Datasets:

GEOSCIENCES-AI
/

large-synthetic-drp

idx int64	shard int64	pos int64	kind string	target_phi float64	seed int64	tries int64	accepted bool	porosity float64	surf_per_vox float64	chord_est float64	perc_x bool	perc_y bool	perc_z bool	percolates_all bool	largest_cluster_frac float64	corr_len_x float64	corr_len_y float64	corr_len_z float64	corr_len_mean float64	corr_aniso float64	p_blobiness float64	p_aniso float64
0	0	0	blobs	0.207992	0	1	true	0.207992	0.040176	20.707985	true	true	true	true	0.952087	17.288029	17.376627	17.285841	17.316832	0.999873	1.044579	1
1	0	1	blobs	0.20285	1	1	true	0.20285	0.037356	21.720553	true	true	true	true	0.927036	18.420593	18.438103	18.403233	18.420643	0.999058	1.005328	1
2	0	2	blobs	0.207309	2	1	true	0.207309	0.038916	21.308074	true	true	true	true	0.917704	18.154062	17.777899	17.853571	17.928511	0.983448	1.03017	1
3	0	3	blobs	0.196931	3	1	true	0.196931	0.039804	19.790159	true	true	true	true	0.962088	16.906456	16.858398	16.927263	16.897373	1.001231	1.09772	1
4	0	4	blobs	0.189489	4	1	true	0.189489	0.035906	21.109245	true	true	true	true	0.956455	18.236698	18.213972	18.184742	18.211804	0.997151	1.009369	1
5	0	5	blobs	0.185148	5	1	true	0.185148	0.031479	23.526639	true	true	true	true	0.921395	20.212523	20.575035	20.410254	20.39927	1.009783	0.891661	1
6	0	6	blobs	0.208638	6	1	true	0.208638	0.032743	25.487702	true	true	true	true	0.926975	21.584755	21.24321	21.614426	21.480797	1.001375	0.862763	1
7	0	7	blobs	0.208542	7	1	true	0.208542	0.039074	21.348674	true	true	true	true	0.916769	17.624022	17.817415	18.128941	17.856792	1.028649	1.03057	1
8	0	8	blobs	0.19159	8	1	true	0.19159	0.038493	19.908795	true	true	true	true	0.904674	16.874952	17.153137	17.275112	17.101067	1.023713	1.067724	1
9	0	9	blobs	0.210356	9	1	true	0.210356	0.042853	19.635023	true	true	true	true	0.929807	16.418509	16.000401	16.755672	16.391527	1.020536	1.128077	1
10	0	10	blobs	0.197175	10	1	true	0.197175	0.037523	21.01897	true	true	true	true	0.93786	18.128454	18.118462	17.630074	17.958996	0.972508	1.021019	1
11	0	11	blobs	0.174967	11	1	true	0.174967	0.036776	19.030791	true	true	true	true	0.877269	16.507917	16.843704	16.802176	16.717932	1.017825	1.102489	1
12	0	12	blobs	0.20287	12	1	true	0.20287	0.041261	19.666865	true	true	true	true	0.953051	16.837025	16.419584	16.661861	16.63949	0.989597	1.112718	1
13	0	13	blobs	0.202932	13	1	true	0.202932	0.035894	22.614555	true	true	true	true	0.916605	19.011957	19.266342	19.412918	19.230406	1.02109	0.976505	1
14	0	14	blobs	0.216971	14	1	true	0.216971	0.045145	19.224464	true	true	true	true	0.941343	16.077673	15.810983	15.901114	15.929923	0.989018	1.158663	1
15	0	15	blobs	0.178591	10,000,015	2	true	0.178591	0.034592	20.650886	true	true	true	true	0.900882	17.891193	17.935762	18.064629	17.963861	1.009694	0.993301	1
16	0	16	blobs	0.204016	16	1	true	0.204016	0.03597	22.687041	true	true	true	true	0.947143	19.549149	18.917076	19.084093	19.183439	0.976211	0.958594	1
17	0	17	blobs	0.179439	17	1	true	0.179439	0.036264	19.792695	true	true	true	true	0.902363	17.17845	17.239902	17.45941	17.292587	1.016355	1.051526	1
18	0	18	blobs	0.193192	18	1	true	0.193192	0.039974	19.331581	true	true	true	true	0.90616	16.431664	16.754412	16.571587	16.585887	1.008515	1.110395	1
19	0	19	blobs	0.217867	19	1	true	0.217867	0.036968	23.573521	true	true	true	true	0.968355	19.599304	19.665224	19.142866	19.469131	0.976712	0.95557	1
20	0	20	blobs	0.206384	20	1	true	0.206384	0.038028	21.708836	true	true	true	true	0.9571	18.226725	18.373539	18.307413	18.302559	1.004427	1.019684	1
21	0	21	blobs	0.21147	21	1	true	0.21147	0.043307	19.532323	true	true	true	true	0.971663	16.407829	16.275152	16.2724	16.31846	0.991746	1.132738	1
22	0	22	blobs	0.186276	22	1	true	0.186276	0.035254	21.135537	true	true	true	true	0.924785	18.497406	18.10161	18.333887	18.310968	0.99116	1.018917	1
23	0	23	blobs	0.191815	23	1	true	0.191815	0.03599	21.318607	true	true	true	true	0.910812	18.586464	18.144754	18.313171	18.34813	0.985296	1.009633	1
24	0	24	blobs	0.208405	24	1	true	0.208405	0.036933	22.571089	true	true	true	true	0.929186	18.868715	19.236145	18.600092	18.901651	0.985764	0.966823	1
25	1	0	blobs	0.196197	25	1	true	0.196197	0.03692	21.256543	true	true	true	true	0.902393	18.329439	18.107607	17.774797	18.070614	0.96974	1.005061	1
26	1	1	blobs	0.201737	26	1	true	0.201737	0.034391	23.463612	true	true	true	true	0.927546	20.261509	19.635942	19.550562	19.816004	0.964911	0.92084	1
27	1	2	blobs	0.182626	27	1	true	0.182626	0.029181	25.03331	true	true	true	true	0.852977	21.615103	21.799028	21.631575	21.681902	1.000762	0.837189	1
28	1	3	blobs	0.192168	28	1	true	0.192168	0.034197	22.477384	true	true	true	true	0.895471	19.169754	19.579565	19.109028	19.286116	0.996832	0.942758	1
29	1	4	blobs	0.216921	29	1	true	0.216921	0.03703	23.432132	true	true	true	true	0.956425	19.717371	19.672056	19.170168	19.519865	0.972248	0.964962	1
30	1	5	blobs	0.197802	30	1	true	0.197802	0.038653	20.46969	true	true	true	true	0.961434	17.233263	17.506851	17.465599	17.401904	1.013482	1.041539	1
31	1	6	blobs	0.20097	31	1	true	0.20097	0.040835	19.685892	true	true	true	true	0.906107	16.520626	16.46697	16.895056	16.627551	1.022664	1.104362	1
32	1	7	blobs	0.195651	32	1	true	0.195651	0.037237	21.016742	true	true	true	true	0.949811	17.631041	18.358801	17.70697	17.898937	1.004307	1.013605	1
33	1	8	blobs	0.206103	33	1	true	0.206103	0.036628	22.507532	true	true	true	true	0.958067	18.975418	18.909159	19.013546	18.966041	1.002009	0.996096	1
34	1	9	blobs	0.21931	34	1	true	0.21931	0.036191	24.239398	true	true	true	true	0.945652	20.241335	19.970102	20.023718	20.078385	0.989249	0.933832	1
35	1	10	blobs	0.194702	35	1	true	0.194702	0.037726	20.643799	true	true	true	true	0.940944	17.626471	17.778763	17.720661	17.708632	1.005344	1.049715	1
36	1	11	blobs	0.190161	36	1	true	0.190161	0.036934	20.594771	true	true	true	true	0.913822	17.948385	17.734943	17.406979	17.696769	0.969835	1.037511	1
37	1	12	blobs	0.189092	37	1	true	0.189092	0.038223	19.788332	true	true	true	true	0.90701	17.239902	16.825668	17.243755	17.103109	1.000223	1.082128	1
38	1	13	blobs	0.201691	38	1	true	0.201691	0.035156	22.948303	true	true	true	true	0.879164	19.61356	19.02846	19.649818	19.430613	1.001849	0.942066	1
39	1	14	blobs	0.182367	39	1	true	0.182367	0.034593	21.087308	true	true	true	true	0.910899	18.473314	18.390282	18.181665	18.34842	0.984212	0.983255	1
40	1	15	blobs	0.209104	40	1	true	0.209104	0.034706	24.099803	true	true	true	true	0.953899	20.059671	20.228418	20.101801	20.129964	1.0021	0.916842	1
41	1	16	blobs	0.20324	41	1	true	0.20324	0.038589	21.067442	true	true	true	true	0.965935	17.963099	17.630077	17.943518	17.845565	0.99891	1.044061	1
42	1	17	blobs	0.201173	42	1	true	0.201173	0.039995	20.119987	true	true	true	true	0.942499	16.988735	16.93926	17.01259	16.980195	1.001404	1.059424	1
43	1	18	blobs	0.212162	43	1	true	0.212162	0.042443	19.994782	true	true	true	true	0.942017	16.497297	16.642723	16.932528	16.690849	1.026382	1.098747	1
44	1	19	blobs	0.206042	44	1	true	0.206042	0.04176	19.735736	true	true	true	true	0.942275	16.712212	16.522045	16.598434	16.610897	0.993192	1.113313	1
45	1	20	blobs	0.198267	45	1	true	0.198267	0.036506	21.724211	true	true	true	true	0.926496	18.528385	18.517248	18.16872	18.404785	0.980588	0.995065	1
46	1	21	blobs	0.202929	46	1	true	0.202929	0.041195	19.704252	true	true	true	true	0.932862	16.463276	16.696552	16.612009	16.590612	1.009034	1.092326	1
47	1	22	blobs	0.206411	47	1	true	0.206411	0.040205	20.53595	true	true	true	true	0.934129	17.038849	17.342724	17.402624	17.261399	1.02135	1.066348	1
48	1	23	blobs	0.199751	48	1	true	0.199751	0.043484	18.374473	true	true	true	true	0.947424	15.606432	15.608302	15.531027	15.58192	0.995168	1.169027	1
49	1	24	blobs	0.217389	49	1	true	0.217389	0.04544	19.13656	true	true	true	true	0.975875	16.104671	15.947458	15.733797	15.928642	0.976971	1.175628	1
50	2	0	blobs	0.189152	50	1	true	0.189152	0.031745	23.834108	true	true	true	true	0.895126	20.43224	20.424976	20.642006	20.499741	1.010266	0.899622	1
51	2	1	blobs	0.213484	51	1	true	0.213484	0.037471	22.789183	true	true	true	true	0.960336	19.460119	18.902807	18.72711	19.030012	0.962333	0.970268	1
52	2	2	blobs	0.201512	52	1	true	0.201512	0.03656	22.047316	true	true	true	true	0.929281	18.472843	18.87849	18.617811	18.656382	1.007848	0.982834	1
53	2	3	blobs	0.189376	53	1	true	0.189376	0.041445	18.277189	true	true	true	true	0.94291	15.942369	15.551194	15.757495	15.750353	0.988404	1.159339	1
54	2	4	blobs	0.23214	54	1	true	0.23214	0.042112	22.049834	true	true	true	true	0.981771	18.281033	17.954456	17.630112	17.9552	0.964394	1.042669	1
55	2	5	blobs	0.201315	55	1	true	0.201315	0.038884	20.709205	true	true	true	true	0.943247	17.523439	17.799429	17.415453	17.57944	0.993838	1.041646	1
56	2	6	blobs	0.212961	56	1	true	0.212961	0.035582	23.940491	true	true	true	true	0.938911	20.204607	19.925236	19.627459	19.9191	0.971435	0.911569	1
57	2	7	blobs	0.195722	57	1	true	0.195722	0.036435	21.487196	true	true	true	true	0.879913	18.444027	18.246315	18.218428	18.302923	0.987768	0.988779	1
58	2	8	blobs	0.218272	58	1	true	0.218272	0.039713	21.984854	true	true	true	true	0.918606	18.246454	18.035009	18.485842	18.255768	1.01312	1.029903	1
59	2	9	blobs	0.195396	59	1	true	0.195396	0.038359	20.375463	true	true	true	true	0.926748	17.423338	17.271488	17.474838	17.389888	1.002956	1.047965	1
60	2	10	blobs	0.187945	60	1	true	0.187945	0.036723	20.471471	true	true	true	true	0.924941	17.78126	17.607689	17.79245	17.727133	1.000629	1.03545	1
61	2	11	blobs	0.173435	61	1	true	0.173435	0.031821	21.801228	true	true	true	true	0.898071	18.982611	18.939144	19.481512	19.134422	1.026282	0.930108	1
62	2	12	blobs	0.194782	62	1	true	0.194782	0.036797	21.17366	true	true	true	true	0.9271	18.198957	17.916971	18.217754	18.111228	1.001033	1.016686	1
63	2	13	blobs	0.213242	63	1	true	0.213242	0.035699	23.893064	true	true	true	true	0.94292	20.277361	20.093824	19.151009	19.840731	0.944453	0.926386	1
64	2	14	blobs	0.194182	64	1	true	0.194182	0.037151	20.90747	true	true	true	true	0.91025	17.737738	18.014133	17.995708	17.91586	1.014544	1.025256	1
65	2	15	blobs	0.213515	65	1	true	0.213515	0.042315	20.183425	true	true	true	true	0.952418	16.691038	17.02026	16.864603	16.858634	1.010399	1.117343	1
66	2	16	blobs	0.207961	66	1	true	0.207961	0.037326	22.285913	true	true	true	true	0.944201	19.204723	18.811647	18.045349	18.68724	0.939631	0.979021	1
67	2	17	blobs	0.200965	67	1	true	0.200965	0.042884	18.744948	true	true	true	true	0.948614	15.899291	15.851897	15.654087	15.801758	0.984578	1.142215	1
68	2	18	blobs	0.203184	68	1	true	0.203184	0.03022	26.893749	true	true	true	true	0.89717	22.445608	23.177927	22.68853	22.770688	1.010823	0.822937	1
69	2	19	blobs	0.20873	69	1	true	0.20873	0.040401	20.665728	true	true	true	true	0.922048	17.221781	17.384865	17.330355	17.312333	1.006304	1.068524	1
70	2	20	blobs	0.195762	70	1	true	0.195762	0.03647	21.471174	true	true	true	true	0.9066	18.534822	18.219744	18.308678	18.354415	0.987799	0.992792	1
71	2	21	blobs	0.202407	71	1	true	0.202407	0.035961	22.514088	true	true	true	true	0.938732	18.943722	19.515867	19.099878	19.186489	1.008243	0.977575	1
72	2	22	blobs	0.194	72	1	true	0.194	0.035976	21.569787	true	true	true	true	0.912807	18.339134	18.458237	18.450542	18.415971	1.006075	0.969135	1
73	2	23	blobs	0.203294	73	1	true	0.203294	0.035689	22.784978	true	true	true	true	0.948699	18.794668	19.500931	19.302141	19.199247	1.027001	0.950878	1
74	2	24	blobs	0.216871	74	1	true	0.216871	0.041611	20.847438	true	true	true	true	0.970582	17.236874	17.518867	17.206724	17.320822	0.998251	1.072251	1
75	3	0	blobs	0.212812	75	1	true	0.212812	0.040853	20.836898	true	true	true	true	0.944848	17.458647	17.217257	17.430458	17.368787	0.998385	1.067702	1
76	3	1	blobs	0.195478	76	1	true	0.195478	0.032192	24.289408	true	true	true	true	0.901144	20.744905	21.088295	20.602837	20.812012	0.993152	0.887989	1
77	3	2	blobs	0.190829	77	1	true	0.190829	0.030832	24.75733	true	true	true	true	0.930016	20.921099	21.329752	21.439449	21.2301	1.024776	0.860744	1
78	3	3	blobs	0.209153	78	1	true	0.209153	0.036058	23.201884	true	true	true	true	0.889868	19.569344	19.652958	19.459782	19.560694	0.994401	0.982573	1
79	3	4	blobs	0.193261	79	1	true	0.193261	0.036346	21.269017	true	true	true	true	0.948539	18.154263	18.436171	18.02153	18.203988	0.992689	1.001077	1
80	3	5	blobs	0.204165	80	1	true	0.204165	0.036714	22.243608	true	true	true	true	0.806095	18.827869	18.788229	18.616356	18.744151	0.988766	0.983321	1
81	3	6	blobs	0.207535	81	1	true	0.207535	0.034812	23.846688	true	true	true	true	0.957225	20.135433	20.548416	19.805212	20.16302	0.9836	0.942972	1
82	3	7	blobs	0.208191	82	1	true	0.208191	0.037969	21.932601	true	true	true	true	0.939517	18.489197	18.261658	18.358076	18.369644	0.992908	0.997717	1
83	3	8	blobs	0.195441	83	1	true	0.195441	0.039174	19.956468	true	true	true	true	0.892804	17.018433	16.823215	17.118261	16.986636	1.005866	1.056181	1
84	3	9	blobs	0.20713	84	1	true	0.20713	0.033858	24.470255	true	true	true	true	0.957392	20.882605	20.963758	20.371964	20.739442	0.975547	0.931317	1
85	3	10	blobs	0.213963	85	1	true	0.213963	0.036475	23.464286	true	true	true	true	0.939495	19.369053	19.894442	19.44278	19.568758	1.003806	0.932746	1
86	3	11	blobs	0.185821	86	1	true	0.185821	0.034324	21.654964	true	true	true	true	0.910785	18.839603	18.78842	18.639309	18.755777	0.989368	0.977837	1
87	3	12	blobs	0.194387	87	1	true	0.194387	0.034275	22.685869	true	true	true	true	0.951065	19.496819	19.322231	19.252945	19.357332	0.987492	0.935157	1
88	3	13	blobs	0.205489	88	1	true	0.205489	0.038998	21.077031	true	true	true	true	0.929083	18.101004	17.657684	17.377199	17.711962	0.960013	1.038475	1
89	3	14	blobs	0.202306	89	1	true	0.202306	0.04042	20.020545	true	true	true	true	0.953692	16.752131	16.899347	17.234947	16.962142	1.028821	1.089299	1
90	3	15	blobs	0.207294	90	1	true	0.207294	0.042022	19.731827	true	true	true	true	0.956363	16.717052	16.32456	16.597534	16.546382	0.992851	1.098183	1
91	3	16	blobs	0.188823	91	1	true	0.188823	0.038836	19.448187	true	true	true	true	0.92547	16.798212	16.903004	16.806248	16.835821	1.000478	1.104686	1
92	3	17	blobs	0.198053	92	1	true	0.198053	0.034247	23.13255	true	true	true	true	0.908604	19.830198	19.451662	19.871704	19.717855	1.002093	0.934879	1
93	3	18	blobs	0.185269	93	1	true	0.185269	0.036181	20.482272	true	true	true	true	0.922305	17.672134	17.625965	17.835175	17.711091	1.009226	1.020172	1
94	3	19	blobs	0.204819	94	1	true	0.204819	0.036386	22.516165	true	true	true	true	0.915859	18.871271	19.318951	18.948057	19.046093	1.004069	0.958688	1
95	3	20	blobs	0.181385	95	1	true	0.181385	0.035222	20.598976	true	true	true	true	0.889595	18.009617	17.927155	17.820536	17.919102	0.989501	0.998994	1
96	3	21	blobs	0.200912	96	1	true	0.200912	0.041859	19.198865	true	true	true	true	0.946158	16.285383	16.256052	16.171141	16.237525	0.992985	1.134038	1
97	3	22	blobs	0.201945	97	1	true	0.201945	0.039872	20.259136	true	true	true	true	0.896741	17.158211	17.099583	17.059814	17.105869	0.994265	1.053693	1
98	3	23	blobs	0.19538	98	1	true	0.19538	0.04131	18.918602	true	true	true	true	0.941127	16.026424	16.145098	16.276363	16.149295	1.015595	1.13841	1
99	3	24	blobs	0.191312	99	1	true	0.191312	0.035505	21.55298	true	true	true	true	0.9411	18.657751	18.291473	18.440636	18.463287	0.988363	0.9809	1

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Large synthetic digital rock physics (DRP) dataset

Synthetic 3D binary porous-media volumes generated with PoreSpy.

synthetic_blobs_256_rock/ : bit-packed volumes (shard_XXXXX.npz) with a matching shard_XXXXX.csv of generation parameters (row i of the CSV describes volume i of the shard). Convention: pore = 1, grain = 0.
synthetic_blobs_256_rock_latents/ : autoencoder latents (shard_XXXXX_latent.npy) with latent_config.json describing the autoencoder checkpoint, tiling and dtype.

Generation

Volumes were generated with PoreSpy (porespy.generators.blobs).

Citation

If you use this dataset, please cite the PoreSpy toolkit used to generate it:

@article{gostick2019porespy,
  title   = {PoreSpy: A Python Toolkit for Quantitative Analysis of Porous Media Images},
  author  = {Gostick, Jeff T. and Khan, Zohaib A. and Tranter, Thomas G. and Kok, Matthew D. R. and
             Agnaou, Mehrez and Sadeghi, Mohammadamin and Jervis, Rhodri},
  journal = {Journal of Open Source Software},
  volume  = {4},
  number  = {37},
  pages   = {1296},
  year    = {2019},
  doi     = {10.21105/joss.01296}
}

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Large synthetic digital rock physics (DRP) dataset

Contents

Generation

Citation