# Lake Chacacocha, Peru, Leaf Wax Stable Isotope Data over the last 1800 Years #----------------------------------------------------------------------- # World Data Service for Paleoclimatology, Boulder # and # NOAA Paleoclimatology Program #----------------------------------------------------------------------- # Template Version 4.0 # Encoding: UTF-8 # NOTE: Please cite original publication, NOAA Landing Page URL, dataset and publication DOIs (where available), and date accessed when using downloaded data. # If there is no publication information, please cite investigator, study title, NOAA Landing Page URL, and date accessed. # # Description/Documentation lines begin with '#' followed by a space # Data lines have no '#' # # NOAA_Landing_Page: https://www.ncei.noaa.gov/access/paleo-search/study/41202 # Landing_Page_Description: NOAA Landing Page of this file's parent study, which includes all study metadata. # # Study_Level_JSON_Metadata: https://www.ncei.noaa.gov/pub/data/metadata/published/paleo/json/noaa-recon-41202.json # Study_Level_JSON_Description: JSON metadata of this data file's parent study, which includes all study metadata. # # Data_Type: Paleolimnology # # Dataset_DOI: 10.25921/8b9z-f762 # # Science_Keywords: drought, monsoon, other hydroclimate reconstruction #--------------------------------------- # Resource_Links # # Data_Download_Resource: https://www.ncei.noaa.gov/pub/data/paleo/paleolimnology/southamerica/peru/sae-lim2025/sae-lim2025-lag1-dist.txt # Data_Download_Description: NOAA Template File; LAG1 Leaf Wax Distribution Data # #--------------------------------------- # Contribution_Date # Date: 2025-04-11 #--------------------------------------- # File_Last_Modified_Date # Date: 2025-05-16 #--------------------------------------- # Title # Study_Name: Lake Chacacocha, Peru, 1800 year leaf wax stable isotope data #--------------------------------------- # Investigators # Investigators: Sae-Lim, Jarunetr (https://orcid.org/0000-0001-7997-4016); Konecky, Bronwen (https://orcid.org/0000-0003-1647-2865); Hutchings, Jack (https://orcid.org/0000-0003-3396-6787); Michelutti, Neal (https://orcid.org/0000-0002-5857-4811); Grooms, Christopher (https://orcid.org/0000-0001-6749-1092); Vuille, Mathias (https://orcid.org/0000-0002-9736-4518); Castañeda, Isla (https://orcid.org/0000-0002-2524-9326); Smol, John (https://orcid.org/0000-0002-2499-6696) #--------------------------------------- # Description_Notes_and_Keywords # Description: Provided Keywords: Common Era, South American summer monsoon, leaf wax isotopes #--------------------------------------- # Publication # Authors: Sae-Lim, J., Konecky, B.L., Hutchings, J.A., Michelutti, N., Grooms, C., Vuille, M., Castañeda, I.S., and Smol, J.P. # Published_Date_or_Year: 2025 # Published_Title: Biomarker evidence for arid intervals during the past ~1,800 years in the central Andean highlands # Journal_Name: Earth and Planetary Science Letters # Volume: 662 # Edition: # Issue: # Pages: # Report_Number: 119407 # DOI: 10.1016/j.epsl.2025.119407 # Online_Resource: # Full_Citation: # Abstract: The late Holocene behavior of the South American Summer Monsoon (SASM) has been a focal point of studies of oxygen isotope ratios in Andean speleothems and other archives, as they primarily reflect large-scale atmospheric circulation over the South American lowlands rather than localized precipitation vs. evaporation. Consequently, the local effective moisture history throughout the Andes has remained poorly constrained. Here we present ~1800-year plant wax hydrogen (d2Hwax) and carbon (d13Cwax) isotope records from Lake Chacacocha, southeastern Peru. d2Hwax and d13Cwax from terrestrial upland and wetland vegetation allow large-scale atmospheric conditions and local-scale effective moisture to be evaluated side-by-side. In agreement with d18O-based proxies from the region, Chacacocha d2Hwax shows that the SASM was strengthened during the Little Ice Age (LIA). However, our record shows that the SASM began this intensification around 1250 CE, well before the external radiative forcings of the LIA, suggesting that long-term shifts in SASM behavior can be catalyzed by internal drivers e.g., teleconnections with the tropical Pacific. Independent of SASM dynamics, Chacacocha d13Cwax reveals two pronounced, centennial to multi-centennial arid intervals between ca. 450-900 CE and ca. 1640-1850 CE – the latter co-occurring with peak SASM intensity. LIA aridity aligns with nearby evidence for reduced net ice accumulation and glacial retreat from the LIA maximum extent around this time, implying that despite enhanced monsoon activity regionally, reduced effective moisture locally affected the glacial mass balance in southern Peru. Our results help reconcile conflicting interpretations of the SASM, glacial, and high-alpine environmental histories in the Central Andes over the past 1,800 years. #--------------------------------------- # Funding_Agency # Funding_Agency_Name: US National Science Foundation # Grant: EAR (P2C2) 2103081, 2103062, 2103041, AGS (P4CLIMATE) 2402113 #--------------------------------------- # Funding_Agency # Funding_Agency_Name: National Geographic Society # Grant: HJ-097R-17 #--------------------------------------- # Funding_Agency # Funding_Agency_Name: David and Lucile Packard Foundation # Grant: Fellowship #--------------------------------------- # Funding_Agency # Funding_Agency_Name: International Center of Energy, Environment, and Sustainablility (InCEES) at Washington University # Grant: #--------------------------------------- # Site_Information # Site_Name: Lake Chacacocha # Location: Peru # Northernmost_Latitude: -13.96 # Southernmost_Latitude: -13.96 # Easternmost_Longitude: -71.08 # Westernmost_Longitude: -71.08 # Elevation_m: 4860 #--------------------------------------- # Data_Collection # Collection_Name: LAG1 leaf wax distribution Sae-Lim2025 # First_Year: 310 # Last_Year: 2010 # Time_Unit: CE # Core_Length_m: 0.35 # Parameter_Keywords: age control, geochemistry # Notes: #--------------------------------------- # Chronology_Information # Chronology: Radiocarbon # Chronology_Download_Resource: https://www.ncei.noaa.gov/pub/data/paleo/templates/noaa-wds-paleo-14c-terms.csv # Chronology_Download_Description: Radiocarbon terms and definitions. # Chronology_Notes: The 14C and 210Pb age controls were originally analyzed and published in Michelutti et al. (2020) J. Paleolimnol (https://doi.org/10.1007/s10933-020-00127-z). # Rejection_Rationale: # Reservoir_Method: # Calibration_Method: # Age_Model_Method: # Missing_Values: # Chronology_Table: # lab_code depth_end_cm depth_start_cm depth_cm material_dated age_14C_BP1950 age_14C_1s_yr age_calib_BP1950 age_calib_neg2s_CE age_calib_pos2s_CE prob_area_2s calib_curve notes # UCIAMS 200793 11 11.5 11.25 macrofossil remains 575 20 1411 1394 1437 1 SHCal20 The calibrated age range (2sigma) in Michelutti et al. is 1311-1359 CE (based on IntCal20) # UCIAMS 200794 28 28.5 28.25 macrofossil remains 1470 25 622 588 657 1 SHCal20 The calibrated age range (2sigma) in Michelutti et al. is 553-642 CE (based on IntCal20) #------------------ # Chronology_Information # Chronology: 210-Lead # Chronology_Download_Resource: https://www.ncei.noaa.gov/pub/data/paleo/templates/noaa-wds-paleo-210pb-terms.csv # Chronology_Download_Description: 210-Lead terms and definitions. # Chronology_Notes: The 14C and 210Pb age controls were originally analyzed and published in Michelutti et al. (2020) J. Paleolimnol (https://doi.org/10.1007/s10933-020-00127-z). # Supported_Pb_Method: # Age_Model_Method: constant sedimentation model # Missing_Values: NaN # Chronology_Table: # samp_id depth_end_cm depth_start_cm depth_cm material_dated age_CE age_1s_yr notes # Top core 0 0 0 bulk sediment 2016.67 0 Core collection year # Pb1 0 0.5 0.25 bulk sediment 2010.4 1.1 # Pb2 0.5 1 0.75 bulk sediment 1995.7 1.6 # Pb3 1 1.5 1.25 bulk sediment 1982.5 2.2 # Pb4 1.5 2 1.75 bulk sediment 1972.3 2.7 # Pb5 2 2.5 2.25 bulk sediment 1961.6 3.4 # Pb6 2.5 3 2.75 bulk sediment 1949.2 4.5 # Pb7 3 3.5 3.25 bulk sediment 1936.7 6.1 # Pb8 3.5 4 3.75 bulk sediment 1919.4 8.8 # Pb9 4 4.5 4.25 bulk sediment 1898 14.3 #------------------ # Chronology_Information # Age-depth model based on 210 Pb and 14C dates # samp_id Sample identification # depth_top Depth top of sample interval (cm) # depth_bottom Depth bottom of sample interval (cm) # depth_mid Mid-depth (cm) # age_model_mean Mean age inferred from an age-depth model (CE) # age_model_min Minimum age inferred from an age-depth model (CE) # age_mode_max Maximum age inferred from an age-depth model (CE) # age_model_median Median age inferred from an age-depth model (CE) # # samp_id depth_top depth_bottom depth_mid age_model_mean age_model_min age_mode_max age_model_median # LAG1-01 0 0.5 0.25 2010 2015 2002 2010 # LAG1-02 0.5 1 0.75 1996 2004 1984 1996 # LAG1-03 1 1.5 1.25 1979 1986 1970 1980 # LAG1-04 1.5 2 1.75 1967 1974 1958 1968 # LAG1-05 2 2.5 2.25 1959 1965 1951 1959 # LAG1-06 2.5 3 2.75 1951 1958 1943 1951 # LAG1-07 3 3.5 3.25 1943 1952 1936 1943 # LAG1-08 3.5 4 3.75 1934 1945 1924 1934 # LAG1-09 4 4.5 4.25 1921 1937 1904 1921 # LAG1-10 4.5 5 4.75 1901 1924 1880 1901 # LAG1-11 5 5.5 5.25 1878 1911 1848 1878 # LAG1-12 5.5 6 5.75 1852 1897 1804 1853 # LAG1-13 6 6.5 6.25 1821 1864 1758 1825 # LAG1-14 6.5 7 6.75 1788 1841 1712 1793 # LAG1-15 7 7.5 7.25 1752 1816 1660 1758 # LAG1-16 7.5 8 7.75 1714 1790 1608 1720 # LAG1-17 8 8.5 8.25 1677 1762 1570 1680 # LAG1-18 8.5 9 8.75 1639 1732 1537 1639 # LAG1-19 9 9.5 9.25 1600 1696 1505 1600 # LAG1-20 9.5 10 9.75 1563 1657 1476 1561 # LAG1-21 10 10.5 10.25 1525 1623 1450 1521 # LAG1-22 10.5 11 10.75 1486 1563 1428 1483 # LAG1-23 11 11.5 11.25 1449 1511 1405 1446 # LAG1-24 11.5 12 11.75 1416 1466 1378 1414 # LAG1-25 12 12.5 12.25 1387 1434 1340 1387 # LAG1-26 12.5 13 12.75 1361 1412 1298 1362 # LAG1-27 13 13.5 13.25 1336 1391 1264 1338 # LAG1-28 13.5 14 13.75 1312 1373 1234 1314 # LAG1-29 14 14.5 14.25 1288 1354 1203 1290 # LAG1-30 14.5 15 14.75 1263 1335 1175 1265 # LAG1-31 15 15.5 15.25 1239 1317 1146 1241 # LAG1-32 15.5 16 15.75 1216 1298 1117 1219 # LAG1-33 16 16.5 16.25 1194 1283 1093 1197 # LAG1-34 16.5 17 16.75 1171 1262 1067 1174 # LAG1-35 17 17.5 17.25 1148 1242 1045 1149 # LAG1-36 17.5 18 17.75 1124 1223 1021 1125 # LAG1-37 18 18.5 18.25 1101 1202 996 1102 # LAG1-38 18.5 19 18.75 1078 1181 973 1078 # LAG1-39 19 19.5 19.25 1055 1161 951 1056 # LAG1-40 19.5 20 19.75 1032 1138 924 1033 # LAG1-41 20 20.5 20.25 1009 1119 898 1009 # LAG1-42 20.5 21 20.75 986 1097 875 985 # LAG1-43 21 21.5 21.25 963 1074 853 962 # LAG1-44 21.5 22 21.75 940 1049 829 940 # LAG1-45 22 22.5 22.25 916 1023 809 916 # LAG1-46 22.5 23 22.75 893 1000 787 893 # LAG1-47 23 23.5 23.25 871 979 765 870 # LAG1-48 23.5 24 23.75 848 954 746 848 # LAG1-49 24 24.5 24.25 825 930 726 823 # LAG1-50 24.5 25 24.75 801 902 706 800 # LAG1-51 25 25.5 25.25 778 875 684 777 # LAG1-52 25.5 26 25.75 754 849 666 754 # LAG1-53 26 26.5 26.25 732 822 643 731 # LAG1-54 26.5 27 26.75 708 793 621 708 # LAG1-55 27 27.5 27.25 684 766 598 684 # LAG1-56 27.5 28 27.75 661 733 579 662 # LAG1-57 28 28.5 28.25 637 698 557 639 # LAG1-58 28.5 29 28.75 613 672 535 616 # LAG1-59 29 29.5 29.25 589 646 508 591 # LAG1-60 29.5 30 29.75 564 623 476 567 # LAG1-61 30 30.5 30.25 539 605 442 543 # LAG1-62 30.5 31 30.75 514 587 408 518 # LAG1-63 31 31.5 31.25 488 569 377 493 # LAG1-64 31.5 32 31.75 463 552 342 469 # LAG1-65 32 32.5 32.25 437 533 307 444 # LAG1-66 32.5 33 32.75 411 514 276 417 # LAG1-67 33 33.5 33.25 385 493 242 391 # LAG1-68 33.5 34 33.75 360 474 207 366 # LAG1-69 34 34.5 34.25 335 454 180 340 # LAG1-70 34.5 35 34.75 310 434 150 315 # #--------------------------------------- # Variables # PaST_Thesaurus_Download_Resource: https://www.ncei.noaa.gov/access/paleo-search/skos/past-thesaurus.rdf # PaST_Thesaurus_Download_Description: Paleoenvironmental Standard Terms (PaST) Thesaurus terms, definitions, and relationships in SKOS format. # # Data variables follow that are preceded by "##" in columns one and two. # Variables list, one per line, shortname-tab-var components: what, material, error, units, seasonality, data type, detail, method, C or N for Character or Numeric data) # ## samp_id sample identification,,,,,paleolimnology,,,C,sample ID ## depth_mid depth,,,centimeter,,paleolimnology,,,N,Mid-depth of sample within section ## age_model_mean age,,,year Common Era,,paleolimnology,,,N,Mean age ## C21 C21 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C21 ## C22 C22 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C22 ## C23 C23 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C23 ## C24 C24 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C24 ## C25 C25 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C25 ## C26 C26 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C26 ## C27 C27 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C27 ## C28 C28 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C28 ## C29 C29 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C29 ## C30 C30 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C30 ## C31 C31 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C31 ## C32 C32 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C32 ## C33 C33 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C33 ## C34 C34 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C34 ## C35 C35 n-alkane,sediment,,fraction,,paleolimnology,,gas chromatography - flame ionization detection,N,Fractional abundance of n-alkane C35 ## ACL average chain length,sediment,,dimensionless,,paleolimnology,,,N,Average chain length (C25-C33) ## CPI carbon preference index,sediment,,dimensionless,,paleolimnology,,,N,Carbon Preference Index (C21-C35) #------------------------ # Data: # Data lines follow (have no #) # Data line format - tab-delimited text, variable short name as header # Missing_Values: -999 samp_id depth_mid age_model_mean C21 C22 C23 C24 C25 C26 C27 C28 C29 C30 C31 C32 C33 C34 C35 ACL CPI LAG1-01 0.25 2010 0.05793 0 0.06124048 0.042389937 0.095889 0.041293 0.117354822 0.043251401 0.201795 0 0.215628 0 0.123229 0 0 29.41 6.65 LAG1-02 0.75 1996 0.051709 0.030652 0.05510769 0.043853471 0.08572 0.051072 0.110275456 0.052463464 0.165012 0.0393 0.166848 0.023442 0.091859 0 0.032687 29.22 2.98 LAG1-03 1.25 1979 0.060221 0.01938 0.05987662 0.02917966 0.084601 0.03359 0.109000366 0.037100381 0.180573 0.029758 0.19216 0.016253 0.109344 0 0.038963 29.39 4.75 LAG1-04 1.75 1967 0.06151 0.032299 0.06094668 0.038127371 0.088826 0.037588 0.109823243 0.04066902 0.171456 0.028705 0.177884 0.017809 0.099589 0 0.034769 29.28 3.88 LAG1-05 2.25 1959 0.063985 0 0.05989675 0.037178147 0.092725 0.035598 0.119670247 0.040839405 0.195571 0.031617 0.206178 0 0.116741 0 0 29.37 5.67 LAG1-06 2.75 1951 0.07877 0.033925 0.07576461 0.038368583 0.095622 0.032188 0.11291203 0.034615732 0.168803 0.024786 0.165568 0.013257 0.088322 0.006251 0.030848 29.12 4.15 LAG1-07 3.25 1943 0.050775 0.03489 0.05755543 0.036258338 0.087914 0.038807 0.112888545 0.042257879 0.169563 0.033038 0.173991 0.018266 0.097288 0.008306 0.038201 29.25 3.51 LAG1-08 3.75 1934 0.081674 0.036023 0.08304084 0.038334667 0.097522 0.031321 0.114205347 0.033352978 0.165018 0.025655 0.160134 0.012763 0.083744 0.006176 0.031037 29.06 4.14 LAG1-09 4.25 1921 0.070173 0.038322 0.06880817 0.036472276 0.087019 0.03158 0.114708238 0.035080108 0.172131 0.025011 0.172935 0.014449 0.091642 0.006559 0.035111 29.21 4.05 LAG1-10 4.75 1901 0.090543 0.037479 0.09155897 0.039406175 0.101433 0.035801 0.116937046 0.036401144 0.155774 0.025786 0.146375 0.014075 0.073636 0.006752 0.028043 28.91 3.81 LAG1-11 5.25 1878 0.069464 0.03404 0.07319548 0.038394038 0.095193 0.032029 0.123022904 0.033744092 0.169909 0.026495 0.163883 0.01357 0.085658 0.006436 0.034965 29.07 4.13 LAG1-12 5.75 1852 0.081875 0.040128 0.09272168 0.038107871 0.102583 0.032847 0.12721693 0.03200358 0.157569 0.02393 0.147291 0.011884 0.075184 0.006236 0.030423 28.89 4.10 LAG1-13 6.25 1821 0.053438 0 0.06763097 0.045800314 0.106731 0.047827 0.161560404 0.047780214 0.200356 0 0.181689 0 0.087187 0 0 28.95 5.88 LAG1-14 6.75 1788 0.064139 0.030008 0.09055271 0.036839998 0.104434 0.034026 0.145093843 0.031519684 0.167868 0.022109 0.153798 0.011498 0.074731 0.005748 0.027636 28.84 4.56 LAG1-15 7.25 1752 0.04962 0.030168 0.06874581 0.037523024 0.094899 0.035638 0.14484343 0.034285413 0.181216 0.02388 0.167811 0.012777 0.082346 0.006365 0.029881 28.99 4.32 LAG1-16 7.75 1714 0.085309 0.029757 0.08632606 0.039645985 0.101376 0.035698 0.120858312 0.03447051 0.165947 0.024032 0.154793 0.013003 0.075152 0.006441 0.027191 28.94 4.16 LAG1-17 8.25 1677 0.074897 0.028348 0.0776325 0.043326442 0.101352 0.035825 0.116245565 0.035911437 0.178923 0.034651 0.164983 0.011607 0.073013 0 0.023284 28.97 4.01 LAG1-18 8.75 1639 0.123431 0.040758 0.09300789 0.044261947 0.09841 0.034566 0.10031182 0.033885039 0.156271 0.024175 0.14426 0.011246 0.066794 0.005067 0.023555 28.93 3.78 LAG1-19 9.25 1600 0.089143 0.03576 0.07541514 0.046077156 0.093689 0.041582 0.107678028 0.041337911 0.171937 0.02844 0.163144 0 0.076299 0 0.029498 29.07 3.87 LAG1-20 9.75 1563 0.101675 0.045542 0.09054864 0.045629427 0.098398 0.035442 0.099857231 0.033233527 0.164391 0.025732 0.150696 0.011306 0.067199 0.005299 0.025051 28.96 3.63 LAG1-21 10.25 1525 0.058422 0.035082 0.06752487 0.046876049 0.092308 0.045137 0.10857998 0.040712907 0.175564 0.025741 0.171327 0.014064 0.080838 0.006203 0.03162 29.13 3.47 LAG1-22 10.75 1486 0.055326 0.025802 0.06709214 0.042282381 0.095866 0.032842 0.115025845 0.03416517 0.20191 0.031671 0.191441 0 0.0808 0 0.025776 29.14 4.75 LAG1-23 11.25 1449 0.060322 0.031568 0.07812699 0.041437021 0.09564 0.032663 0.1086134 0.034131167 0.184905 0.024228 0.178524 0.012897 0.082317 0.00592 0.028708 29.13 4.23 LAG1-24 11.75 1416 0.059465 0.03163 0.06726632 0.041404382 0.095521 0.034869 0.107298194 0.037328267 0.179167 0.028044 0.178226 0.014072 0.087944 0.00647 0.031294 29.17 3.93 LAG1-25 12.25 1387 0.054443 0.026895 0.06416707 0.03839791 0.087803 0.034522 0.10722526 0.037801333 0.184268 0.029474 0.188239 0.015264 0.096867 0 0.034634 29.30 4.24 LAG1-26 12.75 1361 0.060373 0.027921 0.07546516 0.041232977 0.09612 0.034606 0.112075398 0.036417976 0.184487 0.034467 0.17898 0.012164 0.082009 0 0.023682 29.12 4.13 LAG1-27 13.25 1336 0.091062 0.035902 0.08936968 0.042205891 0.099072 0.033504 0.104554534 0.033934213 0.167986 0.024704 0.159864 0.012011 0.074664 0.005512 0.025655 29.02 4.01 LAG1-28 13.75 1312 0.067442 0.027429 0.07475614 0.039083164 0.093292 0.033946 0.108296108 0.034356648 0.184353 0.044819 0.176979 0.011947 0.078145 0 0.025156 29.12 3.98 LAG1-29 14.25 1288 0.086325 0.033679 0.08397054 0.041518891 0.093275 0.031896 0.105507301 0.033059077 0.178425 0.021719 0.171298 0 0.076753 0.015399 0.027175 29.10 4.32 LAG1-30 14.75 1263 0.087761 0.053517 0.10098589 0.05606858 0.106417 0.036207 0.102954928 0.031028744 0.164337 0.021003 0.147594 0.01045 0.057987 0.00476 0.018929 28.82 3.44 LAG1-31 15.25 1239 0.08295 0.034267 0.09423659 0.042574 0.100013 0.036448 0.108423631 0.033698418 0.177378 0.023933 0.163077 0.012401 0.063816 0.005338 0.021447 28.94 4.02 LAG1-32 15.75 1216 0.071171 0.050591 0.08475465 0.051487349 0.096064 0.033486 0.102578614 0.030451165 0.180111 0.022172 0.171333 0.011062 0.066858 0.005149 0.022732 29.03 3.66 LAG1-33 16.25 1194 0.085801 0.031781 0.10930801 0.043701214 0.115043 0.036652 0.130609869 0.03304132 0.160542 0.021731 0.135581 0.010278 0.061747 0.004336 0.019849 28.66 4.22 LAG1-34 16.75 1171 0.10214 0.028022 0.09640397 0.040962999 0.102586 0.033892 0.109920453 0.029614267 0.174456 0.04025 0.157429 0.009152 0.057097 0 0.018074 28.86 4.17 LAG1-35 17.25 1148 0.121525 0.030095 0.10642648 0.042531895 0.105854 0.032786 0.107074808 0.028408063 0.167801 0.020121 0.151098 0.009071 0.05621 0.003614 0.017383 28.81 4.58 LAG1-36 17.75 1124 0.089061 0.039049 0.09639266 0.047750287 0.108357 0.034993 0.111864146 0.030668272 0.170502 0.021485 0.15185 0.011443 0.06023 0.005672 0.020682 28.81 3.95 LAG1-37 18.25 1101 0.088082 0.025894 0.0916702 0.041136366 0.101065 0.031165 0.113300183 0.030169663 0.181343 0.030672 0.164122 0.010218 0.063109 0.010316 0.01774 28.92 4.27 LAG1-38 18.75 1078 0.079574 0.027511 0.09097645 0.043155849 0.106283 0.037217 0.117481707 0.032342925 0.181114 0.02014 0.16584 0.010177 0.064964 0.004076 0.019148 28.89 4.44 LAG1-39 19.25 1055 0.074717 0.039617 0.09306091 0.048605437 0.107529 0.037422 0.112331061 0.031136308 0.170905 0.02112 0.155057 0.012237 0.065873 0.006245 0.024145 28.87 3.84 LAG1-40 19.75 1032 0.076114 0.027976 0.09154127 0.039180578 0.101456 0.032504 0.114480952 0.030035203 0.179187 0.021803 0.165851 0.01252 0.073074 0.006086 0.028192 28.98 4.57 LAG1-41 20.25 1009 0.089259 0.030894 0.1163106 0.042269408 0.113913 0.035473 0.111467477 0.028184663 0.161146 0.020042 0.146412 0.011366 0.063928 0.005416 0.02392 28.78 4.43 LAG1-42 20.75 986 0.077194 0.049517 0.09996682 0.054737611 0.103705 0.0355 0.104963964 0.028949038 0.163691 0.022217 0.151919 0.011723 0.065503 0.005936 0.02448 28.90 3.55 LAG1-43 21.25 963 0.089507 0.030432 0.09792573 0.040414718 0.10232 0.032103 0.111899694 0.028261755 0.176225 0.020822 0.161685 0.011335 0.06785 0.005527 0.023691 28.94 4.59 LAG1-44 21.75 940 0.092699 0.026084 0.09382782 0.037887571 0.099757 0.031017 0.110200715 0.02731918 0.176699 0.020102 0.1671 0.011804 0.073246 0.005683 0.026573 29.01 4.88 LAG1-45 22.25 916 0.098679 0.048095 0.10673838 0.052146222 0.106695 0.035687 0.103730528 0.028012695 0.154728 0.019131 0.143817 0.011004 0.063158 0.005542 0.022836 28.84 3.71 LAG1-46 22.75 893 0.119204 0.028224 0.11255375 0.039545159 0.100383 0.029702 0.104191652 0.025403639 0.158844 0.018246 0.149033 0.010647 0.066271 0.015863 0.021888 28.92 4.54 LAG1-47 23.25 871 0.113836 0.02504 0.11300088 0.039133836 0.102997 0.031732 0.109567233 0.027041414 0.164063 0.023031 0.148484 0.010561 0.064958 0.005207 0.021347 28.87 4.76 LAG1-48 23.75 848 0.102466 0.050908 0.10537565 0.053229635 0.1024 0.034939 0.101346744 0.027825914 0.153987 0.019335 0.143418 0.011354 0.063838 0.006051 0.023527 28.88 3.60 LAG1-49 24.25 825 0.078042 0.023135 0.09296159 0.036368535 0.0966 0.034845 0.116886626 0.0341544 0.1772 0.027932 0.161506 0.019948 0.07296 0 0.02746 28.99 4.37 LAG1-50 24.75 801 0.084907 0.027662 0.10512423 0.039767374 0.106428 0.030828 0.11329566 0.026998795 0.179567 0.031674 0.161201 0.008662 0.060416 0.007396 0.016071 28.86 4.49 LAG1-51 25.25 778 0.083518 0.042888 0.10086176 0.049091345 0.101566 0.034841 0.107894214 0.028821657 0.167732 0.019737 0.153744 0.011526 0.066699 0.006023 0.025058 28.92 3.90 LAG1-52 25.75 754 0.09344 0.031148 0.09948134 0.03974454 0.105476 0.030899 0.116209311 0.029424799 0.171639 0.020892 0.153166 0.011222 0.067118 0.005238 0.024903 28.87 4.58 LAG1-53 26.25 732 0.102716 0.028487 0.09824967 0.040558918 0.102115 0.032792 0.113118226 0.029146419 0.165751 0.025258 0.148682 0.011225 0.068837 0.005266 0.027796 28.90 4.41 LAG1-54 26.75 708 0.108669 0.034505 0.10423037 0.042239462 0.10316 0.033564 0.117360212 0.029037951 0.169058 0.023184 0.148036 0.008526 0.059626 0.003157 0.015645 28.81 4.38 LAG1-55 27.25 684 0.098411 0.048073 0.10588059 0.056146084 0.109803 0.042558 0.114295435 0.03213713 0.154389 0.020158 0.13495 0.008517 0.055156 0.003161 0.016365 28.64 4.24 LAG1-56 27.75 661 0.108936 0.036851 0.11793616 0.046957331 0.111144 0.036861 0.122351051 0.030110055 0.159772 0.017832 0.132656 0.007746 0.053179 0.00272 0.014948 28.80 4.34 LAG1-57 28.25 637 0.087468 0.034213 0.1013106 0.044578385 0.105562 0.03858 0.125489571 0.032183134 0.171349 0.018572 0.149162 0.009085 0.063442 0 0.019007 28.62 3.88 LAG1-58 28.75 613 0.095359 0.041799 0.11224466 0.046593567 0.114053 0.039733 0.125724829 0.031345909 0.156538 0.023205 0.132463 0.00808 0.055013 0.002783 0.015064 28.87 4.63 LAG1-59 29.25 589 0.090211 0.02909 0.09071591 0.040954188 0.10454 0.033149 0.115382446 0.031472366 0.188424 0.020063 0.165104 0.009386 0.05924 0.003736 0.018533 28.65 4.07 LAG1-60 29.75 564 0.088162 0.040938 0.10753107 0.047435429 0.112563 0.03776 0.130732623 0.031069404 0.163764 0.018357 0.135331 0.008308 0.057883 0.00304 0.017127 28.59 3.36 LAG1-61 30.25 539 0.070046 0.053677 0.10444956 0.058070103 0.116906 0.043577 0.127749655 0.033497691 0.158594 0.019178 0.132332 0.008611 0.05465 0.003114 0.015548 28.97 3.61 LAG1-62 30.75 514 0.047334 0.03019 0.06987291 0.043361707 0.104303 0.047604 0.136496708 0.047383101 0.183083 0.043388 0.159782 0 0.087201 0 0 28.79 4.22 LAG1-63 31.25 488 0.065299 0.040428 0.09989981 0.044997678 0.109136 0.035842 0.129380566 0.030908854 0.178283 0.019715 0.153733 0.008829 0.063246 0.003025 0.017276 28.88 3.54 LAG1-64 31.75 463 0.069807 0.052577 0.10022359 0.05267743 0.102273 0.036538 0.11278125 0.031453884 0.168693 0.021429 0.150061 0.010924 0.065309 0.004683 0.020571 28.80 4.10 LAG1-65 32.25 437 0.076354 0.046573 0.11039937 0.047472177 0.10509 0.034131 0.117436875 0.02845582 0.179198 0.01988 0.154419 0.007958 0.055901 0.002606 0.014126 28.84 4.36 LAG1-66 32.75 411 0.065595 0.039342 0.10757609 0.045826045 0.108276 0.034351 0.116839624 0.029005347 0.185068 0.019264 0.162269 0.008283 0.059562 0.002834 0.015908 28.85 4.09 LAG1-67 33.25 385 0.053682 0.041812 0.09995708 0.049510505 0.111696 0.03795 0.116015585 0.02895093 0.183904 0.018473 0.165689 0.008987 0.06228 0.003692 0.017401 28.82 4.78 LAG1-68 33.75 360 0.056448 0.030556 0.10030975 0.043457783 0.114454 0.03332 0.125055455 0.028486906 0.190341 0.018891 0.16779 0.008818 0.062726 0.003125 0.016221 28.84 4.90 LAG1-69 34.25 335 0.051023 0.026476 0.09455602 0.040212489 0.113144 0.03251 0.12844326 0.028934381 0.196886 0.019254 0.172346 0.009043 0.063892 0.007447 0.015833 28.81 3.91 LAG1-70 34.75 310 0.046788 0.042563 0.09282374 0.051963503 0.113793 0.037142 0.122127926 0.030530258 0.185424 0.02237 0.163867 0.009293 0.061927 0.003413 0.015974 28.91 3.45