Table 4 Identified suspected data and outliers for the proposed CatBoost model using the leverage technique.

No.	Temperature (K)	PZ concentration (M)	CO₂ partial pressure (kPa)	Exp. CO₂ loading (mol CO₂/ mol PZ)	Pred. CO₂ loading (mol CO₂/ mol PZ)	H	SR	Status	Ref.
1	298	0.2	817.3	2.392	2.216	0.00303	-5.828	Suspected	⁴⁷
2	298	0.2	1171	2.75	2.619	0.00374	-4.336	Suspected	⁴⁷
3	328	0.4	385.3	1.191	1.091	0.00308	-3.314	Suspected	⁴⁷
4	298	0.2	76.51	1.185	1.281	0.00317	3.177	Suspected	⁴⁷
5	328	0.2	550.7	1.463	1.579	0.00347	3.831	Suspected	⁴⁷
6	308	0.2	238.5	1.275	1.410	0.00318	4.492	Suspected	⁴⁷
7	303.15	0.1	0.924	1.285	1.428	0.00367	4.730	Suspected	⁵³
8	313	0.3	1108	1.49	1.594	0.00363	3.437	Suspected	⁵²
9	313	0.3	6489	2.77	2.756	0.07375	-0.448	Outlier	⁵²
10	343	0.3	5745	2.06	2.000	0.05682	-1.937	Outlier	⁵²
11	313	0.3	5421	2.61	2.572	0.05070	-1.236	Outlier	⁵²
12	343	0.3	5214	1.99	2.000	0.04647	0.323	Outlier	⁵²
13	313	0.3	4536	2.43	2.432	0.03503	0.077	Outlier	⁵²
14	343	0.3	4285	1.86	1.840	0.03105	-0.652	Outlier	⁵²
15	343	1.2	7399	1.8	1.798	0.09663	-0.070	Outlier	⁵²
16	313	1.2	6150	2.03	2.048	0.06629	0.574	Outlier	⁵²
17	343	1.2	6150	1.7	1.662	0.06557	-1.204	Outlier	⁵²
18	313	1.2	5149	1.94	1.956	0.04565	0.527	Outlier	⁵²
19	343	1.2	5174	1.59	1.620	0.04560	0.963	Outlier	⁵²
20	343	1.2	4314	1.51	1.543	0.03113	1.088	Outlier	⁵²
21	313	1.2	4265	1.83	1.799	0.03074	-1.030	Outlier	⁵²
22	333.15	6.2	0.331	0.462	0.455	0.02420	-0.235	Outlier	⁴⁹
23	333.15	6.2	1.865	0.578	0.602	0.02420	0.791	Outlier	⁴⁹
24	333.15	6.2	6.791	0.708	0.698	0.02419	-0.332	Outlier	⁴⁹
25	353.15	6.2	2.115	0.444	0.463	0.02370	0.612	Outlier	⁵⁰
26	353.15	6.2	9.141	0.58	0.571	0.02369	-0.295	Outlier	⁵⁰
27	373.15	6.2	7.871	0.444	0.462	0.02322	0.603	Outlier	⁵⁰
28	373.15	6.2	33.652	0.58	0.582	0.02320	0.070	Outlier	⁵⁰

Quick links

Search