Citation:

PANGAEA.973701 (DOI registration in progress)

Name: Soil properties in the North-Western Kurdistan region, Iraq, derived from laboratory measurements
Published: 2024
License: https://creativecommons.org/licenses/by/4.0/
Keywords: digital soil mapping; FTIR spectroscopy; Iraq; machine learning; soil depth; soil properties; spatial modelling

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Abstract:

Soil information is valuable for many disciplines (e.g. agriculture, geomorphology, geology, archaeology) and can be used to produce maps or statistics on soil productivity. As part of the project CRC1070 ResourceCulture, we collected information on the soil quality in the Dohuk province of the Kurdistan region of Iraq. In total, 561 samples were collected at 136 locations in 2017, 2018, 2022, and 2023. These samples were collected at different depth increments (0 - 10, 10 - 30, 30 - 50, 50 - 70 and 70 - 100 cm) with an auger before being prepared and measured with mid-infrared (MIR) spectroscopy. Part of these samples (109) were selected to be analyzed in a laboratory, measuring texture, pH, organic and total carbon, nitrogen, sulfur, electrical conductivity, bulk density and calcium carbonate. A Cubist model was used to predict the remaining samples based on the MIR spectra. We then modelled digital soil mapping with machine learning methods (ensemble learning, linear regression, decision trees) for these soil components. Additionally, we mapped the soil depth using the information collected in the field. This dataset can help any researcher regarding soil information, forming a unique regional database.

Here, samples were air dried (35 - 45 °C) for 24 h; root fragments were removed and sieved (< 2 mm); for the CNS analysis (Ct, Nt and Corg, with Vario EL III, Elementar), samples were ground below 1 µm (Fritsch, Pulverisette 5/4, classic line). The texture was measured with wet sieving (2 - 0.063 mm fraction) and SediGraph III (Micrometrics) for the lower fractions (0.063 - 0.000063). pH was measured with a ProfiLine pH 3310 (WTW) in Kcl solution, while the CaCO3 was calculated using the calcimeter method. The conductivity was measured in micro siemens per second [µS/cm], with a Cond 330i/340i (WTW). Finally, we calculated the mean weight diameter of the aggregate (mm) based on the texture results and the following formula MWD=Xi∗Wi/100.

Keyword(s):

digital soil mapping; FTIR spectroscopy; Iraq; machine learning; soil depth; soil properties; spatial modelling

Funding:

German Research Foundation (DFG), grant/award no. 215859406 : A hunt for resources? Spatial models in the ResourceCultures at the northern periphery of Mesopotamia (B07)

Coverage:

Median Latitude: 36.993887 * Median Longitude: 42.695546 * South-bound Latitude: 36.781288 * West-bound Longitude: 42.419542 * North-bound Latitude: 37.206902 * East-bound Longitude: 43.038379

Date/Time Start: 2017-09-01T00:00:00 * Date/Time End: 2023-10-03T00:00:00

Minimum DEPTH, sediment/rock: 0.05 m * Maximum DEPTH, sediment/rock: 0.85 m

Event(s):

B07_2022_003 * Latitude: 36.933910 * Longitude: 42.536446 * Date/Time: 2022-09-24T00:00:00 * Location: Dohuk directorate, Iraq * Campaign: (B07 SFB 1070 soil survey 2022) * Basis: Sampling on land * Method/Device: Auger (AUG)

B07_2022_004 * Latitude: 36.993461 * Longitude: 42.472119 * Date/Time: 2022-09-17T00:00:00 * Location: Dohuk directorate, Iraq * Campaign: (B07 SFB 1070 soil survey 2022) * Basis: Sampling on land * Method/Device: Auger (AUG)

B07_2022_007 * Latitude: 36.951637 * Longitude: 42.618166 * Date/Time: 2022-09-25T00:00:00 * Location: Dohuk directorate, Iraq * Campaign: (B07 SFB 1070 soil survey 2022) * Basis: Sampling on land * Method/Device: Auger (AUG)

Parameter(s):

#	Name	Short Name	Unit	Principal Investigator	Method/Device	Comment
1	Event label	Event		Bellat, Mathias
2	Laboratory code/label	Lab label		Bellat, Mathias
3	LATITUDE	Latitude		Bellat, Mathias		Geocode
4	LONGITUDE	Longitude		Bellat, Mathias		Geocode
5	Depth, top/min	Depth top	m	Bellat, Mathias
6	Depth, bottom/max	Depth bot	m	Bellat, Mathias
7	DEPTH, sediment/rock	Depth sed	m	Bellat, Mathias		Geocode – mean
8	DATE/TIME	Date/Time		Bellat, Mathias		Geocode
9	pH	pH		Bellat, Mathias	pH-meter, WTW pH 3310, pH probe WTW SenTix 81
10	Calcium carbonate	CaCO3	%	Bellat, Mathias	Calcimeter, Royal Eijkelkamp, 08.53
11	Nitrogen, total	TN	%	Bellat, Mathias	Carbon and nitrogen and sulfur (CNS) isotope element analyzer, Elementar, Vario EL III
12	Sulfur, total	TS	%	Bellat, Mathias	Carbon and nitrogen and sulfur (CNS) isotope element analyzer, Elementar, Vario EL III
13	Carbon, total	TC	%	Bellat, Mathias	Carbon and nitrogen and sulfur (CNS) isotope element analyzer, Elementar, Vario EL III
14	Carbon, organic, total	TOC	%	Bellat, Mathias	Carbon and nitrogen and sulfur (CNS) isotope element analyzer, Elementar, Vario EL III
15	Conductivity, electrolytic	EC	µS/cm	Bellat, Mathias	Conductivity meter, Nova Analytics, WTW Cond 330i
16	Size fraction 2.000-0.630 mm, coarse sand	2000-630 µm	%	Bellat, Mathias	Grain size, sieving	coarse sand
17	Size fraction 0.630-0.200 mm, medium sand	630-200 µm	%	Bellat, Mathias	Grain size, sieving	medium sand
18	Size fraction 0.200-0.125 mm, fine sand	200-125 µm	%	Bellat, Mathias	Grain size, sieving	fine sand
19	Size fraction 0.125-0.063 mm, 3.0-4.0 phi, very fine sand	125-63 µm	%	Bellat, Mathias	Grain size, sieving	fine fine sand
20	Size fraction 2.000-0.063 mm, sand	2000-63 µm	%	Bellat, Mathias	Grain size, sieving	sand
21	Size fraction 0.063-0.020 mm, coarse silt	63-20 µm gU	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III	coarse silt
22	Size fraction 0.020-0.0063 mm, medium silt	20-6.3 µm mU	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III	medium silt
23	Size fraction 0.0063-0.002 mm, fine silt	6.3-2 µm fU	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III	fine silt
24	Size fraction 0.063-0.002 mm, silt, mud	63-2 µm	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III	silt
25	Size fraction 2-0.63 µm, coarse clay	2-0.63 µm	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III	coarse clay
26	Size fraction 0.63-0.063 µm, medium and fine clay	0.63-0.063 µm	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III	medium and fine clay
27	Size fraction 2-0.063 µm	2-0.063 µm	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III	clay
28	Size fraction 0.063-0.000063 mm, silt+clay	63-0.063 µm	%	Bellat, Mathias	Particle Size Analyser, Micrometrics, SediGraph III
29	Size fraction < 2.0 mm	<2000 µm	%	Bellat, Mathias		Size fraction 2-0.000063 mm, sand,silt+clay
30	Particle size, mean	Part size mean	mm	Bellat, Mathias	Calculated	mean weight aggregate: MWD=Xi*Wi/100

License:

Creative Commons Attribution 4.0 International (CC-BY-4.0)

Status:

Curation Level: Enhanced curation (CurationLevelC)

Size:

2636 data points

Data

Download dataset as tab-delimited text — use the following character encoding:

1 Event	2 Lab label	3 Latitude	4 Longitude	5 Depth top [m]	6 Depth bot [m]	7 Depth sed [m]	8 Date/Time	9 pH	10 CaCO3 [%]	11 TN [%]	12 TS [%]	13 TC [%]	14 TOC [%]	15 EC [µS/cm]	16 2000-630 µm [%]	17 630-200 µm [%]	18 200-125 µm [%]	19 125-63 µm [%]	20 2000-63 µm [%]	21 63-20 µm gU [%]	22 20-6.3 µm mU [%]	23 6.3-2 µm fU [%]	24 63-2 µm [%]	25 2-0.63 µm [%]	26 0.63-0.063 µm [%]	27 2-0.063 µm [%]	28 63-0.063 µm [%]	29 <2000 µm [%]	30 Part size mean [mm]
EHS_2017_B197	41612	36.86806	42.70856	0.0	0.1	0.05	2017-09-01T00:00	7.39	40.04	0.10	<0.05	6.12	1.31		2.38	4.11	2.44	4.97	13.91	9.7	20.7	22.5	53.5	14.0	18.2	32.2	85.7	99.60	0.0992
EHS_2017_B199	41614	36.88586	42.70460	0.0	0.1	0.05	2017-09-01T00:00	7.24	44.11	<0.03	3.19	5.19	-0.10
EHS_2017_B199	41615	36.88619	42.70461	0.0	0.1	0.05	2017-09-01T00:00	7.34	41.22	0.08	0.09	5.38	0.43		1.59	2.28	1.20	2.58	7.64	4.8	15.6	24.3	45.3	18.7	28.5	47.2	92.5	100.10	0.0529
EHS_2017_B201	41616	36.84221	42.64090	0.0	0.1	0.05	2017-09-01T00:00	7.17	31.06	0.10	0.06	4.38	0.65		1.26	2.37	1.58	3.44	8.65	6.2	15.8	24.6	47.1	15.7	28.2	43.9	91.0	99.70	0.0636
EHS_2017_B201	41618	36.84221	42.64059	0.0	0.1	0.05	2017-09-01T00:00	7.22	34.10	0.09	<0.05	4.51	0.41		1.92	2.84	1.84	4.25	10.84	6.8	16.4	25.4	49.5	16.2	23.7	39.9	89.4	100.20	0.1405
EHS_2017_B209	41625	36.88097	42.63129	0.0	0.1	0.05	2017-09-01T00:00	7.35	29.05	0.12	<0.05	4.54	1.05		3.72	8.32	6.77	12.20	31.01	10.2	16.8	18.4	46.8	12.7	8.9	21.6	68.4	99.40	0.2016
EHS_2017_B210	41630	36.78129	42.74124	0.0	0.1	0.05	2017-09-01T00:00	7.36	26.83	0.18	2.16	4.58	1.36		4.03	8.91	6.60	12.07	31.61	1.6	0.1	0.6	2.3	63.6	3.8	67.4	69.7	101.30	0.1287
EHS_2017_B212	41631	36.79836	42.75292	0.0	0.1	0.05	2017-09-01T00:00	7.21	32.67	0.23	0.08	6.02	2.10		2.71	3.84	1.92	4.17	12.63	7.6	20.3	26.3	54.8	15.1	17.6	32.7	87.5	100.10	0.1050
EHS_2017_B217	41634	36.85055	42.59688	0.0	0.1	0.05	2017-09-01T00:00	7.23	32.02	0.18	<0.05	5.45	1.61		2.85	5.41	3.07	7.38	18.71	10.5	19.9	21.4	52.2	14.8	13.8	28.6	80.8	99.50	0.1117
EHS_2017_B217	41635	36.85063	42.59702	0.0	0.1	0.05	2017-09-01T00:00	7.22	30.09	0.17	<0.05	5.15	1.54		2.91	4.66	2.67	6.03	16.28	10.4	19.8	23.4	54.4	13.5	15.4	28.9	83.3	99.60	0.1793
EHS_2017_B224	41643	37.06598	42.46490	0.0	0.1	0.05	2017-09-01T00:00	7.12	24.60	0.24	<0.05	5.21	2.26		3.37	10.26	5.89	7.69	27.21	7.3	15.3	18.4	41.8	13.4	17.7	31.1	72.9	100.10	0.1129
EHS_2017_B227	41647	37.07511	42.46149	0.0	0.1	0.05	2017-09-01T00:00	7.26	32.47	0.06	<0.05	4.33	0.44		0.95	3.37	17.47	26.18	47.98	13.3	11.6	8.9	36.5	7.1	8.6	15.7	52.2	100.20	0.1892
EHS_2017_B227	41648	37.07573	42.46180	0.0	0.1	0.05	2017-09-01T00:00	7.15	24.02	0.08	<0.05	3.38	0.50		0.21	1.64	10.27	23.23	35.36	14.5	12.7	8.8	38.0	7.5	19.1	26.6	64.6	100.00	0.2044
EHS_2017_B232b	41653	36.87092	42.57642	0.0	0.1	0.05	2017-09-01T00:00	7.30	37.54	0.22	<0.05	6.67	2.17		2.95	6.28	3.68	7.52	20.43	13.4	22.2	23.4	60.4	12.2	6.9	19.1	79.5	99.90	0.0857
EHS_2017_B238	41661	37.07486	42.41954	0.0	0.1	0.05	2017-09-01T00:00	7.09	28.36	0.10	<0.05	4.13	0.73		0.48	2.24	1.78	3.96	8.45	7.7	20.5	30.9	59.4	19.5	12.6	32.1	91.5	100.00	0.1275
EHS_2017_C105	41669	37.07609	42.45593	0.0	0.1	0.05	2017-09-01T00:00	7.26	31.26	0.22	<0.05	6.42	2.67		3.20	7.47	4.39	7.94	22.99	8.2	18.5	18.6	45.9	13.0	17.8	30.8	76.7	99.70	0.1155
EHS_2017_C114	41670	37.16204	42.71919	0.0	0.1	0.05	2017-09-01T00:00	7.32	26.43	0.07	<0.05	3.42	0.25		1.63	4.25	2.50	3.41	11.79	4.8	15.8	24.4	45.5	17.0	25.7	42.7	88.2	100.00	0.1322
EHS_2017_C114	41672	37.16232	42.71912	0.0	0.1	0.05	2017-09-01T00:00	7.11	15.46	0.17	<0.05	3.32	1.46		1.36	7.59	6.60	9.36	24.90	20.2	16.4	9.6	46.9	13.9	14.1	28.0	74.9	99.80	0.3070
EHS_2017_C118	41673	37.20690	42.78170	0.0	0.1	0.05	2017-09-01T00:00	7.38	34.16	0.08	<0.05	4.82	0.72		3.80	17.48	11.49	13.60	46.36	8.6	11.4	10.9	31.6	8.1	13.5	21.6	53.2	99.60	0.2434
EHS_2017_C118	41675	37.20683	42.78200	0.0	0.1	0.05	2017-09-01T00:00	7.28	33.32	0.12	<0.05	5.10	1.11		3.50	9.46	6.08	9.03	28.06	8.2	15.5	16.0	40.6	11.5	19.9	31.4	72.0	100.10	0.1020
EHS_2018_B258	47252	36.83002	42.61481	0.0	0.1	0.05	2018-04-23T00:00	7.45	34.75	0.07	<0.05	4.41	0.24		2.82	2.23	0.80	1.83	7.68	5.2	17.0	28.9	51.5	18.1	22.6	40.7	92.2	99.90	0.0424
EHS_2018_B258	47253	36.83017	42.61468	0.0	0.1	0.05	2018-04-23T00:00	7.45	27.89	0.09	<0.05	4.28	0.93		1.99	1.75	0.73	1.98	6.45	6.6	17.3	25.0	49.3	15.9	28.0	43.9	93.2	99.60	0.0390
EHS_2018_B258	47254	36.83019	42.61461	0.0	0.1	0.05	2018-04-23T00:00	7.42	30.02	0.09	<0.05	4.14	0.54		1.92	1.55	0.56	1.44	5.46	5.3	16.9	27.4	50.0	17.1	27.4	44.5	94.5	100.00	0.0324
EHS_2018_B001	47255	36.95906	42.71632	0.0	0.1	0.05	2018-04-23T00:00	7.37	30.40	0.10	<0.05	3.72	0.07		0.85	1.28	0.73	1.39	4.24	4.6	14.8	22.2	41.9	14.2	39.2	53.4	95.3	99.50	0.0278
EHS_2018_B001	47256	36.95869	42.71731	0.0	0.1	0.05	2018-04-23T00:00	7.36	27.57	0.10	<0.05	3.62	0.31		0.74	1.02	0.56	1.21	3.53	4.5	15.4	24.0	44.2	13.9	38.4	52.3	96.5	100.00	0.0288
EHS_2018_B001	47257	36.95844	42.71808	0.0	0.1	0.05	2018-04-23T00:00	7.46	38.09	0.07	<0.05	4.98	0.41		1.68	1.22	0.72	1.65	5.27	3.1	14.4	27.6	45.4	19.9	29.3	49.2	94.6	99.90	0.0402
EHS_2018_B001	47259	36.95836	42.71825	0.0	0.1	0.05	2018-04-23T00:00	7.45	24.79	0.11	<0.05	3.99	1.02		1.40	1.89	1.00	2.08	6.36	4.2	13.7	24.0	42.0	16.6	34.6	51.2	93.2	99.60	0.0401
EHS_2018_B001	47260	36.95826	42.71901	0.0	0.1	0.05	2018-04-23T00:00	7.46	30.43	0.07	<0.05	4.21	0.56		1.72	1.65	0.68	1.40	5.46	3.2	11.5	22.7	38.1	15.6	41.0	56.6	94.7	100.20	0.0348
EHS_2018_B001	47261	36.95811	42.71946	0.0	0.1	0.05	2018-04-23T00:00	7.43	26.41	0.12	<0.05	4.13	0.96		1.72	1.55	1.04	2.17	6.49	6.4	17.2	24.1	48.6	15.1	30.1	45.2	93.8	100.30	0.0374
B07_2022_003	53741	36.93391	42.53645	0.0	0.1	0.05	2022-09-24T00:00	7.21	54.98	0.19	0.06	8.64	2.04	292.0	6.55	4.83	2.98	6.09	20.45	13.6	28.3	19.5	61.4	6.9	11.7	18.6	80.0	100.45	0.1271
B07_2022_003	53745	36.93391	42.53645	0.7	1.0	0.85	2022-09-24T00:00	7.50	59.94	0.06	<0.05	7.88	0.69		4.16	5.87	2.98	5.81	18.82	11.5	25.6	19.5	56.6	6.5	17.6	24.1	80.7	99.52	0.1000
B07_2022_004	53746	36.99346	42.47212	0.0	0.1	0.05	2022-09-17T00:00	6.98	18.31	0.13	<0.05	3.28	1.08	223.0	1.00	0.97	0.85	8.39	11.20	22.6	14.2	14.3	51.1	15.3	22.6	37.9	89.0	100.20	0.0400
B07_2022_007	53756	36.95164	42.61817	0.0	0.1	0.05	2022-09-25T00:00	7.14	20.49	0.27	0.05	5.06	2.60	302.0	2.91	16.30	12.93	12.77	44.91	7.1	13.4	14.3	34.8	11.0	9.2	20.2	55.0	99.91	0.1400
B07_2022_007	53758	36.95164	42.61817	0.3	0.5	0.40	2022-09-25T00:00	7.23	24.62	0.12	<0.05	3.73	0.78	189.0	4.05	16.58	13.05	12.42	46.09	8.1	31.7	4.6	44.4	6.0	3.8	9.8	54.2	100.29	0.1600
B07_2022_008	53761	37.06409	42.58075	0.0	0.1	0.05	2022-09-13T00:00	7.12	33.36	0.22	<0.05	6.86	2.86	344.0	4.86	4.71	2.91	7.55	20.03	15.8	19.6	15.8	51.2	14.4	14.3	28.7	79.9	99.93	0.1100
B07_2022_014	53787	37.01728	42.69923	0.0	0.1	0.05	2022-08-23T00:00	6.97	26.00	0.10	<0.05	4.11	0.99	274.0	1.50	2.54	0.88	1.42	6.33	4.1	13.2	22.9	40.2	16.7	36.6	53.3	93.5	99.83	0.0400
B07_2022_016	53801	36.91840	42.59191	0.7	1.0	0.85	2022-09-24T00:00	7.06	34.40	0.03	<0.05	4.39	0.26	206.0	0.33	5.72	6.81	15.08	27.94	26.7	9.7	7.8	44.2	8.0	19.0	27.0	71.2	99.14	0.0700
B07_2022_017	53802	36.89790	42.51380	0.0	0.1	0.05	2022-09-04T00:00	7.22	29.02	0.07	0.07	4.38	0.90	827.0	0.21	0.27	0.42	19.57	20.47	28.6	19.5	12.2	60.3	7.5	12.0	19.5	79.8	100.27	0.0400
B07_2022_018	53807	36.82340	42.75568	0.0	0.1	0.05	2022-08-22T00:00	7.12	30.36	0.09	<0.05	4.55	0.90	273.0	3.92	1.73	1.17	1.46	8.28	5.0	14.9	25.6	45.5	17.6	28.3	45.9	91.4	99.68	0.0700
B07_2022_019	53814	36.80041	42.72450	0.3	0.5	0.40	2022-08-22T00:00	7.32	45.61	0.04	<0.05	5.86	0.39	102.0	0.08	0.46	0.46	1.71	2.71	10.1	28.1	22.9	61.1	10.5	25.0	35.5	96.6	99.31	0.0100
B07_2022_020	53817	37.02227	42.54990	0.0	0.1	0.05	2022-08-28T00:00	7.07	28.99	0.09	<0.05	4.15	0.67	243.0	1.15	1.18	0.54	1.21	4.08	7.8	26.5	16.2	50.5	28.4	16.0	44.4	94.9	98.98	0.0300
B07_2022_022	53827	37.03972	42.58633	0.0	0.1	0.05	2022-09-03T00:00	7.14	35.11	0.16	<0.05	6.07	1.86	274.0	4.88	4.50	2.67	5.35	17.41	8.8	16.1	20.3	45.2	14.6	22.4	37.0	82.2	99.61	0.1000
B07_2022_027	53853	37.04941	42.57156	0.7	1.0	0.85	2022-09-03T00:00	7.11	30.58	0.07	<0.05	4.40	0.73	208.0	1.57	2.23	1.14	2.10	7.04	4.1	13.9	23.3	41.3	16.1	35.3	51.4	92.7	99.74	0.0400
B07_2022_028	53854	37.03252	42.56861	0.0	0.1	0.05	2022-09-03T00:00	7.03	30.44	0.07	<0.05	4.13	0.47	308.0	1.43	1.22	0.49	1.14	4.27	3.7	13.8	26.3	43.8	19.0	32.5	51.5	95.3	99.57	0.0300
B07_2022_030	53863	36.79459	42.63786	0.0	0.1	0.05	2022-09-19T00:00	7.32	33.13	0.04	<0.05	4.10	0.13	361.0	5.32	4.87	2.22	4.02	16.43	7.5	14.1	19.7	41.3	12.7	29.6	42.3	83.6	100.03	0.1000
B07_2022_030	53867	36.79459	42.63786	0.7	1.0	0.85	2022-09-19T00:00	7.34	34.17	0.03	<0.05	4.49	0.39	213.0	3.72	5.27	1.85	2.53	13.38	5.9	14.8	23.7	44.4	14.0	27.6	41.6	86.0	99.38	0.0800
B07_2022_031	53868	36.87685	42.68938	0.0	0.1	0.05	2022-09-21T00:00	7.13	20.65	0.13	<0.05	4.11	1.63	400.0	2.75	2.83	1.41	6.36	13.36	5.7	13.6	18.6	37.9	15.2	33.4	48.6	86.5	99.86	0.0600
B07_2022_031	53870	36.87685	42.68938	0.3	0.5	0.40	2022-09-21T00:00	7.33	20.96	0.05	<0.05	2.67	0.15	105.6	0.24	0.40	0.37	1.70	2.72	4.2	12.1	17.7	34.0	15.1	48.2	63.3	97.3	100.02	0.0100
B07_2022_031	53871	36.87685	42.68938	0.5	0.7	0.60	2022-09-21T00:00	7.34	20.91	0.04	<0.05	2.78	0.27	857.0	0.11	0.44	0.34	1.36	2.24	3.1	11.2	17.5	31.8	13.7	52.0	65.7	97.5	99.74	0.0100
B07_2022_031	53872	36.87685	42.68938	0.7	1.0	0.85	2022-09-21T00:00	7.35	19.53	0.04	<0.05	2.83	0.48	932.0	0.28	0.45	0.35	1.22	2.31	3.3	12.6	18.0	33.9	14.0	49.8	63.8	97.7	100.01	0.0100
B07_2022_033	53878	37.01257	42.50428	0.0	0.1	0.05	2022-09-17T00:00	7.28	40.78	0.16	<0.05	6.96	2.07	248.0	10.90	14.19	6.12	9.08	40.29	10.4	13.1	13.9	37.4	8.2	13.7	21.9	59.3	99.59	0.2300
B07_2022_033	53881	37.01257	42.50428	0.5	0.7	0.60	2022-09-17T00:00	7.52	50.09	0.08	<0.05	8.04	2.03
B07_2022_034	53884	36.97601	42.52069	0.1	0.3	0.20	2022-09-24T00:00	7.25	22.69	0.11	<0.05	3.69	0.97	355.0	0.68	3.43	1.94	2.15	8.20	2.8	11.2	22.0	36.0	13.5	42.1	55.6	91.6	99.80	0.0300
B07_2022_035	53888	36.96659	42.61948	0.0	0.1	0.05	2022-09-25T00:00	7.12	33.72	0.10	0.05	5.24	1.19	219.0	3.51	5.75	3.12	6.28	18.65	6.7	16.9	25.0	48.6	13.2	19.3	32.5	81.1	99.75	0.0900
B07_2022_038	53902	36.89680	42.50921	0.0	0.1	0.05	2022-09-04T00:00	7.24	28.25	0.12	0.07	4.96	1.57	718.0	0.86	0.79	0.42	2.18	4.25	16.5	27.9	20.2	64.6	12.8	18.2	31.0	95.6	99.85	0.0300
B07_2022_041	53915	36.99097	42.61062	0.0	0.1	0.05	2022-08-27T00:00	7.08	24.38	0.16	<0.05	4.59	1.66	300.0	2.87	2.30	1.25	3.13	9.56	21.3	17.7	10.8	49.8	15.4	24.8	40.2	90.0	99.56	0.0600
B07_2022_042	53919	36.98266	42.77406	0.0	0.1	0.05	2022-09-13T00:00	7.07	19.87	0.17	<0.05	4.34	1.96	330.0	5.08	2.50	1.21	3.03	11.82	9.4	19.1	18.0	46.5	16.4	24.5	40.9	87.4	99.22	0.0900
B07_2022_046	53938	36.86771	42.72844	0.0	0.1	0.05	2022-09-05T00:00	7.05	30.63	0.11	<0.05	4.69	1.01	447.0	2.91	1.83	0.91	2.28	7.94	17.4	21.7	14.6	53.7	17.2	21.2	38.4	92.1	100.04	0.0600
B07_2022_047	53943	37.01590	42.54859	0.0	0.1	0.05	2022-08-28T00:00	7.20	38.01	0.07	<0.05	5.54	0.98	265.0	5.17	6.95	3.62	5.07	20.82	5.3	16.4	25.9	47.6	11.8	19.4	31.2	78.8	99.62	0.1100
B07_2022_050	53954	36.96272	42.80097	0.0	0.1	0.05	2022-09-18T00:00	7.19	49.97	0.26	<0.05	9.29	3.29	426.0	14.40	7.55	6.03	8.64	36.61	25.2	17.2	8.1	50.5	6.1	6.6	12.7	63.2	99.81	0.2500
B07_2022_050	53955	36.96272	42.80097	0.1	0.3	0.20	2022-09-18T00:00	7.48	53.05	0.12	<0.05	8.43	2.07	291.0	8.49	8.60	5.57	8.09	30.75	8.8	24.9	15.6	49.3	6.5	13.0	19.5	68.8	99.55	0.1700
B07_2022_051	53959	36.93003	42.65000	0.0	0.1	0.05	2022-09-21T00:00	7.25	9.92	0.15	<0.05	2.99	1.80	246.0	6.86	22.28	14.05	16.60	59.79	9.4	8.6	6.8	24.8	5.9	9.1	15.0	39.8	99.59	0.2300
B07_2022_051	53961	36.93003	42.65000	0.3	0.5	0.40	2022-09-21T00:00	7.31	31.72	0.04	<0.05	4.08	0.27	165.6	1.05	8.12	12.17	23.89	45.24	9.8	11.5	11.0	32.3	8.6	14.0	22.6	54.9	100.14	0.1000
B07_2022_055	53974	36.97075	42.48229	0.0	0.1	0.05	2022-09-12T00:00	6.93	13.71	0.15	<0.05	3.02	1.37	289.0	6.71	5.00	2.06	3.37	17.13	7.3	13.8	12.7	33.8	11.8	37.0	48.8	82.6	99.73	0.1200
B07_2022_055	53977	36.97075	42.48229	0.5	0.7	0.60	2022-09-12T00:00	6.96	18.27	0.09	<0.05	3.11	0.91	237.0	3.85	4.87	2.06	3.08	13.87	10.8	22.3	7.7	40.8	15.5	29.8	45.3	86.1	99.97	0.0900
B07_2022_061	54004	36.94748	42.73796	0.0	0.1	0.05	2022-08-21T00:00	7.15	32.18	0.04	<0.05	4.85	0.99	249.0	2.66	2.52	0.97	1.54	7.68	4.7	15.4	24.5	44.6	15.8	32.3	48.1	92.7	100.38	0.0500
B07_2022_061	54005	36.94748	42.73796	0.1	0.3	0.20	2022-08-21T00:00	7.27	36.78	<0.03	<0.05	4.84	0.42	295.0	2.41	2.11	0.95	1.42	6.89	5.0	17.2	31.8	54.0	18.7	20.5	39.2	93.2	100.09	0.0500
B07_2022_061	54007	36.94748	42.73796	0.5	0.7	0.60	2022-08-21T00:00	7.28	37.07	0.04	<0.05	5.07	0.62		4.31	2.24	0.79	1.28	8.62	4.7	16.4	24.6	45.7	14.4	31.4	45.8	91.5	100.12	0.0700
B07_2022_062	54009	37.06686	42.46556	0.0	0.1	0.05	2022-08-29T00:00	7.13	28.89	0.06	<0.05	4.20	0.73	175.4	1.34	4.93	11.90	28.99	47.16	24.0	9.9	5.3	39.2	6.2	7.5	13.7	52.9	100.06	0.1000
B07_2022_072	54052	36.89846	42.65755	0.3	0.5	0.40	2022-09-11T00:00	7.40	57.10	0.04	<0.05	7.60	0.75	171.1	2.34	2.68	2.00	4.34	11.36	3.9	19.2	39.0	62.1	9.8	16.4	26.2	88.3	99.66	0.0600
B07_2022_075	54066	36.86134	42.68020	0.5	0.7	0.60	2022-09-20T00:00	7.31	28.89	0.03	<0.05	4.09	0.62		0.34	0.85	1.25	12.52	14.95	13.8	19.0	15.1	47.9	10.9	25.6	36.5	84.4	99.35	0.0300
B07_2022_080	54080	36.98183	42.43077	0.1	0.3	0.20	2022-09-17T00:00	7.20	16.00	0.08	<0.05	2.54	0.62	194.9	0.09	0.74	4.41	30.81	36.04	30.4	12.4	6.3	49.1	5.4	9.7	15.1	64.2	100.24	0.0500
B07_2022_083	54089	36.95468	42.47737	0.0	0.1	0.05	2022-09-12T00:00	7.07	3.61	0.26	<0.05	2.73	2.29	325.0	5.75	13.21	7.65	10.15	36.76	11.7	14.5	11.5	37.7	11.1	14.5	25.6	63.3	100.06	0.1600
B07_2022_086	54098	36.83946	42.63359	0.0	0.1	0.05	2022-09-10T00:00	7.17	27.39	0.11	<0.05	4.60	1.31	287.0	1.97	1.87	0.92	3.36	8.11	8.9	19.3	26.0	54.2	16.8	20.9	37.7	91.9	100.01	0.0500
B07_2022_089	54108	36.94444	42.59552	0.0	0.1	0.05	2022-09-25T00:00	7.20	24.07	0.07	<0.05	3.77	0.88	233.0	1.14	1.24	1.87	11.53	15.78	13.9	17.9	18.2	50.0	14.8	19.1	33.9	83.9	99.68	0.0400
B07_2022_092	54118	37.00565	42.58502	0.0	0.1	0.05	2022-08-27T00:00	7.05	29.97	0.08	<0.05	4.25	0.65	291.0	0.66	1.28	0.72	1.48	4.14	11.1	17.1	23.4	51.6	19.2	24.9	44.1	95.7	99.84	0.0200
B07_2022_097	54135	36.82644	42.70973	0.0	0.1	0.05	2022-09-20T00:00	7.26	36.50	0.05	<0.05	4.72	0.34	274.0	0.75	1.31	1.18	4.38	7.62	6.3	15.5	26.9	48.7	17.4	26.3	43.7	92.4	100.03	0.0300
B07_2022_101	54150	36.85442	42.62112	0.0	0.1	0.05	2022-09-11T00:00	7.15	27.10	0.13	<0.05	4.33	1.08	289.0	8.10	4.85	3.77	14.93	31.65	17.9	15.3	12.0	45.2	9.9	13.8	23.7	68.9	100.55	0.1600
B07_2022_104	54156	36.96909	42.71892	0.1	0.3	0.20	2022-08-21T00:00	7.03	28.87	0.07	<0.05	3.96	0.49	334.0	1.74	1.65	0.60	1.17	5.15	12.9	17.6	26.0	56.5	19.9	18.3	38.2	94.7	99.85	0.0400
B07_2023_002	55794	37.19502	42.66293	0.0	0.1	0.05	2023-10-03T00:00	7.00	12.77	0.12	<0.05	2.51	0.98	374.0	2.93	3.36	1.18	1.54	9.00	3.3	12.8	17.5	33.6	16.6	40.8	57.4	91.0	100.00	0.0600
B07_2023_002	55796	37.19502	42.66293	0.3	0.5	0.40	2023-10-03T00:00	7.10	11.33	0.07	<0.05	1.89	0.54	259.0	4.51	3.56	2.25	2.05	12.40	1.2	16.3	9.8	27.3	12.7	47.1	59.8	87.1	99.50	0.0830
B07_2023_005	55804	37.07966	42.97761	0.0	0.1	0.05	2023-09-28T00:00	7.60	34.56	0.04	<0.05	5.03	0.89	129.9	2.10	24.35	14.90	17.18	58.50	12.9	12.3	7.4	32.6	5.9	2.6	8.5	41.1	99.60	0.1765
B07_2023_005	55808	37.07966	42.97761	0.7	1.0	0.85	2023-09-28T00:00	7.80	35.33	<0.03	<0.05	4.88	0.64	144.1	0.13	19.40	16.84	8.92	45.30	6.1	15.2	14.4	35.7	7.9	10.8	18.7	54.4	99.70	0.1232
B07_2023_007	55814	37.14982	42.78035	0.0	0.1	0.05	2023-10-03T00:00	7.40	27.47	0.18	<0.05	5.19	1.90	236.0	4.73	24.17	13.52	12.49	54.90	11.2	11.8	8.0	31.0	7.4	6.7	14.1	45.1	100.00	0.2028
B07_2023_008	55817	37.05647	42.91215	0.3	0.5	0.40	2023-09-28T00:00	7.40	33.21	0.11	<0.05	5.91	1.93	234.0	3.28	7.25	5.71	5.43	21.70	6.0	16.9	16.9	39.8	9.6	28.6	38.2	78.0	99.70	0.0932
B07_2023_008	55818	37.05647	42.91215	0.5	0.7	0.60	2023-09-28T00:00	7.50	43.53	0.08	<0.05	6.82	1.59	224.0	4.71	21.36	8.35	9.00	43.40	7.9	12.3	10.6	30.8	7.1	18.6	25.7	56.5	99.90	0.1781
B07_2023_010	55820	37.07584	42.95384	0.0	0.1	0.05	2023-09-28T00:00	7.10	16.13	0.37	<0.05	5.34	3.40	340.0	7.39	6.55	3.25	3.72	20.90	5.1	15.6	16.3	37.0	17.9	23.5	41.4	78.4	99.30	0.1384
B07_2023_010	55821	37.07584	42.95384	0.1	0.3	0.20	2023-09-28T00:00	7.20	15.85	0.15	<0.05	3.13	1.22	196.2	6.26	4.26	1.46	2.10	14.10	3.7	11.9	14.3	29.9	12.9	42.9	55.8	85.7	99.80	0.1083
B07_2023_012	55833	37.19884	42.73602	0.5	0.7	0.60	2023-10-03T00:00	7.20	22.26	0.08	<0.05	3.00	0.33	344.0	1.36	2.95	1.28	1.70	7.30	2.9	10.6	20.5	34.0	14.7	43.7	58.4	92.4	99.70	0.0377
B07_2023_012	55834	37.19884	42.73602	0.7	1.0	0.85	2023-10-03T00:00	7.20	20.45	0.07	<0.05	3.11	0.65	257.0	2.33	3.02	1.13	1.54	8.00	2.4	10.0	21.2	33.6	14.2	44.1	58.3	91.9	99.90	0.0500
B07_2023_013	55835	37.08964	42.85080	0.0	0.1	0.05	2023-10-03T00:00	7.20	19.74	0.40	0.07	5.70	3.34	370.0	13.09	8.56	3.08	4.85	29.60	5.9	12.1	14.2	32.2	14.5	23.9	38.4	70.6	100.20	0.2220
B07_2023_014	55840	37.09287	42.93916	0.3	0.5	0.40	2023-09-28T00:00	7.60	39.18	0.03	<0.05	4.98	0.28	198.7	11.51	25.39	5.99	6.68	49.60	9.8	12.0	9.1	30.9	6.5	13.3	19.8	50.7	100.30	0.2789
B07_2023_014	55841	37.09287	42.93916	0.5	0.7	0.60	2023-09-28T00:00	7.80	36.97	<0.03	<0.05	4.63	0.20	173.3	18.44	36.79	4.56	3.37	63.20	4.5	8.0	6.9	19.4	4.9	11.9	16.8	36.2	99.40	0.4091
B07_2023_016	55843	37.06322	43.03838	0.0	0.1	0.05	2023-09-28T00:00	7.60	64.62	0.14	<0.05	9.45	1.69	214.0	7.29	8.21	3.06	4.20	22.80	6.3	24.1	26.4	56.8	8.9	11.6	20.5	77.3	100.10	0.1459
B07_2023_016	55844	37.06322	43.03838	0.1	0.3	0.20	2023-09-28T00:00	7.80	76.93	0.08	<0.05	9.97	0.74	125.4	5.63	11.18	3.81	4.60	25.20	6.3	23.8	28.2	58.3	8.8	7.6	16.4	74.7	99.90	0.1380
B07_2023_016	55846	37.06322	43.03838	0.5	0.7	0.60	2023-09-28T00:00	8.20	84.27	<0.03	<0.05	10.47	0.35	90.0	6.69	10.65	5.19	6.86	29.40	11.2	24.6	22.0	57.8	7.6	5.1	12.7	70.5	99.90	0.1560
B07_2023_017	55847	37.18739	42.89278	0.0	0.1	0.05	2023-10-03T00:00	7.30	16.35	0.16	<0.05	3.68	1.72	240.0	5.04	4.50	2.23	3.03	14.80	4.9	13.8	15.0	33.7	11.9	39.8	51.7	85.4	100.20	0.0962
B07_2023_018	55852	37.09492	42.84464	0.0	0.1	0.05	2023-10-03T00:00	7.30	25.85	0.67	0.09	10.75	7.65	636.0	13.32	20.93	9.81	11.82	55.90	7.8	11.8	9.6	29.2	6.1	8.6	14.7	43.9	99.80	0.2944
B07_2023_021	55858	37.17095	42.86431	0.0	0.1	0.05	2023-10-03T00:00	7.50	31.82	<0.03	<0.05	4.18	0.36	229.0	0.39	1.08	0.96	2.91	5.30	8.0	25.5	20.8	54.3	10.7	29.8	40.5	94.8	100.10	0.0217
B07_2023_021	55859	37.17095	42.86431	0.1	0.3	0.20	2023-10-03T00:00	7.50	31.07	<0.03	<0.05	4.35	0.62	198.9	0.19	0.66	3.59	0.74	5.20	10.9	27.8	19.3	58.0	9.9	27.0	36.9	94.9	100.10	0.0210
B07_2023_021	55860	37.17095	42.86431	0.3	0.5	0.40	2023-10-03T00:00	7.50	33.72	0.04	<0.05	4.53	0.48	193.4	0.51	1.64	2.07	7.72	11.90	12.1	23.7	15.8	51.6	9.6	26.9	36.5	88.1	100.00	0.0331
B07_2023_021	55862	37.17095	42.86431	0.7	1.0	0.85	2023-10-03T00:00	7.50	22.02	0.05	<0.05	3.18	0.53	312.0	0.23	1.26	1.16	1.87	4.50	2.7	8.6	23.8	35.1	14.8	46.1	60.9	96.0	100.50	0.0155
B07_2023_023	55867	37.17037	42.89014	0.1	0.3	0.20	2023-10-03T00:00	7.10	13.82	0.12	<0.05	2.71	1.05	237.0	1.83	6.67	3.34	3.53	15.40	4.3	11.3	15.2	30.8	14.8	38.7	53.5	84.3	99.70	0.0647
B07_2023_023	55869	37.17037	42.89014	0.5	0.7	0.60	2023-10-03T00:00	7.20	15.46	0.11	<0.05	2.95	1.10		1.13	6.01	4.15	4.37	15.70	4.2	10.9	15.8	30.9	12.9	40.4	53.3	84.2	99.90	0.0547
B07_2023_024	55871	37.12369	42.85843	0.0	0.1	0.05	2023-10-03T00:00	7.40	26.57	0.05	<0.05	3.94	0.75	175.6	1.31	5.87	4.43	7.79	19.40	10.6	20.1	19.7	50.4	11.4	18.8	30.2	80.6	100.00	0.0642
B07_2023_024	55873	37.12369	42.85843	0.3	0.5	0.40	2023-10-03T00:00	7.40	22.93	0.04	<0.05	3.22	0.46	148.0	1.06	4.93	3.62	7.67	17.30	9.5	22.5	20.4	52.4	11.6	18.5	30.1	82.5	99.80	0.0554
B07_2023_024	55874	37.12369	42.85843	0.5	0.7	0.60	2023-10-03T00:00	7.50	23.61	0.05	<0.05	3.66	0.83	158.8	0.29	2.11	1.65	2.86	6.90	9.9	33.1	22.5	65.5	11.6	16.1	27.7	93.2	100.10	0.0275
B07_2023_025	55878	37.11048	42.81352	0.3	0.5	0.40	2023-10-03T00:00	7.60	27.77	0.04	<0.05	4.37	1.03	226.0	0.68	1.24	1.82	4.13	7.90	5.2	15.0	22.0	42.2	12.3	37.6	49.9	92.1	100.00	0.0262