Data mining to effect of key alloying elements on corrosion resistance of low alloy steels in Sanya seawater environmentAlloying Elements

doi:10.1016/j.jmst.2020.01.040

Abstract

Abstract:

In this paper, the relationship model between seawater environment, chemical composition and corrosion potential of low alloy steel is established and the distribution of corrosion potential of low alloy steel with changes in key alloying elements is excavated. The research was carried out with the following steps: Firstly, the relationship model between corrosion potential of low alloy steel and its influencing factors was established by data dimension reduction and artificial neural network (ANN). Secondly, key alloying elements of experimental steels were selected out by Pearson correlation analysis, then the corrosion resistance element model was visualized to show the effect of key alloying elements on corrosion potential of low alloy steel. Finally, corrosion potential of low alloy steel with the change of key alloying elements was classified and visualized by classification method. The mining results can reflect the validity of the proposed mining methods to a certain extent and provide an intuitive data basis for the development of high-quality and low-cost low alloy steels.

Key words: Low alloy steel, Corrosion potential, Key alloying elements, Corrosion-resistant alloy, Artificial neural network, Data-driven model

Xin Wei, Dongmei Fu, Mindong Chen, Wei Wu, Dequan Wu, Chao Liu. Data mining to effect of key alloying elements on corrosion resistance of low alloy steels in Sanya seawater environmentAlloying Elements[J]. J. Mater. Sci. Technol., 2021, 64: 222-232.

Figures/Tables 7

References 51

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Category	Steel	C	Si	Mn	P	S	Ni	Cr	Mo	Cu	Others
CS	Pure Q235	0.042	0.18	0.35	0.008	0.003	0	0	0	0	Als: 0.029
Modified	Q235	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	Al: 0.0205
CS	Q450NQR1	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	Nb: 0.0264; Ti: 0.017; als: 0.0288
Ship CS	D36	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	Nb: 0.015; Ti:0.0178; als:0.0394
	Q345B	0.17	0.22	0.88	0.018	0.005	0	0	0	0	Al:0.023
	Q345DZ35	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0
Pipeline	X70	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	Al: 0.0382; Nb: 0.063; Ti: 0.0176
steel	X80	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0
Ship LAS	921	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	V: 0.08
	E460	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	Ti: 0.012; Nb: 0.02; als: 0.026
	E690	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	Ti: 0.019; B: 0.015; V: 0.03; als: 0.036
Marine	Super grain steel 1	0.097	0.26	1.64	0.010	0.006	0	0	0	0.20	V: 0.067; Nb: 0.048; Ti: 0.017; N: 0.004
Structural	Super grain steel 1	0.097	0.26	1.64	0.010	0.006	0	0	0	0.20	V: 0.067; Nb: 0.048; Ti: 0.017; N: 0.004
steel	Super grain steel 2	0.091	0.21	0.40	0.013	0.016	0	0	0	0.040	N: 0.0028
steel	Micro-alloy steel	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	V: 0.049; Nb: 0.035; Ti: 0.014; N: 0.033

Category	Steel	C	Si	Mn	P	S	Ni	Cr	Mo	Cu	Others
CS	Pure Q235	0.042	0.18	0.35	0.008	0.003	0	0	0	0	Als: 0.029
Modified	Q235	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	Al: 0.0205
CS	Q450NQR1	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	Nb: 0.0264; Ti: 0.017; als: 0.0288
Ship CS	D36	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	Nb: 0.015; Ti:0.0178; als:0.0394
	Q345B	0.17	0.22	0.88	0.018	0.005	0	0	0	0	Al:0.023
	Q345DZ35	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0
Pipeline	X70	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	Al: 0.0382; Nb: 0.063; Ti: 0.0176
steel	X80	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0
Ship LAS	921	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	V: 0.08
	E460	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	Ti: 0.012; Nb: 0.02; als: 0.026
	E690	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	Ti: 0.019; B: 0.015; V: 0.03; als: 0.036
Marine	Super grain steel 1	0.097	0.26	1.64	0.010	0.006	0	0	0	0.20	V: 0.067; Nb: 0.048; Ti: 0.017; N: 0.004
Structural	Super grain steel 1	0.097	0.26	1.64	0.010	0.006	0	0	0	0.20	V: 0.067; Nb: 0.048; Ti: 0.017; N: 0.004
steel	Super grain steel 2	0.091	0.21	0.40	0.013	0.016	0	0	0	0.040	N: 0.0028
steel	Micro-alloy steel	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	V: 0.049; Nb: 0.035; Ti: 0.014; N: 0.033

Immersion time, t (day)	Temperature, T (°C)	Conductivity, σ (S/cm)	pH	Salinity, S (%)	Dissolved oxygen, DO (mg/L)	Velocity,V (m/s)
1	23.26	52168	8.14	34.37	7.03	0.95
10	23.69	51536	8.11	33.89	5.3	1.11
20	24.79	51816	8.08	34.08	6.59	1.32
30	25.75	51811	8.12	33.9	4.08	1.53
40	26.37	52413	8.16	34.05	4.15	1.36
50	27.2	52721	8.09	33.91	4.91	1.49
60	27.57	52700	8.18	33.97	4.89	1.23
70	28.72	53574	8.18	34.03	5.38	1.01
80	28.55	53265	8.23	33.81	6.36	1.28
90	29.41	52995	8.24	33.63	4.41	1.08
100	30.1	53357	8.3	33.64	4.72	1.02
110	30.3	51110	8.05	33.83	5.47	0.98
120	28.5	51510	8.12	34.03	6.58	0.75
130	29.33	51110	8.22	33.78	6.46	1.32

Immersion time, t (day)	Temperature, T (°C)	Conductivity, σ (S/cm)	pH	Salinity, S (%)	Dissolved oxygen, DO (mg/L)	Velocity,V (m/s)
1	23.26	52168	8.14	34.37	7.03	0.95
10	23.69	51536	8.11	33.89	5.3	1.11
20	24.79	51816	8.08	34.08	6.59	1.32
30	25.75	51811	8.12	33.9	4.08	1.53
40	26.37	52413	8.16	34.05	4.15	1.36
50	27.2	52721	8.09	33.91	4.91	1.49
60	27.57	52700	8.18	33.97	4.89	1.23
70	28.72	53574	8.18	34.03	5.38	1.01
80	28.55	53265	8.23	33.81	6.36	1.28
90	29.41	52995	8.24	33.63	4.41	1.08
100	30.1	53357	8.3	33.64	4.72	1.02
110	30.3	51110	8.05	33.83	5.47	0.98
120	28.5	51510	8.12	34.03	6.58	0.75
130	29.33	51110	8.22	33.78	6.46	1.32

Id	t (day)	T (°C)	σ (S/cm)	PH	S (%)	DO (mg/L)	v (m/s)	C (%)	Mn (%)	S (%)	P (%)	Si (%)	Ni (%)	Cr (%)	Mo (%)	V (%)	Cu (%)	Nb (%)	Ti (%)	Al (%)	B (%)	N (%)	E (%)
1	1	23.26	52168	8.14	34.37	7.03	0.95	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
2	10	23.69	51536	8.11	33.89	5.3	1.11	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
3	20	24.79	51816	8.08	34.08	6.59	1.32	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
4	30	25.75	51811	8.12	33.9	4.08	1.53	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
5	40	26.37	52413	8.16	34.05	4.15	1.36	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
6	50	27.2	52721	8.09	33.91	4.91	1.49	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
7	60	27.57	52700	8.18	33.97	4.89	1.23	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
8	70	28.72	53574	8.18	34.03	5.38	1.01	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
9	80	28.55	53265	8.23	33.81	6.36	1.28	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
10	90	29.41	52995	8.24	33.63	4.41	1.08	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
11	100	30.1	53357	8.3	33.64	4.72	1.02	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
12	110	30.3	51110	8.05	33.83	5.47	0.98	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
13	120	28.5	51510	8.12	34.03	6.58	0.75	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
14	130	29.33	51110	8.22	33.78	6.46	1.32	0.1554	0.0959	0.3193	0.0241	0.0086	0.0145	0.0415	0	0.0496	0	0	0	0.0205	0	0	-
15	1	23.26	52168	8.14	34.37	7.03	0.95	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
16	10	23.69	51536	8.11	33.89	5.3	1.11	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
17	20	24.79	51816	8.08	34.08	6.59	1.32	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
18	30	25.75	51811	8.12	33.9	4.08	1.53	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
19	40	26.37	52413	8.16	34.05	4.15	1.36	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
20	50	27.2	52721	8.09	33.91	4.91	1.49	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
21	60	27.57	52700	8.18	33.97	4.89	1.23	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
22	70	28.72	53574	8.18	34.03	5.38	1.01	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
23	80	28.55	53265	8.23	33.81	6.36	1.28	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
24	90	29.41	52995	8.24	33.63	4.41	1.08	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
25	100	30.1	53357	8.3	33.64	4.72	1.02	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
26	110	30.3	51110	8.05	33.83	5.47	0.98	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
27	120	28.5	51510	8.12	34.03	6.58	0.75	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
28	130	29.33	51110	8.22	33.78	6.46	1.32	0.042	0.18	0.35	0.008	0.003	0	0	0	0	0	0	0	0.029	0	0	-
29	1	23.26	52168	8.14	34.37	7.03	0.95	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
30	10	23.69	51536	8.11	33.89	5.3	1.11	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
31	20	24.79	51816	8.08	34.08	6.59	1.32	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
32	30	25.75	51811	8.12	33.9	4.08	1.53	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
33	40	26.37	52413	8.16	34.05	4.15	1.36	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
34	50	27.2	52721	8.09	33.91	4.91	1.49	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
35	60	27.57	52700	8.18	33.97	4.89	1.23	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
36	70	28.72	53574	8.18	34.03	5.38	1.01	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
37	80	28.55	53265	8.23	33.81	6.36	1.28	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
38	90	29.41	52995	8.24	33.63	4.41	1.08	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
39	100	30.1	53357	8.3	33.64	4.72	1.02	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
40	110	30.3	51110	8.05	33.83	5.47	0.98	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
41	120	28.5	51510	8.12	34.03	6.58	0.75	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
42	130	29.33	51110	8.22	33.78	6.46	1.32	0.17	0.22	0.88	0.018	0.005	0	0	0	0	0	0	0	0.023	0	0	-
43	1	23.26	52168	8.14	34.37	7.03	0.95	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
44	10	23.69	51536	8.11	33.89	5.3	1.11	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
45	20	24.79	51816	8.08	34.08	6.59	1.32	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
46	30	25.75	51811	8.12	33.9	4.08	1.53	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
47	40	26.37	52413	8.16	34.05	4.15	1.36	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
48	50	27.2	52721	8.09	33.91	4.91	1.49	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
49	60	27.57	52700	8.18	33.97	4.89	1.23	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
50	70	28.72	53574	8.18	34.03	5.38	1.01	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
51	80	28.55	53265	8.23	33.81	6.36	1.28	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
52	90	29.41	52995	8.24	33.63	4.41	1.08	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
53	100	30.1	53357	8.3	33.64	4.72	1.02	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
54	110	30.3	51110	8.05	33.83	5.47	0.98	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
55	120	28.5	51510	8.12	34.03	6.58	0.75	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
56	130	29.33	51110	8.22	33.78	6.46	1.32	0.1	0.28	1.42	0.01	0.002	0	0	0	0	0	0	0	0	0	0	-
57	0	23.26	52168	8.14	34.37	7.03	0.95	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
58	10	23.69	51536	8.11	33.89	5.3	1.11	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
59	20	24.79	51816	8.08	34.08	6.59	1.32	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
60	30	25.75	51811	8.12	33.9	4.08	1.53	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
61	40	26.37	52413	8.16	34.05	4.15	1.36	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
62	50	27.2	52721	8.09	33.91	4.91	1.49	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
63	60	27.57	52700	8.18	33.97	4.89	1.23	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
64	70	28.72	53574	8.18	34.03	5.38	1.01	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
65	80	28.55	53265	8.23	33.81	6.36	1.28	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
66	90	29.41	52995	8.24	33.63	4.41	1.08	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
67	100	30.1	53357	8.3	33.64	4.72	1.02	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
68	110	30.3	51110	8.05	33.83	5.47	0.98	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
69	120	28.5	51510	8.12	34.03	6.58	0.75	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
70	130	29.33	51110	8.22	33.78	6.46	1.32	0.0697	0.3257	1.0426	0.0167	0.0079	0.1299	0.6239	0	0.2636	0.0264	0.017	0	0.0288	0	0	-
71	1	23.26	52168	8.14	34.37	7.03	0.95	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
72	10	23.69	51536	8.11	33.89	5.3	1.11	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
73	20	24.79	51816	8.08	34.08	6.59	1.32	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
74	30	25.75	51811	8.12	33.9	4.08	1.53	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
75	40	26.37	52413	8.16	34.05	4.15	1.36	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
76	50	27.2	52721	8.09	33.91	4.91	1.49	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
77	60	27.57	52700	8.18	33.97	4.89	1.23	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
78	70	28.72	53574	8.18	34.03	5.38	1.01	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
79	80	28.55	53265	8.23	33.81	6.36	1.28	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
80	90	29.41	52995	8.24	33.63	4.41	1.08	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
81	100	30.1	53357	8.3	33.64	4.72	1.02	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
82	110	30.3	51110	8.05	33.83	5.47	0.98	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
83	120	28.5	51510	8.12	34.03	6.58	0.75	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
84	130	29.33	51110	8.22	33.78	6.46	1.32	0.12	0.33	0.37	0.08	0.04	2.72	1.05	0.24	0	0	0	0.08	0	0	0	-
85	0	23.26	52168	8.14	34.37	7.03	0.95	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
86	10	23.69	51536	8.11	33.89	5.3	1.11	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
87	20	24.79	51816	8.08	34.08	6.59	1.32	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
88	30	25.75	51811	8.12	33.9	4.08	1.53	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
89	40	26.37	52413	8.16	34.05	4.15	1.36	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
90	50	27.2	52721	8.09	33.91	4.91	1.49	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
91	60	27.57	52700	8.18	33.97	4.89	1.23	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
92	70	28.72	53574	8.18	34.03	5.38	1.01	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
93	80	28.55	53265	8.23	33.81	6.36	1.28	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
94	90	29.41	52995	8.24	33.63	4.41	1.08	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
95	100	30.1	53357	8.3	33.64	4.72	1.02	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
96	110	30.3	51110	8.05	33.83	5.47	0.98	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
97	120	28.5	51510	8.12	34.03	6.58	0.75	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
98	130	29.33	51110	8.22	33.78	6.46	1.32	0.0672	0.181	1.5407	0.0131	0.0027	0	0.2075	0.0575	0	0.063	0.0176	0	0.0382	0	0	-
99	1	23.26	52168	8.14	34.37	7.03	0.95	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
100	10	23.69	51536	8.11	33.89	5.3	1.11	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
101	20	24.79	51816	8.08	34.08	6.59	1.32	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
102	30	25.75	51811	8.12	33.9	4.08	1.53	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
103	40	26.37	52413	8.16	34.05	4.15	1.36	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
104	50	27.2	52721	8.09	33.91	4.91	1.49	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
105	60	27.57	52700	8.18	33.97	4.89	1.23	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
106	70	28.72	53574	8.18	34.03	5.38	1.01	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
107	80	28.55	53265	8.23	33.81	6.36	1.28	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
108	90	29.41	52995	8.24	33.63	4.41	1.08	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
109	100	30.1	53357	8.3	33.64	4.72	1.02	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
110	110	30.3	51110	8.05	33.83	5.47	0.98	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
111	120	28.5	51510	8.12	34.03	6.58	0.75	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
112	130	29.33	51110	8.22	33.78	6.46	1.32	0.04	0.3	1.79	0.013	0.001	0	0.025	0	0	0	0	0	0	0	0	-
113	1	23.26	52168	8.14	34.37	7.03	0.95	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
114	10	23.69	51536	8.11	33.89	5.3	1.11	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
115	20	24.79	51816	8.08	34.08	6.59	1.32	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
116	30	25.75	51811	8.12	33.9	4.08	1.53	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
117	40	26.37	52413	8.16	34.05	4.15	1.36	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
118	50	27.2	52721	8.09	33.91	4.91	1.49	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
119	60	27.57	52700	8.18	33.97	4.89	1.23	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
120	70	28.72	53574	8.18	34.03	5.38	1.01	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
121	80	28.55	53265	8.23	33.81	6.36	1.28	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
122	90	29.41	52995	8.24	33.63	4.41	1.08	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
123	100	30.1	53357	8.3	33.64	4.72	1.02	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
124	110	30.3	51110	8.05	33.83	5.47	0.98	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
125	120	28.5	51510	8.12	34.03	6.58	0.75	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
126	130	29.33	51110	8.22	33.78	6.46	1.32	0.06	0.17	1.5	0.014	0.002	0.4	0.25	0.2	0.26	0.02	0.012	0	0.026	0	0	-
127	1	23.26	52168	8.14	34.37	7.03	0.95	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
128	10	23.69	51536	8.11	33.89	5.3	1.11	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
129	20	24.79	51816	8.08	34.08	6.59	1.32	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
130	30	25.75	51811	8.12	33.9	4.08	1.53	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
131	40	26.37	52413	8.16	34.05	4.15	1.36	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
132	50	27.2	52721	8.09	33.91	4.91	1.49	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
133	60	27.57	52700	8.18	33.97	4.89	1.23	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
134	70	28.72	53574	8.18	34.03	5.38	1.01	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
135	80	28.55	53265	8.23	33.81	6.36	1.28	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
136	90	29.41	52995	8.24	33.63	4.41	1.08	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
137	100	30.1	53357	8.3	33.64	4.72	1.02	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
138	110	30.3	51110	8.05	33.83	5.47	0.98	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
139	120	28.5	51510	8.12	34.03	6.58	0.75	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
140	130	29.33	51110	8.22	33.78	6.46	1.32	0.11	0.29	1.12	0.013	0.003	0.41	0.46	0.41	0.27	0	0.019	0.03	0.036	0.015	0	-
141	1	23.26	52168	8.14	34.37	7.03	0.95	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
142	10	23.69	51536	8.11	33.89	5.3	1.11	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
143	20	24.79	51816	8.08	34.08	6.59	1.32	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
144	30	25.75	51811	8.12	33.9	4.08	1.53	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
145	40	26.37	52413	8.16	34.05	4.15	1.36	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
146	50	27.2	52721	8.09	33.91	4.91	1.49	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
147	60	27.57	52700	8.18	33.97	4.89	1.23	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
148	70	28.72	53574	8.18	34.03	5.38	1.01	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
149	80	28.55	53265	8.23	33.81	6.36	1.28	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
150	90	29.41	52995	8.24	33.63	4.41	1.08	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
151	100	30.1	53357	8.3	33.64	4.72	1.02	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
152	110	30.3	51110	8.05	33.83	5.47	0.98	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
153	120	28.5	51510	8.12	34.03	6.58	0.75	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
154	130	29.33	51110	8.22	33.78	6.46	1.32	0.097	0.26	1.64	0.01	0.006	0	0	0	0.2	0.048	0.017	0.067	0	0	0.004	-
155	1	23.26	52168	8.14	34.37	7.03	0.95	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
156	10	23.69	51536	8.11	33.89	5.3	1.11	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
157	20	24.79	51816	8.08	34.08	6.59	1.32	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
158	30	25.75	51811	8.12	33.9	4.08	1.53	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
159	40	26.37	52413	8.16	34.05	4.15	1.36	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
160	50	27.2	52721	8.09	33.91	4.91	1.49	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
161	60	27.57	52700	8.18	33.97	4.89	1.23	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
162	70	28.72	53574	8.18	34.03	5.38	1.01	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
163	80	28.55	53265	8.23	33.81	6.36	1.28	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
164	90	29.41	52995	8.24	33.63	4.41	1.08	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
165	100	30.1	53357	8.3	33.64	4.72	1.02	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
166	110	30.3	51110	8.05	33.83	5.47	0.98	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
167	120	28.5	51510	8.12	34.03	6.58	0.75	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
168	130	29.33	51110	8.22	33.78	6.46	1.32	0.091	0.21	0.4	0.013	0.016	0	0	0	0.04	0	0	0	0	0	0.0028	-
169	1	23.26	52168	8.14	34.37	7.03	0.95	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
170	10	23.69	51536	8.11	33.89	5.3	1.11	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
171	20	24.79	51816	8.08	34.08	6.59	1.32	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
172	30	25.75	51811	8.12	33.9	4.08	1.53	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
173	40	26.37	52413	8.16	34.05	4.15	1.36	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
174	50	27.2	52721	8.09	33.91	4.91	1.49	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
175	60	27.57	52700	8.18	33.97	4.89	1.23	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
176	70	28.72	53574	8.18	34.03	5.38	1.01	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
177	80	28.55	53265	8.23	33.81	6.36	1.28	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
178	90	29.41	52995	8.24	33.63	4.41	1.08	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
179	100	30.1	53357	8.3	33.64	4.72	1.02	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
180	110	30.3	51110	8.05	33.83	5.47	0.98	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
181	120	28.5	51510	8.12	34.03	6.58	0.75	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
182	130	29.33	51110	8.22	33.78	6.46	1.32	0.064	0.22	1.18	0.008	0.005	0	0	0	0.32	0.035	0.014	0.049	0	0	0.033	-
183	1	23.26	52168	8.14	34.37	7.03	0.95	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
184	10	23.69	51536	8.11	33.89	5.3	1.11	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
185	20	24.79	51816	8.08	34.08	6.59	1.32	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
186	30	25.75	51811	8.12	33.9	4.08	1.53	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
187	40	26.37	52413	8.16	34.05	4.15	1.36	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
188	50	27.2	52721	8.09	33.91	4.91	1.49	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
189	60	27.57	52700	8.18	33.97	4.89	1.23	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
190	70	28.72	53574	8.18	34.03	5.38	1.01	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
191	80	28.55	53265	8.23	33.81	6.36	1.28	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
192	90	29.41	52995	8.24	33.63	4.41	1.08	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
193	100	30.1	53357	8.3	33.64	4.72	1.02	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
194	110	30.3	51110	8.05	33.83	5.47	0.98	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
195	120	28.5	51510	8.12	34.03	6.58	0.75	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-
196	130	29.33	51110	8.22	33.78	6.46	1.32	0.072	0.1388	1.2186	0.0124	0.0034	0	0	0	0	0.015	0.0178	0	0.0394	0	0	-