# Lake Malawi 1.3MYr Geochemical Data and Principal Components Analysis
#----------------------------------------------------------------------- 
#                World Data Service for Paleoclimatology, Boulder 
#                                  and 
#                     NOAA Paleoclimatology Program 
#             National Centers for Environmental Information (NCEI)
#----------------------------------------------------------------------- 
# NOTE: Please cite original publication, online resource and date accessed when using this data.
# If there is no publication information, please cite Investigator, title, online resource and date accessed.
#
# Description/Documentation lines begin with #
# Data lines have no #
#
# Online_Resource: https://www.ncdc.noaa.gov/paleo/study/19424
# Online_Resource: http://www1.ncdc.noaa.gov/pub/data/paleo/paleolimnology/eastafrica/malawi2015pca.txt
#
# Archive: Paleolimnology
#
# Parameter_Keywords: geochemistry, carbon isotopes, physical properties
#---------------------------------------
# Contribution_Date
#    Date: 2015-12-07
#---------------------------------------
# Title
#    Study_Name: Lake Malawi 1.3MYr Geochemical Data and Principal Components Analysis
#---------------------------------------
# Investigators
#      Investigators: Lyons, R.P.; Scholz, C.A.; Cohen, A.S.; King, J.W.; Brown, E.T.; Ivory, S.J.; Johnson, T.C.; Deino, A.L.; Reinthal, P.N.; McGlue, M.M.; Blome, M.W.
#---------------------------------------
# Description and Notes
#        Description: Continuous geochemical data and principal components analysis for sediments collectd in Lake Malawi, East Africa, for the past 1.3 million years. 
#	 PCA was performed on total organic carbon (TOC), d13C of organic matter, saturated bulk density, carbonate abundance, and lightness of color (L*).
#         Provided Keywords: Tropical paleoclimate
#---------------------------------------
# Publication
# Authors: Robert P. Lyons, Christopher A. Scholz, Andrew S. Cohen, John W. King, Erik T. Brown, Sarah J. Ivory, Thomas C. Johnson, Alan L. Deino, Peter N. Reinthal, Michael M. McGlue, and Margaret W. Blome
# Published_Date_or_Year: 2015-12-07
# Published_Title: Continuous 1.3-million-year record of East African hydroclimate, and implications for patterns of evolution and biodiversity
# Journal_Name: Proceedings of the National Academy of Sciences
# Volume: 
# Issue: 
# Pages: 
# Report Number: 
# DOI: 10.1073/pnas.1512864112
# Online_Resource: http://www.pnas.org/content/early/2015/12/01/1512864112.abstract
# Full_Citation:
# Abstract: The transport of moisture in the tropics is a critical process for the global energy budget and on geologic timescales, has markedly influenced continental landscapes, migratory pathways, and biological evolution. Here we present a continuous, first-of-its-kind 1.3-My record of continental hydroclimate and lake-level variability derived from drill core data from Lake Malawi, East Africa (9-15S). Over the Quaternary, we observe dramatic shifts in effective moisture, resulting in large-scale changes in one of the world's largest lakes and most diverse freshwater ecosystems. Results show evidence for 24 lake level drops of more than 200 m during the Late Quaternary, including 15 lowstands when water levels were more than 400 m lower than modern. A dramatic shift is observed at the Mid-Pleistocene Transition (MPT), consistent with far-field climate forcing, which separates vastly different hydroclimate regimes before and after ~800,000 years ago. Before 800 ka, lake levels were lower, indicating a climate drier than today, and water levels changed frequently. Following the MPT high-amplitude lake level variations dominate the record. From 800 to 100 ka, a deep, often overfilled lake occupied the basin, indicating a wetter climate, but these highstands were interrupted by prolonged intervals of extreme drought. Periods of high lake level are observed during times of high eccentricity. The extreme hydroclimate variability exerted a profound influence on the Lake Malawi endemic cichlid fish species flock; the geographically extensive habitat reconfiguration provided novel ecological opportunities, enabling new populations to differentiate rapidly to distinct species. 
#---------------------------------------
# Funding_Agency
#    Funding_Agency_Name: US National Science Foundation
#    Grant:  EAR 0602453
#---------------------------------------
# Site Information
# Site_Name: GLAD7-MAL05-1
# Location: Africa>Eastern Africa>Malawi
# Country: Malawi
# Northernmost_Latitude: -11.29389
# Southernmost_Latitude: -11.29389
# Easternmost_Longitude: 34.43722
# Westernmost_Longitude: 34.43722
# Elevation: 500 m
#---------------------------------------
# Data_Collection
#   Collection_Name: Malawi2015PCA
#   First_Year: 1275686
#   Last_Year: 10694
#   Time_Unit: cal yr BP
#   Core_Length: 379
#   Notes: 
#---------------------------------------
# Chronology: 
# 
# Sample	Depth	Method	Age	Error	
# GLAD7-MAL05-1B-54E	167.84	Ar-Ar	590	20	
# GLAD7-MAL05-1B-83E-3	241.63	Ar-Ar	915	6	
# GLAD7-MAL05-1B-55E-1	167.5	Excursion	~575	NaN  Lund	15a	
# GLAD7-MAL05-1B-57E-1	172	Excursion	605	NaN  Lund	15B	
# GLAD7-MAL05-1B-64E-2	190	Excursion	665	NaN  Lund	17a	
# GLAD7-MAL05-1B-77E-1	222	Reversal	790	NaN  Lund	Brunhes-Matuyama	
# GLAD7-MAL05-1B-87E-1	247	Excursion	932	NaN  Lund	Santa Rosa	
# GLAD7-MAL05-1B-96E-2	271.5	Reversal	987	NaN  Lund	Upper Jaramillo	
# GLAD7-MAL05-1B-104E-2	290	Reversal	1010	NaN  Lund	Lower Jaramillo	
# GLAD7-MAL05-1B-113E-2	313	Excursion	1120	NaN  Lund	Punaruu	
# GLAD7-MAL05-1B-126E-2	342	Reversal	1190	NaN  Lund	Cobb Mountain	
# GLAD7-MAL05-1B-128E-2	347	Reversal	1220	NaN  Lund	Cobb Mountain	
# 
#---------------------------------------
# Variables
# Data variables follow that are preceded by "##" in columns one and two.
# Variables list, one per line, shortname-tab-longname components (9 components: what, material, error, units, seasonality, archive, detail, method, C or N for Character or Numeric data)
#
## depth_m	depth, , , m, , , Principal Component Analysis composite depth, ,N
## age_calBP	age, , , calendar years before present, , , , ,N
## pc1	principal component 1, , , , ,paleolimnology, , ,N 
#
#------------------------
# Data
# Data lines follow (have no #)
# Data line format - tab-delimited text, variable short name as header
# Missing Value: 
#
depth_m	age_calBP	pc1
6.51	10693.99534	-9.5149
6.667	11040.3094	-1.4229
6.827	11396.87596	-1.3356
6.987	11757.06618	-1.0688
7.141	12107.12867	-0.8502
7.301	12474.29641	-1.3104
7.393	12686.99987	-1.7295
7.552	13057.29945	-2.3109
7.712	13433.33213	-1.9169
7.872	13812.7337	-1.7352
8.032	14195.45809	-1.3172
8.192	14581.45925	-1.1593
8.352	14970.69111	-1.6151
8.512	15363.1076	-1.7324
8.672	15758.66269	-1.528
8.832	16157.31029	-2.298
8.96	16478.42403	-3.257
9.119	16879.98724	-2.3827
9.279	17287.03048	-2.1761
9.439	17696.99151	-1.5332
9.599	18109.82425	-1.7282
9.759	18525.48265	-1.6786
9.919	18943.92066	-1.5844
10.079	19365.0922	-1.8972
10.216	19727.85784	-2.0173
10.346	20073.88365	-1.7616
10.501	20488.70324	-1.5693
10.661	20919.42954	-1.5548
10.821	21352.67577	-1.5845
10.981	21788.39587	-1.2955
11.141	22226.54379	-1.3035
11.301	22667.07345	-1.6247
11.451	23082.19217	-1.7684
11.66	23663.94218	-2.0432
11.985	24576.1065	-1.7226
12.105	24915.15684	-1.6195
12.265	25369.0618	-1.4831
12.415	25796.46782	-1.2705
12.573	26248.58329	-1.2928
12.733	26708.37876	-1.3362
12.893	27170.09767	-1.3197
13.053	27633.69398	-1.4492
13.213	28099.12162	-0.4013
13.22	28119.52518	-0.8754
13.374	28569.26013	-1.3524
13.534	29038.22298	-1.4391
13.694	29508.8787	-1.4254
13.854	29981.18121	-1.151
14.014	30455.08447	-0.0809
14.174	30930.54241	-1.2634
14.334	31407.50897	-1.392
14.494	31885.93809	-1.549
14.654	32365.78371	-0.4946
14.753	32663.37744	-1.7518
14.986	33365.78286	-1.7527
15.026	33486.64334	-2.7096
15.182	33958.747	-1.2643
15.342	34444.15872	-1.7837
15.502	34930.74282	-1.3703
15.655	35397.09298	-1.3453
15.815	35885.83737	-1.4676
15.975	36375.61797	-1.7733
16.135	36866.38872	-1.7863
16.294	37355.02752	-0.9174
16.39	37650.48712	-1.7474
16.55	38143.61142	-1.6394
16.71	38637.56034	-2.1825
16.866	39119.91052	-2.044
17.026	39615.35277	-1.7318
17.168	40055.63512	-1.7387
17.328	40552.33662	-1.7469
17.455	40947.0233	-1.7222
17.615	41444.76944	-1.6251
17.96	42519.73694	-2.082
18.108	42981.50607	-2.152
18.257	43446.72025	-1.7027
18.417	43946.59985	-1.5174
18.577	44446.76661	-1.617
18.737	44947.17447	-1.8427
18.897	45447.77737	-1.888
19.057	45948.52924	-1.5407
19.217	46449.38404	-1.9505
19.286	46665.39791	-2.1033
19.439	47144.40438	-1.991
19.565	47538.87724	-0.9652
19.725	48039.75352	-1.4493
19.885	48540.54041	-0.9386
20.045	49041.19186	-1.2231
20.205	49541.66181	-1.4458
20.365	50041.90419	-1.4171
20.525	50541.87294	-1.5385
20.65	50932.25343	-1.4681
20.96	51899.41352	-1.1284
21.07	52242.21521	-0.9408
21.23	52740.4297	-0.8875
21.39	53238.12154	-1.0818
21.55	53735.24468	-1.3506
21.694	54182.13121	-1.7827
21.827	54594.40914	-1.5934
21.987	55089.74433	-1.4984
22.147	55584.33895	-1.432
22.292	56031.88711	-1.4681
22.443	56497.23086	-1.1758
22.603	56989.46218	-1.1636
22.763	57480.7756	-1.1118
22.923	57971.12507	-1.1449
23.083	58460.46453	-0.9542
23.243	58948.74791	-0.7286
23.403	59435.92915	-1.0159
23.563	59921.9622	-1.1058
23.96	61122.67557	-1.4006
24.116	61592.32658	-1.4389
24.276	62072.68302	-1.0994
24.436	62551.63994	-1.0437
24.596	63029.15128	-0.8798
24.756	63505.171	-0.2657
24.916	63979.65302	-1.4299
25.076	64452.55128	-0.6819
25.236	64923.81973	-1.1205
25.396	65393.41231	-1.1941
25.429	65490.05309	-0.5985
25.584	65942.97984	-1.9391
25.744	66408.76835	-1.3671
25.904	66872.73474	-1.3021
26.064	67334.83296	-1.1636
26.224	67795.01694	-0.1738
26.384	68253.24062	-1.3875
26.544	68709.45794	-1.8003
26.559	68752.1238	-2.0956
26.702	69157.95864	-1.5741
26.96	69885.9027	-1.4163
27.118	70328.92168	-1.0537
27.278	70775.34451	-1.1397
27.438	71219.50363	-1.5452
27.598	71661.35296	-1.6781
27.749	72076.18826	-1.081
27.906	72505.24051	-1.2977
28.055	72910.25405	-1.1379
28.215	73342.76501	-1.2908
28.375	73772.7425	-1.4401
28.412	73871.80925	-1.5264
28.565	74279.98668	-1.7372
28.71	74664.59902	-1.5343
28.87	75086.44694	-1.7823
29.03	75505.57285	-2.3347
29.188	75916.74347	-2.1182
29.348	76330.32261	-1.806
29.508	76741.04212	-1.4801
29.668	77148.85595	-2.7978
29.823	77541.11123	-1.9588
29.96	77885.47449	-2.2118
30.279	78249.7572	-1.2564
30.439	78401.2452	-0.9857
30.599	78552.7332	-0.1918
30.759	78704.2212	-1.472
30.919	78855.7092	-2.3558
31.079	79007.1972	-2.5973
31.234	79153.9512	-2.93
31.278	79195.6104	-2.5065
31.4	79311.12	-2.6987
31.56	79462.608	-2.2155
31.72	79614.096	-2.2617
31.88	79765.584	-1.9796
32.04	80026.95672	-1.9097
32.2	80617.9996	-1.8979
32.344	81149.93819	-1.5929
32.484	81667.10071	-1.04
32.965	83443.92337	-1.329
33.103	83953.69785	-2.1416
33.263	84544.74073	-1.376
33.423	85135.78361	-1.9859
33.579	85712.05042	-2.4434
33.61	85826.56498	-2.1729
33.74	86306.78732	-1.4384
33.9	86897.8302	-1.5121
34.06	87488.87308	-1.6198
34.22	88079.91596	-1.4417
34.38	88670.95884	-1.5013
34.54	89262.00172	-1.306
34.7	89853.0446	-1.8865
34.746	90022.96943	-1.9211
34.904	90606.62427	-2.4979
35.064	91197.66715	-1.4855
35.224	91788.71003	-1.8252
35.384	92379.75291	-2.1481
35.544	92970.79579	-1.2382
35.704	93561.83867	-1.0588
35.97	94544.44746	0.137
36.107	95050.52793	-0.2339
36.267	95641.57081	0.0763
36.427	96232.61369	0.308
36.586	96819.96255	0.8615
36.746	97411.00543	0.915
36.906	98002.04831	1.2457
37.066	98593.09119	1.2658
37.226	99184.13407	-0.1443
37.364	99693.90855	-0.5127
37.523	100281.2574	0.0301
37.683	100872.3003	0.9781
37.843	101463.3432	2.4232
38.003	102054.3861	1.5085
38.163	102645.4289	1.6714
38.323	103236.4718	1.1275
38.483	103827.5147	0.9839
38.643	104418.5576	0.7191
38.956	105574.7852	0.6392
39.096	106091.9477	0.3727
39.256	106682.9906	0.7943
39.416	107274.0335	0.9882
39.576	107865.0764	0.4956
39.736	108456.1192	0.3766
39.896	109047.1621	-3.28E-03
40.056	109638.205	-0.0111
40.178	110088.8752	-0.6254
40.338	110679.9181	-0.1193
40.498	111270.961	-0.7051
40.658	111862.0038	0.5031
40.818	112453.0467	1.3663
40.964	112992.3734	0.3018
41.114	113546.4761	0.5018
41.96	116671.6153	-2.9521
42.09	117151.8376	-1.7526
42.25	117742.8805	-2.2585
42.41	118333.9234	-1.9214
42.545	118832.6158	-0.5774
42.705	119423.6587	-1.7723
42.865	120014.7016	-1.6877
43.025	120605.7445	-2.0103
43.049	120694.4009	-1.7037
43.209	121285.4438	-1.2385
43.369	121876.4866	-1.9282
43.529	122467.5295	-1.498
43.689	123058.5724	-1.1678
43.846	123638.5332	-1.3308
44.006	124229.5761	-1.4055
44.171	124839.0891	-1.6917
44.19	124909.2754	-0.237
44.35	125500.3183	-1.3902
44.96	127753.6693	-1.3619
45.106	128292.9959	-1.0657
45.266	128884.0388	-0.2524
45.426	129475.0817	0.4255
45.586	130066.1245	0.1226
45.746	130657.1674	1.0571
45.906	131248.2103	1.4851
46.066	131839.2532	1.3882
46.226	132430.2961	1.3704
46.397	133061.9731	0.8729
46.557	133653.016	1.5678
46.717	134244.0589	1.5236
46.877	134835.1018	1.72
47.033	135411.3686	1.1738
47.193	136002.4115	1.4735
47.353	136593.4544	1.2088
47.508	137166.0271	0.7148
47.668	137757.07	1.2651
47.98	138909.6036	0.9913
48.004	138998.2601	0.8952
48.161	139578.2209	1.8495
48.321	140169.2638	1.6948
48.481	140760.3067	1.2747
48.641	141351.3495	1.2707
48.801	141942.3924	1.4644
48.961	142533.4353	1.4135
49.121	143124.4782	1.4148
49.281	143715.5211	1.3655
49.441	144306.5639	1.1816
49.45	144339.8101	1.4909
49.605	144912.3829	1.2981
49.765	145503.4258	1.2785
49.925	146094.4687	0.1581
50.085	146685.5115	1.0323
50.245	147276.5544	1.5571
50.404	147863.9033	1.0703
50.564	148454.9462	1.2688
50.724	149045.989	0.1777
50.96	149917.7773	1.6149
51.118	150501.4321	1.5691
51.278	151092.475	1.9496
51.438	151683.5179	2.0584
51.598	152274.5608	1.8304
51.758	152865.6036	1.9446
51.918	153456.6465	1.9605
52.078	154047.6894	1.9893
52.238	154638.7323	1.7075
52.384	155178.0589	1.5795
52.534	155732.1616	0.6833
52.694	156323.2045	2.1783
52.854	156914.2474	1.794
53.014	157505.2903	1.9874
53.174	158096.3331	1.9249
53.334	158687.376	2.2942
53.494	159278.4189	1.9546
53.654	159869.4618	1.7585
53.814	160460.5047	1.9953
53.975	161055.2416	1.8355
54.095	161498.5237	1.7103
54.255	162089.5666	1.9748
54.415	162680.6095	2.0699
54.5	162994.601	1.8084
54.657	163574.5618	1.716
54.817	164165.6047	2.1645
54.977	164756.6476	2.1033
55.135	165340.3024	2.1367
55.295	165931.3453	2.4659
55.455	166522.3882	2.219
55.615	167113.4311	2.453
55.635	167187.3114	2.5071
55.792	167767.2723	2.2082
55.952	168358.3151	2.4135
56.112	168949.358	2.6503
56.272	169540.4009	2.3112
56.432	170131.4438	2.4836
56.516	170441.7413	2.0209
58.51	177807.6132	1.3538
58.804	178893.6545	1.914
59.097	179976.0017	2.5529
59.391	181062.043	1.1689
59.607	181859.9509	1.0086
59.901	182945.9922	2.584
60.007	183337.5581	1.4473
60.117	183743.9001	2.4199
60.277	184334.943	3.1819
60.437	184925.9859	2.1894
60.597	185517.0287	2.0391
60.757	186108.0716	2.4826
60.917	186699.1145	1.5067
61.077	187290.1574	2.3276
61.159	187593.0669	2.0947
61.309	188147.1696	2.5552
61.468	188734.5184	2.6574
61.628	189325.5613	2.6029
61.781	189890.7461	2.5515
62.051	190888.1309	1.9702
62.322	191889.2098	2.4261
62.593	192890.2887	2.1036
62.783	193592.1521	2.6084
62.96	194245.9933	2.46
63.106	194785.3199	3.2926
63.254	195332.0346	3.7084
63.4	195871.3612	3.4012
63.548	196418.0759	2.7868
63.696	196964.7905	2.3352
63.843	197507.8112	2.7655
63.991	198054.5258	2.3181
64.112	198501.502	1.821
64.259	199044.5227	1.7692
64.406	199587.5433	1.4794
64.554	200134.258	1.7322
64.702	200680.9726	1.8744
64.85	201227.6873	2.056
64.964	201648.8054	1.3948
65.11	202188.132	1.998
65.258	202734.8466	2.108
65.405	203277.8673	1.6738
65.553	203824.582	1.8152
65.701	204371.2966	0.7597
65.842	204892.1532	-0.5143
65.99	205438.8678	0.5427
66.071	205738.0833	1.1325
66.211	206255.2458	1.7288
66.351	206772.4083	1.0089
66.488	207278.4888	0.4931
66.628	207795.6513	1.3314
66.765	208301.7318	0.7975
66.906	208822.5883	1.0649
67.015	209225.2363	0.1646
67.151	209727.6227	0.5648
67.29	210241.0912	0.9837
67.43	210758.2537	0.8396
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