{ "cells": [ { "cell_type": "markdown", "id": "64c0be46-52d1-4fa0-9ffc-6f8a8c6c44c1", "metadata": {}, "source": [ "# Climate\n", "\n", "IN THE SPACE BELOW, WRITE OUT IN FULL AND THEN SIGN THE HONOR PLEDGE:\n", "\n", "“I pledge my honor that I have not violated the honor code during this examination.”\n", "\n", "**PRINT NAME**: \n", "\n", "If a fellow student has contributed significantly to this work, please acknowledge them here:\n", "\n", "**Peer(s)**: \n", "\n", "*Contribution:*\n", "\n", "\n", "By uploading this assignment through Canvas, I sign off on the document below electronically.\n", "\n", "----" ] }, { "cell_type": "markdown", "id": "38a79e19-e9d8-4fd7-a511-e13bd797ba48", "metadata": { "tags": [] }, "source": [ "## Part I: Natural and Anthropogenic Variability\n", "\n", "**Objectives**\n", "\n", "- Describe the pattern of ocean 18O variations over the past 2 million years, using data from\n", "benthic foraminifera.\n", "- Use this data to infer the pattern of ice-volume changes and identify glacial and inter-glacial\n", "periods.\n", "- Compare the benthic foraminifera results to CO2 record of ancient atmosphere trapped in\n", "bubbles in the Antarctica ice cores." ] }, { "cell_type": "markdown", "id": "cd2528bb-e47a-43e7-bb03-98eb0b6cc65a", "metadata": {}, "source": [ "\n", "### Mini-tutorial\n", "\n", " - **Oxygen isotopes and Climate**\n", "\n", "The concentration of 18O in water and\n", "sediment is represented as $\\delta$18O values with\n", "units of per mil (parts per thousand, or ‰).\n", "Average ocean water is assigned a value of\n", "0‰, and is the standard against which\n", "variations in 18O/16O are measured and\n", "reported. The process of fractionation, the\n", "preferential removal of one isotope over\n", "another during a phase change, results from\n", "the mass difference of water molecules\n", "containing 18O (a.k.a., “heavy water”) and of\n", "water molecules containing 16O (“light water”)\n", "in the Earth climate system." ] }, { "cell_type": "markdown", "id": "282fe9ee-df1e-406e-9be2-15eaa02127b9", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", "id": "fefadab3-17e3-4a95-90f4-9c655821a9f1", "metadata": {}, "source": [ "**Question 1.1** Will ocean water be isotopically light or heavy during a glacial period, compared to during an interglacial period? Explain why. *Hint:* Think about ease of evaporation." ] }, { "cell_type": "markdown", "id": "021473be-6d58-4fa8-8258-6df824d4a1b0", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "c6f0e820-03c3-41ca-877b-98606a7a68f3", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "b965eda9-ae0d-4044-9920-eedeec6f3a9d", "metadata": {}, "source": [ "### $\\delta$18O data and climate change from benthic forams\n", "\n", "A series of programs funded by the U.S. National Science Foundation and 22 international partners\n", "has used the scientific drill ship JOIDES Resolution (Joint Oceanographic Institute for Deep Earth\n", "Sampling) to drill into the ocean floor, both into unconsolidated sediment and into the ocean crust\n", "below the sediment:\n", "- 1968-1984: Deep Sea Drilling Project (DSDP)\n", "- 1985-2003: Ocean Drilling Project (ODP)\n", "- 2004-2012: Integrated Ocean Drilling Program (IODP)\n", "- 2013 and ongoing: International Ocean Discovery Program (IODP)." ] }, { "cell_type": "markdown", "id": "b964fbbc-6251-43c7-a1bf-7bfa2dcdccd1", "metadata": {}, "source": [ "**Question 1.2** Describe the IODP expedition the Resolution is currently involved in and tell where the ship is\n", "right now! See current expedition information at https://iodp.tamu.edu/scienceops/sitesumm.html" ] }, { "cell_type": "markdown", "id": "50550b3d-2dd9-4869-abb2-d0b3d07f03df", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "b28062af-1650-4d5c-9d9b-96a846943ab5", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "8901dd23-396e-416c-b99d-679c25ba2c97", "metadata": {}, "source": [ "**Benthic forams**\n", "\n", "Here, you will analyze $\\delta$18O data measured in foraminifera. “Forams” are shelled microorganisms\n", "found in aquatic environments. There are both planktonic (floating in the water column) and benthic\n", "(bottom dwelling) varieties. Foram shells are made up of calcium carbonate (CaCO3) and when the\n", "organisms die, their shells get buried and preserved in sediment. The chemical make-up of the shells\n", "reflects the water chemistry at the time of shell formation. For this problem set, we focus on the\n", "benthic forams which better reflect bulk ocean chemistry as opposed to planktonic forams which\n", "better reflect surface water temperature.\n", "\n", " \n", "\n", "*Figure: Live Ammonia tepida benthic foraminiferan collected from San Francisco Bay. Phase-contrast photomicrograph by Scott Fay, UC Berkeley, 2005.*\n", "\n", "\n", "\n", "\n", "\n", "\n", "*Figure: Scanning electron microscope photographs of 16-28 My foram shells recovered from an Indian Ocean sediment core. Scale bars are 0.1 mm. **Source:** [Ridha et al., 2019](https://doi.org/10.5194/jm-38-189-2019)*" ] }, { "cell_type": "markdown", "id": "c0ad4284-eddf-4fe4-bf6d-4ed65368d9ac", "metadata": {}, "source": [ "Shown below is a plot of $\\delta$18O (on the y-axis) as a function of age (on the x-axis) for the past several million years. Modern times are to the right, and age increases to the left.\n", "\n", "Global benthic stack for the last 5.5 Ma accessed from [ncei.noaa.gov](https://www.ncei.noaa.gov/access/paleo-search/study/5847) based on the following study Lisiecki, L.E. and M.E. Raymo. 2005. A Pliocene-Pleistocene stack of 57 globally distributed benthic D18O records. *Paleoceanography*, 20, PA1003. doi: 10.1029/2004PA001071" ] }, { "cell_type": "code", "execution_count": 1, "id": "72d5fbef-00a5-4aa7-a10f-678e86e42be6", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "benthic2005d18O = pd.read_excel('Files/lisiecki2005.xls', sheet_name='benthic_d18O')" ] }, { "cell_type": "code", "execution_count": 2, "id": "2d5f3290-35e9-4b9f-8b07-e9006bc43870", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Time_(ka)Benthic_d18O_(per_mil)Standard_error_(per_mil)
003.230.03
113.230.04
223.180.03
333.290.03
443.300.03
............
181053002.910.06
181153052.790.04
181253102.790.09
181353152.840.07
181453202.910.09
\n", "

1815 rows × 3 columns

\n", "
" ], "text/plain": [ " Time_(ka) Benthic_d18O_(per_mil) Standard_error_(per_mil)\n", "0 0 3.23 0.03\n", "1 1 3.23 0.04\n", "2 2 3.18 0.03\n", "3 3 3.29 0.03\n", "4 4 3.30 0.03\n", "... ... ... ...\n", "1810 5300 2.91 0.06\n", "1811 5305 2.79 0.04\n", "1812 5310 2.79 0.09\n", "1813 5315 2.84 0.07\n", "1814 5320 2.91 0.09\n", "\n", "[1815 rows x 3 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benthic2005d18O" ] }, { "cell_type": "code", "execution_count": 3, "id": "46c9b090-85fa-4feb-9d83-cbcd3567b27d", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines+markers", "type": "scatter", "x": [ 0, 1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000, 9000, 10000, 11000, 12000, 13000, 14000, 15000, 16000, 17000, 18000, 19000, 20000, 21000, 22000, 23000, 24000, 25000, 26000, 27000, 28000, 29000, 30000, 31000, 32000, 33000, 34000, 35000, 36000, 37000, 38000, 39000, 40000, 41000, 42000, 43000, 44000, 45000, 46000, 47000, 48000, 49000, 50000, 51000, 52000, 53000, 54000, 55000, 56000, 57000, 58000, 59000, 60000, 61000, 62000, 63000, 64000, 65000, 66000, 67000, 68000, 69000, 70000, 71000, 72000, 73000, 74000, 75000, 76000, 77000, 78000, 79000, 80000, 81000, 82000, 83000, 84000, 85000, 86000, 87000, 88000, 89000, 90000, 91000, 92000, 93000, 94000, 95000, 96000, 97000, 98000, 99000, 100000, 101000, 102000, 103000, 104000, 105000, 106000, 107000, 108000, 109000, 110000, 111000, 112000, 113000, 114000, 115000, 116000, 117000, 118000, 119000, 120000, 121000, 122000, 123000, 124000, 125000, 126000, 127000, 128000, 129000, 130000, 131000, 132000, 133000, 134000, 135000, 136000, 137000, 138000, 139000, 140000, 141000, 142000, 143000, 144000, 145000, 146000, 147000, 148000, 149000, 150000, 151000, 152000, 153000, 154000, 155000, 156000, 157000, 158000, 159000, 160000, 161000, 162000, 163000, 164000, 165000, 166000, 167000, 168000, 169000, 170000, 171000, 172000, 173000, 174000, 175000, 176000, 177000, 178000, 179000, 180000, 181000, 182000, 183000, 184000, 185000, 186000, 187000, 188000, 189000, 190000, 191000, 192000, 193000, 194000, 195000, 196000, 197000, 198000, 199000, 200000, 201000, 202000, 203000, 204000, 205000, 206000, 207000, 208000, 209000, 210000, 211000, 212000, 213000, 214000, 215000, 216000, 217000, 218000, 219000, 220000, 221000, 222000, 223000, 224000, 225000, 226000, 227000, 228000, 229000, 230000, 231000, 232000, 233000, 234000, 235000, 236000, 237000, 238000, 239000, 240000, 241000, 242000, 243000, 244000, 245000, 246000, 247000, 248000, 249000, 250000, 251000, 252000, 253000, 254000, 255000, 256000, 257000, 258000, 259000, 260000, 261000, 262000, 263000, 264000, 265000, 266000, 267000, 268000, 269000, 270000, 271000, 272000, 273000, 274000, 275000, 276000, 277000, 278000, 279000, 280000, 281000, 282000, 283000, 284000, 285000, 286000, 287000, 288000, 289000, 290000, 291000, 292000, 293000, 294000, 295000, 296000, 297000, 298000, 299000, 300000, 301000, 302000, 303000, 304000, 305000, 306000, 307000, 308000, 309000, 310000, 311000, 312000, 313000, 314000, 315000, 316000, 317000, 318000, 319000, 320000, 321000, 322000, 323000, 324000, 325000, 326000, 327000, 328000, 329000, 330000, 331000, 332000, 333000, 334000, 335000, 336000, 337000, 338000, 339000, 340000, 341000, 342000, 343000, 344000, 345000, 346000, 347000, 348000, 349000, 350000, 351000, 352000, 353000, 354000, 355000, 356000, 357000, 358000, 359000, 360000, 361000, 362000, 363000, 364000, 365000, 366000, 367000, 368000, 369000, 370000, 371000, 372000, 373000, 374000, 375000, 376000, 377000, 378000, 379000, 380000, 381000, 382000, 383000, 384000, 385000, 386000, 387000, 388000, 389000, 390000, 391000, 392000, 393000, 394000, 395000, 396000, 397000, 398000, 399000, 400000, 401000, 402000, 403000, 404000, 405000, 406000, 407000, 408000, 409000, 410000, 411000, 412000, 413000, 414000, 415000, 416000, 417000, 418000, 419000, 420000, 421000, 422000, 423000, 424000, 425000, 426000, 427000, 428000, 429000, 430000, 431000, 432000, 433000, 434000, 435000, 436000, 437000, 438000, 439000, 440000, 441000, 442000, 443000, 444000, 445000, 446000, 447000, 448000, 449000, 450000, 451000, 452000, 453000, 454000, 455000, 456000, 457000, 458000, 459000, 460000, 461000, 462000, 463000, 464000, 465000, 466000, 467000, 468000, 469000, 470000, 471000, 472000, 473000, 474000, 475000, 476000, 477000, 478000, 479000, 480000, 481000, 482000, 483000, 484000, 485000, 486000, 487000, 488000, 489000, 490000, 491000, 492000, 493000, 494000, 495000, 496000, 497000, 498000, 499000, 500000, 501000, 502000, 503000, 504000, 505000, 506000, 507000, 508000, 509000, 510000, 511000, 512000, 513000, 514000, 515000, 516000, 517000, 518000, 519000, 520000, 521000, 522000, 523000, 524000, 525000, 526000, 527000, 528000, 529000, 530000, 531000, 532000, 533000, 534000, 535000, 536000, 537000, 538000, 539000, 540000, 541000, 542000, 543000, 544000, 545000, 546000, 547000, 548000, 549000, 550000, 551000, 552000, 553000, 554000, 555000, 556000, 557000, 558000, 559000, 560000, 561000, 562000, 563000, 564000, 565000, 566000, 567000, 568000, 569000, 570000, 571000, 572000, 573000, 574000, 575000, 576000, 577000, 578000, 579000, 580000, 581000, 582000, 583000, 584000, 585000, 586000, 587000, 588000, 589000, 590000, 591000, 592000, 593000, 594000, 595000, 596000, 597000, 598000, 599000, 600000, 602000, 604000, 606000, 608000, 610000, 612000, 614000, 616000, 618000, 620000, 622000, 624000, 626000, 628000, 630000, 632000, 634000, 636000, 638000, 640000, 642000, 644000, 646000, 648000, 650000, 652000, 654000, 656000, 658000, 660000, 662000, 664000, 666000, 668000, 670000, 672000, 674000, 676000, 678000, 680000, 682000, 684000, 686000, 688000, 690000, 692000, 694000, 696000, 698000, 700000, 702000, 704000, 706000, 708000, 710000, 712000, 714000, 716000, 718000, 720000, 722000, 724000, 726000, 728000, 730000, 732000, 734000, 736000, 738000, 740000, 742000, 744000, 746000, 748000, 750000, 752000, 754000, 756000, 758000, 760000, 762000, 764000, 766000, 768000, 770000, 772000, 774000, 776000, 778000, 780000, 782000, 784000, 786000, 788000, 790000, 792000, 794000, 796000, 798000, 800000, 802000, 804000, 806000, 808000, 810000, 812000, 814000, 816000, 818000, 820000, 822000, 824000, 826000, 828000, 830000, 832000, 834000, 836000, 838000, 840000, 842000, 844000, 846000, 848000, 850000, 852000, 854000, 856000, 858000, 860000, 862000, 864000, 866000, 868000, 870000, 872000, 874000, 876000, 878000, 880000, 882000, 884000, 886000, 888000, 890000, 892000, 894000, 896000, 898000, 900000, 902000, 904000, 906000, 908000, 910000, 912000, 914000, 916000, 918000, 920000, 922000, 924000, 926000, 928000, 930000, 932000, 934000, 936000, 938000, 940000, 942000, 944000, 946000, 948000, 950000, 952000, 954000, 956000, 958000, 960000, 962000, 964000, 966000, 968000, 970000, 972000, 974000, 976000, 978000, 980000, 982000, 984000, 986000, 988000, 990000, 992000, 994000, 996000, 998000, 1000000, 1002000, 1004000, 1006000, 1008000, 1010000, 1012000, 1014000, 1016000, 1018000, 1020000, 1022000, 1024000, 1026000, 1028000, 1030000, 1032000, 1034000, 1036000, 1038000, 1040000, 1042000, 1044000, 1046000, 1048000, 1050000, 1052000, 1054000, 1056000, 1058000, 1060000, 1062000, 1064000, 1066000, 1068000, 1070000, 1072000, 1074000, 1076000, 1078000, 1080000, 1082000, 1084000, 1086000, 1088000, 1090000, 1092000, 1094000, 1096000, 1098000, 1100000, 1102000, 1104000, 1106000, 1108000, 1110000, 1112000, 1114000, 1116000, 1118000, 1120000, 1122000, 1124000, 1126000, 1128000, 1130000, 1132000, 1134000, 1136000, 1138000, 1140000, 1142000, 1144000, 1146000, 1148000, 1150000, 1152000, 1154000, 1156000, 1158000, 1160000, 1162000, 1164000, 1166000, 1168000, 1170000, 1172000, 1174000, 1176000, 1178000, 1180000, 1182000, 1184000, 1186000, 1188000, 1190000, 1192000, 1194000, 1196000, 1198000, 1200000, 1202000, 1204000, 1206000, 1208000, 1210000, 1212000, 1214000, 1216000, 1218000, 1220000, 1222000, 1224000, 1226000, 1228000, 1230000, 1232000, 1234000, 1236000, 1238000, 1240000, 1242000, 1244000, 1246000, 1248000, 1250000, 1252000, 1254000, 1256000, 1258000, 1260000, 1262000, 1264000, 1266000, 1268000, 1270000, 1272000, 1274000, 1276000, 1278000, 1280000, 1282000, 1284000, 1286000, 1288000, 1290000, 1292000, 1294000, 1296000, 1298000, 1300000, 1302000, 1304000, 1306000, 1308000, 1310000, 1312000, 1314000, 1316000, 1318000, 1320000, 1322000, 1324000, 1326000, 1328000, 1330000, 1332000, 1334000, 1336000, 1338000, 1340000, 1342000, 1344000, 1346000, 1348000, 1350000, 1352000, 1354000, 1356000, 1358000, 1360000, 1362000, 1364000, 1366000, 1368000, 1370000, 1372000, 1374000, 1376000, 1378000, 1380000, 1382000, 1384000, 1386000, 1388000, 1390000, 1392000, 1394000, 1396000, 1398000, 1400000, 1402000, 1404000, 1406000, 1408000, 1410000, 1412000, 1414000, 1416000, 1418000, 1420000, 1422000, 1424000, 1426000, 1428000, 1430000, 1432000, 1434000, 1436000, 1438000, 1440000, 1442000, 1444000, 1446000, 1448000, 1450000, 1452000, 1454000, 1456000, 1458000, 1460000, 1462000, 1464000, 1466000, 1468000, 1470000, 1472000, 1474000, 1476000, 1478000, 1480000, 1482000, 1484000, 1486000, 1488000, 1490000, 1492000, 1494000, 1496000, 1498000, 1500000, 1505000, 1510000, 1515000, 1520000, 1525000, 1530000, 1535000, 1540000, 1545000, 1550000, 1555000, 1560000, 1565000, 1570000, 1575000, 1580000, 1585000, 1590000, 1595000, 1600000, 1605000, 1610000, 1615000, 1620000, 1625000, 1630000, 1635000, 1640000, 1645000, 1650000, 1655000, 1660000, 1665000, 1670000, 1675000, 1680000, 1685000, 1690000, 1695000, 1700000, 1705000, 1710000, 1715000, 1720000, 1725000, 1730000, 1735000, 1740000, 1745000, 1750000, 1755000, 1760000, 1765000, 1770000, 1775000, 1780000, 1785000, 1790000, 1795000, 1800000, 1805000, 1810000, 1815000, 1820000, 1825000, 1830000, 1835000, 1840000, 1845000, 1850000, 1855000, 1860000, 1865000, 1870000, 1875000, 1880000, 1885000, 1890000, 1895000, 1900000, 1905000, 1910000, 1915000, 1920000, 1925000, 1930000, 1935000, 1940000, 1945000, 1950000, 1955000, 1960000, 1965000, 1970000, 1975000, 1980000, 1985000, 1990000, 1995000, 2000000, 2005000, 2010000, 2015000, 2020000, 2025000, 2030000, 2035000, 2040000, 2045000, 2050000, 2055000, 2060000, 2065000, 2070000, 2075000, 2080000, 2085000, 2090000, 2095000, 2100000, 2105000, 2110000, 2115000, 2120000, 2125000, 2130000, 2135000, 2140000, 2145000, 2150000, 2155000, 2160000, 2165000, 2170000, 2175000, 2180000, 2185000, 2190000, 2195000, 2200000, 2205000, 2210000, 2215000, 2220000, 2225000, 2230000, 2235000, 2240000, 2245000, 2250000, 2255000, 2260000, 2265000, 2270000, 2275000, 2280000, 2285000, 2290000, 2295000, 2300000, 2305000, 2310000, 2315000, 2320000, 2325000, 2330000, 2335000, 2340000, 2345000, 2350000, 2355000, 2360000, 2365000, 2370000, 2375000, 2380000, 2385000, 2390000, 2395000, 2400000, 2405000, 2410000, 2415000, 2420000, 2425000, 2430000, 2435000, 2440000, 2445000, 2450000, 2455000, 2460000, 2465000, 2470000, 2475000, 2480000, 2485000, 2490000, 2495000, 2500000, 2505000, 2510000, 2515000, 2520000, 2525000, 2530000, 2535000, 2540000, 2545000, 2550000, 2555000, 2560000, 2565000, 2570000, 2575000, 2580000, 2585000, 2590000, 2595000, 2600000, 2605000, 2610000, 2615000, 2620000, 2625000, 2630000, 2635000, 2640000, 2645000, 2650000, 2655000, 2660000, 2665000, 2670000, 2675000, 2680000, 2685000, 2690000, 2695000, 2700000, 2705000, 2710000, 2715000, 2720000, 2725000, 2730000, 2735000, 2740000, 2745000, 2750000, 2755000, 2760000, 2765000, 2770000, 2775000, 2780000, 2785000, 2790000, 2795000, 2800000, 2805000, 2810000, 2815000, 2820000, 2825000, 2830000, 2835000, 2840000, 2845000, 2850000, 2855000, 2860000, 2865000, 2870000, 2875000, 2880000, 2885000, 2890000, 2895000, 2900000, 2905000, 2910000, 2915000, 2920000, 2925000, 2930000, 2935000, 2940000, 2945000, 2950000, 2955000, 2960000, 2965000, 2970000, 2975000, 2980000, 2985000, 2990000, 2995000, 3000000, 3005000, 3010000, 3015000, 3020000, 3025000, 3030000, 3035000, 3040000, 3045000, 3050000, 3055000, 3060000, 3065000, 3070000, 3075000, 3080000, 3085000, 3090000, 3095000, 3100000, 3105000, 3110000, 3115000, 3120000, 3125000, 3130000, 3135000, 3140000, 3145000, 3150000, 3155000, 3160000, 3165000, 3170000, 3175000, 3180000, 3185000, 3190000, 3195000, 3200000, 3205000, 3210000, 3215000, 3220000, 3225000, 3230000, 3235000, 3240000, 3245000, 3250000, 3255000, 3260000, 3265000, 3270000, 3275000, 3280000, 3285000, 3290000, 3295000, 3300000, 3305000, 3310000, 3315000, 3320000, 3325000, 3330000, 3335000, 3340000, 3345000, 3350000, 3355000, 3360000, 3365000, 3370000, 3375000, 3380000, 3385000, 3390000, 3395000, 3400000, 3405000, 3410000, 3415000, 3420000, 3425000, 3430000, 3435000, 3440000, 3445000, 3450000, 3455000, 3460000, 3465000, 3470000, 3475000, 3480000, 3485000, 3490000, 3495000, 3500000, 3505000, 3510000, 3515000, 3520000, 3525000, 3530000, 3535000, 3540000, 3545000, 3550000, 3555000, 3560000, 3565000, 3570000, 3575000, 3580000, 3585000, 3590000, 3595000, 3600000, 3605000, 3610000, 3615000, 3620000, 3625000, 3630000, 3635000, 3640000, 3645000, 3650000, 3655000, 3660000, 3665000, 3670000, 3675000, 3680000, 3685000, 3690000, 3695000, 3700000, 3705000, 3710000, 3715000, 3720000, 3725000, 3730000, 3735000, 3740000, 3745000, 3750000, 3755000, 3760000, 3765000, 3770000, 3775000, 3780000, 3785000, 3790000, 3795000, 3800000, 3805000, 3810000, 3815000, 3820000, 3825000, 3830000, 3835000, 3840000, 3845000, 3850000, 3855000, 3860000, 3865000, 3870000, 3875000, 3880000, 3885000, 3890000, 3895000, 3900000, 3905000, 3910000, 3915000, 3920000, 3925000, 3930000, 3935000, 3940000, 3945000, 3950000, 3955000, 3960000, 3965000, 3970000, 3975000, 3980000, 3985000, 3990000, 3995000, 4000000, 4005000, 4010000, 4015000, 4020000, 4025000, 4030000, 4035000, 4040000, 4045000, 4050000, 4055000, 4060000, 4065000, 4070000, 4075000, 4080000, 4085000, 4090000, 4095000, 4100000, 4105000, 4110000, 4115000, 4120000, 4125000, 4130000, 4135000, 4140000, 4145000, 4150000, 4155000, 4160000, 4165000, 4170000, 4175000, 4180000, 4185000, 4190000, 4195000, 4200000, 4205000, 4210000, 4215000, 4220000, 4225000, 4230000, 4235000, 4240000, 4245000, 4250000, 4255000, 4260000, 4265000, 4270000, 4275000, 4280000, 4285000, 4290000, 4295000, 4300000, 4305000, 4310000, 4315000, 4320000, 4325000, 4330000, 4335000, 4340000, 4345000, 4350000, 4355000, 4360000, 4365000, 4370000, 4375000, 4380000, 4385000, 4390000, 4395000, 4400000, 4405000, 4410000, 4415000, 4420000, 4425000, 4430000, 4435000, 4440000, 4445000, 4450000, 4455000, 4460000, 4465000, 4470000, 4475000, 4480000, 4485000, 4490000, 4495000, 4500000, 4505000, 4510000, 4515000, 4520000, 4525000, 4530000, 4535000, 4540000, 4545000, 4550000, 4555000, 4560000, 4565000, 4570000, 4575000, 4580000, 4585000, 4590000, 4595000, 4600000, 4605000, 4610000, 4615000, 4620000, 4625000, 4630000, 4635000, 4640000, 4645000, 4650000, 4655000, 4660000, 4665000, 4670000, 4675000, 4680000, 4685000, 4690000, 4695000, 4700000, 4705000, 4710000, 4715000, 4720000, 4725000, 4730000, 4735000, 4740000, 4745000, 4750000, 4755000, 4760000, 4765000, 4770000, 4775000, 4780000, 4785000, 4790000, 4795000, 4800000, 4805000, 4810000, 4815000, 4820000, 4825000, 4830000, 4835000, 4840000, 4845000, 4850000, 4855000, 4860000, 4865000, 4870000, 4875000, 4880000, 4885000, 4890000, 4895000, 4900000, 4905000, 4910000, 4915000, 4920000, 4925000, 4930000, 4935000, 4940000, 4945000, 4950000, 4955000, 4960000, 4965000, 4970000, 4975000, 4980000, 4985000, 4990000, 4995000, 5000000, 5005000, 5010000, 5015000, 5020000, 5025000, 5030000, 5035000, 5040000, 5045000, 5050000, 5055000, 5060000, 5065000, 5070000, 5075000, 5080000, 5085000, 5090000, 5095000, 5100000, 5105000, 5110000, 5115000, 5120000, 5125000, 5130000, 5135000, 5140000, 5145000, 5150000, 5155000, 5160000, 5165000, 5170000, 5175000, 5180000, 5185000, 5190000, 5195000, 5200000, 5205000, 5210000, 5215000, 5220000, 5225000, 5230000, 5235000, 5240000, 5245000, 5250000, 5255000, 5260000, 5265000, 5270000, 5275000, 5280000, 5285000, 5290000, 5295000, 5300000, 5305000, 5310000, 5315000, 5320000 ], "y": [ 3.23, 3.23, 3.18, 3.29, 3.3, 3.26, 3.33, 3.37, 3.42, 3.38, 3.52, 3.6, 3.92, 4.06, 4.28, 4.49, 4.75, 4.88, 5.02, 4.96, 4.99, 4.91, 4.88, 4.86, 4.81, 4.82, 4.67, 4.75, 4.75, 4.73, 4.62, 4.62, 4.6, 4.58, 4.59, 4.54, 4.45, 4.46, 4.41, 4.55, 4.55, 4.51, 4.5, 4.46, 4.48, 4.33, 4.36, 4.38, 4.45, 4.46, 4.34, 4.33, 4.31, 4.44, 4.38, 4.31, 4.35, 4.43, 4.49, 4.43, 4.6, 4.51, 4.6, 4.53, 4.36, 4.48, 4.57, 4.44, 4.42, 4.47, 4.32, 4.22, 4.21, 4.23, 4.03, 3.95, 4.06, 4.08, 4.05, 4.05, 3.9, 3.82, 3.8, 3.83, 3.82, 3.95, 4.06, 4.18, 4.11, 4.08, 4.06, 4.03, 3.98, 3.9, 3.84, 3.77, 3.75, 3.83, 3.9, 3.78, 3.81, 3.92, 3.86, 3.88, 3.92, 3.85, 4, 4.04, 4.11, 4.12, 4.04, 4.02, 4.03, 3.93, 3.81, 3.71, 3.58, 3.54, 3.44, 3.3, 3.27, 3.26, 3.18, 3.1, 3.27, 3.14, 3.16, 3.37, 3.71, 3.9, 3.67, 3.81, 4.2, 4.41, 4.7, 4.86, 4.82, 4.8, 4.89, 4.87, 4.98, 4.81, 4.75, 4.78, 4.82, 4.74, 4.77, 4.82, 4.71, 4.75, 4.75, 4.66, 4.64, 4.62, 4.66, 4.51, 4.78, 4.74, 4.69, 4.66, 4.69, 4.65, 4.66, 4.7, 4.68, 4.68, 4.48, 4.41, 4.48, 4.5, 4.5, 4.53, 4.46, 4.38, 4.28, 4.32, 4.39, 4.46, 4.44, 4.48, 4.39, 4.46, 4.48, 4.37, 4.4, 4.59, 4.47, 4.4, 4.46, 4.39, 4.28, 4.13, 3.76, 3.92, 3.84, 3.91, 3.82, 3.74, 3.82, 3.57, 3.53, 3.53, 3.63, 3.61, 3.78, 3.82, 3.77, 3.78, 3.71, 3.64, 3.57, 3.6, 3.61, 3.65, 3.56, 3.54, 3.53, 3.48, 3.72, 3.94, 3.98, 4.23, 4.38, 4.44, 4.39, 4.28, 4.29, 4.19, 4.19, 4.02, 4.3, 4.22, 4.17, 3.97, 3.84, 3.71, 3.66, 3.47, 3.51, 3.44, 3.44, 3.54, 3.68, 3.78, 4.05, 4.17, 4.38, 4.31, 4.38, 4.36, 4.5, 4.58, 4.63, 4.52, 4.57, 4.37, 4.43, 4.55, 4.51, 4.52, 4.46, 4.52, 4.45, 4.46, 4.42, 4.44, 4.5, 4.5, 4.33, 4.52, 4.51, 4.5, 4.44, 4.44, 4.38, 4.38, 4.3, 4.44, 4.31, 4.23, 4.14, 4.21, 3.98, 3.87, 3.86, 3.84, 3.82, 3.89, 4.02, 4.06, 4.1, 4.11, 4.27, 4.22, 4.33, 4.31, 4.23, 4.3, 4.17, 4.23, 4.02, 4.06, 4.06, 4, 4.07, 4.07, 4.05, 4, 3.85, 3.86, 3.8, 3.7, 3.79, 3.69, 3.77, 3.62, 3.69, 3.89, 3.76, 3.58, 3.66, 3.53, 3.53, 3.47, 3.21, 3.31, 3.23, 3.22, 3.23, 3.19, 3.3, 3.29, 3.39, 3.38, 3.51, 3.75, 4.08, 4.23, 4.17, 4.42, 4.6, 4.84, 4.83, 4.8, 4.76, 4.79, 4.68, 4.53, 4.49, 4.62, 4.67, 4.64, 4.47, 4.47, 4.4, 4.59, 4.46, 4.55, 4.58, 4.49, 4.54, 4.5, 4.5, 4.53, 4.36, 4.46, 4.32, 4.37, 4.4, 4.38, 4.36, 4.27, 4.42, 4.29, 4.34, 4.2, 4.21, 4.2, 4.19, 4.17, 4.19, 4.15, 4.05, 4.12, 4.08, 4.14, 4.02, 3.99, 3.92, 3.89, 3.96, 4, 3.97, 3.86, 3.92, 3.76, 3.72, 3.47, 3.54, 3.48, 3.32, 3.2, 3.17, 3.15, 3.2, 3.11, 3.19, 3.21, 3.17, 3.22, 3.15, 3.29, 3.31, 3.38, 3.41, 3.41, 3.51, 3.57, 3.75, 3.81, 3.77, 3.85, 3.94, 4.02, 3.92, 4.3, 4.5, 4.3, 4.72, 4.91, 4.98, 5.05, 5.05, 5.08, 5.08, 5.02, 5.07, 4.9, 4.79, 4.87, 4.76, 4.95, 4.96, 4.91, 4.82, 4.91, 4.82, 4.51, 4.77, 4.73, 4.75, 4.58, 4.73, 4.56, 4.6, 4.41, 4.62, 4.63, 4.55, 4.63, 4.56, 4.59, 4.61, 4.61, 4.44, 4.57, 4.46, 4.44, 4.38, 4.51, 4.33, 4.25, 4.32, 4.36, 4.39, 4.35, 4.3, 4.27, 4.22, 4.12, 4.12, 4.17, 4.01, 3.97, 3.79, 3.81, 3.76, 3.72, 3.67, 3.6, 3.54, 3.47, 3.63, 3.72, 3.83, 3.83, 3.83, 3.68, 3.82, 3.75, 3.84, 3.78, 3.75, 3.81, 3.91, 3.86, 4.01, 3.93, 4.16, 4.06, 4.14, 4.06, 4.22, 4.25, 4.1, 4.1, 4.01, 3.96, 4.07, 3.96, 3.95, 3.91, 3.88, 3.93, 3.83, 3.92, 3.97, 3.96, 3.92, 3.99, 3.97, 3.92, 4.01, 4.11, 4.27, 4.29, 4.55, 4.43, 4.54, 4.48, 4.53, 4.5, 4.45, 4.45, 4.46, 4.43, 4.51, 4.53, 4.55, 4.53, 4.5, 4.45, 4.52, 4.46, 4.29, 4.25, 4.39, 4.35, 4.25, 4.17, 4.14, 4.21, 4.14, 4.17, 4.01, 3.96, 3.86, 3.94, 4, 3.97, 3.91, 3.89, 3.59, 3.65, 3.73, 3.39, 3.46, 3.48, 3.5, 3.57, 3.69, 4, 4.13, 4.29, 4.31, 4.33, 4.18, 4.11, 4.19, 4.07, 4.09, 4.07, 4.02, 3.99, 3.9, 3.88, 3.89, 3.8, 3.99, 4.02, 4.07, 3.97, 3.77, 3.8, 3.8, 3.49, 3.52, 3.53, 3.66, 3.81, 4.09, 4.31, 4.63, 4.9, 5.01, 5.08, 5.05, 4.93, 5, 4.8, 5.01, 4.75, 4.68, 4.72, 4.75, 4.71, 4.79, 4.77, 4.57, 4.58, 4.64, 4.8, 4.58, 4.5, 4.65, 4.42, 4.52, 4.46, 4.4, 4.26, 4.14, 4.15, 4.03, 4.13, 3.95, 3.7, 3.71, 3.64, 3.5, 3.57, 3.65, 3.76, 3.84, 3.93, 4.03, 3.98, 4.06, 4.29, 4.61, 4.75, 4.66, 4.65, 4.44, 4.32, 4.16, 4.16, 4.02, 4.15, 4.19, 4.21, 4.11, 4.17, 4.48, 4.67, 4.59, 4.6, 4.48, 4.55, 4.59, 4.26, 4.33, 4.11, 4.28, 4.11, 4.07, 3.99, 3.87, 3.76, 3.64, 3.56, 3.48, 3.54, 3.55, 3.68, 3.7, 4.16, 4.27, 4.74, 4.67, 4.68, 4.68, 4.73, 4.55, 4.53, 4.49, 4.31, 4.38, 4.12, 4.08, 3.9, 3.96, 3.9, 3.92, 4.11, 3.95, 4.04, 4.07, 3.95, 3.82, 3.99, 4.02, 3.81, 3.67, 3.58, 3.63, 3.5, 3.65, 3.63, 3.46, 3.42, 3.45, 3.68, 3.58, 4.06, 4.32, 4.51, 4.67, 4.68, 4.69, 4.59, 4.68, 4.42, 4.47, 4.47, 4.45, 4.39, 4.32, 4.41, 4.4, 4.33, 4.29, 4.17, 4.14, 4.12, 3.99, 3.99, 4.09, 4.03, 4.06, 4.37, 4.51, 4.55, 4.43, 4.38, 4.26, 4.1, 4.07, 3.98, 4.02, 3.86, 3.89, 3.69, 3.57, 3.63, 3.48, 3.44, 3.3, 3.39, 3.33, 3.73, 4.16, 4.42, 4.58, 4.3, 4.21, 4.09, 3.98, 3.87, 3.77, 3.72, 3.76, 3.99, 4.15, 4.24, 4.21, 4.11, 4.06, 3.94, 3.84, 3.84, 3.94, 4.15, 4.28, 4.22, 4.22, 4.12, 4.13, 3.99, 3.73, 3.78, 3.83, 3.57, 3.64, 3.87, 3.84, 3.95, 4.08, 4.36, 4.33, 4.54, 4.33, 4.23, 4.38, 4.22, 4.29, 4.18, 4.27, 4.25, 4.12, 4.23, 4.08, 3.94, 3.66, 3.48, 3.33, 3.34, 3.21, 3.42, 3.48, 3.54, 3.61, 3.81, 3.7, 3.89, 3.91, 3.95, 4.01, 4, 4.03, 4.29, 4.08, 4.03, 3.93, 3.83, 3.67, 3.85, 3.84, 4.12, 4.14, 4.2, 4.09, 4.47, 4.34, 4.5, 4.38, 4.32, 4.05, 4.22, 4.24, 4.02, 4.02, 3.97, 3.99, 3.86, 4.02, 3.82, 3.75, 3.76, 3.79, 3.68, 3.6, 3.6, 3.66, 3.53, 3.56, 3.6, 3.73, 3.76, 3.74, 3.8, 3.6, 3.84, 3.65, 3.77, 3.67, 4.05, 4.14, 4.27, 4.28, 4.43, 4.42, 4.2, 4.34, 4.16, 4.32, 4.2, 4.08, 4.1, 3.82, 3.73, 3.97, 3.94, 3.74, 3.63, 3.55, 3.42, 3.41, 3.34, 3.38, 3.35, 3.33, 3.47, 3.85, 4.1, 4.36, 4.31, 4.25, 4.27, 4.11, 3.9, 3.87, 4.07, 3.96, 3.91, 3.91, 3.84, 3.81, 3.84, 3.71, 3.67, 3.56, 3.65, 3.84, 3.97, 4.26, 4.35, 4.14, 3.94, 4.2, 4.15, 4.07, 4.06, 3.97, 3.9, 3.8, 3.65, 3.69, 3.71, 3.59, 3.73, 3.95, 3.94, 3.99, 4, 4.09, 4.06, 4.02, 4.19, 4.19, 4.1, 4.19, 4.07, 3.88, 3.86, 3.67, 3.59, 3.49, 3.41, 3.5, 3.55, 3.63, 3.8, 3.98, 3.99, 4.2, 4.04, 4.26, 4.21, 4.08, 4.2, 4.05, 3.96, 3.82, 3.72, 3.61, 3.73, 3.59, 3.7, 3.54, 3.49, 3.56, 3.63, 3.74, 3.97, 3.97, 4.2, 4.4, 4.22, 3.96, 3.84, 3.96, 3.83, 3.72, 3.72, 3.61, 3.52, 3.38, 3.38, 3.24, 3.24, 3.28, 3.34, 3.33, 3.36, 3.35, 3.49, 3.8, 4.2, 4.31, 4.24, 4.1, 4.07, 4.22, 3.99, 3.87, 3.62, 3.45, 3.38, 3.31, 3.42, 3.39, 3.44, 3.57, 3.42, 3.42, 3.51, 3.77, 4.05, 4.36, 4.24, 4.21, 4.16, 4.02, 3.69, 3.64, 3.7, 3.96, 4.41, 4.38, 4.07, 3.82, 3.72, 3.76, 3.56, 3.85, 4.24, 3.99, 3.8, 3.72, 3.71, 3.53, 3.55, 3.66, 3.84, 3.65, 3.76, 3.55, 3.56, 3.68, 4.05, 4.18, 4.28, 4.13, 4.13, 3.88, 3.55, 3.65, 3.59, 3.72, 3.82, 4.09, 4.12, 3.93, 3.83, 3.52, 3.79, 3.74, 3.6, 3.71, 4.13, 4.16, 3.74, 3.53, 3.49, 3.48, 3.53, 3.65, 3.77, 3.99, 4.09, 3.95, 3.68, 3.52, 3.61, 3.82, 3.72, 3.42, 3.68, 3.57, 3.61, 3.62, 3.56, 3.89, 4.16, 3.95, 3.84, 3.77, 3.75, 3.68, 3.74, 4.02, 4.01, 3.81, 3.7, 3.7, 3.5, 3.51, 3.52, 3.51, 4.03, 4.1, 3.89, 3.86, 3.74, 3.75, 3.55, 3.33, 3.36, 3.65, 3.58, 3.85, 3.92, 3.55, 3.81, 3.57, 3.24, 3.34, 3.56, 3.67, 3.92, 3.71, 3.6, 3.74, 4.18, 4.21, 4.16, 3.96, 3.85, 3.7, 3.49, 3.44, 3.66, 3.51, 3.5, 3.68, 3.5, 3.32, 3.29, 3.23, 3.6, 4.15, 4.23, 4.15, 3.88, 3.69, 3.56, 3.36, 3.42, 3.56, 3.77, 3.86, 3.74, 3.59, 3.59, 3.57, 3.39, 3.46, 3.56, 4.01, 3.8, 3.61, 3.39, 3.21, 3.45, 3.48, 3.87, 3.84, 3.8, 3.68, 3.45, 3.28, 3.35, 3.61, 3.74, 3.76, 3.52, 3.64, 3.39, 3.2, 3.37, 3.58, 3.8, 3.92, 3.87, 3.72, 3.39, 3.37, 3.33, 3.54, 3.41, 3.48, 3.69, 3.29, 3.37, 3.35, 3.49, 3.93, 4.09, 4.01, 3.95, 3.73, 3.45, 3.39, 3.25, 3.32, 3.57, 3.7, 3.99, 3.83, 3.62, 3.18, 3.48, 3.65, 3.89, 4.13, 4.13, 3.89, 3.73, 3.63, 3.27, 3.21, 3.43, 3.37, 3.63, 3.47, 3.41, 3.23, 3.16, 3.43, 3.47, 3.9, 3.81, 3.62, 3.44, 3.27, 3.31, 3.23, 3.45, 3.66, 3.84, 3.51, 3.35, 3.23, 3.25, 3.19, 3.22, 3.37, 3.68, 3.61, 3.61, 3.61, 3.79, 3.7, 3.87, 3.8, 3.66, 3.47, 3.27, 3.18, 3.15, 3.13, 3.19, 3.27, 3.24, 3.13, 3.31, 3.18, 3.19, 3.21, 3.41, 3.5, 3.78, 3.65, 3.63, 3.38, 3.15, 3.16, 3.17, 3.34, 3.38, 3.4, 3.44, 3.19, 3.37, 3.3, 3.23, 3.48, 3.5, 3.49, 3.29, 3.22, 3.32, 3.27, 3.49, 3.51, 3.5, 3.43, 3.31, 3.09, 2.95, 2.93, 3.16, 3.08, 3.16, 3.3, 3.48, 3.45, 3.07, 3.18, 3.2, 3.36, 3.44, 3.46, 3.52, 3.49, 3.32, 3.13, 3.09, 3.23, 3.31, 3.33, 3.14, 2.95, 3.05, 3.09, 3.1, 3.09, 2.94, 3.18, 3.18, 3.08, 3.06, 3.13, 3.22, 3.26, 3.34, 3.38, 3.45, 3.38, 3.35, 3.16, 2.95, 3.01, 3.04, 3.14, 3.19, 3.16, 3.08, 2.95, 3.09, 3.02, 3, 3.02, 3.2, 3.13, 3.21, 3.13, 3.24, 3.04, 3.04, 3.03, 3.17, 3.16, 3.32, 3.27, 3.33, 3.26, 3.4, 3.65, 3.74, 3.71, 3.42, 3.37, 3.22, 3.1, 3.2, 3.21, 3.25, 3.41, 3.31, 3.18, 3.22, 3.17, 3.11, 3.15, 3.35, 3.35, 3.25, 3.16, 3.08, 3.13, 3.14, 3.08, 2.99, 3.1, 3.2, 3.11, 2.9, 2.9, 3.04, 3.12, 3.03, 3.07, 3.23, 3.09, 2.92, 2.89, 3, 2.98, 3.06, 2.93, 2.95, 2.97, 3.04, 3.11, 3.18, 3.14, 3.01, 2.92, 3.01, 3.11, 3.12, 3.14, 3.05, 2.89, 2.94, 3.18, 3.16, 3.15, 2.99, 3, 3.09, 2.93, 3.04, 3.2, 3.33, 3.41, 3.29, 3.05, 2.98, 2.96, 3.14, 3.18, 3.4, 3.45, 3.21, 3.05, 2.98, 2.92, 3.02, 3.05, 3.1, 3.28, 3.29, 2.97, 2.83, 3, 2.93, 2.96, 3.2, 3.08, 2.98, 2.93, 2.89, 3.09, 3.08, 3.05, 2.97, 3.06, 3.21, 3, 3.1, 3.05, 3, 2.99, 3.22, 3.26, 3.05, 2.86, 2.88, 2.9, 2.89, 2.89, 3.17, 3.16, 3.25, 3.01, 2.95, 2.89, 3.06, 2.92, 2.92, 2.87, 3.07, 3.08, 2.91, 2.89, 2.83, 2.97, 3.04, 3.02, 2.9, 2.89, 2.94, 3.01, 3.01, 3.06, 3.06, 3.24, 3.3, 3.23, 3.16, 2.96, 2.95, 3.07, 3.02, 3.12, 3.17, 3.2, 3.16, 3.06, 3.06, 3.1, 3.01, 3.08, 3.02, 3.01, 3.03, 3.07, 3.07, 2.87, 2.88, 2.87, 2.91, 2.94, 3, 2.82, 2.98, 2.92, 2.98, 3.11, 3.16, 3.11, 3, 3.06, 2.99, 2.87, 2.86, 2.95, 3.04, 3.11, 3.04, 3, 2.85, 3, 2.98, 2.91, 3.03, 3.03, 3.06, 2.99, 3.1, 2.95, 2.96, 2.88, 3.06, 2.9, 2.95, 3.02, 3.03, 3.04, 2.88, 2.86, 2.85, 2.84, 2.83, 3, 2.85, 2.73, 2.87, 2.84, 2.89, 3.03, 3.07, 2.95, 2.89, 2.98, 2.76, 2.83, 2.94, 2.99, 3.08, 3.03, 3.13, 2.97, 2.94, 2.88, 2.92, 2.88, 2.9, 3.03, 2.95, 2.85, 2.85, 2.87, 2.86, 2.95, 2.92, 3.1, 3.1, 3.12, 3.07, 2.93, 2.99, 2.79, 3.01, 3.04, 3.09, 2.87, 2.81, 2.88, 2.9, 3.02, 2.93, 2.98, 3.16, 3.11, 3.1, 3, 3, 2.98, 3.09, 3.14, 3.05, 3.04, 3.01, 3.02, 2.95, 2.95, 2.93, 3.09, 3.13, 2.88, 2.97, 2.86, 2.92, 2.86, 3.06, 3.17, 3.08, 3.13, 2.97, 2.92, 3.03, 2.95, 3.13, 3.14, 3.09, 2.91, 2.96, 3.04, 2.86, 2.92, 3, 3.2, 3.17, 3, 2.99, 2.93, 2.96, 2.99, 2.99, 3.15, 3.15, 3.03, 2.83, 2.85, 2.96, 3.04, 3.24, 3.3, 3.08, 3.06, 2.98, 2.88, 2.86, 2.91, 3.18, 3.27, 3.3, 3.15, 3.03, 2.85, 2.85, 2.96, 2.77, 2.91, 3.03, 3.07, 3.03, 3.05, 2.84, 2.86, 2.91, 2.93, 2.94, 3.17, 2.95, 2.74, 2.85, 2.79, 2.95, 2.94, 2.87, 2.74, 2.74, 2.77, 2.79, 3.06, 3.17, 3.04, 3.06, 2.85, 2.9, 2.93, 2.69, 2.78, 2.81, 2.66, 2.88, 3, 3.04, 2.92, 2.86, 2.8, 2.72, 2.68, 2.65, 2.94, 2.9, 2.89, 2.91, 2.82, 2.95, 3.02, 3.21, 3.11, 3.02, 3, 2.82, 2.86, 3, 2.96, 2.87, 2.84, 2.93, 2.98, 2.77, 2.92, 2.97, 3.06, 3.09, 3.01, 2.98, 2.8, 2.89, 2.89, 2.8, 2.92, 2.97, 2.91, 2.79, 2.79, 2.84, 2.91 ] } ], "layout": { "autosize": true, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "autorange": true, "domain": [ 0, 1 ], "range": [ 5667010.213556174, -347010.21355617465 ], "tickfont": { "color": "#000000" }, "title": { "font": { "color": "#000000" }, "text": "Years before present" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "overlaying": "y", "position": 0.15, "range": [ 2.4494660194174758, 5.280533980582525 ], "side": "left", "tickfont": { "color": "#1f77b4" }, "title": { "font": { "color": "#1f77b4" }, "text": "Benthic d18O (per mil ‰)" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.graph_objects as go\n", "fig = go.Figure(data=go.Scatter(x=benthic2005d18O['Time_(ka)']*1000, y=benthic2005d18O['Benthic_d18O_(per_mil)'], mode='lines+markers'))\n", "# Create axis objects\n", "fig.update_layout(\n", " xaxis=dict(\n", " domain=[0., 1.],\n", " title=\"Years before present\",\n", " titlefont=dict(\n", " color=\"#000000\"\n", " ),\n", " tickfont=dict(\n", " color=\"#000000\"\n", " )\n", " ),\n", " yaxis=dict(\n", " title=\"Benthic d18O (per mil ‰)\",\n", " titlefont=dict(\n", " color=\"#1f77b4\"\n", " ),\n", " tickfont=dict(\n", " color=\"#1f77b4\"\n", " ),\n", " anchor=\"x\",\n", " overlaying=\"y\",\n", " side=\"left\",\n", " position=0.15\n", " )\n", ")\n", "\n", "fig['layout']['xaxis']['autorange'] = \"reversed\"\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "707203c0-325e-4623-98ea-82c577934ff8", "metadata": {}, "source": [ "**Question 1.3** Exploring the long-term trends. \n", "\n", "(A) What is the range through which $\\delta$18O values fluctuate between 5.5 million and 1 million years ago?\n", "\n", "(B) Between 500,000 yr and the present?\n", "\n", "(B) What could this indicate about the difference in global ice volume during these two\n", "intervals?" ] }, { "cell_type": "markdown", "id": "3b9816c6-6728-4375-a75c-cc7d2a8ae4c6", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "47048160-943a-43aa-843b-4b241432c175", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "6e2cb79c-aa08-4b1b-80bf-7db6694370f4", "metadata": {}, "source": [ "**Question 1.4** Zoom into the past 500,000 years to focus in on that time interval. Within the $\\delta$18O record, you can identify intervals of isotope\n", "change or “excursions.” Intervals of greatest ice volume are termed glaciations, whereas\n", "intervals of least ice volume are termed interglacials. Attach an annotate figure of your 500,000 year graph that indicates:\n", "\n", "- the five times that indicate the greatest ice volume (peak glaciation)\n", "- the times that indicate the interglacial periods." ] }, { "cell_type": "markdown", "id": "67a2f687-ea4e-4e01-80d8-976b96e4eb11", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "21549967-b143-4c93-8254-d4099536da40", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "04511dec-28a2-4cc7-91cc-32743a4fb507", "metadata": {}, "source": [ "**Question 1.5** Describe the cyclicity of the $\\delta$18O signal on the 500,000 graph. For example, what is the\n", "duration of each cycle (from peak of glaciation to the next)? What is the average duration?\n", "\n", "**Answer:**" ] }, { "cell_type": "markdown", "id": "4c2dadb9-cfff-43ce-9b3d-951f2cc3fac1", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "c0d21ce8-a7d4-46a6-b32c-8a59c0cdee07", "metadata": {}, "source": [ "**Question 1.6** Consider the rate of change in $\\delta$18O values. Which is faster, the building up of global ice volume\n", "(more snow falling in the winter than melts in the summer) or the waning of global ice volume\n", "(less snow falling in the winter than melts in the summer). " ] }, { "cell_type": "markdown", "id": "441e5956-a623-4342-817a-5e7f95b7a8d1", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "c32d85e1-2473-4c06-a288-f48e9ac0f22c", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "505855b5-4635-42db-a41a-3fa5fe68c8ea", "metadata": {}, "source": [ "**Question 1.7** How long ago was the peak of the most recent glaciation? Do you think we are overdue for the onset of the next ice age? Explain why or why not?" ] }, { "cell_type": "markdown", "id": "7b2a005b-afef-4e75-a3da-72e24621ed7d", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "fa771f29-af4a-4e19-9c4f-756e2a6cc823", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "3d146543-debe-42f5-96f1-29a553148fda", "metadata": {}, "source": [ "### CO2 data and climate change from Ice Cores" ] }, { "cell_type": "markdown", "id": "ee9a59cc-eb25-47e1-ae61-1689ed88b696", "metadata": {}, "source": [ "Ice Cores drilled in the Antarctic give us a peek into the climate of the past several thousands of years. Antarctic CO2 data core records both the precipitation (snow transformed into glacial ice) and ancient\n", "atmosphere (trapped air bubbles) in Antarctica. Samples from the entire\n", "length of the core have been analyzed for dust, methane, CO2, and deuterium (“heavy hydrogen”).\n", "We focus on the CO2 content of trapped bubbles of ancient atmosphere from a composite study of all ice cores that goes back 800,000 years, accessed from [ncei.noaa.gov](https://www.ncei.noaa.gov/access/paleo-search/study/17975) based on the following study: Bereiter, B., S. Eggleston, J. Schmitt, C. Nehrbass-Ahles, T. F. Stocker, H. Fischer, S. Kipfstuhl, J. Chappellaz. 2015. Revision of the EPICA Dome C CO2 record from 800 to 600 kyr before present. *Geophysical Research Letters*, 42(2), 542-549. doi: 10.1002/2014GL061957" ] }, { "cell_type": "markdown", "id": "ebbd9964-bbf0-4546-a83b-9c4d83d0a397", "metadata": {}, "source": [ " \n", "\n", "*Figure: A slice of ice core, showing trapped air bubbles. Photograph: British Antarctic Survey/PA*" ] }, { "cell_type": "code", "execution_count": 4, "id": "ce13dfc6-702e-489d-ac90-94d48849d4e5", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "antarctica2015co2 = pd.read_excel('Files/antarctica2015co2.xls', sheet_name='CO2 Composite', header=14)" ] }, { "cell_type": "code", "execution_count": 5, "id": "765ac75c-e22d-4a65-b7f0-d7ce9ea3a181", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Gasage (yr BP)CO2 (ppmv)sigma mean CO2 (ppmv)
0-51.030000368.0224880.060442
1-48.000000361.7807370.370000
2-46.279272359.6477930.098000
3-44.405642357.1067400.159923
4-43.080000353.9466850.043007
............
1896803925.284376202.9217232.064488
1897804009.870607207.4986450.915083
1898804522.674630204.8619381.642851
1899805132.442334202.2268390.689587
1900805668.868405207.2854402.202808
\n", "

1901 rows × 3 columns

\n", "
" ], "text/plain": [ " Gasage (yr BP) CO2 (ppmv) sigma mean CO2 (ppmv)\n", "0 -51.030000 368.022488 0.060442\n", "1 -48.000000 361.780737 0.370000\n", "2 -46.279272 359.647793 0.098000\n", "3 -44.405642 357.106740 0.159923\n", "4 -43.080000 353.946685 0.043007\n", "... ... ... ...\n", "1896 803925.284376 202.921723 2.064488\n", "1897 804009.870607 207.498645 0.915083\n", "1898 804522.674630 204.861938 1.642851\n", "1899 805132.442334 202.226839 0.689587\n", "1900 805668.868405 207.285440 2.202808\n", "\n", "[1901 rows x 3 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "antarctica2015co2" ] }, { "cell_type": "code", "execution_count": 6, "id": "b409d94f-f6da-4c9d-a631-28075b6096f3", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines+markers", "type": "scatter", "x": [ -51.02999999999997, -48, -46.27927212999998, -44.40564212000004, -43.07999999999993, -42.313517060000095, -41.134816709999996, -39.97139973000003, -39.407967809999946, -38.966334940000024, -38.06951193000009, -37.20859160000009, -36.616016200000104, -36.14322833999995, -35.76218001999996, -34.916752950000046, -33.07684986999993, -33.02591865999989, -29.14258988000006, -26.796750369999927, -26.67036968000002, -25.570921230000067, -24.133413320000045, -22.088334380000106, -22.041017810000085, -20.872681979999925, -20.65630200999999, -20.637150239999983, -20.22168347999991, -19.423218019999922, -18.98437082999999, -18.813869489999888, -18.53874855999993, -16.78904407999994, -16.54523532999997, -15.866011569999955, -15.297878110000056, -15.226349230000096, -13.564495589999979, -13.200018279999995, -12.6152798600001, -12.542091540000001, -12.395341090000102, -12.321916399999964, -11.71589999999992, -10.568661719999909, -10.31404479999992, -9.092695849999927, -8.56297111999993, -8.102785849999918, -7.872424290000026, -7.257538840000052, -7.203373640000109, -7.103747099999964, -6.157200000000103, -4.795964650000087, -3.791544359999989, -3.7139373699999396, -3.5585613600001125, -2.3839181700000154, -0.25090000000000146, 0.33152825999991364, 1.225945319999937, 2.2935130999999274, 3.3366031699999894, 3.3731399599998895, 4.38416084000005, 4.442779830000063, 4.6126112699998885, 5.037190190000047, 5.2356770799999595, 5.490957340000023, 6.426352059999999, 7.792658919999894, 7.964587149999943, 8.22030175000009, 9.160584629999903, 9.245991239999967, 10.030999999999949, 10.408172680000007, 10.77751491999993, 11.03227736000008, 11.838400000000092, 11.870147509999924, 12.132119869999997, 12.233306950000042, 13.136785700000019, 14.12664190999999, 14.290543329999991, 14.94369888999995, 16.123575399999936, 16.40695077999999, 17.219075570000086, 17.462700710000036, 17.70639580000011, 19.17030616000011, 20.613674270000047, 21.256399999999985, 21.46069323000006, 21.843200000000024, 22.203540369999928, 24.686957090000078, 25.251618980000103, 27.163116590000072, 27.494957789999944, 30.2922188, 31.331601200000023, 32.12541188, 34.213969129999896, 35.60700403999999, 37.484859689999894, 38.71498595999992, 38.90461155999992, 39.284149150000076, 40.23523068999998, 41.47609211000008, 44.225799999999936, 44.45643668999992, 44.64919585999996, 46.09347466000008, 48.298125289999916, 49.82164923999994, 51.057595010000114, 51.34283968999989, 56.24367503999997, 56.34117893999996, 56.9396999999999, 57.12160448999998, 57.6094814600001, 60.1310578099999, 60.992519469999934, 62.60553327000002, 64.39987096999994, 65.82009999999991, 66.20852756999989, 67.07764627999995, 70.04941602000008, 73.09478323000008, 76.2620196800001, 77.17362217000004, 79.95531419999998, 80.3438782799999, 81.58508690999997, 82.26960000000008, 83.25611204999996, 85.87161822999997, 87.02144425999995, 88.16551931000004, 91.15595858000006, 93.3796722699999, 95.28161881999995, 96.29172496000001, 98.89435269, 99.173, 99.73761839999997, 102.67820000000006, 104.09510939000006, 105.34534607, 105.53888998000002, 106.70678711000005, 109.17184283000006, 113.2998, 116.82279999999992, 117.12622381999995, 123.07770000000005, 125.25500000000011, 136.34030000000007, 150.6636000000001, 153.5284999999999, 154.05649999999991, 155.9034999999999, 169.70010000000002, 170.5109, 176.54449999999997, 186.30320000000006, 187.1217999999999, 197.87059999999997, 198.0684000000001, 200.88010000000008, 208.7428, 216.12799999999993, 226.99260000000004, 227.13560000000007, 255.93360000000007, 260.2585999999999, 268.10570000000007, 300.9031, 310.18550000000005, 321.4006999999999, 340.53919999999994, 346.58140000000003, 359.0093999999999, 361.8233, 376.98710000000005, 390.1370999999999, 400.35249999999996, 420.3243, 448.4713999999999, 480.6032, 500.83619999999996, 521.1956, 539.1394, 559.6678999999999, 601.1501000000001, 619.8800000000001, 642.5527999999999, 671.8032000000001, 690.4929, 698.7306000000001, 739.0450000000001, 750.1886, 784.0183999999999, 803.7130999999999, 834.3911, 850.5902000000001, 879.7973, 900.82294, 909.92083, 930.72784, 932.42209, 967.34583, 992.34736, 1035.87184, 1074.5898, 1127.67222, 1156.8950399999999, 1187.70454, 1219.5665, 1248.75007, 1280.82364, 1313.00077, 1335.4754400000002, 1367.59231, 1392.53167, 1398.37838, 1432.04389, 1461.86806, 1513.06166, 1543.63545, 1565.77312, 1592.66644, 1632.4542099999999, 1654.39543, 1675.55608, 1683.9046899999998, 1709.3986, 1775.46638, 1796.46924, 1814, 1846, 1894, 1920, 1949, 1999.70909090909, 2093.3590909090913, 2234.2352727272723, 2265.5493333333334, 2414.3166666666666, 2526.12496969697, 2628.015757575757, 2708.475454545455, 2801.7606666666657, 2904.5469090909087, 2948.816303030303, 3056.604242424242, 3255.728181818182, 3283.661575757576, 3431.119272727273, 3528.2878787878785, 3644.462727272728, 3693.407696969697, 3806.856969696969, 3856.1663636363637, 3968.9506060606054, 4108.666727272727, 4205.842363636364, 4275.076666666667, 4342.822424242424, 4494.362424242425, 4592.819272727273, 4647.462909090909, 4773.001515151515, 4921.201818181818, 4981.579878787878, 5086.789939393939, 5218.5661818181825, 5311.175757575757, 5357.548545454545, 5533.289575757576, 5581.297333333333, 5757.606363636363, 5852.259636363636, 5934.091454545454, 5999.3760606060605, 6089.807878787879, 6301.963333333333, 6337.206909090909, 6401.244848484847, 6572.291575757575, 6682.545393939393, 6769.652545454545, 6880.308666666668, 6970.077393939396, 7038.269878787879, 7188.070303030302, 7274.009999999999, 7405.323818181818, 7497.865393939395, 7661.3663636363635, 7719.5915151515155, 7860.1816363636335, 7926.3653939393935, 7975.853939393939, 8116.284242424243, 8194.798787878788, 8351.876727272727, 8459.675757575757, 8546.579090909092, 8710.678181818183, 8781.282363636365, 8911.853878787877, 8992.985757575756, 9060.173939393939, 9143.01284848485, 9295.308848484849, 9361.11696969697, 9436.703454545453, 9518.05903030303, 9524.439454545454, 9555.86393939394, 9573.266606060606, 9901.037878787878, 9992.609575757577, 10134.50303030303, 10192.954545454544, 10299.554545454546, 10366.55575757576, 10505.551515151516, 10680.480000000003, 10801.809090909092, 10835.743636363635, 10954.478787878788, 11089.615757575755, 11161.063636363637, 11185.87090909091, 11200.576363636363, 11256.567878787879, 11316.978787878788, 11339.371, 11383.156, 11399.861, 11417.453, 11435.931, 11453.064, 11472.799, 11490.446, 11507.225, 11523.934, 11543.596, 11559.612, 11576.406, 11592.243, 11611.307, 11628.966, 11647.924, 11664.542, 11682.818, 11701.438, 11719.717, 11740.65, 11759.212, 11780.723, 11802.789, 11820.5, 11843.327, 11863.118, 11883.166, 11904.912, 11926.956, 11948.086, 11969.551, 11990.691, 12015.895, 12037.316, 12058.796, 12079.849, 12105.248, 12124.583, 12146.495, 12168.481, 12190.414, 12211.34, 12232.921, 12256.477, 12280.774, 12301.036, 12321.276, 12343.121, 12365.281, 12388.308, 12409.378, 12431.925, 12454.817, 12475.39, 12495.838, 12521.35, 12543.717, 12564.615, 12586.604, 12607.644, 12629.853, 12653.637, 12673.897, 12697.141, 12719.8, 12739.914, 12762.577, 12785.627, 12809.27, 12830.152, 12852.706, 12873.977, 12893.384, 12917.105, 12939.228, 12959.751, 12980.883, 13001.057, 13021.916, 13043.693, 13066.591, 13088.223, 13128.448, 13172.67, 13216.195, 13266.965, 13304.149, 13418.103, 13486.737, 13531.749, 13600.809, 13645.346, 13712.826, 13758.73, 13827.204, 13871.566, 13940.228, 14001.788, 14022.859, 14060.093, 14084.472, 14120.057, 14156.604, 14179.551, 14205.559, 14237.445, 14273.024, 14298.717, 14308.608, 14343.156, 14354.483, 14374.989, 14410.597, 14422.234, 14443.283, 14463.583, 14497.209, 14520.852, 14531.297, 14541.662, 14552.933, 14563.518, 14575.933, 14586.185, 14595.468, 14606.209, 14619.389, 14629.987, 14645.202, 14652.256, 14664.087, 14675.119, 14686.374, 14696.689, 14706.958, 14718.124, 14730.883, 14743.189, 14758.515, 14763.412, 14776.283, 14787.831, 14799.135, 14810.614, 14822.391, 14834.75, 14844.772, 14857.525, 14869.177, 14880.662, 14892.457, 14904.212, 14915.908, 14929.02, 14953.662, 14976.478, 14987.256, 15011.48, 15034.777, 15072.534, 15095.81, 15133.528, 15156.516, 15181.113, 15218.875, 15243.443, 15280.741, 15320.944, 15345.237, 15382.846, 15410.078, 15462.934, 15546.395, 15649.43, 15704.787, 15767.681, 15844.953, 15920.254, 15936.522, 15995.492, 15998.978, 16014.67, 16033.783, 16083, 16114.135, 16151.209, 16166.707, 16187.461, 16208.708, 16222.957, 16240.564, 16260.727, 16278.743, 16296.958, 16317.429, 16337.251, 16354.228, 16374.888, 16391.886, 16410.706, 16431.323, 16458.381, 16472.034, 16509.932, 16553.509, 16590.012, 16655.879, 16733.528, 16797.545, 16869.315, 16928.831, 16994.774, 17091.847, 17163.698, 17236.245, 17287.896, 17311.873, 17360.496, 17385.299, 17410.026, 17434.971, 17460.991, 17485.291, 17510.868, 17534.589, 17561.459, 17586.251, 17612.004, 17637.878, 17665.057, 17691.214, 17717.049, 17743.75, 17769.713, 17797.574, 17825.432, 17854.603, 17880.995, 17907.158, 17935.988, 17965.825, 17992.042, 18024.45, 18050.092, 18081.597, 18110.627, 18139.755, 18173.163, 18201.792, 18232.181, 18264.682, 18295.805, 18324.393, 18360.352, 18391.159, 18422.425, 18457.829, 18486.591, 18519.994, 18582.943, 18677.396, 18747.045, 18803.635, 18835.152, 18866.913, 18993.816, 19152.786, 19282.155, 19442.725, 19568.151, 19629.493, 19791.188, 19883.882, 20018.696, 20213.307, 20407.601, 20536.804, 20666.489, 20828.392, 20964.428, 21067.69, 21212.702, 21345.184, 21562.853, 21790.593, 21913.629, 22055.594, 22230.886, 22292.199999999997, 22347.600000000002, 22550.100000000002, 22604.1, 22650.8, 22749.300000000003, 22833.6, 22994, 23013.8, 23107.3, 23185, 23276.7, 23358.4, 23445.2, 23600.5, 23873.8, 24077.699999999997, 24269.8, 24643.6, 25163.6, 25351.1, 25543.600000000002, 25786, 26016.000000000004, 26254.499999999996, 26315.000000000004, 26460.7, 26537.1, 26703.699999999997, 26857.8, 26954.9, 27042, 27084.800000000003, 27170.199999999997, 27280.100000000002, 27441.9, 27502.800000000003, 27549.7, 27586.399999999998, 27661.3, 27687, 27714.1, 27718.6, 27820.7, 27866.399999999998, 27885, 27927.1, 27973.2, 28097.3, 28214.1, 28271.6, 28369.699999999997, 28413.9, 28426.9, 28577.399999999998, 28626.4, 28724.3, 28841.9, 28902.7, 28948.6, 29008.9, 29150.699999999997, 29205.3, 29249.600000000002, 29323.899999999998, 29366.1, 29410.2, 29609.199999999997, 29681.2, 29742.8, 29837.800000000003, 29952.100000000002, 29999, 30101.5, 30181.7, 30277.9, 30312.699999999997, 30400.5, 30528.800000000003, 30712.999999999996, 30775.699999999997, 31105.2, 31356.4, 31524.100000000002, 31792.100000000002, 31818.4, 31933.899999999998, 32026.9, 32079.599999999995, 32147.499999999996, 32150.600000000002, 32307.9, 32361.2, 32434.8, 32511.100000000002, 32594.6, 32677.799999999996, 32714.1, 32813.100000000006, 32880.9, 33009, 33148.3, 33417.5, 33491.399999999994, 33555.3, 33758.100000000006, 33841.00000000001, 33885.7, 33907.49999999999, 33925.899999999994, 33957, 33991.5, 34064.200000000004, 34190.299999999996, 34250.799999999996, 34312.8, 34334.4, 34556.9, 34602.6, 34620, 34647.8, 34710.6, 34825.6, 34866.799999999996, 35089.6, 35165.799999999996, 35281.7, 35337, 35359.4, 35383, 35445.799999999996, 35497.09999999999, 35508.5, 35530.7, 35567.99999999999, 35672.50000000001, 35701.600000000006, 35854.6, 35948.3, 36086.5, 36173.100000000006, 36261.799999999996, 36506.3, 36591.8, 36669.6, 36712.799999999996, 36820.2, 36939.8, 37023.4, 37118.600000000006, 37143.200000000004, 37296.5, 37302, 37338.1, 37431, 37461.299999999996, 37618.600000000006, 37647.5, 37777.2, 37895, 38000.3, 38088.5, 38165.59999999999, 38192.399999999994, 38284.200000000004, 38359.2, 38412.8, 38472.9, 38533.2, 38573.6, 38621.8, 38670.8, 38723.399999999994, 38812.6, 38874.700000000004, 38955.6, 38976.8, 39053.6, 39120.50000000001, 39265.7, 39303.200000000004, 39319.9, 39339.8, 39379.4, 39402.9, 39454.4, 39515.399999999994, 39621.00000000001, 39709.2, 39757.100000000006, 39884.99999999999, 39900.5, 40042.7, 40112.1, 40145.3, 40308.4, 40485.94648, 40553.43999999997, 40754.3, 40907.388600000006, 41167.90404000001, 41303.5942, 41605.9736, 41759.207500000004, 41900.68680000001, 42315.817500000005, 42628.3001, 42849.867, 42968.078199999996, 43171.885, 43350.662500000006, 43515.82055000001, 43661.157549999996, 43809.01, 44095.19614999999, 44204.44639999999, 44350.46499999999, 44490.50250000001, 44655.53499999998, 44816.0105, 44996.156999999985, 45142.015, 45280.38750000001, 45460.322400000005, 45696.05500000001, 45877.10855000001, 46057.33380000001, 46181.255, 46308.5475, 46635.901999999995, 46746.4378, 46887.935000000005, 47086.27499999999, 47314.97619999998, 47524.35689999999, 47710.390000000014, 47943.751099999994, 48223.18175000001, 48427.859999999986, 48987.952649999985, 49302.98039999999, 49462.655249999996, 49728.31500000001, 50006.51000000001, 50220.546899999994, 50527.41474999999, 51029.17010000002, 51431.446599999996, 51779.530000000006, 52086.81984999999, 52384.780900000005, 52573.676, 52800.742500000015, 53108.25250000001, 53400.45315000001, 53806.25204999999, 54156.60319999998, 54387.125000000015, 54694.61249999999, 55014.48765000002, 55293.459149999995, 55553.13, 55909.53739999998, 56237.12940000001, 56503.58249999998, 57210.94264999999, 57476.264999999985, 57843.72470000001, 58217.01230000002, 58433.319999999985, 59105.06914999999, 59380.40500000001, 59733.46935, 60109.88306666667, 60373.05923333333, 60516.6315, 60817.61723333333, 61060.877466666665, 61234.84403333334, 61554.1108, 61900.7233, 62552.00602222222, 62774.57333333335, 62960.89566666668, 63555.792666666675, 63896.87993333334, 64113.77896666667, 64657.29413333334, 64867.4226, 65046.72066666667, 65546.44649999999, 65764.51269999999, 65937.23266666668, 66439.3055, 66959.71066666667, 67314.5875, 67729.6785, 68146.18849999999, 68619.99346666667, 69081.5285, 69592.01713333334, 70052.1648, 70427.26266666668, 70928.87216666664, 71279.16903333334, 71693.65023333335, 72092.81486666668, 72490.14999999998, 72866.04366666666, 73219.31633333334, 73750.95566666668, 74221.48233333335, 74525.645, 75067.95149999997, 75545.13366666668, 75850.65049999999, 76247.47216666667, 76696.73599999998, 77056.4805, 77615.91499999998, 78080.753, 78507.94999999998, 78969.54013333334, 79410.36299999998, 79877.75800000002, 80330.36249999997, 80721.78550000001, 81206.94249999998, 81711.43100000001, 82068.79049999997, 82526.7192, 82988.26099999998, 83554.11216666667, 83940.89999999997, 84357.43850000002, 84936.76899999997, 85367.46933333334, 85890.6938333333, 86498.32453333335, 87027.63600000001, 87581.18, 88136.18, 88701.04959999997, 89244.71600000001, 89696.25753333332, 90317.29400000001, 90834.015, 91445.03066666667, 91949.738, 92667.81750000002, 93424.7096, 93823.21366666668, 94568.54833333331, 95234.11400000002, 95921.48316666664, 96474.88033333335, 97270.89099999999, 97927.46450000002, 98583.72399999999, 99361.42233333335, 100076.84966666665, 100543.17833333334, 101325.67500000002, 101971.88500000001, 102764.77666666664, 103308.74000000002, 104274.33333333334, 104331.2290909091, 104966.44545454546, 105507.14848484848, 105989.87272727274, 106256.37575757576, 106368.25454545455, 106974.81818181818, 108401.90909090909, 109129.41818181818, 109839.9696969697, 110555.36363636363, 111876.80000000002, 112636.06060606062, 112941.72727272728, 113119.2696969697, 113678.63636363635, 114250, 114815.39393939394, 115446.67272727273, 115908.57575757576, 116475.57575757576, 117185.55454545454, 117619.36363636363, 118658.26969696968, 119242.51515151515, 119715.5, 120144.12121212122, 120542.90909090909, 121426.01515151517, 121841.9696969697, 122100.00181818182, 122292.36363636363, 123013.95454545454, 123630.90909090909, 123959.48484848485, 124404.51515151515, 124817.45454545454, 125292.63333333335, 126013.70303030303, 126699.90909090909, 126962.0303030303, 127313.8303030303, 127503.5496969697, 128024.47636363636, 128172.66666666667, 128466.72727272726, 128878, 129078.03636363636, 129655.63636363637, 130373.0303030303, 130818.36363636363, 131322.19999999998, 131976.24242424243, 132709.87878787878, 132931.95757575758, 133775.80606060606, 134522.2787878788, 136565.54545454544, 137763.42424242423, 138834.296969697, 139949.96969696967, 142360.5618181818, 143651.30000000002, 144799.59090909088, 146108.24363636365, 148233.46545454545, 149466.14545454548, 150594.8848484849, 151444.85454545452, 153774.6575757576, 154889.1272727273, 156306.8181818182, 158666, 159716, 160154.99999999997, 163858, 164334.65000000002, 166143, 166784.00000000003, 167914.1, 168745.5, 169514.40000000002, 171939, 174442, 175833.35, 176853, 177533.92500000002, 177729.5, 179873, 181302, 182196, 183257.99999999997, 184371, 186411, 188437, 189806.5, 191254.5, 191964.075, 193074.5, 195126.50000000003, 195799.5, 197587.35000000003, 198327.45, 198938, 201752, 202744.5, 203842, 205203.27500000002, 205575.75499999998, 205944.575, 206359.93499999997, 206896.84999999998, 207240.3, 207622.89, 208108.775, 208274.52500000002, 208821.56999999998, 209082.25499999998, 209445.04, 209966.085, 210175.17, 210832.06500000003, 211058.465, 211577.835, 212078.745, 212533.075, 213330.35, 214158.81, 215080.74499999997, 215912.33999999997, 216306.15, 216864.96499999997, 217415.63499999998, 217694.96000000002, 218200.78499999997, 219067.605, 220935.61500000002, 221697.45999999996, 222539.57500000004, 223129.03499999997, 224271.50500000003, 226259.82500000004, 226849.83500000002, 227719.97500000003, 228439.41499999998, 228766.99000000002, 229572.04500000004, 231129.66, 232191.76999999996, 232856.06, 235990.855, 236426.005, 236850.8, 237391.655, 237905.53000000003, 238425.33500000002, 239008.26, 239387.03500000003, 239738.66, 240190.36500000002, 241333.045, 241855.39999999997, 242685.46000000002, 243138.52, 244121.765, 244582.33500000002, 245057.01000000004, 245564, 246188.81000000006, 246870.48500000004, 249099.87000000005, 251390.57000000004, 252132.25500000003, 252953.72000000006, 253756.68000000005, 254587.10500000007, 256298.65999999997, 257060.58500000005, 257908.06500000006, 259396.89500000005, 260894.24000000005, 261293.92000000004, 262054.57500000004, 262817.0950000001, 264583.76000000007, 266134.45000000007, 267007, 268257.83, 268995.5, 269940.47000000003, 271036.0350000001, 272149.6400000001, 273165.8300000001, 274164.07500000007, 275154.63500000007, 276257.7150000001, 277443.0000000001, 278590.9050000001, 279619.0450000001, 280558.95, 281400.74000000005, 282592.88999999996, 284434.68000000005, 285931.32000000007, 286609.9550000001, 287443.86, 287820.05000000005, 288286.42500000005, 290184.5, 290863.79000000004, 291562.87000000005, 292818.31000000006, 293650.74000000005, 294455.29000000004, 295364.225, 296828.86500000005, 298704.61500000005, 299376.28, 300115.86500000005, 301025.61500000005, 302084.19000000006, 303116.00000000006, 304100.92000000004, 305099.81000000006, 305778.1500000001, 306581.11500000005, 307463.2650000001, 308325.70000000007, 309423.73, 310010.975, 310776.1000000001, 311670.02499999997, 312593.43000000005, 313343.12500000006, 314051.85000000003, 314836.2100000001, 315657.5150000001, 316450.72, 317149.87000000005, 317932.54500000004, 318852.59500000003, 319829.6600000001, 320916.3350000001, 321817.44500000007, 323383.34500000003, 324166.915, 325007.4050000001, 325823, 326591.0900000001, 327435.83499999996, 328086.81000000006, 328770.75000000006, 329414.29, 330053.32500000007, 331293.55000000005, 332144.11500000005, 332798.62000000005, 333500.08999999997, 333997.55500000005, 334349.49500000005, 334543.885, 335102.30500000005, 335707.51000000007, 336377.54, 336867.81999999995, 337516.67000000004, 338213.50000000006, 338991.43500000006, 339983.8900000001, 340735.0800000001, 342791.56000000006, 343923.5850000001, 345000.8500000001, 346320.90499999997, 347544.8050000001, 349139.0850000001, 351676.3450000001, 353174.595, 354412.9750000001, 355817.7699999999, 359010.3800000001, 360683.84000000014, 362567.6, 365190.23000000016, 368065.9, 371385.8700000001, 373457.61500000005, 375204.59999999986, 377034.8800000001, 378760.2400000001, 382931.4849999999, 384557.4450000001, 386283.71000000014, 387824.8150000001, 389410.20500000013, 392287.24999999994, 392977.15151515143, 394003.6909090909, 394906.1030303031, 398275.1272727272, 399926.1636363636, 400710.08484848496, 402140.91515151504, 402859.8363636364, 404313.296969697, 405062.63030303025, 406542.80000000005, 407282.4969696969, 408818.7151515152, 409598.2363636363, 410453.8, 411347.96969696967, 413258.65454545454, 414210.8606060605, 415179.59393939405, 415945.6060606061, 416425.3151515151, 417440.4424242424, 417956.7818181817, 418505.3030303029, 419575.7818181819, 420133.7636363636, 420701.76363636355, 421912.14545454545, 422532.6545454545, 423225.496969697, 424507.74545454566, 425132.26060606056, 425740.9090909091, 426237.27272727276, 426621.5636363636, 427154.96363636357, 427941.39999999985, 428840.2000000002, 429178.3636363638, 431023.76363636367, 432179.3090909094, 433850.2969696969, 434379.07272727275, 435939.69090909103, 437485.4181818178, 439063.418181818, 440659.5818181819, 442230.775757576, 443844.6484848488, 445331.72727272735, 447219.18181818177, 448459.1818181816, 449571.03636363655, 450642.8909090911, 451747.2787878788, 452735.8363636365, 453775.6424242424, 454864.3090909089, 456001.6121212118, 457114.43636363646, 457745.1272727274, 458208.2909090909, 458794.00606060616, 459211.5515151518, 460252.2121212121, 461286.06060606067, 462414.10303030314, 463526.6484848482, 464599.47272727254, 465265.3636363636, 465601.72727272724, 466632.29696969694, 467706.64242424245, 468877.7090909092, 470040.1272727275, 470725.97575757554, 471200.793939394, 471824.53333333344, 472263.06666666636, 472863.2727272727, 473217.81818181806, 473800.8484848487, 474092.3636363638, 474974.10909090936, 475925.2000000002, 476949.7999999998, 477941.0000000001, 478892.4606060604, 479402.95151515136, 479775.69090909074, 480328.2969696968, 480726.6848484848, 481662.9636363636, 482580.96363636386, 483395.3818181817, 484179.787878788, 484936.1818181817, 485667.5212121211, 486398.6727272727, 487129.2545454547, 487848.0666666667, 488565.45454545465, 489302.09090909077, 489719.793939394, 490026.29090909084, 490494.9090909091, 490733.9515151515, 491451.0787878788, 492154.5454545456, 492863.7757575757, 493593.10909090925, 494300.39393939386, 495024.1272727274, 495725.6909090908, 496444.0666666664, 497187.63030303037, 497965.97575757577, 498737.41818181844, 499526.7818181818, 500304.7818181817, 501083.96363636357, 501861.424242424, 502637.63636363624, 503418.92727272736, 504177.187878788, 504911.781818182, 505684.2424242425, 506483.7333333333, 507312.39999999985, 508117.72121212096, 508940.98181818187, 509784.981818182, 510652.3272727273, 511512.4484848484, 512363.7818181817, 513204.7393939395, 514033.1151515151, 514847.7818181817, 515650.7757575757, 516420.9818181818, 517154.981818182, 517876.0121212122, 518600.4606060606, 519329.12727272714, 520073.3575757573, 520821.80606060615, 521574.4727272729, 523801.8242424243, 524570.8666666667, 525337, 526106.9999999999, 526895.806060606, 527698.6909090909, 528516.6909090912, 529403.4303030304, 530290.5090909093, 531201.3818181816, 532078.7575757573, 532592.5272727272, 532987.5696969698, 533554.3696969697, 533932.2363636366, 534668.181818182, 535043.5636363637, 535695.0545454544, 536178.4727272727, 537334.4727272725, 538440.7636363636, 539513.8181818181, 540583.818181818, 541653.8181818181, 542740.206060606, 543844.872727273, 544885.987878788, 545864.9090909091, 546830.1454545453, 547806.6787878785, 548770.7757575759, 549720.1090909094, 550230.7272727275, 550582.5454545455, 551381.0909090908, 552111.0909090908, 552681.5636363637, 553020.9212121211, 553245.9878787878, 553619.3939393939, 553808.6545454544, 554479.6181818182, 555158.3454545455, 555842.3454545456, 556407.0242424243, 556923.2909090909, 557198.6545454545, 557385.0545454546, 557657.1393939393, 557838.206060606, 558154.5636363635, 558306.0181818182, 558777.6909090909, 559316.0060606062, 559636.7636363636, 559872.6181818182, 560436.618181818, 560965.6000000001, 561450.7393939394, 561888.0727272726, 562310.4909090908, 562655.6000000001, 563134.8545454546, 563535.7393939394, 563927.896969697, 564310.5636363636, 564724.3575757574, 565134.296969697, 565538.9636363637, 565895.6424242425, 566245.303030303, 566588.6363636364, 566918.3515151516, 567239.4909090908, 567548.6545454545, 567884.8909090909, 568204.1393939394, 568534.2363636364, 568930.1454545455, 569314.5939393939, 569683.9272727272, 570067.2484848484, 570463.4606060607, 570862.1272727273, 571261.4424242425, 571633.3575757575, 571974.6909090908, 572315.4999999999, 572669.8727272728, 573053.5166666666, 573475.7499999998, 573913.0166666665, 574364.6545454544, 574806.0000000001, 575233.9636363636, 575654.5333333331, 576112.8499999997, 576599.0999999999, 577115.1000000001, 577653.8500000001, 578196.3499999997, 578742.3499999997, 579280.5499999998, 579833.1166666667, 580210.5045454543, 580401.7833333332, 580814.0045454544, 581118.6499999997, 581546.5272727276, 581928.2999999996, 582454.5272727271, 582836.2999999999, 583574.2545454543, 583958.8000000002, 586720.8424242425, 587171.8499999993, 587888.6681818177, 588279.3499999996, 588940.9045454541, 589425.3500000003, 590040.145454545, 590488.8000000002, 591019.4666666666, 592383.4712121211, 592785.516666666, 593561.2454545454, 594046.754545454, 594863.8121212114, 595436.4666666667, 596221.5575757573, 596791.1333333332, 597803.6136363635, 598329.7499999994, 599218.2181818187, 599814.6318181817, 601255.1499999998, 602600.7500000002, 603949.15, 605303.1499999992, 606625.9090909091, 607979.2999999997, 609247.3000000004, 610429.5000000001, 611551.0127272727, 611600.6333333328, 612761.9666666661, 613942.7999999997, 615140.6, 616299.1163636366, 616356.5999999999, 617609.5681818179, 618953.7499999994, 620283.7499999999, 621651.4500000002, 622950.732727273, 623054.95, 624496.9499999993, 625397.9242424238, 626047.499999999, 626969.4272727271, 627830.0999999994, 629139.6181818179, 629769.852727273, 629866.1000000006, 631526.322727272, 632356.9409090906, 634077.5378787883, 634881.1448484845, 635009.0333333323, 636521.56060606, 637714.3666666652, 639418.2651515146, 640372.2499999993, 642074.6045454537, 642856.65, 644300.8272727265, 645150.6499999997, 646376.9469696959, 647254.8499999992, 648612.4181818187, 649191.0999999993, 650348.4636363634, 650947.0999999997, 652104.2636363631, 652708.9500000003, 653730.25, 654438.65, 655524.3499999999, 656132.6499999991, 657181.0909090905, 657654.2060606063, 657721.999999999, 658764.0999999994, 659293.8200000001, 659411.8999999996, 660463.5499999999, 661118.32, 661215.9000000005, 662282.1772727269, 662796.6094545458, 662877.5500000003, 663937.5151515151, 664320.3999999997, 664408.0909090904, 665321.9393939392, 665836.5212121212, 666753.3600000001, 667409.8573333337, 668415.2636363631, 668915.5375757578, 669819.2987878791, 670296.3187878784, 671070.7454545456, 671457.9260606061, 672150.8827272733, 672761.3824242426, 673696.1060606058, 674229.3778787885, 675028.3999999999, 675406.5333333331, 676530.736363636, 677152.3090909093, 677600.7363636363, 678328.1818181815, 678741.6193939392, 679455.3739393939, 679735.1745454543, 680312.5848484847, 680627.6078787883, 681225.6733333332, 681669.9266666665, 682343.7121212126, 682740.0857575755, 683457.8634848485, 683828.7524242424, 684423.6818181815, 684758.0590909088, 685294.8436363635, 685679.8654545456, 686269.1090909089, 686581.8109090904, 687154.044242424, 687445.4972727271, 688000.381818182, 688300.1345454548, 688809.8703030302, 689157.8254545457, 689693.2575757576, 689951.4515151515, 690474.6527272727, 690736.391212121, 691221.8348484851, 691467.6684848482, 691967.9624242428, 692318.3436363635, 692832.4590909089, 693077.0923636364, 693574.0430303031, 693821.2928787881, 694280.3484848483, 694536.8242424241, 694949.1381818183, 695259.2618181818, 695732.3090909093, 695981.88, 696434.8896969694, 696644.8345454544, 697090.2909090907, 697342.4521212119, 697746.6751515149, 698039.0036363635, 698505.5381818184, 698753.2309090907, 699215.7512121215, 699439.0187878788, 699864.7075757575, 700103.6854545457, 700485.0242424243, 700814.8381818184, 701268.527272727, 701524.5236363634, 701993.1490909093, 702200.9236363637, 702734.2727272725, 703009.9848484849, 703468.5218181817, 703796.0731818182, 704250.5218181817, 704581.8054545454, 705053.3442424244, 705243.9090909093, 705726.9518181817, 706053.1981818182, 706492.9518181819, 706710.7395454546, 707310.6972727273, 707643.7254545457, 708199.6806060602, 708413.4484848484, 708959.1515151514, 709453.7878787875, 709909.5454545452, 710456.4545454548, 710983.3563636366, 711399.0436363637, 712021.4654545452, 712243.7272727275, 713312.5, 714065.578181818, 714403.7969696966, 715115.732727273, 715565.3763636363, 716310.1630303029, 716585.909090909, 717348.2727272725, 717955.4848484852, 718778.348484849, 719287.1818181823, 720087.2854545454, 720590.7595454546, 721407.5168181815, 721689.8636363633, 722505.8105454544, 722994.5945454545, 723780.2266666669, 724141.9999999999, 724975.3554545457, 725474.4313636366, 726249.591818182, 726576.8636363636, 727898.5024242426, 728593.9021212123, 728987.5303030305, 729836.9384848482, 730260.314545455, 730908.3136363637, 731184.2272727275, 731860.9999999998, 732321.75, 732993.4999999999, 733328.9999999995, 734022.2299999999, 734462.6199999998, 735134.5709090909, 735409.909090909, 736107.3054545454, 736522.2181818187, 737269.8193939395, 737660.1154545457, 738580.9945454549, 739174.5554545455, 740106.4524848479, 740460.9242424242, 741329.9024242423, 741874.1339393943, 742644.7490909089, 743062.1696969698, 743959.0763636365, 744523.1418181813, 745671.0454545448, 746619.9260606065, 747177.0375757577, 747940.1957575758, 748336.8809090916, 749262.9345454549, 749814.1786666662, 750706.4409090908, 751036.2499999993, 751973.8681818177, 752565.8818181817, 753489.0690909092, 753934.6545454543, 755114.5775757573, 755586.8284848488, 756566.1684848485, 756850.6803030302, 757785.4509090913, 758362.4157575755, 759135.6915151512, 759561.8787878784, 759878.2121212124, 760108.2727272728, 760516.0551515151, 760939.9418181818, 761864.4881818183, 762166.0430303031, 763101.8036363634, 763770.5842424238, 764676.8824242424, 765181.816565657, 765586.6363636359, 765851.4848484849, 766188.504545454, 766808.9121212122, 767747.1624242424, 768117.2575757578, 769061.3843939397, 769651.4236363642, 770599.1466666668, 771020.6666666664, 771519.3333333333, 771812.666666667, 772175.2645454548, 772474.5636363636, 772737.9595454549, 772995.6363636361, 773249.8181818182, 773684.4690909092, 774044.1363636358, 774958.808181818, 775538.0110606056, 776332.2587878784, 776782.6969696968, 777681.7496969699, 778232.7918181821, 779057.9836363638, 779367.5454545458, 780188.9227272724, 780719.4363636365, 781562.8318181814, 781886.6818181819, 782728.4496969697, 783198.5296969693, 784261.7558787881, 785034.0824242425, 785519.0509090904, 786189.6018181813, 786563.2569696968, 787355.5127272734, 787803.5690909092, 788479.2399999999, 788691.8715151517, 789494.0409090909, 789953.0090909094, 790639.4051515154, 791056.8827272729, 792030.783636363, 792617.3012121207, 793519.3888888892, 793852.7583333338, 795122.454545454, 795687.3181818175, 796852.590909091, 797378.8181818188, 798681.2978787882, 801236.0590909094, 802872.087424243, 803709.2524242424, 803925.2843758516, 804009.8706065303, 804522.6746300211, 805132.4423336205, 805668.8684046668 ], "y": [ 368.02248790241714, 361.78073658846415, 359.6477931830841, 357.10673969933646, 353.94668533391206, 353.72423581425323, 352.41630841973364, 350.8086522409729, 349.8002703595191, 349.27841464963046, 347.59740561133145, 345.44120600376243, 344.71776861346984, 343.9736767615952, 343.1107520502481, 342.0519764062061, 341.3292967441024, 339.4604885213476, 334.84855553252345, 335.54695345792317, 332.3689555204767, 332.3656863259178, 331.54980566810485, 328.41588801232757, 330.3504422217994, 326.3093257445175, 326.6491948420144, 324.9059936630005, 324.5570616692709, 324.70605757685405, 325.07717594979096, 324.08551736938495, 320.38065078205506, 320.4923553617883, 322.1747797142201, 320.98156635342656, 319.1950596158425, 319.8929363220089, 319.12347301713646, 319.06606441856763, 318.61106261456985, 317.4481354802273, 319.1381732232432, 317.5216280215933, 316.59261011941027, 318.20658038167187, 313.0933880516286, 311.98389241638387, 316.3340200101121, 316.1014028920352, 314.57216625352925, 315.2703546298443, 316.3253801823537, 314.4370577968855, 315.342073915026, 314.7139613439055, 313.1710570119369, 312.8003637775662, 312.22274083278216, 312.1844627182946, 312.0017776102837, 313.6602846482332, 309.6939936066409, 311.57094999761165, 310.36290017732523, 312.8663621464335, 312.5596867804179, 311.9671347125998, 311.8114965345337, 310.440204448011, 311.2775834649954, 310.224309572614, 312.36164019507424, 311.878053578341, 312.8437329659678, 312.393938618938, 311.80226771747726, 307.7386635857962, 309.80091502114107, 310.9510867188181, 311.21179432912515, 310.4566675193962, 308.47982780846024, 311.94102882822733, 311.52050972739016, 312.3293254879136, 307.4076931745866, 309.3446868650601, 307.25859856593024, 306.3197983876916, 309.6306260790445, 307.0755443187391, 305.94402817135216, 308.27919921307927, 308.25556223436706, 305.7409186942765, 305.3808267142061, 305.78294147245686, 305.70537216677735, 305.66786848134046, 308.01874186181465, 304.96915678718324, 304.7159146968185, 306.19862429992156, 303.1815383191544, 301.8758603769565, 304.61320734820134, 303.85222132002366, 301.9151507114715, 300.7000886560916, 301.29772622272134, 299.25727749401767, 297.7268153632511, 298.10624698316605, 297.86910679162327, 301.50413540464433, 299.62686294971274, 297.32821856127947, 299.0235966178361, 295.9913578166476, 295.6106368299745, 294.22072160003313, 297.0473645165553, 295.2814574829282, 293.80883068272027, 293.16654166689625, 295.3164626735822, 294.8594308441452, 295.17192926023625, 290.9175394046256, 292.3423879392772, 294.34178746728605, 288.1157636999787, 289.2265988139854, 289.7624132149648, 292.46393479402104, 287.7707291897673, 289.3281310647417, 291.5581974658393, 286.6550967370638, 286.32578146070443, 287.9864944292303, 289.53614491302415, 287.9922513016967, 285.05229227816864, 286.65415816058197, 285.3533187571561, 287.17456217295097, 286.6330756116753, 283.16210074754474, 285.56557722684016, 288.05443747992655, 285.4658308627274, 288.7903954001126, 284.00163402345765, 286.839237474432, 283.6198856894272, 283.1828720355646, 283.5311237194569, 281.58148260537183, 283.6545457229947, 284.151983964357, 283.82039231033946, 285.0861666968484, 285.90893992625405, 281.3603652847592, 284.43128758236145, 282.7995518984052, 280.40443666000317, 282.3047106620081, 281.61711795078935, 273.07371696468044, 280.23629818436876, 277.8559524780317, 276.3961020284933, 277.15568662096365, 278.00200109884094, 276.4573287163011, 277.6000738939942, 276.8090000432731, 278.3109424912346, 277.01330979867544, 278.27011023020174, 277.35805088594464, 276.3246167739362, 276.6596678045921, 278.0152295252318, 276.6872122505445, 273.78076231204557, 271.10903046702873, 275.066577843599, 279.3568610690018, 281.10892823134105, 282.5698274885973, 281.82904146165555, 283.5296825674026, 283.94789036843633, 283.1247803916497, 280.3125047226672, 282.22658040584827, 279.7256958832981, 279.6965499485699, 280.9115788303861, 278.3621212274177, 284.0676432722511, 281.5784089788515, 278.4312489162189, 282.199286054067, 282.41311047504325, 283.68828915610504, 284.54004420226613, 283.9659747066713, 284.510584449478, 282.8416314024614, 283.0944582572788, 282.8444160166049, 280.9667443357615, 280.9161701585891, 280.06452973881244, 279.7987034131486, 278.7402401551619, 277.4071684030988, 280.10552589040225, 279.42044060983585, 278.62300321449914, 279.72469920818, 279.29371083930937, 279.9902637416671, 277.098940914164, 278.45496800258206, 279.58805021854124, 277.86971612986054, 276.19603745957005, 278.4608975547629, 276.5590465243607, 276.78951906858396, 277.1056915049757, 279.9999146746923, 279.12520908544417, 277.24691789826335, 277.79537780888165, 281.692138914424, 280.9089598541969, 280.2444922059889, 278.31439989271746, 280.24908719030117, 277.55589209790946, 278.0719954240161, 278.1, 277.5, 277.4, 277.9, 276.7, 278, 276.9, 276.7, 276.7, 277.6, 277.9, 273.9, 278.9, 275.3, 274.7, 276.3, 274.6, 276.3, 273.1, 274, 275, 273.4, 273, 271.5, 275.4, 274.9, 271.7, 271.6, 272.8, 271.5, 271.1, 269.1, 269.8, 271.5, 270.7, 269.3, 268.6, 269.8, 267.6, 265.3, 265.2, 267.6, 265.9, 265.5, 260.7, 266.7, 265.5, 263.2, 262.7, 261.2, 261.1, 259.4, 262.1, 262.9, 258.1, 257.6, 262.3, 263, 260.7, 258.4, 260.1, 260.4, 259.7, 259.2, 260.8, 259.6, 259.3, 258.3, 261.3, 260.7, 261.8, 259, 260.9, 260.4, 259.3, 262, 263.7, 263.8, 265.2, 260.6, 260.9, 263, 263.8, 264.4, 264.2, 264, 263.4, 265.7, 264.9, 267.5, 266.9, 266, 265.1, 267.6, 264.8, 264.8, 265, 265.3, 264.4, 264.1, 264.8062514925239, 264.8396344162771, 268.1638827775123, 264.4831386910426, 270.14345909208504, 268.86948241809176, 269.09658248435426, 267.1659882944808, 267.66344435702626, 269.5087267559184, 266.8975316078414, 262.7402713424808, 267.0926460402798, 260.7019637596007, 261.3035570908851, 266.2202091929294, 257.13429330946656, 247.5528586529488, 254.6155973344712, 253.99089690085395, 256.0430608603061, 255.89086904448925, 258.7419682040664, 258.24947010276907, 258.53058047537485, 257.16871076552565, 254.31017470730887, 253.6295799831633, 251.56174454316204, 255.89657531323917, 258.57498699245264, 248.91570205793047, 253.9931437879996, 255.3912977602452, 247.85064164274337, 248.40713321971356, 253.09803694796494, 251.03138662276533, 255.6570401748525, 253.01913649818056, 251.13879991205624, 251.42428040746907, 250.96816256782247, 249.6533400802813, 249.23182055441774, 248.95174624217293, 249.37721064234103, 248.9240190698803, 250.73154369365116, 246.9665079337188, 244.30941964788178, 243.00399847303908, 246.4034368607132, 247.67023851530323, 245.828192028346, 246.17917534767042, 244.42282246806465, 246.7361603977909, 249.9226267174943, 244.27496932125192, 247.01866418752644, 248.09151906637942, 246.94327763185444, 243.94829999483662, 242.52904430354567, 244.24252191664183, 241.5919394471499, 247.29878007926465, 240.01944039217156, 241.49602014897292, 242.23335017876875, 242.14661205332536, 239.34501708789696, 241.2383063619222, 239.43542944264073, 238.7942418996904, 238.17670710529902, 240.7072616624785, 237.14801820813656, 239.41877622767902, 234.67711437690164, 238.86480110696388, 237.90902544878452, 241.5552999030114, 234.8172845805215, 236.91006470650157, 239.4098936541896, 240.4197733780046, 236.86022090165332, 237.82629259075324, 240.25427358439862, 235.8255291423037, 243.85979844716996, 238.54747522687632, 241.59139134507328, 241.11490412197253, 239.08435072354874, 237.95158516671214, 240.5703386445421, 235.91958262522573, 237.8687866200197, 241.26916500368534, 232.88000615516702, 236.39805979670948, 239.23818680138615, 239.36064776017062, 238.3613364190683, 236.59503531115416, 240.21229536304708, 239.03677680876376, 235.8013722168602, 242.07891889663432, 238.39005888170098, 240.3252352260465, 242.5463915992586, 242.60460298931037, 240.9489026098227, 238.61345734214723, 242.05538663336657, 241.14411641924522, 243.17377294839466, 235.8323421305916, 241.729807649943, 239.85999766133673, 239.76503812675872, 237.9659544143376, 235.30951417343593, 237.58632963935628, 237.97072384125397, 240.10202126482596, 238.11592408247537, 234.62208303328032, 233.41678590018034, 234.33541847308942, 237.49243901935716, 228.9069484734525, 228.1794674192821, 230.5296191365043, 234.53668908061695, 231.47501430697426, 227.9025821178081, 224.64412988292017, 227.39272967198517, 227.78536212593403, 228.50250206425628, 227.5760816830967, 226.50690563613685, 228.4041873231957, 227.87363187172843, 233.1674385645637, 232.22123314488178, 227.85150672131329, 230.6301423785333, 228.71528957073212, 228.35879507223092, 228.46979297537328, 228.890295544307, 229.78672581367329, 227.65098593922204, 228.3650655244248, 225.38083520649624, 228.99480745157686, 234.47446894840783, 229.67160656998294, 228.8057322422929, 227.84358475209112, 230.18339813242306, 228.26585961041698, 225.77162913978188, 227.64306095288393, 228.91652002838566, 225.38795165189697, 224.74311624898786, 223.2710402890986, 223.5305343345643, 222.75834505097234, 222.15764340429956, 224.8571801594681, 222.36468715588023, 223.5107392974745, 223.7681909549173, 223.7224506956352, 224.4079901815647, 222.39327867419098, 224.4802221411913, 224.242360124708, 222.4115117516632, 224.8625784974834, 226.1908800011438, 221.48984625503218, 227.3244742360862, 223.23631531576837, 220.48517092637948, 218.56382460975144, 214.22122886828478, 212.84367513227136, 214.5978424508933, 212.42970768970437, 214.83094793202406, 211.2133503062316, 209.50810411665645, 212.94888538922996, 211.7934498012063, 217.18722610003746, 213.9380167825644, 207.94707338537606, 208.65010901966778, 208.4614276166706, 213.15469236971649, 210.24939480334604, 205.52548876941438, 205.18509194320177, 202.9290476816134, 204.3247383426767, 202.1012164231453, 198.631089252931, 198.29417538469403, 195.87573909141443, 194.65141317549399, 190.50284337603904, 193.02021337722056, 191.8856673685563, 190.75739808941378, 193.00049226913703, 191.4761142959414, 191.58573439908614, 192.37047527166976, 192.6236483930915, 196.96328822867957, 195.79039289658348, 193.21020619774924, 194.3760035369042, 191.51895944996556, 189.52313905154722, 190.41145637495399, 191.7049630706334, 187.25256339861124, 191.20739896471937, 189.51763426245728, 190.2606131810841, 191.7237910053392, 188.54215704394005, 188.6564989836098, 188.9556833468375, 187.78531136917942, 187.7267726989902, 188.64072093684447, 188.59044595252618, 184.87510819689115, 189.01145740964958, 185.64837724764448, 188.87750852438725, 188.52153443206024, 189.03208526365853, 187.12107228232756, 188.73157502184154, 188.2127161368506, 188.46984987600774, 187.44688100668245, 187.08794749517838, 187.6657005045612, 188.57060817148658, 193.90294365325792, 191.27099266967372, 192.9746062473733, 188.43646889385016, 188.49917580509657, 192.7099140092297, 191.08550485764974, 191.58428202340798, 191.51661846127155, 188.95303905155185, 191.41876528996985, 193.60063929670704, 196.05515178135056, 193.72302093582547, 190.47301770392272, 189.99022495118814, 193.92595404672443, 187.76130879373025, 192.65750201107113, 190.87078412905063, 188.40117180397905, 190.05178294941018, 187.24278170075527, 185.22605259203294, 187.9571766507431, 190.7825043804128, 187.38113959770786, 191.27052755302162, 187.2242115241, 187.0216472475, 184.67921815, 185.207494535, 188.4866056205, 190.01358890950002, 186.13368892427502, 189.397339585125, 190.53007546182502, 190.08050149462503, 188.6041093398, 197.67188495834998, 193.532820435975, 186.77935625474998, 187.98535915199997, 183.12944747075, 184.6823772, 186.726894870075, 180.565516782075, 180.69369987574999, 182.66041686875002, 183.37891829900002, 186.541161542, 184.51815170625, 184.57168235580002, 183.7673068405, 186.0128248, 185.5131813934, 185.43660435787498, 186.43114764435, 188.08462820879998, 187.3935686286, 186.271358966325, 194.928153007, 190.0614572262, 191.95313370887501, 191.23379793375, 191.5337587855875, 191.95350057714998, 191.46001174245, 192.712370759625, 190.6078690615, 189.304523923175, 187.586392521325, 190.5849616488, 189.27849064935, 188.98634898427503, 189.286787345625, 189.95757968037498, 191.816137593, 191.59419376510002, 192.63389865615, 189.156744422, 189.6458701976, 193.10010418009998, 192.8154242622, 193.80250764615002, 193.8897968002, 192.68758991725, 193.25940327540002, 192.8724796734, 192.26433856792502, 188.0966829643, 192.39141674277, 191.0119519104, 189.82870639425, 189.2132558424, 189.24251845, 189.77280474485, 191.28441196185, 190.9669244527, 191.375496743275, 191.5673410079, 188.2467783878, 188.475316491, 186.51738769949998, 185.98864642130002, 184.2981804458, 182.936081584225, 187.14328122450002, 190.33222284570002, 187.999563507075, 188.4753253155, 189.94686495800002, 193.71283854975002, 192.9276430365, 192.507154839675, 193.3257604058, 193.90502757875, 196.41665588339998, 196.9080549903, 192.46518778166669, 195.247244775875, 194.110429478875, 194.60682974099998, 194.4295742917, 195.08012700165003, 195.93861278715002, 199.302319209275, 196.70181603277499, 196.32609642975, 197.646004846875, 196.89622890765, 197.12526326695, 197.79975641045, 200.03106638475, 195.627148340675, 195.2662323655, 194.46060405395, 194.47027317217498, 196.47191999325, 195.41091567172498, 195.93175875274997, 194.8874767012333, 195.7913334535, 196.266613322, 196.20185201500001, 199.6474818549, 199.48892963999998, 200.2924224414, 198.89171239745002, 197.16130487224999, 202.795646976, 203.0917776366, 198.7828307793, 203.60050857025, 205.3761847385, 204.46706210535, 203.6185257355, 201.35769286432503, 200.29875552115, 201.06305549865002, 202.04126672700002, 201.88660042935, 201.8276293501, 201.81310262977502, 200.5019756069, 203.28865874520002, 198.799944457875, 204.123014498, 201.7797825328, 200.09164615275, 198.9617645275, 205.10239260525, 203.76951759, 203.7543230524, 202.76033458287498, 203.514345808, 206.3568576216, 210.157174784, 207.34584681975, 208.25190909, 209.65639176, 206.586570978, 212.50552869749998, 209.83667782650002, 214.29589900083332, 212.135905967, 212.09241359079002, 214.2064208262, 211.213425214, 214.36039257750002, 208.335059710425, 206.5229252229, 207.41115700100002, 207.99977968, 210.7947524055, 207.2301825856, 210.07869060075, 208.23327262075, 204.79190564040002, 204.455553872625, 206.543994036, 206.085787558, 205.650989878, 205.98808959113333, 202.3448524395, 204.28298891580002, 207.32358522299998, 208.685091262475, 209.495641888, 209.326456305, 207.868080375675, 204.77737582487998, 191.53156337775, 198.138503631, 200.402973875925, 195.70159247466665, 196.6742707386, 193.581354240625, 193.873098888, 197.55250733926664, 192.59565555449998, 193.08131430805, 193.690311850125, 197.90454896091208, 201.32268604261674, 201.48445246633034, 200.46615960740988, 200.96619797440226, 201.53203042679758, 204.18539759772148, 205.49006636725477, 201.12434903906262, 199.89056576724948, 200.8960917386434, 204.82674347655342, 206.35415471090323, 204.26047843855292, 203.16207190191966, 201.66462398159248, 204.2219503591491, 203.18091908152513, 201.68967291161366, 204.30591912829976, 201.99679013111552, 206.22156348649375, 204.82615482707928, 212.28537276723182, 210.4383494018988, 211.4870756888481, 207.9533487146811, 213.9182293789752, 214.5013713408328, 217.51186974587569, 222.71746789063323, 221.7721744693644, 219.24687294689662, 218.34888238109227, 216.41663219437746, 214.18284619947886, 210.83763232817873, 210.2720270577908, 207.5966069009341, 204.25993514002081, 203.7878948817506, 205.65965094423697, 206.18208295015899, 200.97514386943084, 201.57862918592315, 200.12004323663527, 204.05803785391646, 203.8713291389937, 204.37676012041777, 206.74402693868802, 207.40999031146947, 207.63643592103043, 211.57084710504336, 215.07712976760632, 213.81781717736385, 219.08254103386616, 220.7236106732058, 221.1479059817251, 223.71721395019227, 223.261990272584, 221.13790909272413, 220.3743647767866, 217.95673832028174, 213.88701388029443, 216.8579026931373, 208.19350573591464, 214.7766439566713, 210.2748744860088, 207.67411308560085, 212.4366913146648, 215.69652704379405, 217.37632438255054, 223.71829246142204, 224.35339767076476, 223.14855036746204, 231.29357613421678, 226.35329184425117, 223.45481611599993, 216.66068075629482, 212.87091028761074, 217.25313232793502, 213.77895408048403, 207.954258455404, 210.56770709704924, 210.90340290966515, 206.3768851547348, 202.5567478249938, 202.7086782342372, 200.14813320360096, 197.40343593339372, 197.24236643525396, 199.7280299125443, 203.69546669849038, 201.67027938028278, 199.17080568979725, 208.9757824141881, 198.17360428453378, 200.59108353507256, 204.3859977224767, 207.20522458616006, 201.14189964947187, 203.758804582249, 200.17043811242027, 203.42547248921588, 205.42035908699594, 211.2583877926514, 215.55081317503786, 220.32661122546068, 225.17215906542418, 235.01577011604033, 237.5634446299485, 239.45635365708617, 232.79086554237838, 232.33476105332247, 230.89095840633553, 232.73507960739272, 231.3339802376306, 241.2403946279206, 243.27000593612678, 249.52367746086176, 249.93957236494836, 239.34140543854346, 238.01317290414426, 231.68344444807624, 224.91795384960736, 226.64717080896844, 224.1427524434798, 227.2993454606292, 229.25533496544978, 234.74268285165846, 230.60058478694174, 233.92301778529907, 230.32953997112173, 234.13416436720672, 238.88896579028287, 240.87295493897983, 246.32246412221588, 247.1003682352176, 250.78745315401204, 243.16072770547603, 238.42310352799862, 234.68610329976863, 228.7630419503089, 223.37741662402166, 221.05561058442584, 223.62974404078184, 217.8009629500103, 223.98941409211108, 227.3783735355835, 228.87834564758057, 229.73738145870655, 231.55865048827815, 231.12075636405777, 233.74184029367558, 232.45568865935815, 235.1600042216258, 238.20709532731436, 242.40636016295775, 242.91411717720837, 246.19646528867355, 245.7647295013877, 242.35406601147713, 239.85849997327506, 243.17988778616598, 242.98971287919505, 245.62557787811392, 247.872113110669, 244.762424566832, 240.0715355271941, 237.07327561500702, 240.68407213384208, 247.76162928794554, 238.88, 242.36, 248.78, 257.58, 241.4, 244.83, 240.34, 236.43, 244.44, 244.13, 246.69, 257.93, 256.79, 263.12, 264.75, 260.58, 267.9, 275.07, 276.96, 273.16, 273.63, 274.03, 274.98, 277.72, 267.74, 274.59, 268.73, 276.82, 279.48, 276.61, 278.25, 279, 279.16, 274.6, 275.87, 281.54, 275.52, 276.81, 275.15, 273.02, 274.93, 275.78, 276.88, 276.03, 280.72, 285.76, 271.08, 268.44, 260.61, 251.84, 250.84, 241.13, 232.28, 228, 224.63, 222.74, 212.43, 203.74, 199.18, 198.55, 192.75, 196.51, 194.59, 196.02, 193.59, 195.81, 201.78, 202.51, 202.35, 198.78, 196.3, 189.38, 189, 185.5, 187.5, 204.3, 196.5, 191.6, 190.1, 186.7, 183.8, 196.6, 197.8, 197.7, 196, 190.3, 189.4, 190.1, 207.7, 213.2, 217.7, 198.1, 199.7, 203.4, 210.7, 231.3, 231.4, 220.3, 218, 226.5, 220, 226.4, 241.2, 242.6, 250.9, 239.1, 247.6, 244.4, 231.9, 232.2, 228.6, 226.3, 229.4, 231.4, 238.1, 237.2, 230, 240.5, 242.2, 244.6, 243.9, 247.2, 252, 246.9, 239.5, 257.4, 243.4, 251.2, 241.4, 240.3, 242.6, 247.5, 251.7, 251.1, 245.3, 240.5, 214.1, 216.1, 207.1, 208.8, 205.6, 203.3, 215.7, 235.5, 234.5, 233.1, 224.5, 232.4, 233.9, 241.6, 245.2, 252.1, 241.4, 247.4, 243.1, 239.1, 245.6, 245.8, 247.4, 252.8, 259.7, 263.2, 279, 280.2, 263.7, 252.3, 249.9, 236.7, 230.4, 219.4, 214.7, 200.2, 213.9, 195.4, 196.7, 195.4, 199, 201.9, 204, 203.9, 209.6, 205.7, 208.9, 214.6, 228.1, 199.9, 211.7, 188.7, 187.2, 194.2, 198.8, 184.7, 190.4, 193.9, 194.1, 198.4, 193.2, 202.2, 204.5, 211, 215.3, 223.7, 231.3, 228, 226.4, 231.4, 230.4, 231, 234.9, 220.4, 217.1, 207.6, 206, 206.7, 212.7, 213.1, 217.1, 224.4, 231, 236.1, 239, 236, 240.2, 240.7, 250.2, 248.6, 244.8, 225.8, 227.8, 226.2, 233.2, 237.8, 239, 241.9, 251.6, 256.7, 257.1, 246.8, 272.6, 251.6, 245.2, 233.4, 255.8, 249.2, 257.2, 260.4, 260.3, 260.5, 266.2, 264, 266.1, 270.1, 271.9, 275.1, 265, 271.7, 272.6, 273.1, 282.4, 289.1, 288.4, 298.6, 278.1, 285.8, 278.6, 270.5, 255.7, 241.9, 239.6, 234.2, 250.1, 200.7, 205.2, 204.8, 211.9, 220.3, 221.1, 216.2, 209.4, 209.2, 193, 186.1, 185.8, 201.2, 206.3, 201.9, 199.9, 214.7, 224.6, 229.6, 227, 240, 239.1, 246.8, 245.8, 258.1, 259.5, 273.6, 260.7, 276.3, 277.1, 283.2, 283.1, 275.7, 276.5, 280.5, 279.6, 285.6, 284.5, 274.7, 282.6, 283.5, 274.9, 264.9, 271.6, 276.4, 271.7, 273.4, 271.8, 274.6, 273.7, 271.2, 273.8, 268.6, 266.4, 270.6, 267.7, 268.3, 270.8, 270, 265.4, 255.3, 252.1, 248.2, 242.5, 219.7, 227.2, 211.5, 207.6, 209.8, 207.5, 200.3, 201.7, 201.3, 202, 199.1, 201.1, 203.5, 208.1, 201.7, 201.2, 204.9, 201.9, 198.4, 193.3, 192.5, 199.1, 204.3, 203.3, 208.3, 202.4, 195.5, 190.7, 194.4, 199.9, 205.2, 210, 208.1, 204.4, 203.4, 205.5, 206.5, 215.5, 218.7, 229.2, 232.7, 243.7, 243.9, 245.6, 241.2, 233.1, 232.8, 236.6, 239.1, 236.5, 231.3, 220.8, 218.8, 223.8, 223.4, 227.3, 231.4, 231.4, 231.2, 233, 232.9, 231.3, 237.1, 242, 240.9, 252.8, 249.3, 242.6, 243.3, 246.7, 243.7, 239.7, 239.1, 238.3, 238.5, 237.6, 236.4, 236.5, 232.8, 230.6, 230.8, 228.2, 230.8, 231.2, 232, 232.2, 234.1, 233.9, 235.5, 236, 238.2, 237, 240.3, 233.4, 236.4, 235.2, 242, 238.2, 239.2, 241.5, 243, 247.2, 246.2, 245.5, 245.3, 247.7, 245.5, 243.5, 241.9, 236.8, 235.8, 233.7, 230.3, 227.8, 224.7, 222.7, 221.2, 220.3, 220.7, 214.5, 211.4, 204.4, 200, 195.1, 193.8, 190.5, 199.8, 199.4, 205, 206.4, 212.9, 211.2, 205, 203.6, 208.1, 210.3, 209.6, 209.7, 204.6, 202.5, 208.8, 213.6, 215.2, 219.9, 221.7, 222.3, 226.3, 222.1, 220.3, 223.6, 224.3, 226.7, 233.9, 241, 243, 249.1, 244, 250.5, 245.6, 240.4, 238.1, 234.5, 229.7, 230.2, 230.3, 228.3, 231.6, 231.9, 234.6, 234.1, 240.1, 242.3, 245.7, 245.8, 247.6, 251.4, 252.4, 252.6, 251.4, 253.7, 254.3, 253.9, 254.5, 253.2, 253.9, 252.8, 253, 250.2, 251.3, 250, 251.3, 251.8, 251.8, 249.6, 251.6, 250.3009961681342, 246.30955184938028, 247.65697248974385, 249.18618138857704, 248.72078039844754, 251.7666008144979, 251.86150476654132, 252.08002667419618, 248.8639219697805, 252.543697553062, 252.8973536409592, 251.2965766771463, 251.34172534675196, 251.0792763522184, 249.0568689785398, 252.92340485161623, 251.47302309267096, 244.13978325747763, 243.8071398156684, 236.17021956160747, 230.2553890769855, 225.2070402346668, 219.41265806017452, 215.44586651227405, 209.88341782048894, 206.68125254107684, 210.63901783350494, 223.95763277250387, 225.9929310765137, 234.40092907192803, 238.78411585346242, 246.34602904387208, 250.20456464222792, 248.10464236577934, 243.5553025827732, 237.37751240309967, 225.67880356583396, 229.38667009211042, 233.1632188953882, 238.1475936125431, 237.97721461986356, 232.91795566697328, 221.21724287329997, 216.4410115698623, 216.27309709713364, 219.02228033882918, 225.97166266475014, 229.38148051861887, 232.45478922791705, 237.8582812314746, 239.14012591458967, 244.53225161700482, 248.4801850050678, 254.57832546938147, 259.22379791893974, 257.74486774223317, 257.8151013837554, 259.6847091794925, 258.13797445364014, 256.193578648728, 252.74797477389262, 252.8982584181087, 252.729800513971, 252.63944486217684, 248.28893339724928, 245.88658787248076, 243.53068358638558, 243.88545246756433, 239.19230883467588, 237.92850701362374, 235.02330647237795, 228.51222535135372, 215.70968264504967, 205.76310728563763, 199.52416462021898, 205.26582182975858, 200.77734554085592, 200.45706932834122, 196.49917279673912, 193.09789993536265, 195.94989153226658, 194.85936588137295, 194.00258992033588, 195.33150117951013, 188.8477364074226, 190.1777336005101, 191.38425695346518, 191.5605717991007, 195.3061298127235, 195.82042744328479, 189.88548096825593, 191.8480609628653, 193.47659870780961, 196.17149410495196, 189.2501799432969, 193.44315462070247, 187.2748940558699, 186.7937683040444, 192.8691774329536, 194.81602929906575, 199.99595342018023, 200.35242454933484, 192.9341212467433, 189.23340881737832, 190.8769405532136, 184.098136363561, 187.3800806732598, 185.6837857761792, 188.43427447380085, 193.9700304568731, 191.59170346951032, 189.69058418048212, 193.90821704355406, 190.86103041769672, 191.02249326390395, 192.55321359717547, 187.76703230989094, 180.16659707392193, 180.53768178380184, 174.76867941399888, 173.71362014216885, 177.7146610306198, 180.6705433303129, 187.6555369926176, 191.5141318512642, 194.87837297832084, 196.8275423165405, 194.789560383579, 197.12915219406037, 201.1220985980582, 204.66974564632602, 211.69145610328425, 216.1224817958984, 222.57485445876674, 219.96238463739664, 216.59070226826563, 218.20973466460342, 220.08623711545596, 229.16045804591084, 232.70102424711226, 233.61111358821643, 233.1080061479115, 225.80855816583323, 227.89516025735253, 221.30626385386472, 219.1411841639893, 220.23521867492758, 222.6967127552533, 225.64160209672895, 224.3560776723839, 221.82035466276145, 220.62261407272987, 220.6316642042182, 222.61792578852743, 222.7044405108711, 222.96501296914875, 226.72892608676472, 227.65046207304692, 227.6358560751815, 230.66878933516546, 232.0747771551575, 232.26747586461005, 235.8000553317824, 236.4535724768809, 239.2879301088554, 238.41599878810229, 239.37873479610943, 243.5623167259663, 239.2983940505077, 238.47330442832686, 243.6995486644999, 237.75600797769894, 239.34063326328518, 240.45669225384142, 239.31113174299168, 239.79653384828728, 236.79873479326412, 238.73723027829791, 238.0518499460627, 238.13269799082363, 239.4354918894625, 238.41997928360914, 239.884743914407, 241.02991515817237, 240.89904625193032, 241.8320311598419, 238.8636108455049, 239.00952129629684, 239.72641961823388, 237.20611593740935, 236.7173884297771, 236.60700141533357, 235.4215271002262, 232.4560078431405, 230.88479116742866, 232.162121529527, 232.1824465330735, 230.58782898361125, 233.35390620979757, 232.28052064575172, 232.82958847745473, 233.54448715907165, 234.04269676194465, 235.09172492612444, 237.18468030646915, 237.66123151682797, 236.05369135840695, 236.04534030139132, 238.84806965208156, 233.50528810247422, 233.5834734270881, 233.11228487432953, 234.83616059567032, 231.43297127712552, 230.50735989141307, 227.03282273035802, 224.9017352890244, 225.38896913374532, 224.12344691621362, 224.00174372112798, 223.8856925917568, 227.63734055505353, 227.08319713303533, 223.14262795384457, 227.5826981949172, 213.59999290263295, 210.50988746288758, 198.42559568024177, 189.87843381686548, 193.46090298257135, 200.8234844705578, 212.030518626341, 217.04269113163494, 219.2003556861584, 218.956944794401, 216.09677010835378, 212.108071771009, 212.54540888381376, 214.0125927948141, 210.4806821716978, 211.49197634968232, 211.07599555762198, 211.42656926315465, 210.06750978548357, 210.24197486380825, 211.0778130948141, 210.0149974521128, 212.17164661528162, 210.16351745201928, 210.70237305797798, 211.62321092369945, 213.73187878271673, 208.1143039021245, 207.72075200492253, 210.60174265873587, 216.1485998526368, 214.6624205315424, 217.88283774216444, 217.1944729687879, 213.14402038614645, 206.92018121563933, 204.51910387695122, 191.7441063146352, 185.6096600660596, 185.40236646163788, 183.39253921478078, 184.76708470912362, 189.1426274551468, 188.64664196412704, 187.3271928405565, 188.17959977716015, 188.96881973948896, 187.29232436787936, 190.24154927677864, 187.91988159174213, 187.95228432826852, 187.54375693792414, 188.67887489361217, 190.17483689562673, 192.07592238803636, 191.29603626015793, 193.54717137122026, 197.49572596202373, 195.43388919380428, 203.90279658442103, 199.04605364141202, 203.2996954570858, 208.10367110123954, 209.44507971285617, 213.61139014973043, 218.3519526756556, 222.72008593220357, 226.94301148021165, 223.02365546155636, 225.37366760867587, 225.61582539678184, 222.7085788690187, 216.64080861985224, 214.6940079861074, 213.99980285899034, 219.9481576823577, 223.89295015434178, 222.92608638468548, 233.66090567198847, 229.40748753827657, 232.11545547204435, 230.6229188352788, 224.86466602091244, 223.81796491327836, 221.64093650394082, 225.86635666622993, 230.62690342109488, 229.56423626852964, 236.31890028889168, 234.24054819146698, 239.7120056138232, 243.88525238228885, 246.49456803753532, 243.85475201990903, 246.03058180018394, 237.7794476149145, 239.23120240300534, 238.38507756925242, 241.7410824819303, 245.31805526765157, 248.92347258064217, 247.30321033010094, 252.45553887568798, 254.92704442683268, 254.68956208931286, 254.43210628699566, 252.52125685420285, 257.21033919112165, 251.50919000069746, 257.43630369580933, 255.01817636257545, 260.91815012089876, 255.84554031289508, 259.66462384723866, 262.229808343788, 264.34502908314164, 269.3559592885488, 265.99732874144445, 257.19893666253785, 257.0184549055622, 238.64095357456617, 235.48574308581584, 227.37775029010015, 230.55013467896873, 224.68576227610308, 214.45035139887406, 213.35775959891657, 218.39264166858874, 208.7893628439667, 204.61750641580798, 198.79240364499174, 197.90878630711256, 200.48945586551156, 198.68361088983107, 198.6572141815183, 202.64710592439062, 202.92172318213744, 207.49864546768262, 204.86193803431442, 202.2268391289192, 207.28544010704545 ] } ], "layout": { "autosize": true, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "autorange": true, "domain": [ 0, 1 ], "range": [ 858223.949985844, -52606.11158117721 ], "tickfont": { "color": "#000000" }, "title": { "font": { "color": "#000000" }, "text": "Years before present" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "overlaying": "y", "position": 0.15, "range": [ 157.67842231729398, 384.057685727292 ], "side": "left", "tickfont": { "color": "#1f77b4" }, "title": { "font": { "color": "#1f77b4" }, "text": "CO2 (ppmv)" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.graph_objects as go\n", "fig = go.Figure(data=go.Scatter(x=antarctica2015co2['Gasage (yr BP)'], y=antarctica2015co2['CO2 (ppmv)'], mode='lines+markers'))\n", "# Create axis objects\n", "fig.update_layout(\n", " xaxis=dict(\n", " domain=[0., 1.],\n", " title=\"Years before present\",\n", " titlefont=dict(\n", " color=\"#000000\"\n", " ),\n", " tickfont=dict(\n", " color=\"#000000\"\n", " )\n", " ),\n", " yaxis=dict(\n", " title=\"CO2 (ppmv)\",\n", " titlefont=dict(\n", " color=\"#1f77b4\"\n", " ),\n", " tickfont=dict(\n", " color=\"#1f77b4\"\n", " ),\n", " anchor=\"x\",\n", " overlaying=\"y\",\n", " side=\"left\",\n", " position=0.15\n", " )\n", ")\n", "\n", "fig['layout']['xaxis']['autorange'] = \"reversed\"\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "02835b16-d43c-4c88-96d6-c8d626372c39", "metadata": {}, "source": [ "**Question 1.8** How would you expect the CO2 content of the atmosphere during a glacial period to compare to the CO2 content of the atmosphere during an interglacial period? Explain your reasoning in a few sentences." ] }, { "cell_type": "markdown", "id": "dc540e1d-acd0-45a0-8309-896786b0de75", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "40f67538-8f2c-41fd-8c68-e4d02caf26b2", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "5219a15a-d7dd-49c7-8f44-605df4adf7b8", "metadata": {}, "source": [ "### Comparison of climate records from Antarctica versus benthic forams globally\n", "\n", "**Question 1.9** Compare the CO2 data from the Antarctic ice cores, with the $\\delta$18O data from benthic forams.\n", "Do they tell a consistent picture of global climate over the last 800,000 years? Explain in a brief,\n", "well-written paragraph or two, referring appropriately to the data sets and graphs. " ] }, { "cell_type": "code", "execution_count": 7, "id": "ec3a51e4-b50c-454e-8c20-f94ebfb833c0", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines+markers", "name": "d18O", "type": "scatter", "x": [ 0, 1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000, 9000, 10000, 11000, 12000, 13000, 14000, 15000, 16000, 17000, 18000, 19000, 20000, 21000, 22000, 23000, 24000, 25000, 26000, 27000, 28000, 29000, 30000, 31000, 32000, 33000, 34000, 35000, 36000, 37000, 38000, 39000, 40000, 41000, 42000, 43000, 44000, 45000, 46000, 47000, 48000, 49000, 50000, 51000, 52000, 53000, 54000, 55000, 56000, 57000, 58000, 59000, 60000, 61000, 62000, 63000, 64000, 65000, 66000, 67000, 68000, 69000, 70000, 71000, 72000, 73000, 74000, 75000, 76000, 77000, 78000, 79000, 80000, 81000, 82000, 83000, 84000, 85000, 86000, 87000, 88000, 89000, 90000, 91000, 92000, 93000, 94000, 95000, 96000, 97000, 98000, 99000, 100000, 101000, 102000, 103000, 104000, 105000, 106000, 107000, 108000, 109000, 110000, 111000, 112000, 113000, 114000, 115000, 116000, 117000, 118000, 119000, 120000, 121000, 122000, 123000, 124000, 125000, 126000, 127000, 128000, 129000, 130000, 131000, 132000, 133000, 134000, 135000, 136000, 137000, 138000, 139000, 140000, 141000, 142000, 143000, 144000, 145000, 146000, 147000, 148000, 149000, 150000, 151000, 152000, 153000, 154000, 155000, 156000, 157000, 158000, 159000, 160000, 161000, 162000, 163000, 164000, 165000, 166000, 167000, 168000, 169000, 170000, 171000, 172000, 173000, 174000, 175000, 176000, 177000, 178000, 179000, 180000, 181000, 182000, 183000, 184000, 185000, 186000, 187000, 188000, 189000, 190000, 191000, 192000, 193000, 194000, 195000, 196000, 197000, 198000, 199000, 200000, 201000, 202000, 203000, 204000, 205000, 206000, 207000, 208000, 209000, 210000, 211000, 212000, 213000, 214000, 215000, 216000, 217000, 218000, 219000, 220000, 221000, 222000, 223000, 224000, 225000, 226000, 227000, 228000, 229000, 230000, 231000, 232000, 233000, 234000, 235000, 236000, 237000, 238000, 239000, 240000, 241000, 242000, 243000, 244000, 245000, 246000, 247000, 248000, 249000, 250000, 251000, 252000, 253000, 254000, 255000, 256000, 257000, 258000, 259000, 260000, 261000, 262000, 263000, 264000, 265000, 266000, 267000, 268000, 269000, 270000, 271000, 272000, 273000, 274000, 275000, 276000, 277000, 278000, 279000, 280000, 281000, 282000, 283000, 284000, 285000, 286000, 287000, 288000, 289000, 290000, 291000, 292000, 293000, 294000, 295000, 296000, 297000, 298000, 299000, 300000, 301000, 302000, 303000, 304000, 305000, 306000, 307000, 308000, 309000, 310000, 311000, 312000, 313000, 314000, 315000, 316000, 317000, 318000, 319000, 320000, 321000, 322000, 323000, 324000, 325000, 326000, 327000, 328000, 329000, 330000, 331000, 332000, 333000, 334000, 335000, 336000, 337000, 338000, 339000, 340000, 341000, 342000, 343000, 344000, 345000, 346000, 347000, 348000, 349000, 350000, 351000, 352000, 353000, 354000, 355000, 356000, 357000, 358000, 359000, 360000, 361000, 362000, 363000, 364000, 365000, 366000, 367000, 368000, 369000, 370000, 371000, 372000, 373000, 374000, 375000, 376000, 377000, 378000, 379000, 380000, 381000, 382000, 383000, 384000, 385000, 386000, 387000, 388000, 389000, 390000, 391000, 392000, 393000, 394000, 395000, 396000, 397000, 398000, 399000, 400000, 401000, 402000, 403000, 404000, 405000, 406000, 407000, 408000, 409000, 410000, 411000, 412000, 413000, 414000, 415000, 416000, 417000, 418000, 419000, 420000, 421000, 422000, 423000, 424000, 425000, 426000, 427000, 428000, 429000, 430000, 431000, 432000, 433000, 434000, 435000, 436000, 437000, 438000, 439000, 440000, 441000, 442000, 443000, 444000, 445000, 446000, 447000, 448000, 449000, 450000, 451000, 452000, 453000, 454000, 455000, 456000, 457000, 458000, 459000, 460000, 461000, 462000, 463000, 464000, 465000, 466000, 467000, 468000, 469000, 470000, 471000, 472000, 473000, 474000, 475000, 476000, 477000, 478000, 479000, 480000, 481000, 482000, 483000, 484000, 485000, 486000, 487000, 488000, 489000, 490000, 491000, 492000, 493000, 494000, 495000, 496000, 497000, 498000, 499000, 500000, 501000, 502000, 503000, 504000, 505000, 506000, 507000, 508000, 509000, 510000, 511000, 512000, 513000, 514000, 515000, 516000, 517000, 518000, 519000, 520000, 521000, 522000, 523000, 524000, 525000, 526000, 527000, 528000, 529000, 530000, 531000, 532000, 533000, 534000, 535000, 536000, 537000, 538000, 539000, 540000, 541000, 542000, 543000, 544000, 545000, 546000, 547000, 548000, 549000, 550000, 551000, 552000, 553000, 554000, 555000, 556000, 557000, 558000, 559000, 560000, 561000, 562000, 563000, 564000, 565000, 566000, 567000, 568000, 569000, 570000, 571000, 572000, 573000, 574000, 575000, 576000, 577000, 578000, 579000, 580000, 581000, 582000, 583000, 584000, 585000, 586000, 587000, 588000, 589000, 590000, 591000, 592000, 593000, 594000, 595000, 596000, 597000, 598000, 599000, 600000, 602000, 604000, 606000, 608000, 610000, 612000, 614000, 616000, 618000, 620000, 622000, 624000, 626000, 628000, 630000, 632000, 634000, 636000, 638000, 640000, 642000, 644000, 646000, 648000, 650000, 652000, 654000, 656000, 658000, 660000, 662000, 664000, 666000, 668000, 670000, 672000, 674000, 676000, 678000, 680000, 682000, 684000, 686000, 688000, 690000, 692000, 694000, 696000, 698000, 700000, 702000, 704000, 706000, 708000, 710000, 712000, 714000, 716000, 718000, 720000, 722000, 724000, 726000, 728000, 730000, 732000, 734000, 736000, 738000, 740000, 742000, 744000, 746000, 748000, 750000, 752000, 754000, 756000, 758000, 760000, 762000, 764000, 766000, 768000, 770000, 772000, 774000, 776000, 778000, 780000, 782000, 784000, 786000, 788000, 790000, 792000, 794000, 796000, 798000, 800000, 802000, 804000, 806000, 808000, 810000, 812000, 814000, 816000, 818000, 820000, 822000, 824000, 826000, 828000, 830000, 832000, 834000, 836000, 838000, 840000, 842000, 844000, 846000, 848000, 850000, 852000, 854000, 856000, 858000, 860000, 862000, 864000, 866000, 868000, 870000, 872000, 874000, 876000, 878000, 880000, 882000, 884000, 886000, 888000, 890000, 892000, 894000, 896000, 898000, 900000, 902000, 904000, 906000, 908000, 910000, 912000, 914000, 916000, 918000, 920000, 922000, 924000, 926000, 928000, 930000, 932000, 934000, 936000, 938000, 940000, 942000, 944000, 946000, 948000, 950000, 952000, 954000, 956000, 958000, 960000, 962000, 964000, 966000, 968000, 970000, 972000, 974000, 976000, 978000, 980000, 982000, 984000, 986000, 988000, 990000, 992000, 994000, 996000, 998000, 1000000, 1002000, 1004000, 1006000, 1008000, 1010000, 1012000, 1014000, 1016000, 1018000, 1020000, 1022000, 1024000, 1026000, 1028000, 1030000, 1032000, 1034000, 1036000, 1038000, 1040000, 1042000, 1044000, 1046000, 1048000, 1050000, 1052000, 1054000, 1056000, 1058000, 1060000, 1062000, 1064000, 1066000, 1068000, 1070000, 1072000, 1074000, 1076000, 1078000, 1080000, 1082000, 1084000, 1086000, 1088000, 1090000, 1092000, 1094000, 1096000, 1098000, 1100000, 1102000, 1104000, 1106000, 1108000, 1110000, 1112000, 1114000, 1116000, 1118000, 1120000, 1122000, 1124000, 1126000, 1128000, 1130000, 1132000, 1134000, 1136000, 1138000, 1140000, 1142000, 1144000, 1146000, 1148000, 1150000, 1152000, 1154000, 1156000, 1158000, 1160000, 1162000, 1164000, 1166000, 1168000, 1170000, 1172000, 1174000, 1176000, 1178000, 1180000, 1182000, 1184000, 1186000, 1188000, 1190000, 1192000, 1194000, 1196000, 1198000, 1200000, 1202000, 1204000, 1206000, 1208000, 1210000, 1212000, 1214000, 1216000, 1218000, 1220000, 1222000, 1224000, 1226000, 1228000, 1230000, 1232000, 1234000, 1236000, 1238000, 1240000, 1242000, 1244000, 1246000, 1248000, 1250000, 1252000, 1254000, 1256000, 1258000, 1260000, 1262000, 1264000, 1266000, 1268000, 1270000, 1272000, 1274000, 1276000, 1278000, 1280000, 1282000, 1284000, 1286000, 1288000, 1290000, 1292000, 1294000, 1296000, 1298000, 1300000, 1302000, 1304000, 1306000, 1308000, 1310000, 1312000, 1314000, 1316000, 1318000, 1320000, 1322000, 1324000, 1326000, 1328000, 1330000, 1332000, 1334000, 1336000, 1338000, 1340000, 1342000, 1344000, 1346000, 1348000, 1350000, 1352000, 1354000, 1356000, 1358000, 1360000, 1362000, 1364000, 1366000, 1368000, 1370000, 1372000, 1374000, 1376000, 1378000, 1380000, 1382000, 1384000, 1386000, 1388000, 1390000, 1392000, 1394000, 1396000, 1398000, 1400000, 1402000, 1404000, 1406000, 1408000, 1410000, 1412000, 1414000, 1416000, 1418000, 1420000, 1422000, 1424000, 1426000, 1428000, 1430000, 1432000, 1434000, 1436000, 1438000, 1440000, 1442000, 1444000, 1446000, 1448000, 1450000, 1452000, 1454000, 1456000, 1458000, 1460000, 1462000, 1464000, 1466000, 1468000, 1470000, 1472000, 1474000, 1476000, 1478000, 1480000, 1482000, 1484000, 1486000, 1488000, 1490000, 1492000, 1494000, 1496000, 1498000, 1500000, 1505000, 1510000, 1515000, 1520000, 1525000, 1530000, 1535000, 1540000, 1545000, 1550000, 1555000, 1560000, 1565000, 1570000, 1575000, 1580000, 1585000, 1590000, 1595000, 1600000, 1605000, 1610000, 1615000, 1620000, 1625000, 1630000, 1635000, 1640000, 1645000, 1650000, 1655000, 1660000, 1665000, 1670000, 1675000, 1680000, 1685000, 1690000, 1695000, 1700000, 1705000, 1710000, 1715000, 1720000, 1725000, 1730000, 1735000, 1740000, 1745000, 1750000, 1755000, 1760000, 1765000, 1770000, 1775000, 1780000, 1785000, 1790000, 1795000, 1800000, 1805000, 1810000, 1815000, 1820000, 1825000, 1830000, 1835000, 1840000, 1845000, 1850000, 1855000, 1860000, 1865000, 1870000, 1875000, 1880000, 1885000, 1890000, 1895000, 1900000, 1905000, 1910000, 1915000, 1920000, 1925000, 1930000, 1935000, 1940000, 1945000, 1950000, 1955000, 1960000, 1965000, 1970000, 1975000, 1980000, 1985000, 1990000, 1995000, 2000000, 2005000, 2010000, 2015000, 2020000, 2025000, 2030000, 2035000, 2040000, 2045000, 2050000, 2055000, 2060000, 2065000, 2070000, 2075000, 2080000, 2085000, 2090000, 2095000, 2100000, 2105000, 2110000, 2115000, 2120000, 2125000, 2130000, 2135000, 2140000, 2145000, 2150000, 2155000, 2160000, 2165000, 2170000, 2175000, 2180000, 2185000, 2190000, 2195000, 2200000, 2205000, 2210000, 2215000, 2220000, 2225000, 2230000, 2235000, 2240000, 2245000, 2250000, 2255000, 2260000, 2265000, 2270000, 2275000, 2280000, 2285000, 2290000, 2295000, 2300000, 2305000, 2310000, 2315000, 2320000, 2325000, 2330000, 2335000, 2340000, 2345000, 2350000, 2355000, 2360000, 2365000, 2370000, 2375000, 2380000, 2385000, 2390000, 2395000, 2400000, 2405000, 2410000, 2415000, 2420000, 2425000, 2430000, 2435000, 2440000, 2445000, 2450000, 2455000, 2460000, 2465000, 2470000, 2475000, 2480000, 2485000, 2490000, 2495000, 2500000, 2505000, 2510000, 2515000, 2520000, 2525000, 2530000, 2535000, 2540000, 2545000, 2550000, 2555000, 2560000, 2565000, 2570000, 2575000, 2580000, 2585000, 2590000, 2595000, 2600000, 2605000, 2610000, 2615000, 2620000, 2625000, 2630000, 2635000, 2640000, 2645000, 2650000, 2655000, 2660000, 2665000, 2670000, 2675000, 2680000, 2685000, 2690000, 2695000, 2700000, 2705000, 2710000, 2715000, 2720000, 2725000, 2730000, 2735000, 2740000, 2745000, 2750000, 2755000, 2760000, 2765000, 2770000, 2775000, 2780000, 2785000, 2790000, 2795000, 2800000, 2805000, 2810000, 2815000, 2820000, 2825000, 2830000, 2835000, 2840000, 2845000, 2850000, 2855000, 2860000, 2865000, 2870000, 2875000, 2880000, 2885000, 2890000, 2895000, 2900000, 2905000, 2910000, 2915000, 2920000, 2925000, 2930000, 2935000, 2940000, 2945000, 2950000, 2955000, 2960000, 2965000, 2970000, 2975000, 2980000, 2985000, 2990000, 2995000, 3000000, 3005000, 3010000, 3015000, 3020000, 3025000, 3030000, 3035000, 3040000, 3045000, 3050000, 3055000, 3060000, 3065000, 3070000, 3075000, 3080000, 3085000, 3090000, 3095000, 3100000, 3105000, 3110000, 3115000, 3120000, 3125000, 3130000, 3135000, 3140000, 3145000, 3150000, 3155000, 3160000, 3165000, 3170000, 3175000, 3180000, 3185000, 3190000, 3195000, 3200000, 3205000, 3210000, 3215000, 3220000, 3225000, 3230000, 3235000, 3240000, 3245000, 3250000, 3255000, 3260000, 3265000, 3270000, 3275000, 3280000, 3285000, 3290000, 3295000, 3300000, 3305000, 3310000, 3315000, 3320000, 3325000, 3330000, 3335000, 3340000, 3345000, 3350000, 3355000, 3360000, 3365000, 3370000, 3375000, 3380000, 3385000, 3390000, 3395000, 3400000, 3405000, 3410000, 3415000, 3420000, 3425000, 3430000, 3435000, 3440000, 3445000, 3450000, 3455000, 3460000, 3465000, 3470000, 3475000, 3480000, 3485000, 3490000, 3495000, 3500000, 3505000, 3510000, 3515000, 3520000, 3525000, 3530000, 3535000, 3540000, 3545000, 3550000, 3555000, 3560000, 3565000, 3570000, 3575000, 3580000, 3585000, 3590000, 3595000, 3600000, 3605000, 3610000, 3615000, 3620000, 3625000, 3630000, 3635000, 3640000, 3645000, 3650000, 3655000, 3660000, 3665000, 3670000, 3675000, 3680000, 3685000, 3690000, 3695000, 3700000, 3705000, 3710000, 3715000, 3720000, 3725000, 3730000, 3735000, 3740000, 3745000, 3750000, 3755000, 3760000, 3765000, 3770000, 3775000, 3780000, 3785000, 3790000, 3795000, 3800000, 3805000, 3810000, 3815000, 3820000, 3825000, 3830000, 3835000, 3840000, 3845000, 3850000, 3855000, 3860000, 3865000, 3870000, 3875000, 3880000, 3885000, 3890000, 3895000, 3900000, 3905000, 3910000, 3915000, 3920000, 3925000, 3930000, 3935000, 3940000, 3945000, 3950000, 3955000, 3960000, 3965000, 3970000, 3975000, 3980000, 3985000, 3990000, 3995000, 4000000, 4005000, 4010000, 4015000, 4020000, 4025000, 4030000, 4035000, 4040000, 4045000, 4050000, 4055000, 4060000, 4065000, 4070000, 4075000, 4080000, 4085000, 4090000, 4095000, 4100000, 4105000, 4110000, 4115000, 4120000, 4125000, 4130000, 4135000, 4140000, 4145000, 4150000, 4155000, 4160000, 4165000, 4170000, 4175000, 4180000, 4185000, 4190000, 4195000, 4200000, 4205000, 4210000, 4215000, 4220000, 4225000, 4230000, 4235000, 4240000, 4245000, 4250000, 4255000, 4260000, 4265000, 4270000, 4275000, 4280000, 4285000, 4290000, 4295000, 4300000, 4305000, 4310000, 4315000, 4320000, 4325000, 4330000, 4335000, 4340000, 4345000, 4350000, 4355000, 4360000, 4365000, 4370000, 4375000, 4380000, 4385000, 4390000, 4395000, 4400000, 4405000, 4410000, 4415000, 4420000, 4425000, 4430000, 4435000, 4440000, 4445000, 4450000, 4455000, 4460000, 4465000, 4470000, 4475000, 4480000, 4485000, 4490000, 4495000, 4500000, 4505000, 4510000, 4515000, 4520000, 4525000, 4530000, 4535000, 4540000, 4545000, 4550000, 4555000, 4560000, 4565000, 4570000, 4575000, 4580000, 4585000, 4590000, 4595000, 4600000, 4605000, 4610000, 4615000, 4620000, 4625000, 4630000, 4635000, 4640000, 4645000, 4650000, 4655000, 4660000, 4665000, 4670000, 4675000, 4680000, 4685000, 4690000, 4695000, 4700000, 4705000, 4710000, 4715000, 4720000, 4725000, 4730000, 4735000, 4740000, 4745000, 4750000, 4755000, 4760000, 4765000, 4770000, 4775000, 4780000, 4785000, 4790000, 4795000, 4800000, 4805000, 4810000, 4815000, 4820000, 4825000, 4830000, 4835000, 4840000, 4845000, 4850000, 4855000, 4860000, 4865000, 4870000, 4875000, 4880000, 4885000, 4890000, 4895000, 4900000, 4905000, 4910000, 4915000, 4920000, 4925000, 4930000, 4935000, 4940000, 4945000, 4950000, 4955000, 4960000, 4965000, 4970000, 4975000, 4980000, 4985000, 4990000, 4995000, 5000000, 5005000, 5010000, 5015000, 5020000, 5025000, 5030000, 5035000, 5040000, 5045000, 5050000, 5055000, 5060000, 5065000, 5070000, 5075000, 5080000, 5085000, 5090000, 5095000, 5100000, 5105000, 5110000, 5115000, 5120000, 5125000, 5130000, 5135000, 5140000, 5145000, 5150000, 5155000, 5160000, 5165000, 5170000, 5175000, 5180000, 5185000, 5190000, 5195000, 5200000, 5205000, 5210000, 5215000, 5220000, 5225000, 5230000, 5235000, 5240000, 5245000, 5250000, 5255000, 5260000, 5265000, 5270000, 5275000, 5280000, 5285000, 5290000, 5295000, 5300000, 5305000, 5310000, 5315000, 5320000 ], "y": [ 3.23, 3.23, 3.18, 3.29, 3.3, 3.26, 3.33, 3.37, 3.42, 3.38, 3.52, 3.6, 3.92, 4.06, 4.28, 4.49, 4.75, 4.88, 5.02, 4.96, 4.99, 4.91, 4.88, 4.86, 4.81, 4.82, 4.67, 4.75, 4.75, 4.73, 4.62, 4.62, 4.6, 4.58, 4.59, 4.54, 4.45, 4.46, 4.41, 4.55, 4.55, 4.51, 4.5, 4.46, 4.48, 4.33, 4.36, 4.38, 4.45, 4.46, 4.34, 4.33, 4.31, 4.44, 4.38, 4.31, 4.35, 4.43, 4.49, 4.43, 4.6, 4.51, 4.6, 4.53, 4.36, 4.48, 4.57, 4.44, 4.42, 4.47, 4.32, 4.22, 4.21, 4.23, 4.03, 3.95, 4.06, 4.08, 4.05, 4.05, 3.9, 3.82, 3.8, 3.83, 3.82, 3.95, 4.06, 4.18, 4.11, 4.08, 4.06, 4.03, 3.98, 3.9, 3.84, 3.77, 3.75, 3.83, 3.9, 3.78, 3.81, 3.92, 3.86, 3.88, 3.92, 3.85, 4, 4.04, 4.11, 4.12, 4.04, 4.02, 4.03, 3.93, 3.81, 3.71, 3.58, 3.54, 3.44, 3.3, 3.27, 3.26, 3.18, 3.1, 3.27, 3.14, 3.16, 3.37, 3.71, 3.9, 3.67, 3.81, 4.2, 4.41, 4.7, 4.86, 4.82, 4.8, 4.89, 4.87, 4.98, 4.81, 4.75, 4.78, 4.82, 4.74, 4.77, 4.82, 4.71, 4.75, 4.75, 4.66, 4.64, 4.62, 4.66, 4.51, 4.78, 4.74, 4.69, 4.66, 4.69, 4.65, 4.66, 4.7, 4.68, 4.68, 4.48, 4.41, 4.48, 4.5, 4.5, 4.53, 4.46, 4.38, 4.28, 4.32, 4.39, 4.46, 4.44, 4.48, 4.39, 4.46, 4.48, 4.37, 4.4, 4.59, 4.47, 4.4, 4.46, 4.39, 4.28, 4.13, 3.76, 3.92, 3.84, 3.91, 3.82, 3.74, 3.82, 3.57, 3.53, 3.53, 3.63, 3.61, 3.78, 3.82, 3.77, 3.78, 3.71, 3.64, 3.57, 3.6, 3.61, 3.65, 3.56, 3.54, 3.53, 3.48, 3.72, 3.94, 3.98, 4.23, 4.38, 4.44, 4.39, 4.28, 4.29, 4.19, 4.19, 4.02, 4.3, 4.22, 4.17, 3.97, 3.84, 3.71, 3.66, 3.47, 3.51, 3.44, 3.44, 3.54, 3.68, 3.78, 4.05, 4.17, 4.38, 4.31, 4.38, 4.36, 4.5, 4.58, 4.63, 4.52, 4.57, 4.37, 4.43, 4.55, 4.51, 4.52, 4.46, 4.52, 4.45, 4.46, 4.42, 4.44, 4.5, 4.5, 4.33, 4.52, 4.51, 4.5, 4.44, 4.44, 4.38, 4.38, 4.3, 4.44, 4.31, 4.23, 4.14, 4.21, 3.98, 3.87, 3.86, 3.84, 3.82, 3.89, 4.02, 4.06, 4.1, 4.11, 4.27, 4.22, 4.33, 4.31, 4.23, 4.3, 4.17, 4.23, 4.02, 4.06, 4.06, 4, 4.07, 4.07, 4.05, 4, 3.85, 3.86, 3.8, 3.7, 3.79, 3.69, 3.77, 3.62, 3.69, 3.89, 3.76, 3.58, 3.66, 3.53, 3.53, 3.47, 3.21, 3.31, 3.23, 3.22, 3.23, 3.19, 3.3, 3.29, 3.39, 3.38, 3.51, 3.75, 4.08, 4.23, 4.17, 4.42, 4.6, 4.84, 4.83, 4.8, 4.76, 4.79, 4.68, 4.53, 4.49, 4.62, 4.67, 4.64, 4.47, 4.47, 4.4, 4.59, 4.46, 4.55, 4.58, 4.49, 4.54, 4.5, 4.5, 4.53, 4.36, 4.46, 4.32, 4.37, 4.4, 4.38, 4.36, 4.27, 4.42, 4.29, 4.34, 4.2, 4.21, 4.2, 4.19, 4.17, 4.19, 4.15, 4.05, 4.12, 4.08, 4.14, 4.02, 3.99, 3.92, 3.89, 3.96, 4, 3.97, 3.86, 3.92, 3.76, 3.72, 3.47, 3.54, 3.48, 3.32, 3.2, 3.17, 3.15, 3.2, 3.11, 3.19, 3.21, 3.17, 3.22, 3.15, 3.29, 3.31, 3.38, 3.41, 3.41, 3.51, 3.57, 3.75, 3.81, 3.77, 3.85, 3.94, 4.02, 3.92, 4.3, 4.5, 4.3, 4.72, 4.91, 4.98, 5.05, 5.05, 5.08, 5.08, 5.02, 5.07, 4.9, 4.79, 4.87, 4.76, 4.95, 4.96, 4.91, 4.82, 4.91, 4.82, 4.51, 4.77, 4.73, 4.75, 4.58, 4.73, 4.56, 4.6, 4.41, 4.62, 4.63, 4.55, 4.63, 4.56, 4.59, 4.61, 4.61, 4.44, 4.57, 4.46, 4.44, 4.38, 4.51, 4.33, 4.25, 4.32, 4.36, 4.39, 4.35, 4.3, 4.27, 4.22, 4.12, 4.12, 4.17, 4.01, 3.97, 3.79, 3.81, 3.76, 3.72, 3.67, 3.6, 3.54, 3.47, 3.63, 3.72, 3.83, 3.83, 3.83, 3.68, 3.82, 3.75, 3.84, 3.78, 3.75, 3.81, 3.91, 3.86, 4.01, 3.93, 4.16, 4.06, 4.14, 4.06, 4.22, 4.25, 4.1, 4.1, 4.01, 3.96, 4.07, 3.96, 3.95, 3.91, 3.88, 3.93, 3.83, 3.92, 3.97, 3.96, 3.92, 3.99, 3.97, 3.92, 4.01, 4.11, 4.27, 4.29, 4.55, 4.43, 4.54, 4.48, 4.53, 4.5, 4.45, 4.45, 4.46, 4.43, 4.51, 4.53, 4.55, 4.53, 4.5, 4.45, 4.52, 4.46, 4.29, 4.25, 4.39, 4.35, 4.25, 4.17, 4.14, 4.21, 4.14, 4.17, 4.01, 3.96, 3.86, 3.94, 4, 3.97, 3.91, 3.89, 3.59, 3.65, 3.73, 3.39, 3.46, 3.48, 3.5, 3.57, 3.69, 4, 4.13, 4.29, 4.31, 4.33, 4.18, 4.11, 4.19, 4.07, 4.09, 4.07, 4.02, 3.99, 3.9, 3.88, 3.89, 3.8, 3.99, 4.02, 4.07, 3.97, 3.77, 3.8, 3.8, 3.49, 3.52, 3.53, 3.66, 3.81, 4.09, 4.31, 4.63, 4.9, 5.01, 5.08, 5.05, 4.93, 5, 4.8, 5.01, 4.75, 4.68, 4.72, 4.75, 4.71, 4.79, 4.77, 4.57, 4.58, 4.64, 4.8, 4.58, 4.5, 4.65, 4.42, 4.52, 4.46, 4.4, 4.26, 4.14, 4.15, 4.03, 4.13, 3.95, 3.7, 3.71, 3.64, 3.5, 3.57, 3.65, 3.76, 3.84, 3.93, 4.03, 3.98, 4.06, 4.29, 4.61, 4.75, 4.66, 4.65, 4.44, 4.32, 4.16, 4.16, 4.02, 4.15, 4.19, 4.21, 4.11, 4.17, 4.48, 4.67, 4.59, 4.6, 4.48, 4.55, 4.59, 4.26, 4.33, 4.11, 4.28, 4.11, 4.07, 3.99, 3.87, 3.76, 3.64, 3.56, 3.48, 3.54, 3.55, 3.68, 3.7, 4.16, 4.27, 4.74, 4.67, 4.68, 4.68, 4.73, 4.55, 4.53, 4.49, 4.31, 4.38, 4.12, 4.08, 3.9, 3.96, 3.9, 3.92, 4.11, 3.95, 4.04, 4.07, 3.95, 3.82, 3.99, 4.02, 3.81, 3.67, 3.58, 3.63, 3.5, 3.65, 3.63, 3.46, 3.42, 3.45, 3.68, 3.58, 4.06, 4.32, 4.51, 4.67, 4.68, 4.69, 4.59, 4.68, 4.42, 4.47, 4.47, 4.45, 4.39, 4.32, 4.41, 4.4, 4.33, 4.29, 4.17, 4.14, 4.12, 3.99, 3.99, 4.09, 4.03, 4.06, 4.37, 4.51, 4.55, 4.43, 4.38, 4.26, 4.1, 4.07, 3.98, 4.02, 3.86, 3.89, 3.69, 3.57, 3.63, 3.48, 3.44, 3.3, 3.39, 3.33, 3.73, 4.16, 4.42, 4.58, 4.3, 4.21, 4.09, 3.98, 3.87, 3.77, 3.72, 3.76, 3.99, 4.15, 4.24, 4.21, 4.11, 4.06, 3.94, 3.84, 3.84, 3.94, 4.15, 4.28, 4.22, 4.22, 4.12, 4.13, 3.99, 3.73, 3.78, 3.83, 3.57, 3.64, 3.87, 3.84, 3.95, 4.08, 4.36, 4.33, 4.54, 4.33, 4.23, 4.38, 4.22, 4.29, 4.18, 4.27, 4.25, 4.12, 4.23, 4.08, 3.94, 3.66, 3.48, 3.33, 3.34, 3.21, 3.42, 3.48, 3.54, 3.61, 3.81, 3.7, 3.89, 3.91, 3.95, 4.01, 4, 4.03, 4.29, 4.08, 4.03, 3.93, 3.83, 3.67, 3.85, 3.84, 4.12, 4.14, 4.2, 4.09, 4.47, 4.34, 4.5, 4.38, 4.32, 4.05, 4.22, 4.24, 4.02, 4.02, 3.97, 3.99, 3.86, 4.02, 3.82, 3.75, 3.76, 3.79, 3.68, 3.6, 3.6, 3.66, 3.53, 3.56, 3.6, 3.73, 3.76, 3.74, 3.8, 3.6, 3.84, 3.65, 3.77, 3.67, 4.05, 4.14, 4.27, 4.28, 4.43, 4.42, 4.2, 4.34, 4.16, 4.32, 4.2, 4.08, 4.1, 3.82, 3.73, 3.97, 3.94, 3.74, 3.63, 3.55, 3.42, 3.41, 3.34, 3.38, 3.35, 3.33, 3.47, 3.85, 4.1, 4.36, 4.31, 4.25, 4.27, 4.11, 3.9, 3.87, 4.07, 3.96, 3.91, 3.91, 3.84, 3.81, 3.84, 3.71, 3.67, 3.56, 3.65, 3.84, 3.97, 4.26, 4.35, 4.14, 3.94, 4.2, 4.15, 4.07, 4.06, 3.97, 3.9, 3.8, 3.65, 3.69, 3.71, 3.59, 3.73, 3.95, 3.94, 3.99, 4, 4.09, 4.06, 4.02, 4.19, 4.19, 4.1, 4.19, 4.07, 3.88, 3.86, 3.67, 3.59, 3.49, 3.41, 3.5, 3.55, 3.63, 3.8, 3.98, 3.99, 4.2, 4.04, 4.26, 4.21, 4.08, 4.2, 4.05, 3.96, 3.82, 3.72, 3.61, 3.73, 3.59, 3.7, 3.54, 3.49, 3.56, 3.63, 3.74, 3.97, 3.97, 4.2, 4.4, 4.22, 3.96, 3.84, 3.96, 3.83, 3.72, 3.72, 3.61, 3.52, 3.38, 3.38, 3.24, 3.24, 3.28, 3.34, 3.33, 3.36, 3.35, 3.49, 3.8, 4.2, 4.31, 4.24, 4.1, 4.07, 4.22, 3.99, 3.87, 3.62, 3.45, 3.38, 3.31, 3.42, 3.39, 3.44, 3.57, 3.42, 3.42, 3.51, 3.77, 4.05, 4.36, 4.24, 4.21, 4.16, 4.02, 3.69, 3.64, 3.7, 3.96, 4.41, 4.38, 4.07, 3.82, 3.72, 3.76, 3.56, 3.85, 4.24, 3.99, 3.8, 3.72, 3.71, 3.53, 3.55, 3.66, 3.84, 3.65, 3.76, 3.55, 3.56, 3.68, 4.05, 4.18, 4.28, 4.13, 4.13, 3.88, 3.55, 3.65, 3.59, 3.72, 3.82, 4.09, 4.12, 3.93, 3.83, 3.52, 3.79, 3.74, 3.6, 3.71, 4.13, 4.16, 3.74, 3.53, 3.49, 3.48, 3.53, 3.65, 3.77, 3.99, 4.09, 3.95, 3.68, 3.52, 3.61, 3.82, 3.72, 3.42, 3.68, 3.57, 3.61, 3.62, 3.56, 3.89, 4.16, 3.95, 3.84, 3.77, 3.75, 3.68, 3.74, 4.02, 4.01, 3.81, 3.7, 3.7, 3.5, 3.51, 3.52, 3.51, 4.03, 4.1, 3.89, 3.86, 3.74, 3.75, 3.55, 3.33, 3.36, 3.65, 3.58, 3.85, 3.92, 3.55, 3.81, 3.57, 3.24, 3.34, 3.56, 3.67, 3.92, 3.71, 3.6, 3.74, 4.18, 4.21, 4.16, 3.96, 3.85, 3.7, 3.49, 3.44, 3.66, 3.51, 3.5, 3.68, 3.5, 3.32, 3.29, 3.23, 3.6, 4.15, 4.23, 4.15, 3.88, 3.69, 3.56, 3.36, 3.42, 3.56, 3.77, 3.86, 3.74, 3.59, 3.59, 3.57, 3.39, 3.46, 3.56, 4.01, 3.8, 3.61, 3.39, 3.21, 3.45, 3.48, 3.87, 3.84, 3.8, 3.68, 3.45, 3.28, 3.35, 3.61, 3.74, 3.76, 3.52, 3.64, 3.39, 3.2, 3.37, 3.58, 3.8, 3.92, 3.87, 3.72, 3.39, 3.37, 3.33, 3.54, 3.41, 3.48, 3.69, 3.29, 3.37, 3.35, 3.49, 3.93, 4.09, 4.01, 3.95, 3.73, 3.45, 3.39, 3.25, 3.32, 3.57, 3.7, 3.99, 3.83, 3.62, 3.18, 3.48, 3.65, 3.89, 4.13, 4.13, 3.89, 3.73, 3.63, 3.27, 3.21, 3.43, 3.37, 3.63, 3.47, 3.41, 3.23, 3.16, 3.43, 3.47, 3.9, 3.81, 3.62, 3.44, 3.27, 3.31, 3.23, 3.45, 3.66, 3.84, 3.51, 3.35, 3.23, 3.25, 3.19, 3.22, 3.37, 3.68, 3.61, 3.61, 3.61, 3.79, 3.7, 3.87, 3.8, 3.66, 3.47, 3.27, 3.18, 3.15, 3.13, 3.19, 3.27, 3.24, 3.13, 3.31, 3.18, 3.19, 3.21, 3.41, 3.5, 3.78, 3.65, 3.63, 3.38, 3.15, 3.16, 3.17, 3.34, 3.38, 3.4, 3.44, 3.19, 3.37, 3.3, 3.23, 3.48, 3.5, 3.49, 3.29, 3.22, 3.32, 3.27, 3.49, 3.51, 3.5, 3.43, 3.31, 3.09, 2.95, 2.93, 3.16, 3.08, 3.16, 3.3, 3.48, 3.45, 3.07, 3.18, 3.2, 3.36, 3.44, 3.46, 3.52, 3.49, 3.32, 3.13, 3.09, 3.23, 3.31, 3.33, 3.14, 2.95, 3.05, 3.09, 3.1, 3.09, 2.94, 3.18, 3.18, 3.08, 3.06, 3.13, 3.22, 3.26, 3.34, 3.38, 3.45, 3.38, 3.35, 3.16, 2.95, 3.01, 3.04, 3.14, 3.19, 3.16, 3.08, 2.95, 3.09, 3.02, 3, 3.02, 3.2, 3.13, 3.21, 3.13, 3.24, 3.04, 3.04, 3.03, 3.17, 3.16, 3.32, 3.27, 3.33, 3.26, 3.4, 3.65, 3.74, 3.71, 3.42, 3.37, 3.22, 3.1, 3.2, 3.21, 3.25, 3.41, 3.31, 3.18, 3.22, 3.17, 3.11, 3.15, 3.35, 3.35, 3.25, 3.16, 3.08, 3.13, 3.14, 3.08, 2.99, 3.1, 3.2, 3.11, 2.9, 2.9, 3.04, 3.12, 3.03, 3.07, 3.23, 3.09, 2.92, 2.89, 3, 2.98, 3.06, 2.93, 2.95, 2.97, 3.04, 3.11, 3.18, 3.14, 3.01, 2.92, 3.01, 3.11, 3.12, 3.14, 3.05, 2.89, 2.94, 3.18, 3.16, 3.15, 2.99, 3, 3.09, 2.93, 3.04, 3.2, 3.33, 3.41, 3.29, 3.05, 2.98, 2.96, 3.14, 3.18, 3.4, 3.45, 3.21, 3.05, 2.98, 2.92, 3.02, 3.05, 3.1, 3.28, 3.29, 2.97, 2.83, 3, 2.93, 2.96, 3.2, 3.08, 2.98, 2.93, 2.89, 3.09, 3.08, 3.05, 2.97, 3.06, 3.21, 3, 3.1, 3.05, 3, 2.99, 3.22, 3.26, 3.05, 2.86, 2.88, 2.9, 2.89, 2.89, 3.17, 3.16, 3.25, 3.01, 2.95, 2.89, 3.06, 2.92, 2.92, 2.87, 3.07, 3.08, 2.91, 2.89, 2.83, 2.97, 3.04, 3.02, 2.9, 2.89, 2.94, 3.01, 3.01, 3.06, 3.06, 3.24, 3.3, 3.23, 3.16, 2.96, 2.95, 3.07, 3.02, 3.12, 3.17, 3.2, 3.16, 3.06, 3.06, 3.1, 3.01, 3.08, 3.02, 3.01, 3.03, 3.07, 3.07, 2.87, 2.88, 2.87, 2.91, 2.94, 3, 2.82, 2.98, 2.92, 2.98, 3.11, 3.16, 3.11, 3, 3.06, 2.99, 2.87, 2.86, 2.95, 3.04, 3.11, 3.04, 3, 2.85, 3, 2.98, 2.91, 3.03, 3.03, 3.06, 2.99, 3.1, 2.95, 2.96, 2.88, 3.06, 2.9, 2.95, 3.02, 3.03, 3.04, 2.88, 2.86, 2.85, 2.84, 2.83, 3, 2.85, 2.73, 2.87, 2.84, 2.89, 3.03, 3.07, 2.95, 2.89, 2.98, 2.76, 2.83, 2.94, 2.99, 3.08, 3.03, 3.13, 2.97, 2.94, 2.88, 2.92, 2.88, 2.9, 3.03, 2.95, 2.85, 2.85, 2.87, 2.86, 2.95, 2.92, 3.1, 3.1, 3.12, 3.07, 2.93, 2.99, 2.79, 3.01, 3.04, 3.09, 2.87, 2.81, 2.88, 2.9, 3.02, 2.93, 2.98, 3.16, 3.11, 3.1, 3, 3, 2.98, 3.09, 3.14, 3.05, 3.04, 3.01, 3.02, 2.95, 2.95, 2.93, 3.09, 3.13, 2.88, 2.97, 2.86, 2.92, 2.86, 3.06, 3.17, 3.08, 3.13, 2.97, 2.92, 3.03, 2.95, 3.13, 3.14, 3.09, 2.91, 2.96, 3.04, 2.86, 2.92, 3, 3.2, 3.17, 3, 2.99, 2.93, 2.96, 2.99, 2.99, 3.15, 3.15, 3.03, 2.83, 2.85, 2.96, 3.04, 3.24, 3.3, 3.08, 3.06, 2.98, 2.88, 2.86, 2.91, 3.18, 3.27, 3.3, 3.15, 3.03, 2.85, 2.85, 2.96, 2.77, 2.91, 3.03, 3.07, 3.03, 3.05, 2.84, 2.86, 2.91, 2.93, 2.94, 3.17, 2.95, 2.74, 2.85, 2.79, 2.95, 2.94, 2.87, 2.74, 2.74, 2.77, 2.79, 3.06, 3.17, 3.04, 3.06, 2.85, 2.9, 2.93, 2.69, 2.78, 2.81, 2.66, 2.88, 3, 3.04, 2.92, 2.86, 2.8, 2.72, 2.68, 2.65, 2.94, 2.9, 2.89, 2.91, 2.82, 2.95, 3.02, 3.21, 3.11, 3.02, 3, 2.82, 2.86, 3, 2.96, 2.87, 2.84, 2.93, 2.98, 2.77, 2.92, 2.97, 3.06, 3.09, 3.01, 2.98, 2.8, 2.89, 2.89, 2.8, 2.92, 2.97, 2.91, 2.79, 2.79, 2.84, 2.91 ] }, { "mode": "lines+markers", "name": "CO2", "type": "scatter", "x": [ -51.02999999999997, -48, -46.27927212999998, -44.40564212000004, -43.07999999999993, -42.313517060000095, -41.134816709999996, -39.97139973000003, -39.407967809999946, -38.966334940000024, -38.06951193000009, -37.20859160000009, -36.616016200000104, -36.14322833999995, -35.76218001999996, -34.916752950000046, -33.07684986999993, -33.02591865999989, -29.14258988000006, -26.796750369999927, -26.67036968000002, -25.570921230000067, -24.133413320000045, -22.088334380000106, -22.041017810000085, -20.872681979999925, -20.65630200999999, -20.637150239999983, -20.22168347999991, -19.423218019999922, -18.98437082999999, -18.813869489999888, -18.53874855999993, -16.78904407999994, -16.54523532999997, -15.866011569999955, -15.297878110000056, -15.226349230000096, -13.564495589999979, -13.200018279999995, -12.6152798600001, -12.542091540000001, -12.395341090000102, -12.321916399999964, -11.71589999999992, -10.568661719999909, -10.31404479999992, -9.092695849999927, -8.56297111999993, -8.102785849999918, -7.872424290000026, -7.257538840000052, -7.203373640000109, -7.103747099999964, -6.157200000000103, -4.795964650000087, -3.791544359999989, -3.7139373699999396, -3.5585613600001125, -2.3839181700000154, -0.25090000000000146, 0.33152825999991364, 1.225945319999937, 2.2935130999999274, 3.3366031699999894, 3.3731399599998895, 4.38416084000005, 4.442779830000063, 4.6126112699998885, 5.037190190000047, 5.2356770799999595, 5.490957340000023, 6.426352059999999, 7.792658919999894, 7.964587149999943, 8.22030175000009, 9.160584629999903, 9.245991239999967, 10.030999999999949, 10.408172680000007, 10.77751491999993, 11.03227736000008, 11.838400000000092, 11.870147509999924, 12.132119869999997, 12.233306950000042, 13.136785700000019, 14.12664190999999, 14.290543329999991, 14.94369888999995, 16.123575399999936, 16.40695077999999, 17.219075570000086, 17.462700710000036, 17.70639580000011, 19.17030616000011, 20.613674270000047, 21.256399999999985, 21.46069323000006, 21.843200000000024, 22.203540369999928, 24.686957090000078, 25.251618980000103, 27.163116590000072, 27.494957789999944, 30.2922188, 31.331601200000023, 32.12541188, 34.213969129999896, 35.60700403999999, 37.484859689999894, 38.71498595999992, 38.90461155999992, 39.284149150000076, 40.23523068999998, 41.47609211000008, 44.225799999999936, 44.45643668999992, 44.64919585999996, 46.09347466000008, 48.298125289999916, 49.82164923999994, 51.057595010000114, 51.34283968999989, 56.24367503999997, 56.34117893999996, 56.9396999999999, 57.12160448999998, 57.6094814600001, 60.1310578099999, 60.992519469999934, 62.60553327000002, 64.39987096999994, 65.82009999999991, 66.20852756999989, 67.07764627999995, 70.04941602000008, 73.09478323000008, 76.2620196800001, 77.17362217000004, 79.95531419999998, 80.3438782799999, 81.58508690999997, 82.26960000000008, 83.25611204999996, 85.87161822999997, 87.02144425999995, 88.16551931000004, 91.15595858000006, 93.3796722699999, 95.28161881999995, 96.29172496000001, 98.89435269, 99.173, 99.73761839999997, 102.67820000000006, 104.09510939000006, 105.34534607, 105.53888998000002, 106.70678711000005, 109.17184283000006, 113.2998, 116.82279999999992, 117.12622381999995, 123.07770000000005, 125.25500000000011, 136.34030000000007, 150.6636000000001, 153.5284999999999, 154.05649999999991, 155.9034999999999, 169.70010000000002, 170.5109, 176.54449999999997, 186.30320000000006, 187.1217999999999, 197.87059999999997, 198.0684000000001, 200.88010000000008, 208.7428, 216.12799999999993, 226.99260000000004, 227.13560000000007, 255.93360000000007, 260.2585999999999, 268.10570000000007, 300.9031, 310.18550000000005, 321.4006999999999, 340.53919999999994, 346.58140000000003, 359.0093999999999, 361.8233, 376.98710000000005, 390.1370999999999, 400.35249999999996, 420.3243, 448.4713999999999, 480.6032, 500.83619999999996, 521.1956, 539.1394, 559.6678999999999, 601.1501000000001, 619.8800000000001, 642.5527999999999, 671.8032000000001, 690.4929, 698.7306000000001, 739.0450000000001, 750.1886, 784.0183999999999, 803.7130999999999, 834.3911, 850.5902000000001, 879.7973, 900.82294, 909.92083, 930.72784, 932.42209, 967.34583, 992.34736, 1035.87184, 1074.5898, 1127.67222, 1156.8950399999999, 1187.70454, 1219.5665, 1248.75007, 1280.82364, 1313.00077, 1335.4754400000002, 1367.59231, 1392.53167, 1398.37838, 1432.04389, 1461.86806, 1513.06166, 1543.63545, 1565.77312, 1592.66644, 1632.4542099999999, 1654.39543, 1675.55608, 1683.9046899999998, 1709.3986, 1775.46638, 1796.46924, 1814, 1846, 1894, 1920, 1949, 1999.70909090909, 2093.3590909090913, 2234.2352727272723, 2265.5493333333334, 2414.3166666666666, 2526.12496969697, 2628.015757575757, 2708.475454545455, 2801.7606666666657, 2904.5469090909087, 2948.816303030303, 3056.604242424242, 3255.728181818182, 3283.661575757576, 3431.119272727273, 3528.2878787878785, 3644.462727272728, 3693.407696969697, 3806.856969696969, 3856.1663636363637, 3968.9506060606054, 4108.666727272727, 4205.842363636364, 4275.076666666667, 4342.822424242424, 4494.362424242425, 4592.819272727273, 4647.462909090909, 4773.001515151515, 4921.201818181818, 4981.579878787878, 5086.789939393939, 5218.5661818181825, 5311.175757575757, 5357.548545454545, 5533.289575757576, 5581.297333333333, 5757.606363636363, 5852.259636363636, 5934.091454545454, 5999.3760606060605, 6089.807878787879, 6301.963333333333, 6337.206909090909, 6401.244848484847, 6572.291575757575, 6682.545393939393, 6769.652545454545, 6880.308666666668, 6970.077393939396, 7038.269878787879, 7188.070303030302, 7274.009999999999, 7405.323818181818, 7497.865393939395, 7661.3663636363635, 7719.5915151515155, 7860.1816363636335, 7926.3653939393935, 7975.853939393939, 8116.284242424243, 8194.798787878788, 8351.876727272727, 8459.675757575757, 8546.579090909092, 8710.678181818183, 8781.282363636365, 8911.853878787877, 8992.985757575756, 9060.173939393939, 9143.01284848485, 9295.308848484849, 9361.11696969697, 9436.703454545453, 9518.05903030303, 9524.439454545454, 9555.86393939394, 9573.266606060606, 9901.037878787878, 9992.609575757577, 10134.50303030303, 10192.954545454544, 10299.554545454546, 10366.55575757576, 10505.551515151516, 10680.480000000003, 10801.809090909092, 10835.743636363635, 10954.478787878788, 11089.615757575755, 11161.063636363637, 11185.87090909091, 11200.576363636363, 11256.567878787879, 11316.978787878788, 11339.371, 11383.156, 11399.861, 11417.453, 11435.931, 11453.064, 11472.799, 11490.446, 11507.225, 11523.934, 11543.596, 11559.612, 11576.406, 11592.243, 11611.307, 11628.966, 11647.924, 11664.542, 11682.818, 11701.438, 11719.717, 11740.65, 11759.212, 11780.723, 11802.789, 11820.5, 11843.327, 11863.118, 11883.166, 11904.912, 11926.956, 11948.086, 11969.551, 11990.691, 12015.895, 12037.316, 12058.796, 12079.849, 12105.248, 12124.583, 12146.495, 12168.481, 12190.414, 12211.34, 12232.921, 12256.477, 12280.774, 12301.036, 12321.276, 12343.121, 12365.281, 12388.308, 12409.378, 12431.925, 12454.817, 12475.39, 12495.838, 12521.35, 12543.717, 12564.615, 12586.604, 12607.644, 12629.853, 12653.637, 12673.897, 12697.141, 12719.8, 12739.914, 12762.577, 12785.627, 12809.27, 12830.152, 12852.706, 12873.977, 12893.384, 12917.105, 12939.228, 12959.751, 12980.883, 13001.057, 13021.916, 13043.693, 13066.591, 13088.223, 13128.448, 13172.67, 13216.195, 13266.965, 13304.149, 13418.103, 13486.737, 13531.749, 13600.809, 13645.346, 13712.826, 13758.73, 13827.204, 13871.566, 13940.228, 14001.788, 14022.859, 14060.093, 14084.472, 14120.057, 14156.604, 14179.551, 14205.559, 14237.445, 14273.024, 14298.717, 14308.608, 14343.156, 14354.483, 14374.989, 14410.597, 14422.234, 14443.283, 14463.583, 14497.209, 14520.852, 14531.297, 14541.662, 14552.933, 14563.518, 14575.933, 14586.185, 14595.468, 14606.209, 14619.389, 14629.987, 14645.202, 14652.256, 14664.087, 14675.119, 14686.374, 14696.689, 14706.958, 14718.124, 14730.883, 14743.189, 14758.515, 14763.412, 14776.283, 14787.831, 14799.135, 14810.614, 14822.391, 14834.75, 14844.772, 14857.525, 14869.177, 14880.662, 14892.457, 14904.212, 14915.908, 14929.02, 14953.662, 14976.478, 14987.256, 15011.48, 15034.777, 15072.534, 15095.81, 15133.528, 15156.516, 15181.113, 15218.875, 15243.443, 15280.741, 15320.944, 15345.237, 15382.846, 15410.078, 15462.934, 15546.395, 15649.43, 15704.787, 15767.681, 15844.953, 15920.254, 15936.522, 15995.492, 15998.978, 16014.67, 16033.783, 16083, 16114.135, 16151.209, 16166.707, 16187.461, 16208.708, 16222.957, 16240.564, 16260.727, 16278.743, 16296.958, 16317.429, 16337.251, 16354.228, 16374.888, 16391.886, 16410.706, 16431.323, 16458.381, 16472.034, 16509.932, 16553.509, 16590.012, 16655.879, 16733.528, 16797.545, 16869.315, 16928.831, 16994.774, 17091.847, 17163.698, 17236.245, 17287.896, 17311.873, 17360.496, 17385.299, 17410.026, 17434.971, 17460.991, 17485.291, 17510.868, 17534.589, 17561.459, 17586.251, 17612.004, 17637.878, 17665.057, 17691.214, 17717.049, 17743.75, 17769.713, 17797.574, 17825.432, 17854.603, 17880.995, 17907.158, 17935.988, 17965.825, 17992.042, 18024.45, 18050.092, 18081.597, 18110.627, 18139.755, 18173.163, 18201.792, 18232.181, 18264.682, 18295.805, 18324.393, 18360.352, 18391.159, 18422.425, 18457.829, 18486.591, 18519.994, 18582.943, 18677.396, 18747.045, 18803.635, 18835.152, 18866.913, 18993.816, 19152.786, 19282.155, 19442.725, 19568.151, 19629.493, 19791.188, 19883.882, 20018.696, 20213.307, 20407.601, 20536.804, 20666.489, 20828.392, 20964.428, 21067.69, 21212.702, 21345.184, 21562.853, 21790.593, 21913.629, 22055.594, 22230.886, 22292.199999999997, 22347.600000000002, 22550.100000000002, 22604.1, 22650.8, 22749.300000000003, 22833.6, 22994, 23013.8, 23107.3, 23185, 23276.7, 23358.4, 23445.2, 23600.5, 23873.8, 24077.699999999997, 24269.8, 24643.6, 25163.6, 25351.1, 25543.600000000002, 25786, 26016.000000000004, 26254.499999999996, 26315.000000000004, 26460.7, 26537.1, 26703.699999999997, 26857.8, 26954.9, 27042, 27084.800000000003, 27170.199999999997, 27280.100000000002, 27441.9, 27502.800000000003, 27549.7, 27586.399999999998, 27661.3, 27687, 27714.1, 27718.6, 27820.7, 27866.399999999998, 27885, 27927.1, 27973.2, 28097.3, 28214.1, 28271.6, 28369.699999999997, 28413.9, 28426.9, 28577.399999999998, 28626.4, 28724.3, 28841.9, 28902.7, 28948.6, 29008.9, 29150.699999999997, 29205.3, 29249.600000000002, 29323.899999999998, 29366.1, 29410.2, 29609.199999999997, 29681.2, 29742.8, 29837.800000000003, 29952.100000000002, 29999, 30101.5, 30181.7, 30277.9, 30312.699999999997, 30400.5, 30528.800000000003, 30712.999999999996, 30775.699999999997, 31105.2, 31356.4, 31524.100000000002, 31792.100000000002, 31818.4, 31933.899999999998, 32026.9, 32079.599999999995, 32147.499999999996, 32150.600000000002, 32307.9, 32361.2, 32434.8, 32511.100000000002, 32594.6, 32677.799999999996, 32714.1, 32813.100000000006, 32880.9, 33009, 33148.3, 33417.5, 33491.399999999994, 33555.3, 33758.100000000006, 33841.00000000001, 33885.7, 33907.49999999999, 33925.899999999994, 33957, 33991.5, 34064.200000000004, 34190.299999999996, 34250.799999999996, 34312.8, 34334.4, 34556.9, 34602.6, 34620, 34647.8, 34710.6, 34825.6, 34866.799999999996, 35089.6, 35165.799999999996, 35281.7, 35337, 35359.4, 35383, 35445.799999999996, 35497.09999999999, 35508.5, 35530.7, 35567.99999999999, 35672.50000000001, 35701.600000000006, 35854.6, 35948.3, 36086.5, 36173.100000000006, 36261.799999999996, 36506.3, 36591.8, 36669.6, 36712.799999999996, 36820.2, 36939.8, 37023.4, 37118.600000000006, 37143.200000000004, 37296.5, 37302, 37338.1, 37431, 37461.299999999996, 37618.600000000006, 37647.5, 37777.2, 37895, 38000.3, 38088.5, 38165.59999999999, 38192.399999999994, 38284.200000000004, 38359.2, 38412.8, 38472.9, 38533.2, 38573.6, 38621.8, 38670.8, 38723.399999999994, 38812.6, 38874.700000000004, 38955.6, 38976.8, 39053.6, 39120.50000000001, 39265.7, 39303.200000000004, 39319.9, 39339.8, 39379.4, 39402.9, 39454.4, 39515.399999999994, 39621.00000000001, 39709.2, 39757.100000000006, 39884.99999999999, 39900.5, 40042.7, 40112.1, 40145.3, 40308.4, 40485.94648, 40553.43999999997, 40754.3, 40907.388600000006, 41167.90404000001, 41303.5942, 41605.9736, 41759.207500000004, 41900.68680000001, 42315.817500000005, 42628.3001, 42849.867, 42968.078199999996, 43171.885, 43350.662500000006, 43515.82055000001, 43661.157549999996, 43809.01, 44095.19614999999, 44204.44639999999, 44350.46499999999, 44490.50250000001, 44655.53499999998, 44816.0105, 44996.156999999985, 45142.015, 45280.38750000001, 45460.322400000005, 45696.05500000001, 45877.10855000001, 46057.33380000001, 46181.255, 46308.5475, 46635.901999999995, 46746.4378, 46887.935000000005, 47086.27499999999, 47314.97619999998, 47524.35689999999, 47710.390000000014, 47943.751099999994, 48223.18175000001, 48427.859999999986, 48987.952649999985, 49302.98039999999, 49462.655249999996, 49728.31500000001, 50006.51000000001, 50220.546899999994, 50527.41474999999, 51029.17010000002, 51431.446599999996, 51779.530000000006, 52086.81984999999, 52384.780900000005, 52573.676, 52800.742500000015, 53108.25250000001, 53400.45315000001, 53806.25204999999, 54156.60319999998, 54387.125000000015, 54694.61249999999, 55014.48765000002, 55293.459149999995, 55553.13, 55909.53739999998, 56237.12940000001, 56503.58249999998, 57210.94264999999, 57476.264999999985, 57843.72470000001, 58217.01230000002, 58433.319999999985, 59105.06914999999, 59380.40500000001, 59733.46935, 60109.88306666667, 60373.05923333333, 60516.6315, 60817.61723333333, 61060.877466666665, 61234.84403333334, 61554.1108, 61900.7233, 62552.00602222222, 62774.57333333335, 62960.89566666668, 63555.792666666675, 63896.87993333334, 64113.77896666667, 64657.29413333334, 64867.4226, 65046.72066666667, 65546.44649999999, 65764.51269999999, 65937.23266666668, 66439.3055, 66959.71066666667, 67314.5875, 67729.6785, 68146.18849999999, 68619.99346666667, 69081.5285, 69592.01713333334, 70052.1648, 70427.26266666668, 70928.87216666664, 71279.16903333334, 71693.65023333335, 72092.81486666668, 72490.14999999998, 72866.04366666666, 73219.31633333334, 73750.95566666668, 74221.48233333335, 74525.645, 75067.95149999997, 75545.13366666668, 75850.65049999999, 76247.47216666667, 76696.73599999998, 77056.4805, 77615.91499999998, 78080.753, 78507.94999999998, 78969.54013333334, 79410.36299999998, 79877.75800000002, 80330.36249999997, 80721.78550000001, 81206.94249999998, 81711.43100000001, 82068.79049999997, 82526.7192, 82988.26099999998, 83554.11216666667, 83940.89999999997, 84357.43850000002, 84936.76899999997, 85367.46933333334, 85890.6938333333, 86498.32453333335, 87027.63600000001, 87581.18, 88136.18, 88701.04959999997, 89244.71600000001, 89696.25753333332, 90317.29400000001, 90834.015, 91445.03066666667, 91949.738, 92667.81750000002, 93424.7096, 93823.21366666668, 94568.54833333331, 95234.11400000002, 95921.48316666664, 96474.88033333335, 97270.89099999999, 97927.46450000002, 98583.72399999999, 99361.42233333335, 100076.84966666665, 100543.17833333334, 101325.67500000002, 101971.88500000001, 102764.77666666664, 103308.74000000002, 104274.33333333334, 104331.2290909091, 104966.44545454546, 105507.14848484848, 105989.87272727274, 106256.37575757576, 106368.25454545455, 106974.81818181818, 108401.90909090909, 109129.41818181818, 109839.9696969697, 110555.36363636363, 111876.80000000002, 112636.06060606062, 112941.72727272728, 113119.2696969697, 113678.63636363635, 114250, 114815.39393939394, 115446.67272727273, 115908.57575757576, 116475.57575757576, 117185.55454545454, 117619.36363636363, 118658.26969696968, 119242.51515151515, 119715.5, 120144.12121212122, 120542.90909090909, 121426.01515151517, 121841.9696969697, 122100.00181818182, 122292.36363636363, 123013.95454545454, 123630.90909090909, 123959.48484848485, 124404.51515151515, 124817.45454545454, 125292.63333333335, 126013.70303030303, 126699.90909090909, 126962.0303030303, 127313.8303030303, 127503.5496969697, 128024.47636363636, 128172.66666666667, 128466.72727272726, 128878, 129078.03636363636, 129655.63636363637, 130373.0303030303, 130818.36363636363, 131322.19999999998, 131976.24242424243, 132709.87878787878, 132931.95757575758, 133775.80606060606, 134522.2787878788, 136565.54545454544, 137763.42424242423, 138834.296969697, 139949.96969696967, 142360.5618181818, 143651.30000000002, 144799.59090909088, 146108.24363636365, 148233.46545454545, 149466.14545454548, 150594.8848484849, 151444.85454545452, 153774.6575757576, 154889.1272727273, 156306.8181818182, 158666, 159716, 160154.99999999997, 163858, 164334.65000000002, 166143, 166784.00000000003, 167914.1, 168745.5, 169514.40000000002, 171939, 174442, 175833.35, 176853, 177533.92500000002, 177729.5, 179873, 181302, 182196, 183257.99999999997, 184371, 186411, 188437, 189806.5, 191254.5, 191964.075, 193074.5, 195126.50000000003, 195799.5, 197587.35000000003, 198327.45, 198938, 201752, 202744.5, 203842, 205203.27500000002, 205575.75499999998, 205944.575, 206359.93499999997, 206896.84999999998, 207240.3, 207622.89, 208108.775, 208274.52500000002, 208821.56999999998, 209082.25499999998, 209445.04, 209966.085, 210175.17, 210832.06500000003, 211058.465, 211577.835, 212078.745, 212533.075, 213330.35, 214158.81, 215080.74499999997, 215912.33999999997, 216306.15, 216864.96499999997, 217415.63499999998, 217694.96000000002, 218200.78499999997, 219067.605, 220935.61500000002, 221697.45999999996, 222539.57500000004, 223129.03499999997, 224271.50500000003, 226259.82500000004, 226849.83500000002, 227719.97500000003, 228439.41499999998, 228766.99000000002, 229572.04500000004, 231129.66, 232191.76999999996, 232856.06, 235990.855, 236426.005, 236850.8, 237391.655, 237905.53000000003, 238425.33500000002, 239008.26, 239387.03500000003, 239738.66, 240190.36500000002, 241333.045, 241855.39999999997, 242685.46000000002, 243138.52, 244121.765, 244582.33500000002, 245057.01000000004, 245564, 246188.81000000006, 246870.48500000004, 249099.87000000005, 251390.57000000004, 252132.25500000003, 252953.72000000006, 253756.68000000005, 254587.10500000007, 256298.65999999997, 257060.58500000005, 257908.06500000006, 259396.89500000005, 260894.24000000005, 261293.92000000004, 262054.57500000004, 262817.0950000001, 264583.76000000007, 266134.45000000007, 267007, 268257.83, 268995.5, 269940.47000000003, 271036.0350000001, 272149.6400000001, 273165.8300000001, 274164.07500000007, 275154.63500000007, 276257.7150000001, 277443.0000000001, 278590.9050000001, 279619.0450000001, 280558.95, 281400.74000000005, 282592.88999999996, 284434.68000000005, 285931.32000000007, 286609.9550000001, 287443.86, 287820.05000000005, 288286.42500000005, 290184.5, 290863.79000000004, 291562.87000000005, 292818.31000000006, 293650.74000000005, 294455.29000000004, 295364.225, 296828.86500000005, 298704.61500000005, 299376.28, 300115.86500000005, 301025.61500000005, 302084.19000000006, 303116.00000000006, 304100.92000000004, 305099.81000000006, 305778.1500000001, 306581.11500000005, 307463.2650000001, 308325.70000000007, 309423.73, 310010.975, 310776.1000000001, 311670.02499999997, 312593.43000000005, 313343.12500000006, 314051.85000000003, 314836.2100000001, 315657.5150000001, 316450.72, 317149.87000000005, 317932.54500000004, 318852.59500000003, 319829.6600000001, 320916.3350000001, 321817.44500000007, 323383.34500000003, 324166.915, 325007.4050000001, 325823, 326591.0900000001, 327435.83499999996, 328086.81000000006, 328770.75000000006, 329414.29, 330053.32500000007, 331293.55000000005, 332144.11500000005, 332798.62000000005, 333500.08999999997, 333997.55500000005, 334349.49500000005, 334543.885, 335102.30500000005, 335707.51000000007, 336377.54, 336867.81999999995, 337516.67000000004, 338213.50000000006, 338991.43500000006, 339983.8900000001, 340735.0800000001, 342791.56000000006, 343923.5850000001, 345000.8500000001, 346320.90499999997, 347544.8050000001, 349139.0850000001, 351676.3450000001, 353174.595, 354412.9750000001, 355817.7699999999, 359010.3800000001, 360683.84000000014, 362567.6, 365190.23000000016, 368065.9, 371385.8700000001, 373457.61500000005, 375204.59999999986, 377034.8800000001, 378760.2400000001, 382931.4849999999, 384557.4450000001, 386283.71000000014, 387824.8150000001, 389410.20500000013, 392287.24999999994, 392977.15151515143, 394003.6909090909, 394906.1030303031, 398275.1272727272, 399926.1636363636, 400710.08484848496, 402140.91515151504, 402859.8363636364, 404313.296969697, 405062.63030303025, 406542.80000000005, 407282.4969696969, 408818.7151515152, 409598.2363636363, 410453.8, 411347.96969696967, 413258.65454545454, 414210.8606060605, 415179.59393939405, 415945.6060606061, 416425.3151515151, 417440.4424242424, 417956.7818181817, 418505.3030303029, 419575.7818181819, 420133.7636363636, 420701.76363636355, 421912.14545454545, 422532.6545454545, 423225.496969697, 424507.74545454566, 425132.26060606056, 425740.9090909091, 426237.27272727276, 426621.5636363636, 427154.96363636357, 427941.39999999985, 428840.2000000002, 429178.3636363638, 431023.76363636367, 432179.3090909094, 433850.2969696969, 434379.07272727275, 435939.69090909103, 437485.4181818178, 439063.418181818, 440659.5818181819, 442230.775757576, 443844.6484848488, 445331.72727272735, 447219.18181818177, 448459.1818181816, 449571.03636363655, 450642.8909090911, 451747.2787878788, 452735.8363636365, 453775.6424242424, 454864.3090909089, 456001.6121212118, 457114.43636363646, 457745.1272727274, 458208.2909090909, 458794.00606060616, 459211.5515151518, 460252.2121212121, 461286.06060606067, 462414.10303030314, 463526.6484848482, 464599.47272727254, 465265.3636363636, 465601.72727272724, 466632.29696969694, 467706.64242424245, 468877.7090909092, 470040.1272727275, 470725.97575757554, 471200.793939394, 471824.53333333344, 472263.06666666636, 472863.2727272727, 473217.81818181806, 473800.8484848487, 474092.3636363638, 474974.10909090936, 475925.2000000002, 476949.7999999998, 477941.0000000001, 478892.4606060604, 479402.95151515136, 479775.69090909074, 480328.2969696968, 480726.6848484848, 481662.9636363636, 482580.96363636386, 483395.3818181817, 484179.787878788, 484936.1818181817, 485667.5212121211, 486398.6727272727, 487129.2545454547, 487848.0666666667, 488565.45454545465, 489302.09090909077, 489719.793939394, 490026.29090909084, 490494.9090909091, 490733.9515151515, 491451.0787878788, 492154.5454545456, 492863.7757575757, 493593.10909090925, 494300.39393939386, 495024.1272727274, 495725.6909090908, 496444.0666666664, 497187.63030303037, 497965.97575757577, 498737.41818181844, 499526.7818181818, 500304.7818181817, 501083.96363636357, 501861.424242424, 502637.63636363624, 503418.92727272736, 504177.187878788, 504911.781818182, 505684.2424242425, 506483.7333333333, 507312.39999999985, 508117.72121212096, 508940.98181818187, 509784.981818182, 510652.3272727273, 511512.4484848484, 512363.7818181817, 513204.7393939395, 514033.1151515151, 514847.7818181817, 515650.7757575757, 516420.9818181818, 517154.981818182, 517876.0121212122, 518600.4606060606, 519329.12727272714, 520073.3575757573, 520821.80606060615, 521574.4727272729, 523801.8242424243, 524570.8666666667, 525337, 526106.9999999999, 526895.806060606, 527698.6909090909, 528516.6909090912, 529403.4303030304, 530290.5090909093, 531201.3818181816, 532078.7575757573, 532592.5272727272, 532987.5696969698, 533554.3696969697, 533932.2363636366, 534668.181818182, 535043.5636363637, 535695.0545454544, 536178.4727272727, 537334.4727272725, 538440.7636363636, 539513.8181818181, 540583.818181818, 541653.8181818181, 542740.206060606, 543844.872727273, 544885.987878788, 545864.9090909091, 546830.1454545453, 547806.6787878785, 548770.7757575759, 549720.1090909094, 550230.7272727275, 550582.5454545455, 551381.0909090908, 552111.0909090908, 552681.5636363637, 553020.9212121211, 553245.9878787878, 553619.3939393939, 553808.6545454544, 554479.6181818182, 555158.3454545455, 555842.3454545456, 556407.0242424243, 556923.2909090909, 557198.6545454545, 557385.0545454546, 557657.1393939393, 557838.206060606, 558154.5636363635, 558306.0181818182, 558777.6909090909, 559316.0060606062, 559636.7636363636, 559872.6181818182, 560436.618181818, 560965.6000000001, 561450.7393939394, 561888.0727272726, 562310.4909090908, 562655.6000000001, 563134.8545454546, 563535.7393939394, 563927.896969697, 564310.5636363636, 564724.3575757574, 565134.296969697, 565538.9636363637, 565895.6424242425, 566245.303030303, 566588.6363636364, 566918.3515151516, 567239.4909090908, 567548.6545454545, 567884.8909090909, 568204.1393939394, 568534.2363636364, 568930.1454545455, 569314.5939393939, 569683.9272727272, 570067.2484848484, 570463.4606060607, 570862.1272727273, 571261.4424242425, 571633.3575757575, 571974.6909090908, 572315.4999999999, 572669.8727272728, 573053.5166666666, 573475.7499999998, 573913.0166666665, 574364.6545454544, 574806.0000000001, 575233.9636363636, 575654.5333333331, 576112.8499999997, 576599.0999999999, 577115.1000000001, 577653.8500000001, 578196.3499999997, 578742.3499999997, 579280.5499999998, 579833.1166666667, 580210.5045454543, 580401.7833333332, 580814.0045454544, 581118.6499999997, 581546.5272727276, 581928.2999999996, 582454.5272727271, 582836.2999999999, 583574.2545454543, 583958.8000000002, 586720.8424242425, 587171.8499999993, 587888.6681818177, 588279.3499999996, 588940.9045454541, 589425.3500000003, 590040.145454545, 590488.8000000002, 591019.4666666666, 592383.4712121211, 592785.516666666, 593561.2454545454, 594046.754545454, 594863.8121212114, 595436.4666666667, 596221.5575757573, 596791.1333333332, 597803.6136363635, 598329.7499999994, 599218.2181818187, 599814.6318181817, 601255.1499999998, 602600.7500000002, 603949.15, 605303.1499999992, 606625.9090909091, 607979.2999999997, 609247.3000000004, 610429.5000000001, 611551.0127272727, 611600.6333333328, 612761.9666666661, 613942.7999999997, 615140.6, 616299.1163636366, 616356.5999999999, 617609.5681818179, 618953.7499999994, 620283.7499999999, 621651.4500000002, 622950.732727273, 623054.95, 624496.9499999993, 625397.9242424238, 626047.499999999, 626969.4272727271, 627830.0999999994, 629139.6181818179, 629769.852727273, 629866.1000000006, 631526.322727272, 632356.9409090906, 634077.5378787883, 634881.1448484845, 635009.0333333323, 636521.56060606, 637714.3666666652, 639418.2651515146, 640372.2499999993, 642074.6045454537, 642856.65, 644300.8272727265, 645150.6499999997, 646376.9469696959, 647254.8499999992, 648612.4181818187, 649191.0999999993, 650348.4636363634, 650947.0999999997, 652104.2636363631, 652708.9500000003, 653730.25, 654438.65, 655524.3499999999, 656132.6499999991, 657181.0909090905, 657654.2060606063, 657721.999999999, 658764.0999999994, 659293.8200000001, 659411.8999999996, 660463.5499999999, 661118.32, 661215.9000000005, 662282.1772727269, 662796.6094545458, 662877.5500000003, 663937.5151515151, 664320.3999999997, 664408.0909090904, 665321.9393939392, 665836.5212121212, 666753.3600000001, 667409.8573333337, 668415.2636363631, 668915.5375757578, 669819.2987878791, 670296.3187878784, 671070.7454545456, 671457.9260606061, 672150.8827272733, 672761.3824242426, 673696.1060606058, 674229.3778787885, 675028.3999999999, 675406.5333333331, 676530.736363636, 677152.3090909093, 677600.7363636363, 678328.1818181815, 678741.6193939392, 679455.3739393939, 679735.1745454543, 680312.5848484847, 680627.6078787883, 681225.6733333332, 681669.9266666665, 682343.7121212126, 682740.0857575755, 683457.8634848485, 683828.7524242424, 684423.6818181815, 684758.0590909088, 685294.8436363635, 685679.8654545456, 686269.1090909089, 686581.8109090904, 687154.044242424, 687445.4972727271, 688000.381818182, 688300.1345454548, 688809.8703030302, 689157.8254545457, 689693.2575757576, 689951.4515151515, 690474.6527272727, 690736.391212121, 691221.8348484851, 691467.6684848482, 691967.9624242428, 692318.3436363635, 692832.4590909089, 693077.0923636364, 693574.0430303031, 693821.2928787881, 694280.3484848483, 694536.8242424241, 694949.1381818183, 695259.2618181818, 695732.3090909093, 695981.88, 696434.8896969694, 696644.8345454544, 697090.2909090907, 697342.4521212119, 697746.6751515149, 698039.0036363635, 698505.5381818184, 698753.2309090907, 699215.7512121215, 699439.0187878788, 699864.7075757575, 700103.6854545457, 700485.0242424243, 700814.8381818184, 701268.527272727, 701524.5236363634, 701993.1490909093, 702200.9236363637, 702734.2727272725, 703009.9848484849, 703468.5218181817, 703796.0731818182, 704250.5218181817, 704581.8054545454, 705053.3442424244, 705243.9090909093, 705726.9518181817, 706053.1981818182, 706492.9518181819, 706710.7395454546, 707310.6972727273, 707643.7254545457, 708199.6806060602, 708413.4484848484, 708959.1515151514, 709453.7878787875, 709909.5454545452, 710456.4545454548, 710983.3563636366, 711399.0436363637, 712021.4654545452, 712243.7272727275, 713312.5, 714065.578181818, 714403.7969696966, 715115.732727273, 715565.3763636363, 716310.1630303029, 716585.909090909, 717348.2727272725, 717955.4848484852, 718778.348484849, 719287.1818181823, 720087.2854545454, 720590.7595454546, 721407.5168181815, 721689.8636363633, 722505.8105454544, 722994.5945454545, 723780.2266666669, 724141.9999999999, 724975.3554545457, 725474.4313636366, 726249.591818182, 726576.8636363636, 727898.5024242426, 728593.9021212123, 728987.5303030305, 729836.9384848482, 730260.314545455, 730908.3136363637, 731184.2272727275, 731860.9999999998, 732321.75, 732993.4999999999, 733328.9999999995, 734022.2299999999, 734462.6199999998, 735134.5709090909, 735409.909090909, 736107.3054545454, 736522.2181818187, 737269.8193939395, 737660.1154545457, 738580.9945454549, 739174.5554545455, 740106.4524848479, 740460.9242424242, 741329.9024242423, 741874.1339393943, 742644.7490909089, 743062.1696969698, 743959.0763636365, 744523.1418181813, 745671.0454545448, 746619.9260606065, 747177.0375757577, 747940.1957575758, 748336.8809090916, 749262.9345454549, 749814.1786666662, 750706.4409090908, 751036.2499999993, 751973.8681818177, 752565.8818181817, 753489.0690909092, 753934.6545454543, 755114.5775757573, 755586.8284848488, 756566.1684848485, 756850.6803030302, 757785.4509090913, 758362.4157575755, 759135.6915151512, 759561.8787878784, 759878.2121212124, 760108.2727272728, 760516.0551515151, 760939.9418181818, 761864.4881818183, 762166.0430303031, 763101.8036363634, 763770.5842424238, 764676.8824242424, 765181.816565657, 765586.6363636359, 765851.4848484849, 766188.504545454, 766808.9121212122, 767747.1624242424, 768117.2575757578, 769061.3843939397, 769651.4236363642, 770599.1466666668, 771020.6666666664, 771519.3333333333, 771812.666666667, 772175.2645454548, 772474.5636363636, 772737.9595454549, 772995.6363636361, 773249.8181818182, 773684.4690909092, 774044.1363636358, 774958.808181818, 775538.0110606056, 776332.2587878784, 776782.6969696968, 777681.7496969699, 778232.7918181821, 779057.9836363638, 779367.5454545458, 780188.9227272724, 780719.4363636365, 781562.8318181814, 781886.6818181819, 782728.4496969697, 783198.5296969693, 784261.7558787881, 785034.0824242425, 785519.0509090904, 786189.6018181813, 786563.2569696968, 787355.5127272734, 787803.5690909092, 788479.2399999999, 788691.8715151517, 789494.0409090909, 789953.0090909094, 790639.4051515154, 791056.8827272729, 792030.783636363, 792617.3012121207, 793519.3888888892, 793852.7583333338, 795122.454545454, 795687.3181818175, 796852.590909091, 797378.8181818188, 798681.2978787882, 801236.0590909094, 802872.087424243, 803709.2524242424, 803925.2843758516, 804009.8706065303, 804522.6746300211, 805132.4423336205, 805668.8684046668 ], "y": [ 368.02248790241714, 361.78073658846415, 359.6477931830841, 357.10673969933646, 353.94668533391206, 353.72423581425323, 352.41630841973364, 350.8086522409729, 349.8002703595191, 349.27841464963046, 347.59740561133145, 345.44120600376243, 344.71776861346984, 343.9736767615952, 343.1107520502481, 342.0519764062061, 341.3292967441024, 339.4604885213476, 334.84855553252345, 335.54695345792317, 332.3689555204767, 332.3656863259178, 331.54980566810485, 328.41588801232757, 330.3504422217994, 326.3093257445175, 326.6491948420144, 324.9059936630005, 324.5570616692709, 324.70605757685405, 325.07717594979096, 324.08551736938495, 320.38065078205506, 320.4923553617883, 322.1747797142201, 320.98156635342656, 319.1950596158425, 319.8929363220089, 319.12347301713646, 319.06606441856763, 318.61106261456985, 317.4481354802273, 319.1381732232432, 317.5216280215933, 316.59261011941027, 318.20658038167187, 313.0933880516286, 311.98389241638387, 316.3340200101121, 316.1014028920352, 314.57216625352925, 315.2703546298443, 316.3253801823537, 314.4370577968855, 315.342073915026, 314.7139613439055, 313.1710570119369, 312.8003637775662, 312.22274083278216, 312.1844627182946, 312.0017776102837, 313.6602846482332, 309.6939936066409, 311.57094999761165, 310.36290017732523, 312.8663621464335, 312.5596867804179, 311.9671347125998, 311.8114965345337, 310.440204448011, 311.2775834649954, 310.224309572614, 312.36164019507424, 311.878053578341, 312.8437329659678, 312.393938618938, 311.80226771747726, 307.7386635857962, 309.80091502114107, 310.9510867188181, 311.21179432912515, 310.4566675193962, 308.47982780846024, 311.94102882822733, 311.52050972739016, 312.3293254879136, 307.4076931745866, 309.3446868650601, 307.25859856593024, 306.3197983876916, 309.6306260790445, 307.0755443187391, 305.94402817135216, 308.27919921307927, 308.25556223436706, 305.7409186942765, 305.3808267142061, 305.78294147245686, 305.70537216677735, 305.66786848134046, 308.01874186181465, 304.96915678718324, 304.7159146968185, 306.19862429992156, 303.1815383191544, 301.8758603769565, 304.61320734820134, 303.85222132002366, 301.9151507114715, 300.7000886560916, 301.29772622272134, 299.25727749401767, 297.7268153632511, 298.10624698316605, 297.86910679162327, 301.50413540464433, 299.62686294971274, 297.32821856127947, 299.0235966178361, 295.9913578166476, 295.6106368299745, 294.22072160003313, 297.0473645165553, 295.2814574829282, 293.80883068272027, 293.16654166689625, 295.3164626735822, 294.8594308441452, 295.17192926023625, 290.9175394046256, 292.3423879392772, 294.34178746728605, 288.1157636999787, 289.2265988139854, 289.7624132149648, 292.46393479402104, 287.7707291897673, 289.3281310647417, 291.5581974658393, 286.6550967370638, 286.32578146070443, 287.9864944292303, 289.53614491302415, 287.9922513016967, 285.05229227816864, 286.65415816058197, 285.3533187571561, 287.17456217295097, 286.6330756116753, 283.16210074754474, 285.56557722684016, 288.05443747992655, 285.4658308627274, 288.7903954001126, 284.00163402345765, 286.839237474432, 283.6198856894272, 283.1828720355646, 283.5311237194569, 281.58148260537183, 283.6545457229947, 284.151983964357, 283.82039231033946, 285.0861666968484, 285.90893992625405, 281.3603652847592, 284.43128758236145, 282.7995518984052, 280.40443666000317, 282.3047106620081, 281.61711795078935, 273.07371696468044, 280.23629818436876, 277.8559524780317, 276.3961020284933, 277.15568662096365, 278.00200109884094, 276.4573287163011, 277.6000738939942, 276.8090000432731, 278.3109424912346, 277.01330979867544, 278.27011023020174, 277.35805088594464, 276.3246167739362, 276.6596678045921, 278.0152295252318, 276.6872122505445, 273.78076231204557, 271.10903046702873, 275.066577843599, 279.3568610690018, 281.10892823134105, 282.5698274885973, 281.82904146165555, 283.5296825674026, 283.94789036843633, 283.1247803916497, 280.3125047226672, 282.22658040584827, 279.7256958832981, 279.6965499485699, 280.9115788303861, 278.3621212274177, 284.0676432722511, 281.5784089788515, 278.4312489162189, 282.199286054067, 282.41311047504325, 283.68828915610504, 284.54004420226613, 283.9659747066713, 284.510584449478, 282.8416314024614, 283.0944582572788, 282.8444160166049, 280.9667443357615, 280.9161701585891, 280.06452973881244, 279.7987034131486, 278.7402401551619, 277.4071684030988, 280.10552589040225, 279.42044060983585, 278.62300321449914, 279.72469920818, 279.29371083930937, 279.9902637416671, 277.098940914164, 278.45496800258206, 279.58805021854124, 277.86971612986054, 276.19603745957005, 278.4608975547629, 276.5590465243607, 276.78951906858396, 277.1056915049757, 279.9999146746923, 279.12520908544417, 277.24691789826335, 277.79537780888165, 281.692138914424, 280.9089598541969, 280.2444922059889, 278.31439989271746, 280.24908719030117, 277.55589209790946, 278.0719954240161, 278.1, 277.5, 277.4, 277.9, 276.7, 278, 276.9, 276.7, 276.7, 277.6, 277.9, 273.9, 278.9, 275.3, 274.7, 276.3, 274.6, 276.3, 273.1, 274, 275, 273.4, 273, 271.5, 275.4, 274.9, 271.7, 271.6, 272.8, 271.5, 271.1, 269.1, 269.8, 271.5, 270.7, 269.3, 268.6, 269.8, 267.6, 265.3, 265.2, 267.6, 265.9, 265.5, 260.7, 266.7, 265.5, 263.2, 262.7, 261.2, 261.1, 259.4, 262.1, 262.9, 258.1, 257.6, 262.3, 263, 260.7, 258.4, 260.1, 260.4, 259.7, 259.2, 260.8, 259.6, 259.3, 258.3, 261.3, 260.7, 261.8, 259, 260.9, 260.4, 259.3, 262, 263.7, 263.8, 265.2, 260.6, 260.9, 263, 263.8, 264.4, 264.2, 264, 263.4, 265.7, 264.9, 267.5, 266.9, 266, 265.1, 267.6, 264.8, 264.8, 265, 265.3, 264.4, 264.1, 264.8062514925239, 264.8396344162771, 268.1638827775123, 264.4831386910426, 270.14345909208504, 268.86948241809176, 269.09658248435426, 267.1659882944808, 267.66344435702626, 269.5087267559184, 266.8975316078414, 262.7402713424808, 267.0926460402798, 260.7019637596007, 261.3035570908851, 266.2202091929294, 257.13429330946656, 247.5528586529488, 254.6155973344712, 253.99089690085395, 256.0430608603061, 255.89086904448925, 258.7419682040664, 258.24947010276907, 258.53058047537485, 257.16871076552565, 254.31017470730887, 253.6295799831633, 251.56174454316204, 255.89657531323917, 258.57498699245264, 248.91570205793047, 253.9931437879996, 255.3912977602452, 247.85064164274337, 248.40713321971356, 253.09803694796494, 251.03138662276533, 255.6570401748525, 253.01913649818056, 251.13879991205624, 251.42428040746907, 250.96816256782247, 249.6533400802813, 249.23182055441774, 248.95174624217293, 249.37721064234103, 248.9240190698803, 250.73154369365116, 246.9665079337188, 244.30941964788178, 243.00399847303908, 246.4034368607132, 247.67023851530323, 245.828192028346, 246.17917534767042, 244.42282246806465, 246.7361603977909, 249.9226267174943, 244.27496932125192, 247.01866418752644, 248.09151906637942, 246.94327763185444, 243.94829999483662, 242.52904430354567, 244.24252191664183, 241.5919394471499, 247.29878007926465, 240.01944039217156, 241.49602014897292, 242.23335017876875, 242.14661205332536, 239.34501708789696, 241.2383063619222, 239.43542944264073, 238.7942418996904, 238.17670710529902, 240.7072616624785, 237.14801820813656, 239.41877622767902, 234.67711437690164, 238.86480110696388, 237.90902544878452, 241.5552999030114, 234.8172845805215, 236.91006470650157, 239.4098936541896, 240.4197733780046, 236.86022090165332, 237.82629259075324, 240.25427358439862, 235.8255291423037, 243.85979844716996, 238.54747522687632, 241.59139134507328, 241.11490412197253, 239.08435072354874, 237.95158516671214, 240.5703386445421, 235.91958262522573, 237.8687866200197, 241.26916500368534, 232.88000615516702, 236.39805979670948, 239.23818680138615, 239.36064776017062, 238.3613364190683, 236.59503531115416, 240.21229536304708, 239.03677680876376, 235.8013722168602, 242.07891889663432, 238.39005888170098, 240.3252352260465, 242.5463915992586, 242.60460298931037, 240.9489026098227, 238.61345734214723, 242.05538663336657, 241.14411641924522, 243.17377294839466, 235.8323421305916, 241.729807649943, 239.85999766133673, 239.76503812675872, 237.9659544143376, 235.30951417343593, 237.58632963935628, 237.97072384125397, 240.10202126482596, 238.11592408247537, 234.62208303328032, 233.41678590018034, 234.33541847308942, 237.49243901935716, 228.9069484734525, 228.1794674192821, 230.5296191365043, 234.53668908061695, 231.47501430697426, 227.9025821178081, 224.64412988292017, 227.39272967198517, 227.78536212593403, 228.50250206425628, 227.5760816830967, 226.50690563613685, 228.4041873231957, 227.87363187172843, 233.1674385645637, 232.22123314488178, 227.85150672131329, 230.6301423785333, 228.71528957073212, 228.35879507223092, 228.46979297537328, 228.890295544307, 229.78672581367329, 227.65098593922204, 228.3650655244248, 225.38083520649624, 228.99480745157686, 234.47446894840783, 229.67160656998294, 228.8057322422929, 227.84358475209112, 230.18339813242306, 228.26585961041698, 225.77162913978188, 227.64306095288393, 228.91652002838566, 225.38795165189697, 224.74311624898786, 223.2710402890986, 223.5305343345643, 222.75834505097234, 222.15764340429956, 224.8571801594681, 222.36468715588023, 223.5107392974745, 223.7681909549173, 223.7224506956352, 224.4079901815647, 222.39327867419098, 224.4802221411913, 224.242360124708, 222.4115117516632, 224.8625784974834, 226.1908800011438, 221.48984625503218, 227.3244742360862, 223.23631531576837, 220.48517092637948, 218.56382460975144, 214.22122886828478, 212.84367513227136, 214.5978424508933, 212.42970768970437, 214.83094793202406, 211.2133503062316, 209.50810411665645, 212.94888538922996, 211.7934498012063, 217.18722610003746, 213.9380167825644, 207.94707338537606, 208.65010901966778, 208.4614276166706, 213.15469236971649, 210.24939480334604, 205.52548876941438, 205.18509194320177, 202.9290476816134, 204.3247383426767, 202.1012164231453, 198.631089252931, 198.29417538469403, 195.87573909141443, 194.65141317549399, 190.50284337603904, 193.02021337722056, 191.8856673685563, 190.75739808941378, 193.00049226913703, 191.4761142959414, 191.58573439908614, 192.37047527166976, 192.6236483930915, 196.96328822867957, 195.79039289658348, 193.21020619774924, 194.3760035369042, 191.51895944996556, 189.52313905154722, 190.41145637495399, 191.7049630706334, 187.25256339861124, 191.20739896471937, 189.51763426245728, 190.2606131810841, 191.7237910053392, 188.54215704394005, 188.6564989836098, 188.9556833468375, 187.78531136917942, 187.7267726989902, 188.64072093684447, 188.59044595252618, 184.87510819689115, 189.01145740964958, 185.64837724764448, 188.87750852438725, 188.52153443206024, 189.03208526365853, 187.12107228232756, 188.73157502184154, 188.2127161368506, 188.46984987600774, 187.44688100668245, 187.08794749517838, 187.6657005045612, 188.57060817148658, 193.90294365325792, 191.27099266967372, 192.9746062473733, 188.43646889385016, 188.49917580509657, 192.7099140092297, 191.08550485764974, 191.58428202340798, 191.51661846127155, 188.95303905155185, 191.41876528996985, 193.60063929670704, 196.05515178135056, 193.72302093582547, 190.47301770392272, 189.99022495118814, 193.92595404672443, 187.76130879373025, 192.65750201107113, 190.87078412905063, 188.40117180397905, 190.05178294941018, 187.24278170075527, 185.22605259203294, 187.9571766507431, 190.7825043804128, 187.38113959770786, 191.27052755302162, 187.2242115241, 187.0216472475, 184.67921815, 185.207494535, 188.4866056205, 190.01358890950002, 186.13368892427502, 189.397339585125, 190.53007546182502, 190.08050149462503, 188.6041093398, 197.67188495834998, 193.532820435975, 186.77935625474998, 187.98535915199997, 183.12944747075, 184.6823772, 186.726894870075, 180.565516782075, 180.69369987574999, 182.66041686875002, 183.37891829900002, 186.541161542, 184.51815170625, 184.57168235580002, 183.7673068405, 186.0128248, 185.5131813934, 185.43660435787498, 186.43114764435, 188.08462820879998, 187.3935686286, 186.271358966325, 194.928153007, 190.0614572262, 191.95313370887501, 191.23379793375, 191.5337587855875, 191.95350057714998, 191.46001174245, 192.712370759625, 190.6078690615, 189.304523923175, 187.586392521325, 190.5849616488, 189.27849064935, 188.98634898427503, 189.286787345625, 189.95757968037498, 191.816137593, 191.59419376510002, 192.63389865615, 189.156744422, 189.6458701976, 193.10010418009998, 192.8154242622, 193.80250764615002, 193.8897968002, 192.68758991725, 193.25940327540002, 192.8724796734, 192.26433856792502, 188.0966829643, 192.39141674277, 191.0119519104, 189.82870639425, 189.2132558424, 189.24251845, 189.77280474485, 191.28441196185, 190.9669244527, 191.375496743275, 191.5673410079, 188.2467783878, 188.475316491, 186.51738769949998, 185.98864642130002, 184.2981804458, 182.936081584225, 187.14328122450002, 190.33222284570002, 187.999563507075, 188.4753253155, 189.94686495800002, 193.71283854975002, 192.9276430365, 192.507154839675, 193.3257604058, 193.90502757875, 196.41665588339998, 196.9080549903, 192.46518778166669, 195.247244775875, 194.110429478875, 194.60682974099998, 194.4295742917, 195.08012700165003, 195.93861278715002, 199.302319209275, 196.70181603277499, 196.32609642975, 197.646004846875, 196.89622890765, 197.12526326695, 197.79975641045, 200.03106638475, 195.627148340675, 195.2662323655, 194.46060405395, 194.47027317217498, 196.47191999325, 195.41091567172498, 195.93175875274997, 194.8874767012333, 195.7913334535, 196.266613322, 196.20185201500001, 199.6474818549, 199.48892963999998, 200.2924224414, 198.89171239745002, 197.16130487224999, 202.795646976, 203.0917776366, 198.7828307793, 203.60050857025, 205.3761847385, 204.46706210535, 203.6185257355, 201.35769286432503, 200.29875552115, 201.06305549865002, 202.04126672700002, 201.88660042935, 201.8276293501, 201.81310262977502, 200.5019756069, 203.28865874520002, 198.799944457875, 204.123014498, 201.7797825328, 200.09164615275, 198.9617645275, 205.10239260525, 203.76951759, 203.7543230524, 202.76033458287498, 203.514345808, 206.3568576216, 210.157174784, 207.34584681975, 208.25190909, 209.65639176, 206.586570978, 212.50552869749998, 209.83667782650002, 214.29589900083332, 212.135905967, 212.09241359079002, 214.2064208262, 211.213425214, 214.36039257750002, 208.335059710425, 206.5229252229, 207.41115700100002, 207.99977968, 210.7947524055, 207.2301825856, 210.07869060075, 208.23327262075, 204.79190564040002, 204.455553872625, 206.543994036, 206.085787558, 205.650989878, 205.98808959113333, 202.3448524395, 204.28298891580002, 207.32358522299998, 208.685091262475, 209.495641888, 209.326456305, 207.868080375675, 204.77737582487998, 191.53156337775, 198.138503631, 200.402973875925, 195.70159247466665, 196.6742707386, 193.581354240625, 193.873098888, 197.55250733926664, 192.59565555449998, 193.08131430805, 193.690311850125, 197.90454896091208, 201.32268604261674, 201.48445246633034, 200.46615960740988, 200.96619797440226, 201.53203042679758, 204.18539759772148, 205.49006636725477, 201.12434903906262, 199.89056576724948, 200.8960917386434, 204.82674347655342, 206.35415471090323, 204.26047843855292, 203.16207190191966, 201.66462398159248, 204.2219503591491, 203.18091908152513, 201.68967291161366, 204.30591912829976, 201.99679013111552, 206.22156348649375, 204.82615482707928, 212.28537276723182, 210.4383494018988, 211.4870756888481, 207.9533487146811, 213.9182293789752, 214.5013713408328, 217.51186974587569, 222.71746789063323, 221.7721744693644, 219.24687294689662, 218.34888238109227, 216.41663219437746, 214.18284619947886, 210.83763232817873, 210.2720270577908, 207.5966069009341, 204.25993514002081, 203.7878948817506, 205.65965094423697, 206.18208295015899, 200.97514386943084, 201.57862918592315, 200.12004323663527, 204.05803785391646, 203.8713291389937, 204.37676012041777, 206.74402693868802, 207.40999031146947, 207.63643592103043, 211.57084710504336, 215.07712976760632, 213.81781717736385, 219.08254103386616, 220.7236106732058, 221.1479059817251, 223.71721395019227, 223.261990272584, 221.13790909272413, 220.3743647767866, 217.95673832028174, 213.88701388029443, 216.8579026931373, 208.19350573591464, 214.7766439566713, 210.2748744860088, 207.67411308560085, 212.4366913146648, 215.69652704379405, 217.37632438255054, 223.71829246142204, 224.35339767076476, 223.14855036746204, 231.29357613421678, 226.35329184425117, 223.45481611599993, 216.66068075629482, 212.87091028761074, 217.25313232793502, 213.77895408048403, 207.954258455404, 210.56770709704924, 210.90340290966515, 206.3768851547348, 202.5567478249938, 202.7086782342372, 200.14813320360096, 197.40343593339372, 197.24236643525396, 199.7280299125443, 203.69546669849038, 201.67027938028278, 199.17080568979725, 208.9757824141881, 198.17360428453378, 200.59108353507256, 204.3859977224767, 207.20522458616006, 201.14189964947187, 203.758804582249, 200.17043811242027, 203.42547248921588, 205.42035908699594, 211.2583877926514, 215.55081317503786, 220.32661122546068, 225.17215906542418, 235.01577011604033, 237.5634446299485, 239.45635365708617, 232.79086554237838, 232.33476105332247, 230.89095840633553, 232.73507960739272, 231.3339802376306, 241.2403946279206, 243.27000593612678, 249.52367746086176, 249.93957236494836, 239.34140543854346, 238.01317290414426, 231.68344444807624, 224.91795384960736, 226.64717080896844, 224.1427524434798, 227.2993454606292, 229.25533496544978, 234.74268285165846, 230.60058478694174, 233.92301778529907, 230.32953997112173, 234.13416436720672, 238.88896579028287, 240.87295493897983, 246.32246412221588, 247.1003682352176, 250.78745315401204, 243.16072770547603, 238.42310352799862, 234.68610329976863, 228.7630419503089, 223.37741662402166, 221.05561058442584, 223.62974404078184, 217.8009629500103, 223.98941409211108, 227.3783735355835, 228.87834564758057, 229.73738145870655, 231.55865048827815, 231.12075636405777, 233.74184029367558, 232.45568865935815, 235.1600042216258, 238.20709532731436, 242.40636016295775, 242.91411717720837, 246.19646528867355, 245.7647295013877, 242.35406601147713, 239.85849997327506, 243.17988778616598, 242.98971287919505, 245.62557787811392, 247.872113110669, 244.762424566832, 240.0715355271941, 237.07327561500702, 240.68407213384208, 247.76162928794554, 238.88, 242.36, 248.78, 257.58, 241.4, 244.83, 240.34, 236.43, 244.44, 244.13, 246.69, 257.93, 256.79, 263.12, 264.75, 260.58, 267.9, 275.07, 276.96, 273.16, 273.63, 274.03, 274.98, 277.72, 267.74, 274.59, 268.73, 276.82, 279.48, 276.61, 278.25, 279, 279.16, 274.6, 275.87, 281.54, 275.52, 276.81, 275.15, 273.02, 274.93, 275.78, 276.88, 276.03, 280.72, 285.76, 271.08, 268.44, 260.61, 251.84, 250.84, 241.13, 232.28, 228, 224.63, 222.74, 212.43, 203.74, 199.18, 198.55, 192.75, 196.51, 194.59, 196.02, 193.59, 195.81, 201.78, 202.51, 202.35, 198.78, 196.3, 189.38, 189, 185.5, 187.5, 204.3, 196.5, 191.6, 190.1, 186.7, 183.8, 196.6, 197.8, 197.7, 196, 190.3, 189.4, 190.1, 207.7, 213.2, 217.7, 198.1, 199.7, 203.4, 210.7, 231.3, 231.4, 220.3, 218, 226.5, 220, 226.4, 241.2, 242.6, 250.9, 239.1, 247.6, 244.4, 231.9, 232.2, 228.6, 226.3, 229.4, 231.4, 238.1, 237.2, 230, 240.5, 242.2, 244.6, 243.9, 247.2, 252, 246.9, 239.5, 257.4, 243.4, 251.2, 241.4, 240.3, 242.6, 247.5, 251.7, 251.1, 245.3, 240.5, 214.1, 216.1, 207.1, 208.8, 205.6, 203.3, 215.7, 235.5, 234.5, 233.1, 224.5, 232.4, 233.9, 241.6, 245.2, 252.1, 241.4, 247.4, 243.1, 239.1, 245.6, 245.8, 247.4, 252.8, 259.7, 263.2, 279, 280.2, 263.7, 252.3, 249.9, 236.7, 230.4, 219.4, 214.7, 200.2, 213.9, 195.4, 196.7, 195.4, 199, 201.9, 204, 203.9, 209.6, 205.7, 208.9, 214.6, 228.1, 199.9, 211.7, 188.7, 187.2, 194.2, 198.8, 184.7, 190.4, 193.9, 194.1, 198.4, 193.2, 202.2, 204.5, 211, 215.3, 223.7, 231.3, 228, 226.4, 231.4, 230.4, 231, 234.9, 220.4, 217.1, 207.6, 206, 206.7, 212.7, 213.1, 217.1, 224.4, 231, 236.1, 239, 236, 240.2, 240.7, 250.2, 248.6, 244.8, 225.8, 227.8, 226.2, 233.2, 237.8, 239, 241.9, 251.6, 256.7, 257.1, 246.8, 272.6, 251.6, 245.2, 233.4, 255.8, 249.2, 257.2, 260.4, 260.3, 260.5, 266.2, 264, 266.1, 270.1, 271.9, 275.1, 265, 271.7, 272.6, 273.1, 282.4, 289.1, 288.4, 298.6, 278.1, 285.8, 278.6, 270.5, 255.7, 241.9, 239.6, 234.2, 250.1, 200.7, 205.2, 204.8, 211.9, 220.3, 221.1, 216.2, 209.4, 209.2, 193, 186.1, 185.8, 201.2, 206.3, 201.9, 199.9, 214.7, 224.6, 229.6, 227, 240, 239.1, 246.8, 245.8, 258.1, 259.5, 273.6, 260.7, 276.3, 277.1, 283.2, 283.1, 275.7, 276.5, 280.5, 279.6, 285.6, 284.5, 274.7, 282.6, 283.5, 274.9, 264.9, 271.6, 276.4, 271.7, 273.4, 271.8, 274.6, 273.7, 271.2, 273.8, 268.6, 266.4, 270.6, 267.7, 268.3, 270.8, 270, 265.4, 255.3, 252.1, 248.2, 242.5, 219.7, 227.2, 211.5, 207.6, 209.8, 207.5, 200.3, 201.7, 201.3, 202, 199.1, 201.1, 203.5, 208.1, 201.7, 201.2, 204.9, 201.9, 198.4, 193.3, 192.5, 199.1, 204.3, 203.3, 208.3, 202.4, 195.5, 190.7, 194.4, 199.9, 205.2, 210, 208.1, 204.4, 203.4, 205.5, 206.5, 215.5, 218.7, 229.2, 232.7, 243.7, 243.9, 245.6, 241.2, 233.1, 232.8, 236.6, 239.1, 236.5, 231.3, 220.8, 218.8, 223.8, 223.4, 227.3, 231.4, 231.4, 231.2, 233, 232.9, 231.3, 237.1, 242, 240.9, 252.8, 249.3, 242.6, 243.3, 246.7, 243.7, 239.7, 239.1, 238.3, 238.5, 237.6, 236.4, 236.5, 232.8, 230.6, 230.8, 228.2, 230.8, 231.2, 232, 232.2, 234.1, 233.9, 235.5, 236, 238.2, 237, 240.3, 233.4, 236.4, 235.2, 242, 238.2, 239.2, 241.5, 243, 247.2, 246.2, 245.5, 245.3, 247.7, 245.5, 243.5, 241.9, 236.8, 235.8, 233.7, 230.3, 227.8, 224.7, 222.7, 221.2, 220.3, 220.7, 214.5, 211.4, 204.4, 200, 195.1, 193.8, 190.5, 199.8, 199.4, 205, 206.4, 212.9, 211.2, 205, 203.6, 208.1, 210.3, 209.6, 209.7, 204.6, 202.5, 208.8, 213.6, 215.2, 219.9, 221.7, 222.3, 226.3, 222.1, 220.3, 223.6, 224.3, 226.7, 233.9, 241, 243, 249.1, 244, 250.5, 245.6, 240.4, 238.1, 234.5, 229.7, 230.2, 230.3, 228.3, 231.6, 231.9, 234.6, 234.1, 240.1, 242.3, 245.7, 245.8, 247.6, 251.4, 252.4, 252.6, 251.4, 253.7, 254.3, 253.9, 254.5, 253.2, 253.9, 252.8, 253, 250.2, 251.3, 250, 251.3, 251.8, 251.8, 249.6, 251.6, 250.3009961681342, 246.30955184938028, 247.65697248974385, 249.18618138857704, 248.72078039844754, 251.7666008144979, 251.86150476654132, 252.08002667419618, 248.8639219697805, 252.543697553062, 252.8973536409592, 251.2965766771463, 251.34172534675196, 251.0792763522184, 249.0568689785398, 252.92340485161623, 251.47302309267096, 244.13978325747763, 243.8071398156684, 236.17021956160747, 230.2553890769855, 225.2070402346668, 219.41265806017452, 215.44586651227405, 209.88341782048894, 206.68125254107684, 210.63901783350494, 223.95763277250387, 225.9929310765137, 234.40092907192803, 238.78411585346242, 246.34602904387208, 250.20456464222792, 248.10464236577934, 243.5553025827732, 237.37751240309967, 225.67880356583396, 229.38667009211042, 233.1632188953882, 238.1475936125431, 237.97721461986356, 232.91795566697328, 221.21724287329997, 216.4410115698623, 216.27309709713364, 219.02228033882918, 225.97166266475014, 229.38148051861887, 232.45478922791705, 237.8582812314746, 239.14012591458967, 244.53225161700482, 248.4801850050678, 254.57832546938147, 259.22379791893974, 257.74486774223317, 257.8151013837554, 259.6847091794925, 258.13797445364014, 256.193578648728, 252.74797477389262, 252.8982584181087, 252.729800513971, 252.63944486217684, 248.28893339724928, 245.88658787248076, 243.53068358638558, 243.88545246756433, 239.19230883467588, 237.92850701362374, 235.02330647237795, 228.51222535135372, 215.70968264504967, 205.76310728563763, 199.52416462021898, 205.26582182975858, 200.77734554085592, 200.45706932834122, 196.49917279673912, 193.09789993536265, 195.94989153226658, 194.85936588137295, 194.00258992033588, 195.33150117951013, 188.8477364074226, 190.1777336005101, 191.38425695346518, 191.5605717991007, 195.3061298127235, 195.82042744328479, 189.88548096825593, 191.8480609628653, 193.47659870780961, 196.17149410495196, 189.2501799432969, 193.44315462070247, 187.2748940558699, 186.7937683040444, 192.8691774329536, 194.81602929906575, 199.99595342018023, 200.35242454933484, 192.9341212467433, 189.23340881737832, 190.8769405532136, 184.098136363561, 187.3800806732598, 185.6837857761792, 188.43427447380085, 193.9700304568731, 191.59170346951032, 189.69058418048212, 193.90821704355406, 190.86103041769672, 191.02249326390395, 192.55321359717547, 187.76703230989094, 180.16659707392193, 180.53768178380184, 174.76867941399888, 173.71362014216885, 177.7146610306198, 180.6705433303129, 187.6555369926176, 191.5141318512642, 194.87837297832084, 196.8275423165405, 194.789560383579, 197.12915219406037, 201.1220985980582, 204.66974564632602, 211.69145610328425, 216.1224817958984, 222.57485445876674, 219.96238463739664, 216.59070226826563, 218.20973466460342, 220.08623711545596, 229.16045804591084, 232.70102424711226, 233.61111358821643, 233.1080061479115, 225.80855816583323, 227.89516025735253, 221.30626385386472, 219.1411841639893, 220.23521867492758, 222.6967127552533, 225.64160209672895, 224.3560776723839, 221.82035466276145, 220.62261407272987, 220.6316642042182, 222.61792578852743, 222.7044405108711, 222.96501296914875, 226.72892608676472, 227.65046207304692, 227.6358560751815, 230.66878933516546, 232.0747771551575, 232.26747586461005, 235.8000553317824, 236.4535724768809, 239.2879301088554, 238.41599878810229, 239.37873479610943, 243.5623167259663, 239.2983940505077, 238.47330442832686, 243.6995486644999, 237.75600797769894, 239.34063326328518, 240.45669225384142, 239.31113174299168, 239.79653384828728, 236.79873479326412, 238.73723027829791, 238.0518499460627, 238.13269799082363, 239.4354918894625, 238.41997928360914, 239.884743914407, 241.02991515817237, 240.89904625193032, 241.8320311598419, 238.8636108455049, 239.00952129629684, 239.72641961823388, 237.20611593740935, 236.7173884297771, 236.60700141533357, 235.4215271002262, 232.4560078431405, 230.88479116742866, 232.162121529527, 232.1824465330735, 230.58782898361125, 233.35390620979757, 232.28052064575172, 232.82958847745473, 233.54448715907165, 234.04269676194465, 235.09172492612444, 237.18468030646915, 237.66123151682797, 236.05369135840695, 236.04534030139132, 238.84806965208156, 233.50528810247422, 233.5834734270881, 233.11228487432953, 234.83616059567032, 231.43297127712552, 230.50735989141307, 227.03282273035802, 224.9017352890244, 225.38896913374532, 224.12344691621362, 224.00174372112798, 223.8856925917568, 227.63734055505353, 227.08319713303533, 223.14262795384457, 227.5826981949172, 213.59999290263295, 210.50988746288758, 198.42559568024177, 189.87843381686548, 193.46090298257135, 200.8234844705578, 212.030518626341, 217.04269113163494, 219.2003556861584, 218.956944794401, 216.09677010835378, 212.108071771009, 212.54540888381376, 214.0125927948141, 210.4806821716978, 211.49197634968232, 211.07599555762198, 211.42656926315465, 210.06750978548357, 210.24197486380825, 211.0778130948141, 210.0149974521128, 212.17164661528162, 210.16351745201928, 210.70237305797798, 211.62321092369945, 213.73187878271673, 208.1143039021245, 207.72075200492253, 210.60174265873587, 216.1485998526368, 214.6624205315424, 217.88283774216444, 217.1944729687879, 213.14402038614645, 206.92018121563933, 204.51910387695122, 191.7441063146352, 185.6096600660596, 185.40236646163788, 183.39253921478078, 184.76708470912362, 189.1426274551468, 188.64664196412704, 187.3271928405565, 188.17959977716015, 188.96881973948896, 187.29232436787936, 190.24154927677864, 187.91988159174213, 187.95228432826852, 187.54375693792414, 188.67887489361217, 190.17483689562673, 192.07592238803636, 191.29603626015793, 193.54717137122026, 197.49572596202373, 195.43388919380428, 203.90279658442103, 199.04605364141202, 203.2996954570858, 208.10367110123954, 209.44507971285617, 213.61139014973043, 218.3519526756556, 222.72008593220357, 226.94301148021165, 223.02365546155636, 225.37366760867587, 225.61582539678184, 222.7085788690187, 216.64080861985224, 214.6940079861074, 213.99980285899034, 219.9481576823577, 223.89295015434178, 222.92608638468548, 233.66090567198847, 229.40748753827657, 232.11545547204435, 230.6229188352788, 224.86466602091244, 223.81796491327836, 221.64093650394082, 225.86635666622993, 230.62690342109488, 229.56423626852964, 236.31890028889168, 234.24054819146698, 239.7120056138232, 243.88525238228885, 246.49456803753532, 243.85475201990903, 246.03058180018394, 237.7794476149145, 239.23120240300534, 238.38507756925242, 241.7410824819303, 245.31805526765157, 248.92347258064217, 247.30321033010094, 252.45553887568798, 254.92704442683268, 254.68956208931286, 254.43210628699566, 252.52125685420285, 257.21033919112165, 251.50919000069746, 257.43630369580933, 255.01817636257545, 260.91815012089876, 255.84554031289508, 259.66462384723866, 262.229808343788, 264.34502908314164, 269.3559592885488, 265.99732874144445, 257.19893666253785, 257.0184549055622, 238.64095357456617, 235.48574308581584, 227.37775029010015, 230.55013467896873, 224.68576227610308, 214.45035139887406, 213.35775959891657, 218.39264166858874, 208.7893628439667, 204.61750641580798, 198.79240364499174, 197.90878630711256, 200.48945586551156, 198.68361088983107, 198.6572141815183, 202.64710592439062, 202.92172318213744, 207.49864546768262, 204.86193803431442, 202.2268391289192, 207.28544010704545 ], "yaxis": "y2" } ], "layout": { "autosize": true, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "autorange": true, "domain": [ 0, 1 ], "range": [ 5669140.404796954, -349191.43479695433 ], "tickfont": { "color": "#000000" }, "title": { "font": { "color": "#000000" }, "text": "Years before present" }, "type": "linear" }, "yaxis": { "autorange": true, "range": [ 2.4494660194174758, 5.280533980582525 ], "tickfont": { "color": "#1f77b4" }, "title": { "font": { "color": "#1f77b4" }, "text": "Benthic d18O (per mil ‰)" }, "type": "linear" }, "yaxis2": { "anchor": "x", "autorange": true, "overlaying": "y", "position": 0.15, "range": [ 157.67842231729398, 384.057685727292 ], "side": "right", "tickfont": { "color": "#ff7f0e" }, "title": { "font": { "color": "#ff7f0e" }, "text": "CO2 (ppmv)" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure()\n", "fig.add_trace(go.Scatter(x=benthic2005d18O['Time_(ka)']*1000, y=benthic2005d18O['Benthic_d18O_(per_mil)'],\n", " mode='lines+markers',\n", " name='d18O'))\n", "fig.add_trace(go.Scatter(x=antarctica2015co2['Gasage (yr BP)'], y=antarctica2015co2['CO2 (ppmv)'],\n", " mode='lines+markers',\n", " name='CO2',yaxis=\"y2\"))\n", "\n", "# Create axis objects\n", "fig.update_layout(\n", " xaxis=dict(\n", " domain=[0., 1.],\n", " title=\"Years before present\",\n", " titlefont=dict(\n", " color=\"#000000\"\n", " ),\n", " tickfont=dict(\n", " color=\"#000000\"\n", " )\n", " ),\n", " yaxis=dict(\n", " title=\"Benthic d18O (per mil ‰)\",\n", " titlefont=dict(\n", " color=\"#1f77b4\"\n", " ),\n", " tickfont=dict(\n", " color=\"#1f77b4\"\n", " )\n", " ),\n", " yaxis2=dict(\n", " title=\"CO2 (ppmv)\",\n", " titlefont=dict(\n", " color=\"#ff7f0e\"\n", " ),\n", " tickfont=dict(\n", " color=\"#ff7f0e\"\n", " ),\n", " anchor=\"x\",\n", " overlaying=\"y\",\n", " side=\"right\",\n", " position=0.15\n", " )\n", ")\n", "\n", "\n", "fig['layout']['xaxis']['autorange'] = \"reversed\"\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "1d20987f-eaa4-45df-9b87-04d9cd1bcf70", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "be9af13b-7a45-431b-a4b8-ce9baa1ee103", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "aca8b577-6039-4518-b1d1-e2ea98640ad0", "metadata": {}, "source": [ "**Question 1.10** Modern Measurements: What is the CO2 content of Earth’s atmosphere today. Provide the latest values from Mauna Loa in Hawaii available from https://gml.noaa.gov/ccgg/trends/data.html" ] }, { "cell_type": "markdown", "id": "3bb37716-d908-4754-aea5-9aae1dbebbed", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "e7ce5836-9dcd-4aa1-aebc-d568ca9b7330", "metadata": {}, "source": [ "

\n", "

" ] }, { "cell_type": "markdown", "id": "7e3340c2-b852-41d0-938b-22ba4f9d283e", "metadata": {}, "source": [ "**Question 1.11** Revisit your response regarding potential ice age based on the curve above in Question 4.7. Do you think we are due for the onset of the next ice age?\n", "Explain why or why not. " ] }, { "cell_type": "markdown", "id": "58c1f95d-ce1a-4b77-93d1-9ac0b5b8cce1", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "markdown", "id": "62cc015a-3368-4d50-8819-427e6b5f2fdf", "metadata": {}, "source": [ "

\n", "

" ] } ], "metadata": { "kernelspec": { "display_name": "fall2022 [~/opt/export/course/geo203/anaconda3/envs/fall2022/]", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }