, ::Array{Float64,2}, ::Array{Float64,2}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/RecipesBase/src/RecipesBase.jl:291\u001b[22m\u001b[22m",
      " [3] \u001b[1m_process_userrecipes\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Plots.Plot{Plots.GRBackend}, ::Dict{Symbol,Any}, ::Tuple{StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}},StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}},Array{Float64,2},Array{Float64,2}}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/pipeline.jl:81\u001b[22m\u001b[22m",
      " [4] \u001b[1m_plot!\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Plots.Plot{Plots.GRBackend}, ::Dict{Symbol,Any}, ::Tuple{StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}},StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}},Array{Float64,2},Array{Float64,2}}\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/plot.jl:179\u001b[22m\u001b[22m",
      " [5] \u001b[1m#plot#212\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Array{Any,1}, ::Function, ::StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, ::Vararg{Any,N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Plots/src/plot.jl:58\u001b[22m\u001b[22m",
      " [6] \u001b[1m(::RecipesBase.#kw##plot)\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Array{Any,1}, ::RecipesBase.#plot, ::StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, ::StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, ::Vararg{Any,N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./<missing>:0\u001b[22m\u001b[22m",
      " [7] \u001b[1m#quiver#768\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::Array{Any,1}, ::Function, ::StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, ::Vararg{Any,N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/RecipesBase/src/RecipesBase.jl:385\u001b[22m\u001b[22m",
      " [8] \u001b[1mquiver\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::StepRangeLen{Float64,Base.TwicePrecision{Float64},Base.TwicePrecision{Float64}}, ::Vararg{Any,N} where N\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/RecipesBase/src/RecipesBase.jl:385\u001b[22m\u001b[22m",
      " [9] \u001b[1minclude_string\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::String, ::String\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./loading.jl:522\u001b[22m\u001b[22m",
      " [10] \u001b[1mexecute_request\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket, ::IJulia.Msg\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/execute_request.jl:193\u001b[22m\u001b[22m",
      " [11] \u001b[1m(::Compat.#inner#6{Array{Any,1},IJulia.#execute_request,Tuple{ZMQ.Socket,IJulia.Msg}})\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/Compat/src/Compat.jl:189\u001b[22m\u001b[22m",
      " [12] \u001b[1meventloop\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m::ZMQ.Socket\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m/Users/thierryclopeau/.julia/v0.6/IJulia/src/eventloop.jl:8\u001b[22m\u001b[22m",
      " [13] \u001b[1m(::IJulia.##13#16)\u001b[22m\u001b[22m\u001b[1m(\u001b[22m\u001b[22m\u001b[1m)\u001b[22m\u001b[22m at \u001b[1m./task.jl:335\u001b[22m\u001b[22m"
     ]
    }
   ],
   "source": [
    "X=[x for x=-1:0.2:1, y=-1:0.2:1]\n",
    "Y=[y for x=-1:0.2:1, y=-1:0.2:1]\n",
    "quiver(-1:0.2:1,-1:0.2:1,X,Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "D'autres packages sont disponible Gadfly, Winston, AsciiPlot, GLVisualize..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Type DataFrames\n",
    "\n",
    "But : travailler avec des tables de données.\n",
    "Ce sont des tables dont les colonnes sont des DataArray. Voici deux façons de construire des DataFrames :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "using DataFrames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>A</th><th>B</th></tr><tr><th></th><th>Int64</th><th>String</th></tr></thead><tbody><p>4 rows × 2 columns</p><tr><th>1</th><td>1</td><td>M</td></tr><tr><th>2</th><td>2</td><td>F</td></tr><tr><th>3</th><td>3</td><td>F</td></tr><tr><th>4</th><td>4</td><td>M</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cc}\n",
       "\t& A & B\\\\\n",
       "\t\\hline\n",
       "\t& Int64 & String\\\\\n",
       "\t\\hline\n",
       "\t1 & 1 & M \\\\\n",
       "\t2 & 2 & F \\\\\n",
       "\t3 & 3 & F \\\\\n",
       "\t4 & 4 & M \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "4×2 DataFrame\n",
       "│ Row │ A     │ B      │\n",
       "│     │ \u001b[90mInt64\u001b[39m │ \u001b[90mString\u001b[39m │\n",
       "├─────┼───────┼────────┤\n",
       "│ 1   │ 1     │ M      │\n",
       "│ 2   │ 2     │ F      │\n",
       "│ 3   │ 3     │ F      │\n",
       "│ 4   │ 4     │ M      │"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = DataFrame(A = 1:4, B = [\"M\", \"F\", \"F\", \"M\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>A</th><th>B</th></tr><tr><th></th><th>Int64</th><th>String</th></tr></thead><tbody><p>8 rows × 2 columns</p><tr><th>1</th><td>1</td><td>M</td></tr><tr><th>2</th><td>2</td><td>F</td></tr><tr><th>3</th><td>3</td><td>F</td></tr><tr><th>4</th><td>4</td><td>M</td></tr><tr><th>5</th><td>5</td><td>F</td></tr><tr><th>6</th><td>6</td><td>M</td></tr><tr><th>7</th><td>7</td><td>M</td></tr><tr><th>8</th><td>8</td><td>F</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cc}\n",
       "\t& A & B\\\\\n",
       "\t\\hline\n",
       "\t& Int64 & String\\\\\n",
       "\t\\hline\n",
       "\t1 & 1 & M \\\\\n",
       "\t2 & 2 & F \\\\\n",
       "\t3 & 3 & F \\\\\n",
       "\t4 & 4 & M \\\\\n",
       "\t5 & 5 & F \\\\\n",
       "\t6 & 6 & M \\\\\n",
       "\t7 & 7 & M \\\\\n",
       "\t8 & 8 & F \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "8×2 DataFrame\n",
       "│ Row │ A     │ B      │\n",
       "│     │ \u001b[90mInt64\u001b[39m │ \u001b[90mString\u001b[39m │\n",
       "├─────┼───────┼────────┤\n",
       "│ 1   │ 1     │ M      │\n",
       "│ 2   │ 2     │ F      │\n",
       "│ 3   │ 3     │ F      │\n",
       "│ 4   │ 4     │ M      │\n",
       "│ 5   │ 5     │ F      │\n",
       "│ 6   │ 6     │ M      │\n",
       "│ 7   │ 7     │ M      │\n",
       "│ 8   │ 8     │ F      │"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = DataFrame()\n",
    "df[:A] = 1:8;\n",
    "df[:B] = [\"M\", \"F\", \"F\", \"M\", \"F\", \"M\", \"M\", \"F\"];\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nrows = size(df, 1) # nombre de ligne\n",
    "ncols = size(df, 2) # nombre de colonne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p>DataFrameRow</p><table class=\"data-frame\"><thead><tr><th></th><th>A</th><th>B</th></tr><tr><th></th><th>Int64</th><th>String</th></tr></thead><tbody><p>1 rows × 2 columns</p><tr><th>1</th><td>1</td><td>M</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cc}\n",
       "\t& A & B\\\\\n",
       "\t\\hline\n",
       "\t& Int64 & String\\\\\n",
       "\t\\hline\n",
       "\t1 & 1 & M \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "DataFrameRow\n",
       "│ Row │ A     │ B      │\n",
       "│     │ \u001b[90mInt64\u001b[39m │ \u001b[90mString\u001b[39m │\n",
       "├─────┼───────┼────────┤\n",
       "│ 1   │ 1     │ M      │"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first(df)#Voir le début du tableau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p>DataFrameRow</p><table class=\"data-frame\"><thead><tr><th></th><th>A</th><th>B</th></tr><tr><th></th><th>Int64</th><th>String</th></tr></thead><tbody><p>1 rows × 2 columns</p><tr><th>8</th><td>8</td><td>F</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cc}\n",
       "\t& A & B\\\\\n",
       "\t\\hline\n",
       "\t& Int64 & String\\\\\n",
       "\t\\hline\n",
       "\t8 & 8 & F \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "DataFrameRow\n",
       "│ Row │ A     │ B      │\n",
       "│     │ \u001b[90mInt64\u001b[39m │ \u001b[90mString\u001b[39m │\n",
       "├─────┼───────┼────────┤\n",
       "│ 8   │ 8     │ F      │"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "last(df) #Voir la fin du tableau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>A</th><th>B</th></tr><tr><th></th><th>Int64</th><th>String</th></tr></thead><tbody><p>3 rows × 2 columns</p><tr><th>1</th><td>1</td><td>M</td></tr><tr><th>2</th><td>2</td><td>F</td></tr><tr><th>3</th><td>3</td><td>F</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cc}\n",
       "\t& A & B\\\\\n",
       "\t\\hline\n",
       "\t& Int64 & String\\\\\n",
       "\t\\hline\n",
       "\t1 & 1 & M \\\\\n",
       "\t2 & 2 & F \\\\\n",
       "\t3 & 3 & F \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "3×2 DataFrame\n",
       "│ Row │ A     │ B      │\n",
       "│     │ \u001b[90mInt64\u001b[39m │ \u001b[90mString\u001b[39m │\n",
       "├─────┼───────┼────────┤\n",
       "│ 1   │ 1     │ M      │\n",
       "│ 2   │ 2     │ F      │\n",
       "│ 3   │ 3     │ F      │"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[1:3, :] #Voir les lignes 1,2,3 du tableau"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nous avons l'analogie avec summarize du logiciel R :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>variable</th><th>mean</th><th>min</th><th>median</th><th>max</th><th>nunique</th><th>nmissing</th><th>eltype</th></tr><tr><th></th><th>Symbol</th><th>Union…</th><th>Any</th><th>Union…</th><th>Any</th><th>Union…</th><th>Nothing</th><th>DataType</th></tr></thead><tbody><p>2 rows × 8 columns</p><tr><th>1</th><td>A</td><td>4.5</td><td>1</td><td>4.5</td><td>8</td><td></td><td></td><td>Int64</td></tr><tr><th>2</th><td>B</td><td></td><td>F</td><td></td><td>M</td><td>2</td><td></td><td>String</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cccccccc}\n",
       "\t& variable & mean & min & median & max & nunique & nmissing & eltype\\\\\n",
       "\t\\hline\n",
       "\t& Symbol & Union… & Any & Union… & Any & Union… & Nothing & DataType\\\\\n",
       "\t\\hline\n",
       "\t1 & A & 4.5 & 1 & 4.5 & 8 &  &  & Int64 \\\\\n",
       "\t2 & B &  & F &  & M & 2 &  & String \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "2×8 DataFrame\n",
       "│ Row │ variable │ mean   │ min │ median │ max │ nunique │ nmissing │ eltype   │\n",
       "│     │ \u001b[90mSymbol\u001b[39m   │ \u001b[90mUnion…\u001b[39m │ \u001b[90mAny\u001b[39m │ \u001b[90mUnion…\u001b[39m │ \u001b[90mAny\u001b[39m │ \u001b[90mUnion…\u001b[39m  │ \u001b[90mNothing\u001b[39m  │ \u001b[90mDataType\u001b[39m │\n",
       "├─────┼──────────┼────────┼─────┼────────┼─────┼─────────┼──────────┼──────────┤\n",
       "│ 1   │ A        │ 4.5    │ 1   │ 4.5    │ 8   │         │          │ Int64    │\n",
       "│ 2   │ B        │        │ F   │        │ M   │ 2       │          │ String   │"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "describe(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour aller plus loin dans le travail statistique sur les Dataframes il nous faut le package RDatasets qui va fournir nombres exemples et on va y retrouver beaucoup de fonctionnalités communes au logiciel R.\n",
    "\n",
    "## RDatasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "using RDatasets"
   ]
  }
 ],
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