Result Detail – Correlation

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Result Information

Result ID: 109
Type: Correlation
Status: completed
Dataset ID: 697
Created: 2026-09-21 02:14:01.070211

Correlation Analysis

Method: Pearson
Pairs Tested: 190
Significant Pairs: 58 (FDR q < 0.05, Benjamini-Hochberg)

Correlation Heatmap

Pairwise Significance

Feature 1	Feature 2	r	p-value	q-value (FDR)	Significant
MEAN_PC_SHOOTMASS	MEAN_RC_SHOOTMASS	0.894	8.857e-05	0.0008857	yes
MEAN_PC_SHOOTMASS	MEAN_PC_HEIGHT	0.855	0.0003922	0.002866	yes
MEAN_PC_SHOOTMASS	MEAN_ENV_SOILOC	0.707	0.01007	0.03418	yes
MEAN_PC_SHOOTMASS	MEAN_ENV_SOILMOIS	0.637	0.026	0.07897	no
MEAN_PC_SHOOTMASS	MEAN_ENV_SOILTN	0.737	0.006223	0.02365	yes
MEAN_PC_SHOOTMASS	MEAN_COVER_TOTAL_JUL	0.906	4.814e-05	0.000538	yes
MEAN_PC_SHOOTMASS	MEAN_COVER_SHANNON_JUL	-0.247	0.438	0.6119	no
MEAN_PC_SHOOTMASS	MEAN_PC_WOODMASS	0.132	0.6835	0.7826	no
MEAN_PC_SHOOTMASS	PLOT_COUNT	-0.620	0.03144	0.08915	no
MEAN_PC_SHOOTMASS	PASTURE_TOTALAREA	-0.625	0.02986	0.08634	no
MEAN_PC_SHOOTMASS	PASTURE_FORESTAREA	0.473	0.1204	0.2541	no
MEAN_PC_SHOOTMASS	PASTURE_WETLANDAREA	-0.096	0.7663	0.8368	no
MEAN_PC_SHOOTMASS	MEAN_ENV_PH	-0.624	0.02999	0.08634	no
MEAN_PC_SHOOTMASS	MEAN_ENV_SOILP	0.493	0.1035	0.2286	no
MEAN_PC_SHOOTMASS	PASTURE_BIOMASS_PREDICTED	-0.235	0.4623	0.6275	no
MEAN_PC_SHOOTMASS	PASTURE_HA	-0.358	0.2533	0.4452	no
MEAN_PC_SHOOTMASS	CW_NUMBER	0.741	0.005788	0.02291	yes
MEAN_PC_SHOOTMASS	CF_NUMBER	0.763	0.003912	0.01616	yes
MEAN_PC_SHOOTMASS	SR_NUMBER	0.572	0.05215	0.1339	no
MEAN_RC_SHOOTMASS	MEAN_PC_HEIGHT	0.917	2.759e-05	0.0003744	yes
MEAN_RC_SHOOTMASS	MEAN_ENV_SOILOC	0.888	0.0001139	0.0009837	yes
MEAN_RC_SHOOTMASS	MEAN_ENV_SOILMOIS	0.807	0.001526	0.00763	yes
MEAN_RC_SHOOTMASS	MEAN_ENV_SOILTN	0.913	3.363e-05	0.0004259	yes
MEAN_RC_SHOOTMASS	MEAN_COVER_TOTAL_JUL	0.933	9.17e-06	0.000134	yes
MEAN_RC_SHOOTMASS	MEAN_COVER_SHANNON_JUL	-0.191	0.5521	0.6856	no
MEAN_RC_SHOOTMASS	MEAN_PC_WOODMASS	0.424	0.1701	0.3296	no
MEAN_RC_SHOOTMASS	PLOT_COUNT	-0.837	0.0006803	0.004039	yes
MEAN_RC_SHOOTMASS	PASTURE_TOTALAREA	-0.834	0.0007404	0.004263	yes
MEAN_RC_SHOOTMASS	PASTURE_FORESTAREA	0.687	0.01365	0.04549	yes
MEAN_RC_SHOOTMASS	PASTURE_WETLANDAREA	-0.151	0.6388	0.7586	no
MEAN_RC_SHOOTMASS	MEAN_ENV_PH	-0.618	0.03204	0.08953	no
MEAN_RC_SHOOTMASS	MEAN_ENV_SOILP	0.546	0.0663	0.1651	no
MEAN_RC_SHOOTMASS	PASTURE_BIOMASS_PREDICTED	-0.285	0.3688	0.5696	no
MEAN_RC_SHOOTMASS	PASTURE_HA	-0.438	0.1543	0.3152	no
MEAN_RC_SHOOTMASS	CW_NUMBER	0.502	0.09617	0.2202	no
MEAN_RC_SHOOTMASS	CF_NUMBER	0.515	0.08646	0.2053	no
MEAN_RC_SHOOTMASS	SR_NUMBER	0.783	0.002626	0.01188	yes
MEAN_PC_HEIGHT	MEAN_ENV_SOILOC	0.875	0.0001967	0.001593	yes
MEAN_PC_HEIGHT	MEAN_ENV_SOILMOIS	0.809	0.001427	0.007329	yes
MEAN_PC_HEIGHT	MEAN_ENV_SOILTN	0.890	0.0001071	0.0009694	yes
MEAN_PC_HEIGHT	MEAN_COVER_TOTAL_JUL	0.960	8.008e-07	1.902e-05	yes
MEAN_PC_HEIGHT	MEAN_COVER_SHANNON_JUL	-0.157	0.6259	0.7479	no
MEAN_PC_HEIGHT	MEAN_PC_WOODMASS	0.252	0.429	0.6083	no
MEAN_PC_HEIGHT	PLOT_COUNT	-0.788	0.002318	0.01074	yes
MEAN_PC_HEIGHT	PASTURE_TOTALAREA	-0.795	0.001992	0.009464	yes
MEAN_PC_HEIGHT	PASTURE_FORESTAREA	0.609	0.03544	0.09759	no
MEAN_PC_HEIGHT	PASTURE_WETLANDAREA	-0.320	0.3104	0.5064	no
MEAN_PC_HEIGHT	MEAN_ENV_PH	-0.492	0.1046	0.2286	no
MEAN_PC_HEIGHT	MEAN_ENV_SOILP	0.624	0.02998	0.08634	no
MEAN_PC_HEIGHT	PASTURE_BIOMASS_PREDICTED	-0.130	0.6879	0.7826	no
MEAN_PC_HEIGHT	PASTURE_HA	-0.295	0.3525	0.5535	no
MEAN_PC_HEIGHT	CW_NUMBER	0.521	0.08207	0.1974	no
MEAN_PC_HEIGHT	CF_NUMBER	0.545	0.06691	0.1651	no
MEAN_PC_HEIGHT	SR_NUMBER	0.682	0.01449	0.04747	yes
MEAN_ENV_SOILOC	MEAN_ENV_SOILMOIS	0.973	1.165e-07	4.429e-06	yes
MEAN_ENV_SOILOC	MEAN_ENV_SOILTN	0.996	6.809e-12	8.165e-10	yes
MEAN_ENV_SOILOC	MEAN_COVER_TOTAL_JUL	0.892	9.658e-05	0.0009175	yes
MEAN_ENV_SOILOC	MEAN_COVER_SHANNON_JUL	-0.173	0.5915	0.7205	no
MEAN_ENV_SOILOC	MEAN_PC_WOODMASS	0.490	0.1059	0.2286	no
MEAN_ENV_SOILOC	PLOT_COUNT	-0.985	6.467e-09	4.096e-07	yes
MEAN_ENV_SOILOC	PASTURE_TOTALAREA	-0.957	1.051e-06	2.219e-05	yes
MEAN_ENV_SOILOC	PASTURE_FORESTAREA	0.779	0.002836	0.01253	yes
MEAN_ENV_SOILOC	PASTURE_WETLANDAREA	-0.289	0.3614	0.5628	no
MEAN_ENV_SOILOC	MEAN_ENV_PH	-0.377	0.2276	0.4118	no
MEAN_ENV_SOILOC	MEAN_ENV_SOILP	0.755	0.004564	0.01845	yes
MEAN_ENV_SOILOC	PASTURE_BIOMASS_PREDICTED	-0.262	0.4116	0.5969	no
MEAN_ENV_SOILOC	PASTURE_HA	-0.422	0.1718	0.3296	no
MEAN_ENV_SOILOC	CW_NUMBER	0.179	0.5771	0.7074	no
MEAN_ENV_SOILOC	CF_NUMBER	0.203	0.5259	0.6747	no
MEAN_ENV_SOILOC	SR_NUMBER	0.847	0.0005127	0.003305	yes
MEAN_ENV_SOILMOIS	MEAN_ENV_SOILTN	0.953	1.605e-06	2.587e-05	yes
MEAN_ENV_SOILMOIS	MEAN_COVER_TOTAL_JUL	0.847	0.0005084	0.003305	yes
MEAN_ENV_SOILMOIS	MEAN_COVER_SHANNON_JUL	-0.221	0.4904	0.6516	no
MEAN_ENV_SOILMOIS	MEAN_PC_WOODMASS	0.356	0.2567	0.4452	no
MEAN_ENV_SOILMOIS	PLOT_COUNT	-0.954	1.425e-06	2.587e-05	yes
MEAN_ENV_SOILMOIS	PASTURE_TOTALAREA	-0.908	4.462e-05	0.0005299	yes
MEAN_ENV_SOILMOIS	PASTURE_FORESTAREA	0.838	0.0006599	0.004039	yes
MEAN_ENV_SOILMOIS	PASTURE_WETLANDAREA	-0.325	0.3026	0.5	no
MEAN_ENV_SOILMOIS	MEAN_ENV_PH	-0.332	0.2915	0.4901	no
MEAN_ENV_SOILMOIS	MEAN_ENV_SOILP	0.823	0.001018	0.005528	yes
MEAN_ENV_SOILMOIS	PASTURE_BIOMASS_PREDICTED	-0.276	0.3848	0.5798	no
MEAN_ENV_SOILMOIS	PASTURE_HA	-0.410	0.1854	0.3524	no
MEAN_ENV_SOILMOIS	CW_NUMBER	0.143	0.6572	0.7682	no
MEAN_ENV_SOILMOIS	CF_NUMBER	0.168	0.6009	0.7226	no
MEAN_ENV_SOILMOIS	SR_NUMBER	0.830	0.0008317	0.004648	yes
MEAN_ENV_SOILTN	MEAN_COVER_TOTAL_JUL	0.900	6.619e-05	0.0006987	yes
MEAN_ENV_SOILTN	MEAN_COVER_SHANNON_JUL	-0.171	0.5959	0.7211	no
MEAN_ENV_SOILTN	MEAN_PC_WOODMASS	0.510	0.09023	0.2117	no
MEAN_ENV_SOILTN	PLOT_COUNT	-0.980	2.247e-08	1.067e-06	yes
MEAN_ENV_SOILTN	PASTURE_TOTALAREA	-0.953	1.634e-06	2.587e-05	yes
MEAN_ENV_SOILTN	PASTURE_FORESTAREA	0.764	0.003825	0.01615	yes
MEAN_ENV_SOILTN	PASTURE_WETLANDAREA	-0.257	0.4206	0.6008	no
MEAN_ENV_SOILTN	MEAN_ENV_PH	-0.407	0.1888	0.3551	no
MEAN_ENV_SOILTN	MEAN_ENV_SOILP	0.716	0.00884	0.03054	yes
MEAN_ENV_SOILTN	PASTURE_BIOMASS_PREDICTED	-0.240	0.4519	0.6218	no
MEAN_ENV_SOILTN	PASTURE_HA	-0.404	0.1929	0.3593	no
MEAN_ENV_SOILTN	CW_NUMBER	0.208	0.5157	0.6666	no
MEAN_ENV_SOILTN	CF_NUMBER	0.232	0.4672	0.6296	no
MEAN_ENV_SOILTN	SR_NUMBER	0.846	0.0005219	0.003305	yes
MEAN_COVER_TOTAL_JUL	MEAN_COVER_SHANNON_JUL	-0.097	0.765	0.8368	no
MEAN_COVER_TOTAL_JUL	MEAN_PC_WOODMASS	0.213	0.5057	0.6616	no
MEAN_COVER_TOTAL_JUL	PLOT_COUNT	-0.816	0.001209	0.00638	yes
MEAN_COVER_TOTAL_JUL	PASTURE_TOTALAREA	-0.797	0.001918	0.009344	yes
MEAN_COVER_TOTAL_JUL	PASTURE_FORESTAREA	0.668	0.01759	0.05665	no
MEAN_COVER_TOTAL_JUL	PASTURE_WETLANDAREA	-0.300	0.343	0.5431	no
MEAN_COVER_TOTAL_JUL	MEAN_ENV_PH	-0.559	0.05872	0.1487	no
MEAN_COVER_TOTAL_JUL	MEAN_ENV_SOILP	0.660	0.01959	0.06203	no
MEAN_COVER_TOTAL_JUL	PASTURE_BIOMASS_PREDICTED	-0.355	0.2578	0.4452	no
MEAN_COVER_TOTAL_JUL	PASTURE_HA	-0.498	0.09974	0.2256	no
MEAN_COVER_TOTAL_JUL	CW_NUMBER	0.578	0.04924	0.1282	no
MEAN_COVER_TOTAL_JUL	CF_NUMBER	0.603	0.03789	0.1029	no
MEAN_COVER_TOTAL_JUL	SR_NUMBER	0.727	0.007411	0.02641	yes
MEAN_COVER_SHANNON_JUL	MEAN_PC_WOODMASS	-0.050	0.8774	0.906	no
MEAN_COVER_SHANNON_JUL	PLOT_COUNT	0.127	0.6951	0.7862	no
MEAN_COVER_SHANNON_JUL	PASTURE_TOTALAREA	0.194	0.5453	0.6816	no
MEAN_COVER_SHANNON_JUL	PASTURE_FORESTAREA	-0.039	0.9039	0.9201	no
MEAN_COVER_SHANNON_JUL	PASTURE_WETLANDAREA	0.092	0.7754	0.8418	no
MEAN_COVER_SHANNON_JUL	MEAN_ENV_PH	-0.149	0.643	0.7588	no
MEAN_COVER_SHANNON_JUL	MEAN_ENV_SOILP	-0.212	0.5084	0.6616	no
MEAN_COVER_SHANNON_JUL	PASTURE_BIOMASS_PREDICTED	-0.374	0.2308	0.4126	no
MEAN_COVER_SHANNON_JUL	PASTURE_HA	-0.383	0.2189	0.4038	no
MEAN_COVER_SHANNON_JUL	CW_NUMBER	-0.067	0.836	0.869	no
MEAN_COVER_SHANNON_JUL	CF_NUMBER	-0.035	0.9147	0.9244	no
MEAN_COVER_SHANNON_JUL	SR_NUMBER	0.070	0.8298	0.869	no
MEAN_PC_WOODMASS	PLOT_COUNT	-0.586	0.04515	0.1192	no
MEAN_PC_WOODMASS	PASTURE_TOTALAREA	-0.636	0.02618	0.07897	no
MEAN_PC_WOODMASS	PASTURE_FORESTAREA	0.184	0.568	0.7008	no
MEAN_PC_WOODMASS	PASTURE_WETLANDAREA	-0.100	0.7568	0.836	no
MEAN_PC_WOODMASS	MEAN_ENV_PH	-0.119	0.7129	0.8015	no
MEAN_PC_WOODMASS	MEAN_ENV_SOILP	0.215	0.5015	0.6616	no
MEAN_PC_WOODMASS	PASTURE_BIOMASS_PREDICTED	-0.083	0.7972	0.8557	no
MEAN_PC_WOODMASS	PASTURE_HA	-0.224	0.484	0.6476	no
MEAN_PC_WOODMASS	CW_NUMBER	-0.428	0.1654	0.329	no
MEAN_PC_WOODMASS	CF_NUMBER	-0.427	0.1662	0.329	no
MEAN_PC_WOODMASS	SR_NUMBER	0.475	0.1185	0.2529	no
PLOT_COUNT	PASTURE_TOTALAREA	0.966	3.541e-07	1.102e-05	yes
PLOT_COUNT	PASTURE_FORESTAREA	-0.775	0.003088	0.01334	yes
PLOT_COUNT	PASTURE_WETLANDAREA	0.239	0.4549	0.6218	no
PLOT_COUNT	MEAN_ENV_PH	0.330	0.2956	0.4927	no
PLOT_COUNT	MEAN_ENV_SOILP	-0.731	0.006959	0.02543	yes
PLOT_COUNT	PASTURE_BIOMASS_PREDICTED	0.271	0.3937	0.5798	no
PLOT_COUNT	PASTURE_HA	0.429	0.1637	0.329	no
PLOT_COUNT	CW_NUMBER	-0.041	0.8988	0.9201	no
PLOT_COUNT	CF_NUMBER	-0.067	0.837	0.869	no
PLOT_COUNT	SR_NUMBER	-0.866	0.0002672	0.002031	yes
PASTURE_TOTALAREA	PASTURE_FORESTAREA	-0.726	0.007505	0.02641	yes
PASTURE_TOTALAREA	PASTURE_WETLANDAREA	0.317	0.3148	0.5064	no
PASTURE_TOTALAREA	MEAN_ENV_PH	0.318	0.3135	0.5064	no
PASTURE_TOTALAREA	MEAN_ENV_SOILP	-0.738	0.00611	0.02365	yes
PASTURE_TOTALAREA	PASTURE_BIOMASS_PREDICTED	0.197	0.5402	0.6805	no
PASTURE_TOTALAREA	PASTURE_HA	0.353	0.2606	0.446	no
PASTURE_TOTALAREA	CW_NUMBER	-0.015	0.9621	0.9621	no
PASTURE_TOTALAREA	CF_NUMBER	-0.038	0.9056	0.9201	no
PASTURE_TOTALAREA	SR_NUMBER	-0.851	0.0004458	0.003137	yes
PASTURE_FORESTAREA	PASTURE_WETLANDAREA	-0.196	0.5408	0.6805	no
PASTURE_FORESTAREA	MEAN_ENV_PH	-0.506	0.09317	0.2159	no
PASTURE_FORESTAREA	MEAN_ENV_SOILP	0.636	0.02608	0.07897	no
PASTURE_FORESTAREA	PASTURE_BIOMASS_PREDICTED	-0.316	0.3172	0.5064	no
PASTURE_FORESTAREA	PASTURE_HA	-0.373	0.2324	0.4126	no
PASTURE_FORESTAREA	CW_NUMBER	0.115	0.7208	0.8041	no
PASTURE_FORESTAREA	CF_NUMBER	0.141	0.6624	0.7682	no
PASTURE_FORESTAREA	SR_NUMBER	0.874	0.0002012	0.001593	yes
PASTURE_WETLANDAREA	MEAN_ENV_PH	0.202	0.5291	0.6747	no
PASTURE_WETLANDAREA	MEAN_ENV_SOILP	-0.454	0.1378	0.2846	no
PASTURE_WETLANDAREA	PASTURE_BIOMASS_PREDICTED	0.266	0.4035	0.5897	no
PASTURE_WETLANDAREA	PASTURE_HA	0.259	0.4165	0.5995	no
PASTURE_WETLANDAREA	CW_NUMBER	0.086	0.7901	0.853	no
PASTURE_WETLANDAREA	CF_NUMBER	0.073	0.8224	0.869	no
PASTURE_WETLANDAREA	SR_NUMBER	-0.141	0.6631	0.7682	no
MEAN_ENV_PH	MEAN_ENV_SOILP	-0.339	0.2811	0.4769	no
MEAN_ENV_PH	PASTURE_BIOMASS_PREDICTED	0.380	0.2226	0.4067	no
MEAN_ENV_PH	PASTURE_HA	0.454	0.1377	0.2846	no
MEAN_ENV_PH	CW_NUMBER	-0.491	0.1051	0.2286	no
MEAN_ENV_PH	CF_NUMBER	-0.528	0.07745	0.1887	no
MEAN_ENV_PH	SR_NUMBER	-0.601	0.03862	0.1033	no
MEAN_ENV_SOILP	PASTURE_BIOMASS_PREDICTED	-0.131	0.6846	0.7826	no
MEAN_ENV_SOILP	PASTURE_HA	-0.276	0.3845	0.5798	no
MEAN_ENV_SOILP	CW_NUMBER	0.028	0.9318	0.9367	no
MEAN_ENV_SOILP	CF_NUMBER	0.078	0.8089	0.8634	no
MEAN_ENV_SOILP	SR_NUMBER	0.733	0.00669	0.02492	yes
PASTURE_BIOMASS_PREDICTED	PASTURE_HA	0.965	4.059e-07	1.102e-05	yes
PASTURE_BIOMASS_PREDICTED	CW_NUMBER	-0.248	0.4371	0.6119	no
PASTURE_BIOMASS_PREDICTED	CF_NUMBER	-0.240	0.4519	0.6218	no
PASTURE_BIOMASS_PREDICTED	SR_NUMBER	-0.278	0.382	0.5798	no
PASTURE_HA	CW_NUMBER	-0.272	0.3919	0.5798	no
PASTURE_HA	CF_NUMBER	-0.274	0.3881	0.5798	no
PASTURE_HA	SR_NUMBER	-0.424	0.1693	0.3296	no
CW_NUMBER	CF_NUMBER	0.996	8.595e-12	8.165e-10	yes
CW_NUMBER	SR_NUMBER	0.072	0.8234	0.869	no
CF_NUMBER	SR_NUMBER	0.114	0.7237	0.8041	no

Correlation Matrix

	MEAN_PC_SHOOTMASS	MEAN_RC_SHOOTMASS	MEAN_PC_HEIGHT	MEAN_ENV_SOILOC	MEAN_ENV_SOILMOIS	MEAN_ENV_SOILTN	MEAN_COVER_TOTAL_JUL	MEAN_COVER_SHANNON_JUL	MEAN_PC_WOODMASS	PLOT_COUNT	PASTURE_TOTALAREA	PASTURE_FORESTAREA	PASTURE_WETLANDAREA	MEAN_ENV_PH	MEAN_ENV_SOILP	PASTURE_BIOMASS_PREDICTED	PASTURE_HA	CW_NUMBER	CF_NUMBER	SR_NUMBER
MEAN_PC_SHOOTMASS	1.000	0.894	0.855	0.707	0.637	0.737	0.906	-0.247	0.132	-0.620	-0.625	0.473	-0.096	-0.624	0.493	-0.235	-0.358	0.741	0.763	0.572
MEAN_RC_SHOOTMASS	0.894	1.000	0.917	0.888	0.807	0.913	0.933	-0.191	0.424	-0.837	-0.834	0.687	-0.151	-0.618	0.546	-0.285	-0.438	0.502	0.515	0.783
MEAN_PC_HEIGHT	0.855	0.917	1.000	0.875	0.809	0.890	0.960	-0.157	0.252	-0.788	-0.795	0.609	-0.320	-0.492	0.624	-0.130	-0.295	0.521	0.545	0.682
MEAN_ENV_SOILOC	0.707	0.888	0.875	1.000	0.973	0.996	0.892	-0.173	0.490	-0.985	-0.957	0.779	-0.289	-0.377	0.755	-0.262	-0.422	0.179	0.203	0.847
MEAN_ENV_SOILMOIS	0.637	0.807	0.809	0.973	1.000	0.953	0.847	-0.221	0.356	-0.954	-0.908	0.838	-0.325	-0.332	0.823	-0.276	-0.410	0.143	0.168	0.830
MEAN_ENV_SOILTN	0.737	0.913	0.890	0.996	0.953	1.000	0.900	-0.171	0.510	-0.980	-0.953	0.764	-0.257	-0.407	0.716	-0.240	-0.404	0.208	0.232	0.846
MEAN_COVER_TOTAL_JUL	0.906	0.933	0.960	0.892	0.847	0.900	1.000	-0.097	0.213	-0.816	-0.797	0.668	-0.300	-0.559	0.660	-0.355	-0.498	0.578	0.603	0.727
MEAN_COVER_SHANNON_JUL	-0.247	-0.191	-0.157	-0.173	-0.221	-0.171	-0.097	1.000	-0.050	0.127	0.194	-0.039	0.092	-0.149	-0.212	-0.374	-0.383	-0.067	-0.035	0.070
MEAN_PC_WOODMASS	0.132	0.424	0.252	0.490	0.356	0.510	0.213	-0.050	1.000	-0.586	-0.636	0.184	-0.100	-0.119	0.215	-0.083	-0.224	-0.428	-0.427	0.475
PLOT_COUNT	-0.620	-0.837	-0.788	-0.985	-0.954	-0.980	-0.816	0.127	-0.586	1.000	0.966	-0.775	0.239	0.330	-0.731	0.271	0.429	-0.041	-0.067	-0.866
PASTURE_TOTALAREA	-0.625	-0.834	-0.795	-0.957	-0.908	-0.953	-0.797	0.194	-0.636	0.966	1.000	-0.726	0.317	0.318	-0.738	0.197	0.353	-0.015	-0.038	-0.851
PASTURE_FORESTAREA	0.473	0.687	0.609	0.779	0.838	0.764	0.668	-0.039	0.184	-0.775	-0.726	1.000	-0.196	-0.506	0.636	-0.316	-0.373	0.115	0.141	0.874
PASTURE_WETLANDAREA	-0.096	-0.151	-0.320	-0.289	-0.325	-0.257	-0.300	0.092	-0.100	0.239	0.317	-0.196	1.000	0.202	-0.454	0.266	0.259	0.086	0.073	-0.141
MEAN_ENV_PH	-0.624	-0.618	-0.492	-0.377	-0.332	-0.407	-0.559	-0.149	-0.119	0.330	0.318	-0.506	0.202	1.000	-0.339	0.380	0.454	-0.491	-0.528	-0.601
MEAN_ENV_SOILP	0.493	0.546	0.624	0.755	0.823	0.716	0.660	-0.212	0.215	-0.731	-0.738	0.636	-0.454	-0.339	1.000	-0.131	-0.276	0.028	0.078	0.733
PASTURE_BIOMASS_PREDICTED	-0.235	-0.285	-0.130	-0.262	-0.276	-0.240	-0.355	-0.374	-0.083	0.271	0.197	-0.316	0.266	0.380	-0.131	1.000	0.965	-0.248	-0.240	-0.278
PASTURE_HA	-0.358	-0.438	-0.295	-0.422	-0.410	-0.404	-0.498	-0.383	-0.224	0.429	0.353	-0.373	0.259	0.454	-0.276	0.965	1.000	-0.272	-0.274	-0.424
CW_NUMBER	0.741	0.502	0.521	0.179	0.143	0.208	0.578	-0.067	-0.428	-0.041	-0.015	0.115	0.086	-0.491	0.028	-0.248	-0.272	1.000	0.996	0.072
CF_NUMBER	0.763	0.515	0.545	0.203	0.168	0.232	0.603	-0.035	-0.427	-0.067	-0.038	0.141	0.073	-0.528	0.078	-0.240	-0.274	0.996	1.000	0.114
SR_NUMBER	0.572	0.783	0.682	0.847	0.830	0.846	0.727	0.070	0.475	-0.866	-0.851	0.874	-0.141	-0.601	0.733	-0.278	-0.424	0.072	0.114	1.000

Figures

Correlation matrix Download PNG

Correlation matrix (clustered) Download PNG

Pathway Analysis (same dataset)

Run Pathway Analysis

Method & Provenance

Method: Pearson correlation
Method key: correlation (result type: correlation, result #109)
Engine: Python · pandas/scipy v1.17.1
Dataset(s): #697 gallery — catg_example_02_grazing_carrying_capacity.csv
Status: completed
Permanent link: https://cat-g-omxpert.wishartlab.com/results/by-token/7dd486646cea49a78f4f0059dde2e974 Bookmark or share this URL — it does not depend on your session.
Created: 2026-09-21 02:14:01.070211

Parameters used

Parameter	Value
`method`	pearson

Execution trace

Reconstructed from the parameters stored with this result — represents the Python/R calls the analysis service made.

corr = df.corr(method='pearson')

from scipy import stats

r, p = stats.pearsonr(x, y)  # per pair

q = statsmodels.stats.multitest.multipletests(p_values, method='fdr_bh')