julia_coursera/01_Coursera_3.ipynb

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2020-05-22 16:18:56 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"24"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b = 4;\n",
"f(x) = b*x\n",
"f(6)"
]
},
{
"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
{
"data": {
"text/plain": [
"updateSIR (generic function with 1 method)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
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"source": [
"function updateSIR(popnvector)\n",
" susceptibles = popnvector[1];\n",
" infecteds = popnvector[2];\n",
" removeds = popnvector[3];\n",
2020-05-22 19:37:10 +00:00
" newS = susceptibles - λ*susceptibles*infecteds*dt\n",
" newI = infecteds + λ*susceptibles*infecteds*dt - γ*infecteds*dt\n",
" newR = removeds + γ*infecteds*dt\n",
" return [newS newI newR]\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1×3 Array{Float64,2}:\n",
" 975.0 34.5 20.5"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dt = 0.5;\n",
"λ = 1/200; γ = 1/10\n",
"\n",
"s,i,r = 1000.,10,20\n",
"vect = [s i r]\n",
"\n",
"updateSIR(vect)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Values for the test run\n",
"λ = 1/20000\n",
"γ = 1/10\n",
"dt = 0.5\n",
"tfinal = 610\n",
"s0 = 10000.0\n",
"i0 = 4.0\n",
"r0 = 0.0\n",
"\n",
"\n",
"nsteps = round(Int64,tfinal/dt)\n",
"resultvals = Array{Float64}(undef,nsteps+1,3)\n",
"timevec = Array{Float64}(undef,nsteps+1)\n",
"resultvals[1,:] = [s0, i0, r0]\n",
"timevec[1] = 0.\n",
"\n",
"\n",
"for step = 1:nsteps\n",
" resultvals[step+1,:] = updateSIR(resultvals[step,:])\n",
" timevec[step+1] = timevec[step] + dt\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Plots.GRBackend()"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using Plots\n",
"gr()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
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" 755.362,1438.08 757.014,1438.08 758.667,1438.08 760.32,1438.08 761.972,1438.08 763.625,1438.08 765.277,1438.08 766.93,1438.08 768.583,1438.08 770.235,1438.08 \n",
" 771.888,1438.08 773.54,1438.08 775.193,1438.08 776.845,1438.08 778.498,1438.08 780.151,1438.08 781.803,1438.08 783.456,1438.08 785.108,1438.08 786.761,1438.08 \n",
" 788.414,1438.08 790.066,1438.08 791.719,1438.08 793.371,1438.08 795.024,1438.08 796.677,1438.08 798.329,1438.08 799.982,1438.08 801.634,1438.08 803.287,1438.08 \n",
" 804.94,1438.08 806.592,1438.08 808.245,1438.08 809.897,1438.08 811.55,1438.08 813.202,1438.08 814.855,1438.08 816.508,1438.08 818.16,1438.08 819.813,1438.08 \n",
" 821.465,1438.08 823.118,1438.08 824.771,1438.08 826.423,1438.08 828.076,1438.08 829.728,1438.08 831.381,1438.08 833.034,1438.08 834.686,1438.08 836.339,1438.08 \n",
" 837.991,1438.08 839.644,1438.08 841.297,1438.08 842.949,1438.08 844.602,1438.08 846.254,1438.08 847.907,1438.08 849.559,1438.08 851.212,1438.08 852.865,1438.08 \n",
" 854.517,1438.08 856.17,1438.08 857.822,1438.08 859.475,1438.08 861.128,1438.08 862.78,1438.08 864.433,1438.08 866.085,1438.08 867.738,1438.08 869.391,1438.08 \n",
" 871.043,1438.08 872.696,1438.08 874.348,1438.08 876.001,1438.08 877.654,1438.08 879.306,1438.08 880.959,1438.08 882.611,1438.08 884.264,1438.08 885.916,1438.08 \n",
" 887.569,1438.08 889.222,1438.08 890.874,1438.08 892.527,1438.08 894.179,1438.08 895.832,1438.08 897.485,1438.08 899.137,1438.08 900.79,1438.08 902.442,1438.08 \n",
" 904.095,1438.08 905.748,1438.08 907.4,1438.08 909.053,1438.08 910.705,1438.08 912.358,1438.08 914.01,1438.08 915.663,1438.08 917.316,1438.08 918.968,1438.08 \n",
" 920.621,1438.08 922.273,1438.08 923.926,1438.08 925.579,1438.08 927.231,1438.08 928.884,1438.08 930.536,1438.08 932.189,1438.08 933.842,1438.08 935.494,1438.08 \n",
" 937.147,1438.08 938.799,1438.08 940.452,1438.08 942.105,1438.08 943.757,1438.08 945.41,1438.08 947.062,1438.08 948.715,1438.08 950.367,1438.08 952.02,1438.08 \n",
" 953.673,1438.08 955.325,1438.08 956.978,1438.08 958.63,1438.08 960.283,1438.08 961.936,1438.08 963.588,1438.08 965.241,1438.08 966.893,1438.08 968.546,1438.08 \n",
" 970.199,1438.08 971.851,1438.08 973.504,1438.08 975.156,1438.08 976.809,1438.08 978.462,1438.08 980.114,1438.08 981.767,1438.08 983.419,1438.08 985.072,1438.08 \n",
" 986.724,1438.08 988.377,1438.08 990.03,1438.08 991.682,1438.08 993.335,1438.08 994.987,1438.08 996.64,1438.08 998.293,1438.08 999.945,1438.08 1001.6,1438.08 \n",
" 1003.25,1438.08 1004.9,1438.08 1006.56,1438.08 1008.21,1438.08 1009.86,1438.08 1011.51,1438.08 1013.17,1438.08 1014.82,1438.08 1016.47,1438.08 1018.12,1438.08 \n",
" 1019.78,1438.08 1021.43,1438.08 1023.08,1438.08 1024.73,1438.08 1026.39,1438.08 1028.04,1438.08 1029.69,1438.08 1031.34,1438.08 1033,1438.08 1034.65,1438.08 \n",
" 1036.3,1438.08 1037.95,1438.08 1039.61,1438.08 1041.26,1438.08 1042.91,1438.08 1044.57,1438.08 1046.22,1438.08 1047.87,1438.08 1049.52,1438.08 1051.18,1438.08 \n",
" 1052.83,1438.08 1054.48,1438.08 1056.13,1438.08 1057.79,1438.08 1059.44,1438.08 1061.09,1438.08 1062.74,1438.08 1064.4,1438.08 1066.05,1438.08 1067.7,1438.08 \n",
" 1069.35,1438.08 1071.01,1438.08 1072.66,1438.08 1074.31,1438.08 1075.96,1438.08 1077.62,1438.08 1079.27,1438.08 1080.92,1438.08 1082.57,1438.08 1084.23,1438.08 \n",
" 1085.88,1438.08 1087.53,1438.08 1089.19,1438.08 1090.84,1438.08 1092.49,1438.08 1094.14,1438.08 1095.8,1438.08 1097.45,1438.08 1099.1,1438.08 1100.75,1438.08 \n",
" 1102.41,1438.08 1104.06,1438.08 1105.71,1438.08 1107.36,1438.08 1109.02,1438.08 1110.67,1438.08 1112.32,1438.08 1113.97,1438.08 1115.63,1438.08 1117.28,1438.08 \n",
" 1118.93,1438.08 1120.58,1438.08 1122.24,1438.08 1123.89,1438.08 1125.54,1438.08 1127.19,1438.08 1128.85,1438.08 1130.5,1438.08 1132.15,1438.08 1133.81,1438.08 \n",
" 1135.46,1438.08 1137.11,1438.08 1138.76,1438.08 1140.42,1438.08 1142.07,1438.08 1143.72,1438.08 1145.37,1438.08 1147.03,1438.08 1148.68,1438.08 1150.33,1438.08 \n",
" 1151.98,1438.08 1153.64,1438.08 1155.29,1438.08 1156.94,1438.08 1158.59,1438.08 1160.25,1438.08 1161.9,1438.08 1163.55,1438.08 1165.2,1438.08 1166.86,1438.08 \n",
" 1168.51,1438.08 1170.16,1438.08 1171.81,1438.08 1173.47,1438.08 1175.12,1438.08 1176.77,1438.08 1178.43,1438.08 1180.08,1438.08 1181.73,1438.08 1183.38,1438.08 \n",
" 1185.04,1438.08 1186.69,1438.08 1188.34,1438.08 1189.99,1438.08 1191.65,1438.08 1193.3,1438.08 1194.95,1438.08 1196.6,1438.08 1198.26,1438.08 1199.91,1438.08 \n",
" 1201.56,1438.08 1203.21,1438.08 1204.87,1438.08 1206.52,1438.08 1208.17,1438.08 1209.82,1438.08 1211.48,1438.08 1213.13,1438.08 1214.78,1438.08 1216.43,1438.08 \n",
" 1218.09,1438.08 1219.74,1438.08 1221.39,1438.08 1223.04,1438.08 1224.7,1438.08 1226.35,1438.08 1228,1438.08 1229.66,1438.08 1231.31,1438.08 1232.96,1438.08 \n",
" 1234.61,1438.08 1236.27,1438.08 1237.92,1438.08 1239.57,1438.08 1241.22,1438.08 1242.88,1438.08 1244.53,1438.08 1246.18,1438.08 1247.83,1438.08 1249.49,1438.08 \n",
" 1251.14,1438.08 1252.79,1438.08 1254.44,1438.08 1256.1,1438.08 1257.75,1438.08 1259.4,1438.08 1261.05,1438.08 1262.71,1438.08 1264.36,1438.08 1266.01,1438.08 \n",
" 1267.66,1438.08 1269.32,1438.08 1270.97,1438.08 1272.62,1438.08 1274.28,1438.08 1275.93,1438.08 1277.58,1438.08 1279.23,1438.08 1280.89,1438.08 1282.54,1438.08 \n",
" 1284.19,1438.08 1285.84,1438.08 1287.5,1438.08 1289.15,1438.08 1290.8,1438.08 1292.45,1438.08 1294.11,1438.08 1295.76,1438.08 1297.41,1438.08 1299.06,1438.08 \n",
" 1300.72,1438.08 1302.37,1438.08 1304.02,1438.08 1305.67,1438.08 1307.33,1438.08 1308.98,1438.08 1310.63,1438.08 1312.28,1438.08 1313.94,1438.08 1315.59,1438.08 \n",
" 1317.24,1438.08 1318.9,1438.08 1320.55,1438.08 1322.2,1438.08 1323.85,1438.08 1325.51,1438.08 1327.16,1438.08 1328.81,1438.08 1330.46,1438.08 1332.12,1438.08 \n",
" 1333.77,1438.08 1335.42,1438.08 1337.07,1438.08 1338.73,1438.08 1340.38,1438.08 1342.03,1438.08 1343.68,1438.08 1345.34,1438.08 1346.99,1438.08 1348.64,1438.08 \n",
" 1350.29,1438.08 1351.95,1438.08 1353.6,1438.08 1355.25,1438.08 1356.9,1438.08 1358.56,1438.08 1360.21,1438.08 1361.86,1438.08 1363.52,1438.08 1365.17,1438.08 \n",
" 1366.82,1438.08 1368.47,1438.08 1370.13,1438.08 1371.78,1438.08 1373.43,1438.08 1375.08,1438.08 1376.74,1438.08 1378.39,1438.08 1380.04,1438.08 1381.69,1438.08 \n",
" 1383.35,1438.08 1385,1438.08 1386.65,1438.08 1388.3,1438.08 1389.96,1438.08 1391.61,1438.08 1393.26,1438.08 1394.91,1438.08 1396.57,1438.08 1398.22,1438.08 \n",
" 1399.87,1438.08 1401.52,1438.08 1403.18,1438.08 1404.83,1438.08 1406.48,1438.08 1408.14,1438.08 1409.79,1438.08 1411.44,1438.08 1413.09,1438.08 1414.75,1438.08 \n",
" 1416.4,1438.08 1418.05,1438.08 1419.7,1438.08 1421.36,1438.08 1423.01,1438.08 1424.66,1438.08 1426.31,1438.08 1427.97,1438.08 1429.62,1438.08 1431.27,1438.08 \n",
" 1432.92,1438.08 1434.58,1438.08 1436.23,1438.08 1437.88,1438.08 1439.53,1438.08 1441.19,1438.08 1442.84,1438.08 1444.49,1438.08 1446.14,1438.08 1447.8,1438.08 \n",
" 1449.45,1438.08 1451.1,1438.08 1452.76,1438.08 1454.41,1438.08 1456.06,1438.08 1457.71,1438.08 1459.37,1438.08 1461.02,1438.08 1462.67,1438.08 1464.32,1438.08 \n",
" 1465.98,1438.08 1467.63,1438.08 1469.28,1438.08 1470.93,1438.08 1472.59,1438.08 1474.24,1438.08 1475.89,1438.08 1477.54,1438.08 1479.2,1438.08 1480.85,1438.08 \n",
" 1482.5,1438.08 1484.15,1438.08 1485.81,1438.08 1487.46,1438.08 1489.11,1438.08 1490.76,1438.08 1492.42,1438.08 1494.07,1438.08 1495.72,1438.08 1497.37,1438.08 \n",
" 1499.03,1438.08 1500.68,1438.08 1502.33,1438.08 1503.99,1438.08 1505.64,1438.08 1507.29,1438.08 1508.94,1438.08 1510.6,1438.08 1512.25,1438.08 1513.9,1438.08 \n",
" 1515.55,1438.08 1517.21,1438.08 1518.86,1438.08 1520.51,1438.08 1522.16,1438.08 1523.82,1438.08 1525.47,1438.08 1527.12,1438.08 1528.77,1438.08 1530.43,1438.08 \n",
" 1532.08,1438.08 1533.73,1438.08 1535.38,1438.08 1537.04,1438.08 1538.69,1438.08 1540.34,1438.08 1541.99,1438.08 1543.65,1438.08 1545.3,1438.08 1546.95,1438.08 \n",
" 1548.61,1438.08 1550.26,1438.08 1551.91,1438.08 1553.56,1438.08 1555.22,1438.08 1556.87,1438.08 1558.52,1438.08 1560.17,1438.08 1561.83,1438.08 1563.48,1438.08 \n",
" 1565.13,1438.08 1566.78,1438.08 1568.44,1438.08 1570.09,1438.08 1571.74,1438.08 1573.39,1438.08 1575.05,1438.08 1576.7,1438.08 1578.35,1438.08 1580,1438.08 \n",
" 1581.66,1438.08 1583.31,1438.08 1584.96,1438.08 1586.61,1438.08 1588.27,1438.08 1589.92,1438.08 1591.57,1438.08 1593.23,1438.08 1594.88,1438.08 1596.53,1438.08 \n",
" 1598.18,1438.08 1599.84,1438.08 1601.49,1438.08 1603.14,1438.08 1604.79,1438.08 1606.45,1438.08 1608.1,1438.08 1609.75,1438.08 1611.4,1438.08 1613.06,1438.08 \n",
" 1614.71,1438.08 1616.36,1438.08 1618.01,1438.08 1619.67,1438.08 1621.32,1438.08 1622.97,1438.08 1624.62,1438.08 1626.28,1438.08 1627.93,1438.08 1629.58,1438.08 \n",
" 1631.23,1438.08 1632.89,1438.08 1634.54,1438.08 1636.19,1438.08 1637.85,1438.08 1639.5,1438.08 1641.15,1438.08 1642.8,1438.08 1644.46,1438.08 1646.11,1438.08 \n",
" 1647.76,1438.08 1649.41,1438.08 1651.07,1438.08 1652.72,1438.08 1654.37,1438.08 1656.02,1438.08 1657.68,1438.08 1659.33,1438.08 1660.98,1438.08 1662.63,1438.08 \n",
" 1664.29,1438.08 1665.94,1438.08 1667.59,1438.08 1669.24,1438.08 1670.9,1438.08 1672.55,1438.08 1674.2,1438.08 1675.85,1438.08 1677.51,1438.08 1679.16,1438.08 \n",
" 1680.81,1438.08 1682.47,1438.08 1684.12,1438.08 1685.77,1438.08 1687.42,1438.08 1689.08,1438.08 1690.73,1438.08 1692.38,1438.08 1694.03,1438.08 1695.69,1438.08 \n",
" 1697.34,1438.08 1698.99,1438.08 1700.64,1438.08 1702.3,1438.08 1703.95,1438.08 1705.6,1438.08 1707.25,1438.08 1708.91,1438.08 1710.56,1438.08 1712.21,1438.08 \n",
" 1713.86,1438.08 1715.52,1438.08 1717.17,1438.08 1718.82,1438.08 1720.47,1438.08 1722.13,1438.08 1723.78,1438.08 1725.43,1438.08 1727.09,1438.08 1728.74,1438.08 \n",
" 1730.39,1438.08 1732.04,1438.08 1733.7,1438.08 1735.35,1438.08 1737,1438.08 1738.65,1438.08 1740.31,1438.08 1741.96,1438.08 1743.61,1438.08 1745.26,1438.08 \n",
" 1746.92,1438.08 1748.57,1438.08 1750.22,1438.08 1751.87,1438.08 1753.53,1438.08 1755.18,1438.08 1756.83,1438.08 1758.48,1438.08 1760.14,1438.08 1761.79,1438.08 \n",
" 1763.44,1438.08 1765.09,1438.08 1766.75,1438.08 1768.4,1438.08 1770.05,1438.08 1771.71,1438.08 1773.36,1438.08 1775.01,1438.08 1776.66,1438.08 1778.32,1438.08 \n",
" 1779.97,1438.08 1781.62,1438.08 1783.27,1438.08 1784.93,1438.08 1786.58,1438.08 1788.23,1438.08 1789.88,1438.08 1791.54,1438.08 1793.19,1438.08 1794.84,1438.08 \n",
" 1796.49,1438.08 1798.15,1438.08 1799.8,1438.08 1801.45,1438.08 1803.1,1438.08 1804.76,1438.08 1806.41,1438.08 1808.06,1438.08 1809.71,1438.08 1811.37,1438.08 \n",
" 1813.02,1438.08 1814.67,1438.08 1816.32,1438.08 1817.98,1438.08 1819.63,1438.08 1821.28,1438.08 1822.94,1438.08 1824.59,1438.08 1826.24,1438.08 1827.89,1438.08 \n",
" 1829.55,1438.08 1831.2,1438.08 1832.85,1438.08 1834.5,1438.08 1836.16,1438.08 1837.81,1438.08 1839.46,1438.08 1841.11,1438.08 1842.77,1438.08 1844.42,1438.08 \n",
" 1846.07,1438.08 1847.72,1438.08 1849.38,1438.08 1851.03,1438.08 1852.68,1438.08 1854.33,1438.08 1855.99,1438.08 1857.64,1438.08 1859.29,1438.08 1860.94,1438.08 \n",
" 1862.6,1438.08 1864.25,1438.08 1865.9,1438.08 1867.56,1438.08 1869.21,1438.08 1870.86,1438.08 1872.51,1438.08 1874.17,1438.08 1875.82,1438.08 1877.47,1438.08 \n",
" 1879.12,1438.08 1880.78,1438.08 1882.43,1438.08 1884.08,1438.08 1885.73,1438.08 1887.39,1438.08 1889.04,1438.08 1890.69,1438.08 1892.34,1438.08 1894,1438.08 \n",
" 1895.65,1438.08 1897.3,1438.08 1898.95,1438.08 1900.61,1438.08 1902.26,1438.08 1903.91,1438.08 1905.56,1438.08 1907.22,1438.08 1908.87,1438.08 1910.52,1438.08 \n",
" 1912.18,1438.08 1913.83,1438.08 1915.48,1438.08 1917.13,1438.08 1918.79,1438.08 1920.44,1438.08 1922.09,1438.08 1923.74,1438.08 1925.4,1438.08 1927.05,1438.08 \n",
" 1928.7,1438.08 1930.35,1438.08 1932.01,1438.08 1933.66,1438.08 1935.31,1438.08 1936.96,1438.08 1938.62,1438.08 1940.27,1438.08 1941.92,1438.08 1943.57,1438.08 \n",
" 1945.23,1438.08 1946.88,1438.08 1948.53,1438.08 1950.18,1438.08 1951.84,1438.08 1953.49,1438.08 1955.14,1438.08 1956.8,1438.08 1958.45,1438.08 1960.1,1438.08 \n",
" 1961.75,1438.08 1963.41,1438.08 1965.06,1438.08 1966.71,1438.08 1968.36,1438.08 1970.02,1438.08 1971.67,1438.08 1973.32,1438.08 1974.97,1438.08 1976.63,1438.08 \n",
" 1978.28,1438.08 1979.93,1438.08 1981.58,1438.08 1983.24,1438.08 1984.89,1438.08 1986.54,1438.08 1988.19,1438.08 1989.85,1438.08 1991.5,1438.08 1993.15,1438.08 \n",
" 1994.8,1438.08 1996.46,1438.08 1998.11,1438.08 1999.76,1438.08 2001.42,1438.08 2003.07,1438.08 2004.72,1438.08 2006.37,1438.08 2008.03,1438.08 2009.68,1438.08 \n",
" 2011.33,1438.08 2012.98,1438.08 2014.64,1438.08 2016.29,1438.08 2017.94,1438.08 2019.59,1438.08 2021.25,1438.08 2022.9,1438.08 2024.55,1438.08 2026.2,1438.08 \n",
" 2027.86,1438.08 2029.51,1438.08 2031.16,1438.08 2032.81,1438.08 2034.47,1438.08 2036.12,1438.08 2037.77,1438.08 2039.42,1438.08 2041.08,1438.08 2042.73,1438.08 \n",
" 2044.38,1438.08 2046.04,1438.08 2047.69,1438.08 2049.34,1438.08 2050.99,1438.08 2052.65,1438.08 2054.3,1438.08 2055.95,1438.08 2057.6,1438.08 2059.26,1438.08 \n",
" 2060.91,1438.08 2062.56,1438.08 2064.21,1438.08 2065.87,1438.08 2067.52,1438.08 2069.17,1438.08 2070.82,1438.08 2072.48,1438.08 2074.13,1438.08 2075.78,1438.08 \n",
" 2077.43,1438.08 2079.09,1438.08 2080.74,1438.08 2082.39,1438.08 2084.04,1438.08 2085.7,1438.08 2087.35,1438.08 2089,1438.08 2090.66,1438.08 2092.31,1438.08 \n",
" 2093.96,1438.08 2095.61,1438.08 2097.27,1438.08 2098.92,1438.08 2100.57,1438.08 2102.22,1438.08 2103.88,1438.08 2105.53,1438.08 2107.18,1438.08 2108.83,1438.08 \n",
" 2110.49,1438.08 2112.14,1438.08 2113.79,1438.08 2115.44,1438.08 2117.1,1438.08 2118.75,1438.08 2120.4,1438.08 2122.05,1438.08 2123.71,1438.08 2125.36,1438.08 \n",
" 2127.01,1438.08 2128.66,1438.08 2130.32,1438.08 2131.97,1438.08 2133.62,1438.08 2135.27,1438.08 2136.93,1438.08 2138.58,1438.08 2140.23,1438.08 2141.89,1438.08 \n",
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" 1499.03,1445.72 1500.68,1445.72 1502.33,1445.72 1503.99,1445.72 1505.64,1445.72 1507.29,1445.72 1508.94,1445.72 1510.6,1445.72 1512.25,1445.72 1513.9,1445.72 \n",
" 1515.55,1445.72 1517.21,1445.72 1518.86,1445.72 1520.51,1445.72 1522.16,1445.72 1523.82,1445.72 1525.47,1445.72 1527.12,1445.72 1528.77,1445.72 1530.43,1445.72 \n",
" 1532.08,1445.72 1533.73,1445.72 1535.38,1445.72 1537.04,1445.72 1538.69,1445.72 1540.34,1445.72 1541.99,1445.72 1543.65,1445.72 1545.3,1445.72 1546.95,1445.72 \n",
" 1548.61,1445.72 1550.26,1445.72 1551.91,1445.72 1553.56,1445.72 1555.22,1445.72 1556.87,1445.72 1558.52,1445.72 1560.17,1445.72 1561.83,1445.72 1563.48,1445.72 \n",
" 1565.13,1445.72 1566.78,1445.72 1568.44,1445.72 1570.09,1445.72 1571.74,1445.72 1573.39,1445.72 1575.05,1445.72 1576.7,1445.72 1578.35,1445.72 1580,1445.72 \n",
" 1581.66,1445.72 1583.31,1445.72 1584.96,1445.72 1586.61,1445.72 1588.27,1445.72 1589.92,1445.72 1591.57,1445.72 1593.23,1445.72 1594.88,1445.72 1596.53,1445.72 \n",
" 1598.18,1445.72 1599.84,1445.72 1601.49,1445.72 1603.14,1445.72 1604.79,1445.72 1606.45,1445.72 1608.1,1445.72 1609.75,1445.72 1611.4,1445.72 1613.06,1445.72 \n",
" 1614.71,1445.72 1616.36,1445.72 1618.01,1445.72 1619.67,1445.72 1621.32,1445.72 1622.97,1445.72 1624.62,1445.72 1626.28,1445.72 1627.93,1445.72 1629.58,1445.72 \n",
" 1631.23,1445.72 1632.89,1445.72 1634.54,1445.72 1636.19,1445.72 1637.85,1445.72 1639.5,1445.72 1641.15,1445.72 1642.8,1445.72 1644.46,1445.72 1646.11,1445.72 \n",
" 1647.76,1445.72 1649.41,1445.72 1651.07,1445.72 1652.72,1445.72 1654.37,1445.72 1656.02,1445.72 1657.68,1445.72 1659.33,1445.72 1660.98,1445.72 1662.63,1445.72 \n",
" 1664.29,1445.72 1665.94,1445.72 1667.59,1445.72 1669.24,1445.72 1670.9,1445.72 1672.55,1445.72 1674.2,1445.72 1675.85,1445.72 1677.51,1445.72 1679.16,1445.72 \n",
" 1680.81,1445.72 1682.47,1445.72 1684.12,1445.72 1685.77,1445.72 1687.42,1445.72 1689.08,1445.72 1690.73,1445.72 1692.38,1445.72 1694.03,1445.72 1695.69,1445.72 \n",
" 1697.34,1445.72 1698.99,1445.72 1700.64,1445.72 1702.3,1445.72 1703.95,1445.72 1705.6,1445.72 1707.25,1445.72 1708.91,1445.72 1710.56,1445.72 1712.21,1445.72 \n",
" 1713.86,1445.72 1715.52,1445.72 1717.17,1445.72 1718.82,1445.72 1720.47,1445.72 1722.13,1445.72 1723.78,1445.72 1725.43,1445.72 1727.09,1445.72 1728.74,1445.72 \n",
" 1730.39,1445.72 1732.04,1445.72 1733.7,1445.72 1735.35,1445.72 1737,1445.72 1738.65,1445.72 1740.31,1445.72 1741.96,1445.72 1743.61,1445.72 1745.26,1445.72 \n",
" 1746.92,1445.72 1748.57,1445.72 1750.22,1445.72 1751.87,1445.72 1753.53,1445.72 1755.18,1445.72 1756.83,1445.72 1758.48,1445.72 1760.14,1445.72 1761.79,1445.72 \n",
" 1763.44,1445.72 1765.09,1445.72 1766.75,1445.72 1768.4,1445.72 1770.05,1445.72 1771.71,1445.72 1773.36,1445.72 1775.01,1445.72 1776.66,1445.72 1778.32,1445.72 \n",
" 1779.97,1445.72 1781.62,1445.72 1783.27,1445.72 1784.93,1445.72 1786.58,1445.72 1788.23,1445.72 1789.88,1445.72 1791.54,1445.72 1793.19,1445.72 1794.84,1445.72 \n",
" 1796.49,1445.72 1798.15,1445.72 1799.8,1445.72 1801.45,1445.72 1803.1,1445.72 1804.76,1445.72 1806.41,1445.72 1808.06,1445.72 1809.71,1445.72 1811.37,1445.72 \n",
" 1813.02,1445.72 1814.67,1445.72 1816.32,1445.72 1817.98,1445.72 1819.63,1445.72 1821.28,1445.72 1822.94,1445.72 1824.59,1445.72 1826.24,1445.72 1827.89,1445.72 \n",
" 1829.55,1445.72 1831.2,1445.72 1832.85,1445.72 1834.5,1445.72 1836.16,1445.72 1837.81,1445.72 1839.46,1445.72 1841.11,1445.72 1842.77,1445.72 1844.42,1445.72 \n",
" 1846.07,1445.72 1847.72,1445.72 1849.38,1445.72 1851.03,1445.72 1852.68,1445.72 1854.33,1445.72 1855.99,1445.72 1857.64,1445.72 1859.29,1445.72 1860.94,1445.72 \n",
" 1862.6,1445.72 1864.25,1445.72 1865.9,1445.72 1867.56,1445.72 1869.21,1445.72 1870.86,1445.72 1872.51,1445.72 1874.17,1445.72 1875.82,1445.72 1877.47,1445.72 \n",
" 1879.12,1445.72 1880.78,1445.72 1882.43,1445.72 1884.08,1445.72 1885.73,1445.72 1887.39,1445.72 1889.04,1445.72 1890.69,1445.72 1892.34,1445.72 1894,1445.72 \n",
" 1895.65,1445.72 1897.3,1445.72 1898.95,1445.72 1900.61,1445.72 1902.26,1445.72 1903.91,1445.72 1905.56,1445.72 1907.22,1445.72 1908.87,1445.72 1910.52,1445.72 \n",
" 1912.18,1445.72 1913.83,1445.72 1915.48,1445.72 1917.13,1445.72 1918.79,1445.72 1920.44,1445.72 1922.09,1445.72 1923.74,1445.72 1925.4,1445.72 1927.05,1445.72 \n",
" 1928.7,1445.72 1930.35,1445.72 1932.01,1445.72 1933.66,1445.72 1935.31,1445.72 1936.96,1445.72 1938.62,1445.72 1940.27,1445.72 1941.92,1445.72 1943.57,1445.72 \n",
" 1945.23,1445.72 1946.88,1445.72 1948.53,1445.72 1950.18,1445.72 1951.84,1445.72 1953.49,1445.72 1955.14,1445.72 1956.8,1445.72 1958.45,1445.72 1960.1,1445.72 \n",
" 1961.75,1445.72 1963.41,1445.72 1965.06,1445.72 1966.71,1445.72 1968.36,1445.72 1970.02,1445.72 1971.67,1445.72 1973.32,1445.72 1974.97,1445.72 1976.63,1445.72 \n",
" 1978.28,1445.72 1979.93,1445.72 1981.58,1445.72 1983.24,1445.72 1984.89,1445.72 1986.54,1445.72 1988.19,1445.72 1989.85,1445.72 1991.5,1445.72 1993.15,1445.72 \n",
" 1994.8,1445.72 1996.46,1445.72 1998.11,1445.72 1999.76,1445.72 2001.42,1445.72 2003.07,1445.72 2004.72,1445.72 2006.37,1445.72 2008.03,1445.72 2009.68,1445.72 \n",
" 2011.33,1445.72 2012.98,1445.72 2014.64,1445.72 2016.29,1445.72 2017.94,1445.72 2019.59,1445.72 2021.25,1445.72 2022.9,1445.72 2024.55,1445.72 2026.2,1445.72 \n",
" 2027.86,1445.72 2029.51,1445.72 2031.16,1445.72 2032.81,1445.72 2034.47,1445.72 2036.12,1445.72 2037.77,1445.72 2039.42,1445.72 2041.08,1445.72 2042.73,1445.72 \n",
" 2044.38,1445.72 2046.04,1445.72 2047.69,1445.72 2049.34,1445.72 2050.99,1445.72 2052.65,1445.72 2054.3,1445.72 2055.95,1445.72 2057.6,1445.72 2059.26,1445.72 \n",
" 2060.91,1445.72 2062.56,1445.72 2064.21,1445.72 2065.87,1445.72 2067.52,1445.72 2069.17,1445.72 2070.82,1445.72 2072.48,1445.72 2074.13,1445.72 2075.78,1445.72 \n",
" 2077.43,1445.72 2079.09,1445.72 2080.74,1445.72 2082.39,1445.72 2084.04,1445.72 2085.7,1445.72 2087.35,1445.72 2089,1445.72 2090.66,1445.72 2092.31,1445.72 \n",
" 2093.96,1445.72 2095.61,1445.72 2097.27,1445.72 2098.92,1445.72 2100.57,1445.72 2102.22,1445.72 2103.88,1445.72 2105.53,1445.72 2107.18,1445.72 2108.83,1445.72 \n",
" 2110.49,1445.72 2112.14,1445.72 2113.79,1445.72 2115.44,1445.72 2117.1,1445.72 2118.75,1445.72 2120.4,1445.72 2122.05,1445.72 2123.71,1445.72 2125.36,1445.72 \n",
" 2127.01,1445.72 2128.66,1445.72 2130.32,1445.72 2131.97,1445.72 2133.62,1445.72 2135.27,1445.72 2136.93,1445.72 2138.58,1445.72 2140.23,1445.72 2141.89,1445.72 \n",
" 2143.54,1445.72 2145.19,1445.72 2146.84,1445.72 2148.5,1445.72 2150.15,1445.72 2151.8,1445.72 2153.45,1445.72 2155.11,1445.72 2156.76,1445.72 2158.41,1445.72 \n",
" 2160.06,1445.72 2161.72,1445.72 2163.37,1445.72 2165.02,1445.72 2166.67,1445.72 2168.33,1445.72 2169.98,1445.72 2171.63,1445.72 2173.28,1445.72 2174.94,1445.72 \n",
" 2176.59,1445.72 2178.24,1445.72 2179.89,1445.72 2181.55,1445.72 2183.2,1445.72 2184.85,1445.72 2186.51,1445.72 2188.16,1445.72 2189.81,1445.72 2191.46,1445.72 \n",
" 2193.12,1445.72 2194.77,1445.72 2196.42,1445.72 2198.07,1445.72 2199.73,1445.72 2201.38,1445.72 2203.03,1445.72 2204.68,1445.72 2206.34,1445.72 2207.99,1445.72 \n",
" 2209.64,1445.72 2211.29,1445.72 2212.95,1445.72 2214.6,1445.72 2216.25,1445.72 2217.9,1445.72 2219.56,1445.72 2221.21,1445.72 2222.86,1445.72 2224.51,1445.72 \n",
" 2226.17,1445.72 2227.82,1445.72 2229.47,1445.72 2231.13,1445.72 2232.78,1445.72 2234.43,1445.72 2236.08,1445.72 2237.74,1445.72 2239.39,1445.72 2241.04,1445.72 \n",
" 2242.69,1445.72 2244.35,1445.72 2246,1445.72 2247.65,1445.72 2249.3,1445.72 2250.96,1445.72 2252.61,1445.72 2254.26,1445.72 2255.91,1445.72 2257.57,1445.72 \n",
" 2259.22,1445.72 2260.87,1445.72 2262.52,1445.72 2264.18,1445.72 2265.83,1445.72 2267.48,1445.72 2269.13,1445.72 2270.79,1445.72 2272.44,1445.72 2274.09,1445.72 \n",
" 2275.75,1445.72 2277.4,1445.72 2279.05,1445.72 2280.7,1445.72 2282.36,1445.72 2284.01,1445.72 2285.66,1445.72 2287.31,1445.72 2288.97,1445.72 2290.62,1445.72 \n",
" 2292.27,1445.72 \n",
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" 1945.23,95.07 1946.88,95.07 1948.53,95.07 1950.18,95.07 1951.84,95.07 1953.49,95.07 1955.14,95.07 1956.8,95.07 1958.45,95.07 1960.1,95.07 \n",
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" 786.615,1379.5 788.218,1379.5 789.822,1379.5 791.426,1379.5 793.029,1379.5 794.633,1379.5 796.237,1379.5 797.84,1379.5 799.444,1379.5 801.048,1379.5 \n",
" 802.651,1379.5 804.255,1379.5 805.859,1379.5 807.462,1379.5 809.066,1379.5 810.67,1379.5 812.273,1379.5 813.877,1379.5 815.481,1379.5 817.084,1379.5 \n",
" 818.688,1379.5 820.292,1379.5 821.895,1379.5 823.499,1379.5 825.103,1379.5 826.706,1379.5 828.31,1379.5 829.914,1379.5 831.517,1379.5 833.121,1379.5 \n",
" 834.725,1379.5 836.328,1379.5 837.932,1379.5 839.536,1379.5 841.139,1379.5 842.743,1379.5 844.347,1379.5 845.95,1379.5 847.554,1379.5 849.158,1379.5 \n",
" 850.761,1379.5 852.365,1379.5 853.969,1379.5 855.572,1379.5 857.176,1379.5 858.78,1379.5 860.383,1379.5 861.987,1379.5 863.591,1379.5 865.194,1379.5 \n",
" 866.798,1379.5 868.402,1379.5 870.005,1379.5 871.609,1379.5 873.213,1379.5 874.816,1379.5 876.42,1379.5 878.024,1379.5 879.627,1379.5 881.231,1379.5 \n",
" 882.835,1379.5 884.438,1379.5 886.042,1379.5 887.646,1379.5 889.249,1379.5 890.853,1379.5 892.457,1379.5 894.06,1379.5 895.664,1379.5 897.268,1379.5 \n",
" 898.871,1379.5 900.475,1379.5 902.079,1379.5 903.682,1379.5 905.286,1379.5 906.89,1379.5 908.493,1379.5 910.097,1379.5 911.701,1379.5 913.304,1379.5 \n",
" 914.908,1379.5 916.512,1379.5 918.115,1379.5 919.719,1379.5 921.323,1379.5 922.926,1379.5 924.53,1379.5 926.134,1379.5 927.737,1379.5 929.341,1379.5 \n",
" 930.945,1379.5 932.548,1379.5 934.152,1379.5 935.756,1379.5 937.359,1379.5 938.963,1379.5 940.567,1379.5 942.17,1379.5 943.774,1379.5 945.378,1379.5 \n",
" 946.981,1379.5 948.585,1379.5 950.189,1379.5 951.792,1379.5 953.396,1379.5 955,1379.5 956.603,1379.5 958.207,1379.5 959.811,1379.5 961.414,1379.5 \n",
" 963.018,1379.5 964.622,1379.5 966.225,1379.5 967.829,1379.5 969.433,1379.5 971.036,1379.5 972.64,1379.5 974.244,1379.5 975.847,1379.5 977.451,1379.5 \n",
" 979.055,1379.5 980.658,1379.5 982.262,1379.5 983.866,1379.5 985.469,1379.5 987.073,1379.5 988.677,1379.5 990.28,1379.5 991.884,1379.5 993.488,1379.5 \n",
" 995.091,1379.5 996.695,1379.5 998.299,1379.5 999.902,1379.5 1001.51,1379.5 1003.11,1379.5 1004.71,1379.5 1006.32,1379.5 1007.92,1379.5 1009.52,1379.5 \n",
" 1011.13,1379.5 1012.73,1379.5 1014.34,1379.5 1015.94,1379.5 1017.54,1379.5 1019.15,1379.5 1020.75,1379.5 1022.35,1379.5 1023.96,1379.5 1025.56,1379.5 \n",
" 1027.16,1379.5 1028.77,1379.5 1030.37,1379.5 1031.98,1379.5 1033.58,1379.5 1035.18,1379.5 1036.79,1379.5 1038.39,1379.5 1039.99,1379.5 1041.6,1379.5 \n",
" 1043.2,1379.5 1044.81,1379.5 1046.41,1379.5 1048.01,1379.5 1049.62,1379.5 1051.22,1379.5 1052.82,1379.5 1054.43,1379.5 1056.03,1379.5 1057.63,1379.5 \n",
" 1059.24,1379.5 1060.84,1379.5 1062.45,1379.5 1064.05,1379.5 1065.65,1379.5 1067.26,1379.5 1068.86,1379.5 1070.46,1379.5 1072.07,1379.5 1073.67,1379.5 \n",
" 1075.27,1379.5 1076.88,1379.5 1078.48,1379.5 1080.09,1379.5 1081.69,1379.5 1083.29,1379.5 1084.9,1379.5 1086.5,1379.5 1088.1,1379.5 1089.71,1379.5 \n",
" 1091.31,1379.5 1092.92,1379.5 1094.52,1379.5 1096.12,1379.5 1097.73,1379.5 1099.33,1379.5 1100.93,1379.5 1102.54,1379.5 1104.14,1379.5 1105.74,1379.5 \n",
" 1107.35,1379.5 1108.95,1379.5 1110.56,1379.5 1112.16,1379.5 1113.76,1379.5 1115.37,1379.5 1116.97,1379.5 1118.57,1379.5 1120.18,1379.5 1121.78,1379.5 \n",
" 1123.38,1379.5 1124.99,1379.5 1126.59,1379.5 1128.2,1379.5 1129.8,1379.5 1131.4,1379.5 1133.01,1379.5 1134.61,1379.5 1136.21,1379.5 1137.82,1379.5 \n",
" 1139.42,1379.5 1141.03,1379.5 1142.63,1379.5 1144.23,1379.5 1145.84,1379.5 1147.44,1379.5 1149.04,1379.5 1150.65,1379.5 1152.25,1379.5 1153.85,1379.5 \n",
" 1155.46,1379.5 1157.06,1379.5 1158.67,1379.5 1160.27,1379.5 1161.87,1379.5 1163.48,1379.5 1165.08,1379.5 1166.68,1379.5 1168.29,1379.5 1169.89,1379.5 \n",
" 1171.49,1379.5 1173.1,1379.5 1174.7,1379.5 1176.31,1379.5 1177.91,1379.5 1179.51,1379.5 1181.12,1379.5 1182.72,1379.5 1184.32,1379.5 1185.93,1379.5 \n",
" 1187.53,1379.5 1189.14,1379.5 1190.74,1379.5 1192.34,1379.5 1193.95,1379.5 1195.55,1379.5 1197.15,1379.5 1198.76,1379.5 1200.36,1379.5 1201.96,1379.5 \n",
" 1203.57,1379.5 1205.17,1379.5 1206.78,1379.5 1208.38,1379.5 1209.98,1379.5 1211.59,1379.5 1213.19,1379.5 1214.79,1379.5 1216.4,1379.5 1218,1379.5 \n",
" 1219.6,1379.5 1221.21,1379.5 1222.81,1379.5 1224.42,1379.5 1226.02,1379.5 1227.62,1379.5 1229.23,1379.5 1230.83,1379.5 1232.43,1379.5 1234.04,1379.5 \n",
" 1235.64,1379.5 1237.25,1379.5 1238.85,1379.5 1240.45,1379.5 1242.06,1379.5 1243.66,1379.5 1245.26,1379.5 1246.87,1379.5 1248.47,1379.5 1250.07,1379.5 \n",
" 1251.68,1379.5 1253.28,1379.5 1254.89,1379.5 1256.49,1379.5 1258.09,1379.5 1259.7,1379.5 1261.3,1379.5 1262.9,1379.5 1264.51,1379.5 1266.11,1379.5 \n",
" 1267.71,1379.5 1269.32,1379.5 1270.92,1379.5 1272.53,1379.5 1274.13,1379.5 1275.73,1379.5 1277.34,1379.5 1278.94,1379.5 1280.54,1379.5 1282.15,1379.5 \n",
" 1283.75,1379.5 1285.36,1379.5 1286.96,1379.5 1288.56,1379.5 1290.17,1379.5 1291.77,1379.5 1293.37,1379.5 1294.98,1379.5 1296.58,1379.5 1298.18,1379.5 \n",
" 1299.79,1379.5 1301.39,1379.5 1303,1379.5 1304.6,1379.5 1306.2,1379.5 1307.81,1379.5 1309.41,1379.5 1311.01,1379.5 1312.62,1379.5 1314.22,1379.5 \n",
" 1315.82,1379.5 1317.43,1379.5 1319.03,1379.5 1320.64,1379.5 1322.24,1379.5 1323.84,1379.5 1325.45,1379.5 1327.05,1379.5 1328.65,1379.5 1330.26,1379.5 \n",
" 1331.86,1379.5 1333.47,1379.5 1335.07,1379.5 1336.67,1379.5 1338.28,1379.5 1339.88,1379.5 1341.48,1379.5 1343.09,1379.5 1344.69,1379.5 1346.29,1379.5 \n",
" 1347.9,1379.5 1349.5,1379.5 1351.11,1379.5 1352.71,1379.5 1354.31,1379.5 1355.92,1379.5 1357.52,1379.5 1359.12,1379.5 1360.73,1379.5 1362.33,1379.5 \n",
" 1363.93,1379.5 1365.54,1379.5 1367.14,1379.5 1368.75,1379.5 1370.35,1379.5 1371.95,1379.5 1373.56,1379.5 1375.16,1379.5 1376.76,1379.5 1378.37,1379.5 \n",
" 1379.97,1379.5 1381.58,1379.5 1383.18,1379.5 1384.78,1379.5 1386.39,1379.5 1387.99,1379.5 1389.59,1379.5 1391.2,1379.5 1392.8,1379.5 1394.4,1379.5 \n",
" 1396.01,1379.5 1397.61,1379.5 1399.22,1379.5 1400.82,1379.5 1402.42,1379.5 1404.03,1379.5 1405.63,1379.5 1407.23,1379.5 1408.84,1379.5 1410.44,1379.5 \n",
" 1412.04,1379.5 1413.65,1379.5 1415.25,1379.5 1416.86,1379.5 1418.46,1379.5 1420.06,1379.5 1421.67,1379.5 1423.27,1379.5 1424.87,1379.5 1426.48,1379.5 \n",
" 1428.08,1379.5 1429.69,1379.5 1431.29,1379.5 1432.89,1379.5 1434.5,1379.5 1436.1,1379.5 1437.7,1379.5 1439.31,1379.5 1440.91,1379.5 1442.51,1379.5 \n",
" 1444.12,1379.5 1445.72,1379.5 1447.33,1379.5 1448.93,1379.5 1450.53,1379.5 1452.14,1379.5 1453.74,1379.5 1455.34,1379.5 1456.95,1379.5 1458.55,1379.5 \n",
" 1460.15,1379.5 1461.76,1379.5 1463.36,1379.5 1464.97,1379.5 1466.57,1379.5 1468.17,1379.5 1469.78,1379.5 1471.38,1379.5 1472.98,1379.5 1474.59,1379.5 \n",
" 1476.19,1379.5 1477.8,1379.5 1479.4,1379.5 1481,1379.5 1482.61,1379.5 1484.21,1379.5 1485.81,1379.5 1487.42,1379.5 1489.02,1379.5 1490.62,1379.5 \n",
" 1492.23,1379.5 1493.83,1379.5 1495.44,1379.5 1497.04,1379.5 1498.64,1379.5 1500.25,1379.5 1501.85,1379.5 1503.45,1379.5 1505.06,1379.5 1506.66,1379.5 \n",
" 1508.26,1379.5 1509.87,1379.5 1511.47,1379.5 1513.08,1379.5 1514.68,1379.5 1516.28,1379.5 1517.89,1379.5 1519.49,1379.5 1521.09,1379.5 1522.7,1379.5 \n",
" 1524.3,1379.5 1525.91,1379.5 1527.51,1379.5 1529.11,1379.5 1530.72,1379.5 1532.32,1379.5 1533.92,1379.5 1535.53,1379.5 1537.13,1379.5 1538.73,1379.5 \n",
" 1540.34,1379.5 1541.94,1379.5 1543.55,1379.5 1545.15,1379.5 1546.75,1379.5 1548.36,1379.5 1549.96,1379.5 1551.56,1379.5 1553.17,1379.5 1554.77,1379.5 \n",
" 1556.37,1379.5 1557.98,1379.5 1559.58,1379.5 1561.19,1379.5 1562.79,1379.5 1564.39,1379.5 1566,1379.5 1567.6,1379.5 1569.2,1379.5 1570.81,1379.5 \n",
" 1572.41,1379.5 1574.02,1379.5 1575.62,1379.5 1577.22,1379.5 1578.83,1379.5 1580.43,1379.5 1582.03,1379.5 1583.64,1379.5 1585.24,1379.5 1586.84,1379.5 \n",
" 1588.45,1379.5 1590.05,1379.5 1591.66,1379.5 1593.26,1379.5 1594.86,1379.5 1596.47,1379.5 1598.07,1379.5 1599.67,1379.5 1601.28,1379.5 1602.88,1379.5 \n",
" 1604.48,1379.5 1606.09,1379.5 1607.69,1379.5 1609.3,1379.5 1610.9,1379.5 1612.5,1379.5 1614.11,1379.5 1615.71,1379.5 1617.31,1379.5 1618.92,1379.5 \n",
" 1620.52,1379.5 1622.13,1379.5 1623.73,1379.5 1625.33,1379.5 1626.94,1379.5 1628.54,1379.5 1630.14,1379.5 1631.75,1379.5 1633.35,1379.5 1634.95,1379.5 \n",
" 1636.56,1379.5 1638.16,1379.5 1639.77,1379.5 1641.37,1379.5 1642.97,1379.5 1644.58,1379.5 1646.18,1379.5 1647.78,1379.5 1649.39,1379.5 1650.99,1379.5 \n",
" 1652.59,1379.5 1654.2,1379.5 1655.8,1379.5 1657.41,1379.5 1659.01,1379.5 1660.61,1379.5 1662.22,1379.5 1663.82,1379.5 1665.42,1379.5 1667.03,1379.5 \n",
" 1668.63,1379.5 1670.24,1379.5 1671.84,1379.5 1673.44,1379.5 1675.05,1379.5 1676.65,1379.5 1678.25,1379.5 1679.86,1379.5 1681.46,1379.5 1683.06,1379.5 \n",
" 1684.67,1379.5 1686.27,1379.5 1687.88,1379.5 1689.48,1379.5 1691.08,1379.5 1692.69,1379.5 1694.29,1379.5 1695.89,1379.5 1697.5,1379.5 1699.1,1379.5 \n",
" 1700.7,1379.5 1702.31,1379.5 1703.91,1379.5 1705.52,1379.5 1707.12,1379.5 1708.72,1379.5 1710.33,1379.5 1711.93,1379.5 1713.53,1379.5 1715.14,1379.5 \n",
" 1716.74,1379.5 1718.35,1379.5 1719.95,1379.5 1721.55,1379.5 1723.16,1379.5 1724.76,1379.5 1726.36,1379.5 1727.97,1379.5 1729.57,1379.5 1731.17,1379.5 \n",
" 1732.78,1379.5 1734.38,1379.5 1735.99,1379.5 1737.59,1379.5 1739.19,1379.5 1740.8,1379.5 1742.4,1379.5 1744,1379.5 1745.61,1379.5 1747.21,1379.5 \n",
" 1748.81,1379.5 1750.42,1379.5 1752.02,1379.5 1753.63,1379.5 1755.23,1379.5 1756.83,1379.5 1758.44,1379.5 1760.04,1379.5 1761.64,1379.5 1763.25,1379.5 \n",
" 1764.85,1379.5 1766.46,1379.5 1768.06,1379.5 1769.66,1379.5 1771.27,1379.5 1772.87,1379.5 1774.47,1379.5 1776.08,1379.5 1777.68,1379.5 1779.28,1379.5 \n",
" 1780.89,1379.5 1782.49,1379.5 1784.1,1379.5 1785.7,1379.5 1787.3,1379.5 1788.91,1379.5 1790.51,1379.5 1792.11,1379.5 1793.72,1379.5 1795.32,1379.5 \n",
" 1796.92,1379.5 1798.53,1379.5 1800.13,1379.5 1801.74,1379.5 1803.34,1379.5 1804.94,1379.5 1806.55,1379.5 1808.15,1379.5 1809.75,1379.5 1811.36,1379.5 \n",
" 1812.96,1379.5 1814.57,1379.5 1816.17,1379.5 1817.77,1379.5 1819.38,1379.5 1820.98,1379.5 1822.58,1379.5 1824.19,1379.5 1825.79,1379.5 1827.39,1379.5 \n",
" 1829,1379.5 1830.6,1379.5 1832.21,1379.5 1833.81,1379.5 1835.41,1379.5 1837.02,1379.5 1838.62,1379.5 1840.22,1379.5 1841.83,1379.5 1843.43,1379.5 \n",
" 1845.03,1379.5 1846.64,1379.5 1848.24,1379.5 1849.85,1379.5 1851.45,1379.5 1853.05,1379.5 1854.66,1379.5 1856.26,1379.5 1857.86,1379.5 1859.47,1379.5 \n",
" 1861.07,1379.5 1862.68,1379.5 1864.28,1379.5 1865.88,1379.5 1867.49,1379.5 1869.09,1379.5 1870.69,1379.5 1872.3,1379.5 1873.9,1379.5 1875.5,1379.5 \n",
" 1877.11,1379.5 1878.71,1379.5 1880.32,1379.5 1881.92,1379.5 1883.52,1379.5 1885.13,1379.5 1886.73,1379.5 1888.33,1379.5 1889.94,1379.5 1891.54,1379.5 \n",
" 1893.14,1379.5 1894.75,1379.5 1896.35,1379.5 1897.96,1379.5 1899.56,1379.5 1901.16,1379.5 1902.77,1379.5 1904.37,1379.5 1905.97,1379.5 1907.58,1379.5 \n",
" 1909.18,1379.5 1910.79,1379.5 1912.39,1379.5 1913.99,1379.5 1915.6,1379.5 1917.2,1379.5 1918.8,1379.5 1920.41,1379.5 1922.01,1379.5 1923.61,1379.5 \n",
" 1925.22,1379.5 1926.82,1379.5 1928.43,1379.5 1930.03,1379.5 1931.63,1379.5 1933.24,1379.5 1934.84,1379.5 1936.44,1379.5 1938.05,1379.5 1939.65,1379.5 \n",
" 1941.25,1379.5 1942.86,1379.5 1944.46,1379.5 1946.07,1379.5 1947.67,1379.5 1949.27,1379.5 1950.88,1379.5 1952.48,1379.5 1954.08,1379.5 1955.69,1379.5 \n",
" 1957.29,1379.5 1958.9,1379.5 1960.5,1379.5 1962.1,1379.5 1963.71,1379.5 1965.31,1379.5 1966.91,1379.5 1968.52,1379.5 1970.12,1379.5 1971.72,1379.5 \n",
" 1973.33,1379.5 1974.93,1379.5 1976.54,1379.5 1978.14,1379.5 1979.74,1379.5 1981.35,1379.5 1982.95,1379.5 1984.55,1379.5 1986.16,1379.5 1987.76,1379.5 \n",
" 1989.36,1379.5 1990.97,1379.5 1992.57,1379.5 1994.18,1379.5 1995.78,1379.5 1997.38,1379.5 1998.99,1379.5 2000.59,1379.5 2002.19,1379.5 2003.8,1379.5 \n",
" 2005.4,1379.5 2007.01,1379.5 2008.61,1379.5 2010.21,1379.5 2011.82,1379.5 2013.42,1379.5 2015.02,1379.5 2016.63,1379.5 2018.23,1379.5 2019.83,1379.5 \n",
" 2021.44,1379.5 2023.04,1379.5 2024.65,1379.5 2026.25,1379.5 2027.85,1379.5 2029.46,1379.5 2031.06,1379.5 2032.66,1379.5 2034.27,1379.5 2035.87,1379.5 \n",
" 2037.47,1379.5 2039.08,1379.5 2040.68,1379.5 2042.29,1379.5 2043.89,1379.5 2045.49,1379.5 2047.1,1379.5 2048.7,1379.5 2050.3,1379.5 2051.91,1379.5 \n",
" 2053.51,1379.5 2055.12,1379.5 2056.72,1379.5 2058.32,1379.5 2059.93,1379.5 2061.53,1379.5 2063.13,1379.5 2064.74,1379.5 2066.34,1379.5 2067.94,1379.5 \n",
" 2069.55,1379.5 2071.15,1379.5 2072.76,1379.5 2074.36,1379.5 2075.96,1379.5 2077.57,1379.5 2079.17,1379.5 2080.77,1379.5 2082.38,1379.5 2083.98,1379.5 \n",
" 2085.58,1379.5 2087.19,1379.5 2088.79,1379.5 2090.4,1379.5 2092,1379.5 2093.6,1379.5 2095.21,1379.5 2096.81,1379.5 2098.41,1379.5 2100.02,1379.5 \n",
" 2101.62,1379.5 2103.23,1379.5 2104.83,1379.5 2106.43,1379.5 2108.04,1379.5 2109.64,1379.5 2111.24,1379.5 2112.85,1379.5 2114.45,1379.5 2116.05,1379.5 \n",
" 2117.66,1379.5 2119.26,1379.5 2120.87,1379.5 2122.47,1379.5 2124.07,1379.5 2125.68,1379.5 2127.28,1379.5 2128.88,1379.5 2130.49,1379.5 2132.09,1379.5 \n",
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" 1909.18,1386.4 1910.79,1386.4 1912.39,1386.4 1913.99,1386.4 1915.6,1386.4 1917.2,1386.4 1918.8,1386.4 1920.41,1386.4 1922.01,1386.4 1923.61,1386.4 \n",
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" 946.981,166.663 948.585,166.663 950.189,166.662 951.792,166.662 953.396,166.662 955,166.662 956.603,166.662 958.207,166.662 959.811,166.662 961.414,166.662 \n",
" 963.018,166.662 964.622,166.662 966.225,166.662 967.829,166.662 969.433,166.662 971.036,166.662 972.64,166.662 974.244,166.662 975.847,166.662 977.451,166.662 \n",
" 979.055,166.662 980.658,166.662 982.262,166.662 983.866,166.662 985.469,166.662 987.073,166.662 988.677,166.662 990.28,166.662 991.884,166.662 993.488,166.662 \n",
" 995.091,166.662 996.695,166.662 998.299,166.662 999.902,166.662 1001.51,166.662 1003.11,166.662 1004.71,166.662 1006.32,166.662 1007.92,166.662 1009.52,166.662 \n",
" 1011.13,166.662 1012.73,166.662 1014.34,166.662 1015.94,166.662 1017.54,166.662 1019.15,166.662 1020.75,166.662 1022.35,166.662 1023.96,166.662 1025.56,166.662 \n",
" 1027.16,166.662 1028.77,166.662 1030.37,166.662 1031.98,166.662 1033.58,166.662 1035.18,166.662 1036.79,166.662 1038.39,166.662 1039.99,166.662 1041.6,166.662 \n",
" 1043.2,166.662 1044.81,166.662 1046.41,166.662 1048.01,166.662 1049.62,166.662 1051.22,166.662 1052.82,166.662 1054.43,166.662 1056.03,166.662 1057.63,166.662 \n",
" 1059.24,166.662 1060.84,166.662 1062.45,166.662 1064.05,166.662 1065.65,166.662 1067.26,166.662 1068.86,166.662 1070.46,166.662 1072.07,166.662 1073.67,166.662 \n",
" 1075.27,166.662 1076.88,166.662 1078.48,166.662 1080.09,166.662 1081.69,166.662 1083.29,166.662 1084.9,166.662 1086.5,166.662 1088.1,166.662 1089.71,166.662 \n",
" 1091.31,166.662 1092.92,166.662 1094.52,166.662 1096.12,166.662 1097.73,166.662 1099.33,166.662 1100.93,166.662 1102.54,166.662 1104.14,166.662 1105.74,166.662 \n",
" 1107.35,166.662 1108.95,166.662 1110.56,166.662 1112.16,166.662 1113.76,166.662 1115.37,166.662 1116.97,166.662 1118.57,166.662 1120.18,166.662 1121.78,166.662 \n",
" 1123.38,166.662 1124.99,166.662 1126.59,166.662 1128.2,166.662 1129.8,166.662 1131.4,166.662 1133.01,166.662 1134.61,166.662 1136.21,166.662 1137.82,166.662 \n",
" 1139.42,166.662 1141.03,166.662 1142.63,166.662 1144.23,166.662 1145.84,166.662 1147.44,166.662 1149.04,166.662 1150.65,166.662 1152.25,166.662 1153.85,166.662 \n",
" 1155.46,166.662 1157.06,166.662 1158.67,166.662 1160.27,166.662 1161.87,166.662 1163.48,166.662 1165.08,166.662 1166.68,166.662 1168.29,166.662 1169.89,166.662 \n",
" 1171.49,166.662 1173.1,166.662 1174.7,166.662 1176.31,166.662 1177.91,166.662 1179.51,166.662 1181.12,166.662 1182.72,166.662 1184.32,166.662 1185.93,166.662 \n",
" 1187.53,166.662 1189.14,166.662 1190.74,166.662 1192.34,166.662 1193.95,166.662 1195.55,166.662 1197.15,166.662 1198.76,166.662 1200.36,166.662 1201.96,166.662 \n",
" 1203.57,166.662 1205.17,166.662 1206.78,166.662 1208.38,166.662 1209.98,166.662 1211.59,166.662 1213.19,166.662 1214.79,166.662 1216.4,166.662 1218,166.662 \n",
" 1219.6,166.662 1221.21,166.662 1222.81,166.662 1224.42,166.662 1226.02,166.662 1227.62,166.662 1229.23,166.662 1230.83,166.662 1232.43,166.662 1234.04,166.662 \n",
" 1235.64,166.662 1237.25,166.662 1238.85,166.662 1240.45,166.662 1242.06,166.662 1243.66,166.662 1245.26,166.662 1246.87,166.662 1248.47,166.662 1250.07,166.662 \n",
" 1251.68,166.662 1253.28,166.662 1254.89,166.662 1256.49,166.662 1258.09,166.662 1259.7,166.662 1261.3,166.662 1262.9,166.662 1264.51,166.662 1266.11,166.662 \n",
" 1267.71,166.662 1269.32,166.662 1270.92,166.662 1272.53,166.662 1274.13,166.662 1275.73,166.662 1277.34,166.662 1278.94,166.662 1280.54,166.662 1282.15,166.662 \n",
" 1283.75,166.662 1285.36,166.662 1286.96,166.662 1288.56,166.662 1290.17,166.662 1291.77,166.662 1293.37,166.662 1294.98,166.662 1296.58,166.662 1298.18,166.662 \n",
" 1299.79,166.662 1301.39,166.662 1303,166.662 1304.6,166.662 1306.2,166.662 1307.81,166.662 1309.41,166.662 1311.01,166.662 1312.62,166.662 1314.22,166.662 \n",
" 1315.82,166.662 1317.43,166.662 1319.03,166.662 1320.64,166.662 1322.24,166.662 1323.84,166.662 1325.45,166.662 1327.05,166.662 1328.65,166.662 1330.26,166.662 \n",
" 1331.86,166.662 1333.47,166.662 1335.07,166.662 1336.67,166.662 1338.28,166.662 1339.88,166.662 1341.48,166.662 1343.09,166.662 1344.69,166.662 1346.29,166.662 \n",
" 1347.9,166.662 1349.5,166.662 1351.11,166.662 1352.71,166.662 1354.31,166.662 1355.92,166.662 1357.52,166.662 1359.12,166.662 1360.73,166.662 1362.33,166.662 \n",
" 1363.93,166.662 1365.54,166.662 1367.14,166.662 1368.75,166.662 1370.35,166.662 1371.95,166.662 1373.56,166.662 1375.16,166.662 1376.76,166.662 1378.37,166.662 \n",
" 1379.97,166.662 1381.58,166.662 1383.18,166.662 1384.78,166.662 1386.39,166.662 1387.99,166.662 1389.59,166.662 1391.2,166.662 1392.8,166.662 1394.4,166.662 \n",
" 1396.01,166.662 1397.61,166.662 1399.22,166.662 1400.82,166.662 1402.42,166.662 1404.03,166.662 1405.63,166.662 1407.23,166.662 1408.84,166.662 1410.44,166.662 \n",
" 1412.04,166.662 1413.65,166.662 1415.25,166.662 1416.86,166.662 1418.46,166.662 1420.06,166.662 1421.67,166.662 1423.27,166.662 1424.87,166.662 1426.48,166.662 \n",
" 1428.08,166.662 1429.69,166.662 1431.29,166.662 1432.89,166.662 1434.5,166.662 1436.1,166.662 1437.7,166.662 1439.31,166.662 1440.91,166.662 1442.51,166.662 \n",
" 1444.12,166.662 1445.72,166.662 1447.33,166.662 1448.93,166.662 1450.53,166.662 1452.14,166.662 1453.74,166.662 1455.34,166.662 1456.95,166.662 1458.55,166.662 \n",
" 1460.15,166.662 1461.76,166.662 1463.36,166.662 1464.97,166.662 1466.57,166.662 1468.17,166.662 1469.78,166.662 1471.38,166.662 1472.98,166.662 1474.59,166.662 \n",
" 1476.19,166.662 1477.8,166.662 1479.4,166.662 1481,166.662 1482.61,166.662 1484.21,166.662 1485.81,166.662 1487.42,166.662 1489.02,166.662 1490.62,166.662 \n",
" 1492.23,166.662 1493.83,166.662 1495.44,166.662 1497.04,166.662 1498.64,166.662 1500.25,166.662 1501.85,166.662 1503.45,166.662 1505.06,166.662 1506.66,166.662 \n",
" 1508.26,166.662 1509.87,166.662 1511.47,166.662 1513.08,166.662 1514.68,166.662 1516.28,166.662 1517.89,166.662 1519.49,166.662 1521.09,166.662 1522.7,166.662 \n",
" 1524.3,166.662 1525.91,166.662 1527.51,166.662 1529.11,166.662 1530.72,166.662 1532.32,166.662 1533.92,166.662 1535.53,166.662 1537.13,166.662 1538.73,166.662 \n",
" 1540.34,166.662 1541.94,166.662 1543.55,166.662 1545.15,166.662 1546.75,166.662 1548.36,166.662 1549.96,166.662 1551.56,166.662 1553.17,166.662 1554.77,166.662 \n",
" 1556.37,166.662 1557.98,166.662 1559.58,166.662 1561.19,166.662 1562.79,166.662 1564.39,166.662 1566,166.662 1567.6,166.662 1569.2,166.662 1570.81,166.662 \n",
" 1572.41,166.662 1574.02,166.662 1575.62,166.662 1577.22,166.662 1578.83,166.662 1580.43,166.662 1582.03,166.662 1583.64,166.662 1585.24,166.662 1586.84,166.662 \n",
" 1588.45,166.662 1590.05,166.662 1591.66,166.662 1593.26,166.662 1594.86,166.662 1596.47,166.662 1598.07,166.662 1599.67,166.662 1601.28,166.662 1602.88,166.662 \n",
" 1604.48,166.662 1606.09,166.662 1607.69,166.662 1609.3,166.662 1610.9,166.662 1612.5,166.662 1614.11,166.662 1615.71,166.662 1617.31,166.662 1618.92,166.662 \n",
" 1620.52,166.662 1622.13,166.662 1623.73,166.662 1625.33,166.662 1626.94,166.662 1628.54,166.662 1630.14,166.662 1631.75,166.662 1633.35,166.662 1634.95,166.662 \n",
" 1636.56,166.662 1638.16,166.662 1639.77,166.662 1641.37,166.662 1642.97,166.662 1644.58,166.662 1646.18,166.662 1647.78,166.662 1649.39,166.662 1650.99,166.662 \n",
" 1652.59,166.662 1654.2,166.662 1655.8,166.662 1657.41,166.662 1659.01,166.662 1660.61,166.662 1662.22,166.662 1663.82,166.662 1665.42,166.662 1667.03,166.662 \n",
" 1668.63,166.662 1670.24,166.662 1671.84,166.662 1673.44,166.662 1675.05,166.662 1676.65,166.662 1678.25,166.662 1679.86,166.662 1681.46,166.662 1683.06,166.662 \n",
" 1684.67,166.662 1686.27,166.662 1687.88,166.662 1689.48,166.662 1691.08,166.662 1692.69,166.662 1694.29,166.662 1695.89,166.662 1697.5,166.662 1699.1,166.662 \n",
" 1700.7,166.662 1702.31,166.662 1703.91,166.662 1705.52,166.662 1707.12,166.662 1708.72,166.662 1710.33,166.662 1711.93,166.662 1713.53,166.662 1715.14,166.662 \n",
" 1716.74,166.662 1718.35,166.662 1719.95,166.662 1721.55,166.662 1723.16,166.662 1724.76,166.662 1726.36,166.662 1727.97,166.662 1729.57,166.662 1731.17,166.662 \n",
" 1732.78,166.662 1734.38,166.662 1735.99,166.662 1737.59,166.662 1739.19,166.662 1740.8,166.662 1742.4,166.662 1744,166.662 1745.61,166.662 1747.21,166.662 \n",
" 1748.81,166.662 1750.42,166.662 1752.02,166.662 1753.63,166.662 1755.23,166.662 1756.83,166.662 1758.44,166.662 1760.04,166.662 1761.64,166.662 1763.25,166.662 \n",
" 1764.85,166.662 1766.46,166.662 1768.06,166.662 1769.66,166.662 1771.27,166.662 1772.87,166.662 1774.47,166.662 1776.08,166.662 1777.68,166.662 1779.28,166.662 \n",
" 1780.89,166.662 1782.49,166.662 1784.1,166.662 1785.7,166.662 1787.3,166.662 1788.91,166.662 1790.51,166.662 1792.11,166.662 1793.72,166.662 1795.32,166.662 \n",
" 1796.92,166.662 1798.53,166.662 1800.13,166.662 1801.74,166.662 1803.34,166.662 1804.94,166.662 1806.55,166.662 1808.15,166.662 1809.75,166.662 1811.36,166.662 \n",
" 1812.96,166.662 1814.57,166.662 1816.17,166.662 1817.77,166.662 1819.38,166.662 1820.98,166.662 1822.58,166.662 1824.19,166.662 1825.79,166.662 1827.39,166.662 \n",
" 1829,166.662 1830.6,166.662 1832.21,166.662 1833.81,166.662 1835.41,166.662 1837.02,166.662 1838.62,166.662 1840.22,166.662 1841.83,166.662 1843.43,166.662 \n",
" 1845.03,166.662 1846.64,166.662 1848.24,166.662 1849.85,166.662 1851.45,166.662 1853.05,166.662 1854.66,166.662 1856.26,166.662 1857.86,166.662 1859.47,166.662 \n",
" 1861.07,166.662 1862.68,166.662 1864.28,166.662 1865.88,166.662 1867.49,166.662 1869.09,166.662 1870.69,166.662 1872.3,166.662 1873.9,166.662 1875.5,166.662 \n",
" 1877.11,166.662 1878.71,166.662 1880.32,166.662 1881.92,166.662 1883.52,166.662 1885.13,166.662 1886.73,166.662 1888.33,166.662 1889.94,166.662 1891.54,166.662 \n",
" 1893.14,166.662 1894.75,166.662 1896.35,166.662 1897.96,166.662 1899.56,166.662 1901.16,166.662 1902.77,166.662 1904.37,166.662 1905.97,166.662 1907.58,166.662 \n",
" 1909.18,166.662 1910.79,166.662 1912.39,166.662 1913.99,166.662 1915.6,166.662 1917.2,166.662 1918.8,166.662 1920.41,166.662 1922.01,166.662 1923.61,166.662 \n",
" 1925.22,166.662 1926.82,166.662 1928.43,166.662 1930.03,166.662 1931.63,166.662 1933.24,166.662 1934.84,166.662 1936.44,166.662 1938.05,166.662 1939.65,166.662 \n",
" 1941.25,166.662 1942.86,166.662 1944.46,166.662 1946.07,166.662 1947.67,166.662 1949.27,166.662 1950.88,166.662 1952.48,166.662 1954.08,166.662 1955.69,166.662 \n",
" 1957.29,166.662 1958.9,166.662 1960.5,166.662 1962.1,166.662 1963.71,166.662 1965.31,166.662 1966.91,166.662 1968.52,166.662 1970.12,166.662 1971.72,166.662 \n",
" 1973.33,166.662 1974.93,166.662 1976.54,166.662 1978.14,166.662 1979.74,166.662 1981.35,166.662 1982.95,166.662 1984.55,166.662 1986.16,166.662 1987.76,166.662 \n",
" 1989.36,166.662 1990.97,166.662 1992.57,166.662 1994.18,166.662 1995.78,166.662 1997.38,166.662 1998.99,166.662 2000.59,166.662 2002.19,166.662 2003.8,166.662 \n",
" 2005.4,166.662 2007.01,166.662 2008.61,166.662 2010.21,166.662 2011.82,166.662 2013.42,166.662 2015.02,166.662 2016.63,166.662 2018.23,166.662 2019.83,166.662 \n",
" 2021.44,166.662 2023.04,166.662 2024.65,166.662 2026.25,166.662 2027.85,166.662 2029.46,166.662 2031.06,166.662 2032.66,166.662 2034.27,166.662 2035.87,166.662 \n",
" 2037.47,166.662 2039.08,166.662 2040.68,166.662 2042.29,166.662 2043.89,166.662 2045.49,166.662 2047.1,166.662 2048.7,166.662 2050.3,166.662 2051.91,166.662 \n",
" 2053.51,166.662 2055.12,166.662 2056.72,166.662 2058.32,166.662 2059.93,166.662 2061.53,166.662 2063.13,166.662 2064.74,166.662 2066.34,166.662 2067.94,166.662 \n",
" 2069.55,166.662 2071.15,166.662 2072.76,166.662 2074.36,166.662 2075.96,166.662 2077.57,166.662 2079.17,166.662 2080.77,166.662 2082.38,166.662 2083.98,166.662 \n",
" 2085.58,166.662 2087.19,166.662 2088.79,166.662 2090.4,166.662 2092,166.662 2093.6,166.662 2095.21,166.662 2096.81,166.662 2098.41,166.662 2100.02,166.662 \n",
" 2101.62,166.662 2103.23,166.662 2104.83,166.662 2106.43,166.662 2108.04,166.662 2109.64,166.662 2111.24,166.662 2112.85,166.662 2114.45,166.662 2116.05,166.662 \n",
" 2117.66,166.662 2119.26,166.662 2120.87,166.662 2122.47,166.662 2124.07,166.662 2125.68,166.662 2127.28,166.662 2128.88,166.662 2130.49,166.662 2132.09,166.662 \n",
" 2133.69,166.662 2135.3,166.662 2136.9,166.662 2138.51,166.662 2140.11,166.662 2141.71,166.662 2143.32,166.662 2144.92,166.662 2146.52,166.662 2148.13,166.662 \n",
" 2149.73,166.662 2151.34,166.662 2152.94,166.662 2154.54,166.662 2156.15,166.662 2157.75,166.662 2159.35,166.662 2160.96,166.662 2162.56,166.662 2164.16,166.662 \n",
" 2165.77,166.662 2167.37,166.662 2168.98,166.662 2170.58,166.662 2172.18,166.662 2173.79,166.662 2175.39,166.662 2176.99,166.662 2178.6,166.662 2180.2,166.662 \n",
" 2181.81,166.662 2183.41,166.662 2185.01,166.662 2186.62,166.662 2188.22,166.662 2189.82,166.662 2191.43,166.662 2193.03,166.662 2194.63,166.662 2196.24,166.662 \n",
" 2197.84,166.662 2199.45,166.662 2201.05,166.662 2202.65,166.662 2204.26,166.662 2205.86,166.662 2207.46,166.662 2209.07,166.662 2210.67,166.662 2212.27,166.662 \n",
" 2213.88,166.662 2215.48,166.662 2217.09,166.662 2218.69,166.662 2220.29,166.662 2221.9,166.662 2223.5,166.662 2225.1,166.662 2226.71,166.662 2228.31,166.662 \n",
" 2229.92,166.662 2231.52,166.662 2233.12,166.662 2234.73,166.662 2236.33,166.662 2237.93,166.662 2239.54,166.662 2241.14,166.662 2242.74,166.662 2244.35,166.662 \n",
" 2245.95,166.662 2247.56,166.662 2249.16,166.662 2250.76,166.662 2252.37,166.662 2253.97,166.662 2255.57,166.662 2257.18,166.662 2258.78,166.662 2260.38,166.662 \n",
" 2261.99,166.662 2263.59,166.662 2265.2,166.662 2266.8,166.662 2268.4,166.662 2270.01,166.662 2271.61,166.662 2273.21,166.662 2274.82,166.662 2276.42,166.662 \n",
" 2278.03,166.662 2279.63,166.662 2281.23,166.662 2282.84,166.662 2284.44,166.662 2286.04,166.662 2287.65,166.662 2289.25,166.662 2290.85,166.662 2292.46,166.662 \n",
" 2294.06,166.662 \n",
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},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(timevec,resultvals,\n",
" title = \"Example of SIR results\",\n",
" xlabel = \"Epidemic day\",\n",
" ylabel = \"Population size\",\n",
" label = [\"Succeptible\" \"Infected\" \"Removed\"]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Values for the test run\n",
"λ = 2.3e-8 #0.0005\n",
"γ = 1/20.\n",
"dt = 0.5\n",
"tfinal = 610\n",
"s0 = 22.0e6 #150.0\n",
"i0 = 4.0\n",
"r0 = 0.0\n",
"\n",
"\n",
"nsteps = round(Int64,tfinal/dt)\n",
"resultvals = Array{Float64}(undef,nsteps+1,3)\n",
"timevec = Array{Float64}(undef,nsteps+1)\n",
"resultvals[1,:] = [s0, i0, r0]\n",
"timevec[1] = 0.\n",
"\n",
"\n",
"for step = 1:nsteps\n",
" resultvals[step+1,:] = updateSIR(resultvals[step,:])\n",
" timevec[step+1] = timevec[step] + dt\n",
2020-05-22 16:18:56 +00:00
"end"
]
2020-05-22 19:37:10 +00:00
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"svals = resultvals[:,1];\n",
"ivals = resultvals[:,2];"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
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" 370.837,1369.45 370.837,1369.87 370.837,1370.29 370.837,1370.69 370.836,1371.08 370.836,1371.46 370.836,1371.84 370.836,1372.2 370.836,1372.56 370.836,1372.9 \n",
" 370.836,1373.24 370.836,1373.57 370.836,1373.89 370.836,1374.2 370.835,1374.51 370.835,1374.8 370.835,1375.09 370.835,1375.37 370.835,1375.65 370.835,1375.92 \n",
" 370.835,1376.18 370.835,1376.44 370.835,1376.68 370.835,1376.93 370.835,1377.16 370.835,1377.4 370.835,1377.62 370.835,1377.84 370.835,1378.05 370.835,1378.26 \n",
" 370.834,1378.46 370.834,1378.66 370.834,1378.86 370.834,1379.04 370.834,1379.23 370.834,1379.41 370.834,1379.58 370.834,1379.75 370.834,1379.92 370.834,1380.08 \n",
" 370.834,1380.24 370.834,1380.39 370.834,1380.54 370.834,1380.69 370.834,1380.83 370.834,1380.97 370.834,1381.11 370.834,1381.24 370.834,1381.37 370.834,1381.49 \n",
" 370.834,1381.62 370.834,1381.73 370.834,1381.85 370.834,1381.96 370.834,1382.08 370.833,1382.18 370.833,1382.29 370.833,1382.39 370.833,1382.49 370.833,1382.59 \n",
" 370.833,1382.68 370.833,1382.78 370.833,1382.87 370.833,1382.96 370.833,1383.04 370.833,1383.13 370.833,1383.21 370.833,1383.29 370.833,1383.36 370.833,1383.44 \n",
" 370.833,1383.51 370.833,1383.59 370.833,1383.66 370.833,1383.72 370.833,1383.79 370.833,1383.86 370.833,1383.92 370.833,1383.98 370.833,1384.04 370.833,1384.1 \n",
" 370.833,1384.16 370.833,1384.21 370.833,1384.27 370.833,1384.32 370.833,1384.37 370.833,1384.42 370.833,1384.47 370.833,1384.52 370.833,1384.57 370.833,1384.61 \n",
" 370.833,1384.66 370.833,1384.7 370.833,1384.74 370.833,1384.79 370.833,1384.83 370.833,1384.87 370.833,1384.9 370.833,1384.94 370.833,1384.98 370.833,1385.01 \n",
" 370.833,1385.05 370.833,1385.08 370.833,1385.11 370.833,1385.15 370.833,1385.18 370.833,1385.21 370.833,1385.24 370.833,1385.27 370.833,1385.29 370.833,1385.32 \n",
" 370.833,1385.35 370.833,1385.37 370.833,1385.4 370.833,1385.43 370.833,1385.45 370.833,1385.47 370.833,1385.5 370.833,1385.52 370.833,1385.54 370.833,1385.56 \n",
" 370.833,1385.58 370.833,1385.6 370.833,1385.62 370.833,1385.64 370.833,1385.66 370.833,1385.68 370.833,1385.7 370.833,1385.71 370.833,1385.73 370.833,1385.75 \n",
" 370.833,1385.76 370.833,1385.78 370.833,1385.8 370.833,1385.81 370.833,1385.83 370.833,1385.84 370.833,1385.85 370.833,1385.87 370.833,1385.88 370.833,1385.89 \n",
" 370.833,1385.91 370.833,1385.92 370.833,1385.93 370.833,1385.94 370.833,1385.95 370.833,1385.96 370.833,1385.97 370.833,1385.99 370.833,1386 370.833,1386.01 \n",
" 370.833,1386.02 370.833,1386.02 370.833,1386.03 370.833,1386.04 370.833,1386.05 370.833,1386.06 370.833,1386.07 370.833,1386.08 370.833,1386.09 370.833,1386.09 \n",
" 370.833,1386.1 370.833,1386.11 370.833,1386.11 370.833,1386.12 370.832,1386.13 370.832,1386.14 370.832,1386.14 370.832,1386.15 370.832,1386.15 370.832,1386.16 \n",
" 370.832,1386.17 370.832,1386.17 370.832,1386.18 370.832,1386.18 370.832,1386.19 370.832,1386.19 370.832,1386.2 370.832,1386.2 370.832,1386.21 370.832,1386.21 \n",
" 370.832,1386.22 370.832,1386.22 370.832,1386.23 370.832,1386.23 370.832,1386.23 370.832,1386.24 370.832,1386.24 370.832,1386.25 370.832,1386.25 370.832,1386.25 \n",
" 370.832,1386.26 370.832,1386.26 370.832,1386.26 370.832,1386.27 370.832,1386.27 370.832,1386.27 370.832,1386.28 370.832,1386.28 370.832,1386.28 370.832,1386.29 \n",
" 370.832,1386.29 370.832,1386.29 370.832,1386.29 370.832,1386.3 370.832,1386.3 370.832,1386.3 370.832,1386.3 370.832,1386.31 370.832,1386.31 370.832,1386.31 \n",
" 370.832,1386.31 370.832,1386.31 370.832,1386.32 370.832,1386.32 370.832,1386.32 370.832,1386.32 370.832,1386.32 370.832,1386.33 370.832,1386.33 370.832,1386.33 \n",
" 370.832,1386.33 370.832,1386.33 370.832,1386.33 370.832,1386.34 370.832,1386.34 370.832,1386.34 370.832,1386.34 370.832,1386.34 370.832,1386.34 370.832,1386.34 \n",
" 370.832,1386.35 370.832,1386.35 370.832,1386.35 370.832,1386.35 370.832,1386.35 370.832,1386.35 370.832,1386.35 370.832,1386.35 370.832,1386.35 370.832,1386.36 \n",
" 370.832,1386.36 370.832,1386.36 370.832,1386.36 370.832,1386.36 370.832,1386.36 370.832,1386.36 370.832,1386.36 370.832,1386.36 370.832,1386.36 370.832,1386.36 \n",
" 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 \n",
" 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.37 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 \n",
" 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 \n",
" 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 370.832,1386.38 \n",
" 370.832,1386.38 370.832,1386.38 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 370.832,1386.39 \n",
" 370.832,1386.39 370.832,1386.39 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 \n",
" 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 \n",
" 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 370.832,1386.4 \n",
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]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(svals,ivals,\n",
" title = \"First look at I vs S plot\",\n",
" xlabel = \"Succeptible\",\n",
" ylabel = \"Infected\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.1"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"1/10"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
2020-05-22 16:18:56 +00:00
}
],
"metadata": {
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