Datasets:

doronys
/

synthmed-retina-hpp-sample

name string	strength float32	prompt string	participant_id int64	eye string	age float32	gender float32	bt__mcv float32	bt__wbc float32	bt__platelets float32	bt__hemoglobin float32	bt__creatinine float32	bt__glucose float32	bt__total_cholesterol float32	bt__hdl_cholesterol float32	bt__non_hdl_cholesterol float32	bt__triglycerides float32	bt__hba1c float32	bt__ferritin float32	bt__albumin float32	sitting_blood_pressure_pulse_rate float32	sitting_blood_pressure_systolic float32	bmi float32	hips float32	waist float32	hand_grip_right float32	age_norm float32	gender_cat string	mcv_norm float32	wbc_norm float32	platelets_norm float32	hemoglobin_norm float32	creatinine_norm float32	glucose_norm float32	total_cholesterol_norm float32	hdl_cholesterol_norm float32	non_hdl_cholesterol_norm float32	triglycerides_norm float32	hba1c_norm float32	ferritin_norm float32	albumin_norm float32	hr_norm float32	bp_sys_norm float32	bmi_norm float32	hips_norm float32	waist_norm float32	grip_norm float32
278e57_197c2c9f3bb	0.5	retina fundoscopy right eye dilated age=47 gender=female bp systolic=105	291,990,442,771	od	47	0	92.699997	8.49	224.699997	14.25	null	null	null	null	null	null	null	null	null	68	105	25.148605	103	88	52.900002	0.425926	0	0.553247	0.293361	0.295473	0.567782	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.326531	0.304965	0.274634	0.426471	0.431818	0.132797
2776f8_197c15cbb30	0.5	retina fundoscopy left eye dilated age=60 gender=female bp systolic=125	246,969,245,846	os	60	0	91.400002	6.51	288.899994	13.94	null	null	null	null	null	null	null	null	null	68	125	28.053131	117	96	61	0.666667	0	0.519481	0.224539	0.384074	0.540493	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.326531	0.446809	0.356016	0.529412	0.522727	0.156845
e5825_197c2b705dc	0.5	retina fundoscopy left eye dilated	200,052,799,534	os	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1
278842_197c25ff99c	0.5	retina fundoscopy left eye dilated age=54 gender=male bp systolic=137	191,953,526,936	os	54	1	92	5.1	188	14	0.91	91	205	53	152	133	5.7	46	3.8	54	137	31.210012	113	110	92.099998	0.555556	1	0.535065	0.17553	0.244825	0.545775	0.430894	0.300752	0.382562	0.25	0.43295	0.15299	0.2125	0.062109	0.347826	0.183673	0.531915	0.444468	0.5	0.681818	0.249176
e4133_197c0ef3d61	0.5	retina fundoscopy left eye dilated age=53 gender=male bp systolic=111	226,237,796,082	os	53	1	88	6.8	171	15.4	0.95	108	null	null	null	null	5.2	29	4.2	63	111	25.81068	97	95	138.199997	0.537037	1	0.431169	0.234619	0.221364	0.669014	0.463415	0.428571	-1	-1	-1	-1	0.15	0.038488	0.521739	0.27551	0.347518	0.293184	0.382353	0.511364	0.38604
27ac5b_197c2d6a876	0.5	retina fundoscopy left eye dilated age=63 gender=male bp systolic=115	88,839,921,396	os	63	1	88.800003	6.27	163.5	15.06	null	null	null	null	null	null	null	null	null	72	115	25.148729	98	86	91.699997	0.722222	1	0.451948	0.216197	0.211013	0.639085	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.367347	0.375887	0.274637	0.389706	0.409091	0.247989
27810e_197c1f45c90	0.5	retina fundoscopy left eye dilated age=56 gender=female bp systolic=138	233,941,366,204	os	56	0	88.800003	5.6	243.300003	13.93	null	null	null	null	null	null	null	null	null	70	138	29.270994	115	90	41.599998	0.592593	0	0.451948	0.192909	0.321143	0.539613	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.346939	0.539007	0.390139	0.514706	0.454545	0.099249
278e57_197c2ca9346	0.5	retina fundoscopy right eye dilated age=45 gender=female bp systolic=106	292,386,458,564	od	45	0	89.300003	5.62	212.100006	13.63	null	null	null	null	null	null	null	null	null	66	106	22.718975	94	70	61.5	0.388889	0	0.464935	0.193604	0.278084	0.513204	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.306122	0.312057	0.206558	0.360294	0.227273	0.158329
277407_197c102b1a7	0.5	retina fundoscopy left eye dilated age=50 gender=female bp systolic=112	51,423,542,357	os	50	0	100.599998	4.2	291	11.1	null	null	null	null	null	null	null	8.4	null	71	112	20.484936	93	88	74.199997	0.481481	0	0.758442	0.144247	0.386972	0.290493	-1	-1	-1	-1	-1	-1	-1	0.009865	-1	0.357143	0.35461	0.143962	0.352941	0.431818	0.196034
27af5c_197c324f7b4	0.5	retina fundoscopy right eye dilated age=56 gender=female bp systolic=116	218,488,049,941	od	56	0	90.699997	3.34	198.100006	12.33	null	null	null	null	null	null	null	null	null	59	116	18.289894	85	65	62.599998	0.592593	0	0.501299	0.114355	0.258763	0.398768	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.234694	0.382979	0.082459	0.294118	0.170455	0.161595
277773_197c1469f5f	0.5	retina fundoscopy right eye dilated age=49 gender=female bp systolic=104	142,962,213,641	od	49	0	87	5.5	204	12.9	0.81	101	120	61	59	63	null	25	4.2	55	104	19.718472	83	67	45	0.462963	0	0.405195	0.189433	0.266906	0.448944	0.349593	0.37594	0.130486	0.318966	0.076628	0.055633	-1	0.03293	0.521739	0.193878	0.297872	0.122486	0.279412	0.193182	0.109343
277d74_197c1c89c42	0.5	retina fundoscopy left eye dilated age=51 gender=female bp systolic=101	289,323,736,901	os	51	0	92	6.65	256.299988	12.88	null	null	null	null	null	null	null	null	null	82	101	21.549465	93	76	65	0.5	0	0.535065	0.229406	0.339084	0.447183	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.469388	0.276596	0.173789	0.352941	0.295455	0.16872
27842e_197c207d196	0.5	retina fundoscopy left eye dilated age=56 gender=female bp systolic=119	71,633,354,377	os	56	0	92.5	6.8	207	13.8	0.84	108	238.800003	52	187	191	5.7	null	null	61	119	30.651739	113	96	73.800003	0.592593	0	0.548052	0.234619	0.271046	0.528169	0.373984	0.428571	0.4828	0.241379	0.56705	0.233658	0.2125	-1	-1	0.255102	0.404255	0.428826	0.5	0.522727	0.194846
277303_197c11f0717	0.5	retina fundoscopy right eye dilated age=63 gender=male bp systolic=141	289,005,257,843	od	63	1	87.5	6.4	259	14.6	1	93	221	50	171	72	5.6	14.91	4.1	65	141	28.335415	105	100	106.699997	0.722222	1	0.418182	0.220716	0.34281	0.598592	0.504065	0.315789	0.430012	0.224138	0.505747	0.06815	0.2	0.018911	0.478261	0.295918	0.560284	0.363925	0.441176	0.568182	0.292521
277773_197c150fefa	0.5	retina fundoscopy right eye dilated age=59 gender=male bp systolic=168	199,079,065,571	od	59	1	null	null	null	null	null	113	null	null	null	null	null	null	null	69	168	31.054974	111	109	125.800003	0.648148	1	-1	-1	-1	-1	-1	0.466165	-1	-1	-1	-1	-1	-1	-1	0.336735	0.751773	0.440124	0.485294	0.670455	0.349227
e45a7_197c140af6b	0.5	retina fundoscopy left eye dilated age=50 gender=male bp systolic=129	195,297,848,135	os	50	1	84	6	199	13.9	0.95	101	105	31	74	88	4.9	359	4.2	63	129	29.783951	112	101	152.300003	0.481481	1	0.327273	0.206813	0.260006	0.536972	0.463415	0.37594	0.086002	0.060345	0.1341	0.090403	0.1125	0.497013	0.521739	0.27551	0.475177	0.404512	0.492647	0.579545	0.427901
27769c_197c13eece5	0.5	retina fundoscopy left eye dilated age=42 gender=male bp systolic=116	108,620,250,178	os	42	1	89.699997	6.2	245	15.5	0.89	75	162.100006	49	113	94	null	null	4.61	70	116	19.321339	86	80	109.099998	0.333333	1	0.475325	0.213764	0.323489	0.677817	0.414634	0.180451	0.255338	0.215517	0.283525	0.098748	-1	-1	0.7	0.346939	0.382979	0.111359	0.301471	0.340909	0.299647
e4131_197c0dadf06	0.5	retina fundoscopy right eye dilated age=53 gender=male bp systolic=122	115,337,828,658	od	53	1	86	5.1	233	16.299999	0.98	118	185	46	139	125	null	220	4.8	78	122	27.045235	101	91	119	0.537037	1	0.379221	0.17553	0.306928	0.748239	0.487805	0.503759	0.32325	0.189655	0.383142	0.141864	-1	0.303877	0.782609	0.428571	0.425532	0.327775	0.411765	0.465909	0.329038
278ade_197c269f7d5	0.5	retina fundoscopy right eye dilated age=47 gender=female bp systolic=117	41,964,291,792	od	47	0	94.199997	5	249.699997	15.37	null	null	null	null	null	null	null	null	null	76	117	24.023809	100	75	64.099998	0.425926	0	0.592208	0.172054	0.329975	0.666373	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.408163	0.390071	0.243118	0.404412	0.284091	0.166048
27835e_197c20501ee	0.5	retina fundoscopy right eye dilated age=44 gender=male bp systolic=126	79,713,556,705	od	44	1	91.099998	5.37	228.699997	14.57	null	null	null	null	null	null	null	null	null	59	126	20.338326	95	77	99	0.37037	1	0.511688	0.184915	0.300994	0.595951	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.234694	0.453901	0.139854	0.367647	0.306818	0.269661
e5e3c_197c3324646	0.5	retina fundoscopy left eye dilated age=53 gender=female bp systolic=135	303,102,714,644	os	53	0	86.099998	3.77	254.699997	13.48	null	null	null	null	null	null	null	null	null	60	135	21.905228	91	73	55.099998	0.537037	0	0.381818	0.129301	0.336876	0.5	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.244898	0.51773	0.183757	0.338235	0.261364	0.139328
278c41_197c28a2019	0.5	retina fundoscopy right eye dilated age=43 gender=female bp systolic=95	149,378,986,318	od	43	0	86.400002	5.9	210	12.2	0.94	87	162.199997	55	107	66	null	null	4.12	64	95	30.301769	104	84	58.799999	0.351852	0	0.38961	0.203337	0.275186	0.387324	0.455285	0.270677	0.255635	0.267241	0.260536	0.059805	-1	-1	0.486957	0.285714	0.234043	0.41902	0.433824	0.386364	0.150313
e4131_197c0cf0677	0.5	retina fundoscopy left eye dilated age=56 gender=male bp systolic=123	39,906,596,453	os	56	1	90.300003	6.2	199	14.9	0.85	97	197.600006	59	139	93	null	null	null	55	123	23.453396	97	82	95	0.592593	1	0.490909	0.213764	0.260006	0.625	0.382114	0.345865	0.360617	0.301724	0.383142	0.097357	-1	-1	-1	0.193878	0.432624	0.227135	0.382353	0.363636	0.257786
277d74_197c1beca7f	0.5	retina fundoscopy right eye dilated age=57 gender=male bp systolic=114	243,165,065,129	od	57	1	83	7.18	221.300003	13.68	null	null	null	null	null	null	null	null	null	71	114	26.093275	105	96	123	0.611111	1	0.301299	0.247828	0.290781	0.517606	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.357143	0.368794	0.301102	0.441176	0.522727	0.340914
277a20_197c16ae702	0.5	retina fundoscopy left eye dilated age=55 gender=male bp systolic=129	51,906,443,679	os	55	1	90	5.21	146.300003	16.209999	null	null	null	null	null	null	null	null	null	81	129	28.819893	106	109	113.5	0.574074	1	0.483117	0.179353	0.187276	0.740317	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.459184	0.475177	0.3775	0.448529	0.670455	0.31271
e5dcb_197c32fdbcb	0.5	retina fundoscopy right eye dilated age=56 gender=female bp systolic=100	303,983,698,560	od	56	0	91	7.9	297	13.4	0.64	104	null	null	null	null	null	null	3.9	67	100	31.948448	113	86	56.799999	0.592593	0	0.509091	0.272854	0.395253	0.492958	0.211382	0.398496	-1	-1	-1	-1	-1	-1	0.391304	0.316327	0.269504	0.465159	0.5	0.409091	0.144376
27b1d7_197c336a1e3	0.5	retina fundoscopy right eye dilated age=70 gender=female bp systolic=132	47,268,306,573	od	70	0	90.099998	6.32	300.100006	14.14	null	null	null	null	null	null	null	null	null	73	132	28.756958	107	93	48	0.851852	0	0.485714	0.217935	0.399531	0.558099	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.377551	0.496454	0.375736	0.455882	0.488636	0.11825
2779b4_197c1860382	0.5	retina fundoscopy right eye dilated age=51 gender=female bp systolic=107	201,532,870,509	od	51	0	86.599998	7.33	357.299988	13.2	null	null	null	null	null	null	null	null	null	66	107	30.859608	112	94	71.199997	0.5	0	0.394805	0.253041	0.478471	0.475352	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.306122	0.319149	0.43465	0.492647	0.5	0.187127
e5dcb_197c3208f61	0.5	retina fundoscopy right eye dilated age=59 gender=female bp systolic=105	204,808,518,214	od	59	0	94	6.1	256	14.6	0.66	98	276	64	212	158	null	null	null	59	105	22.027859	83	69	42.900002	0.648148	0	0.587013	0.210288	0.33867	0.598592	0.227642	0.353383	0.59312	0.344828	0.662835	0.187761	-1	-1	-1	0.234694	0.304965	0.187193	0.279412	0.215909	0.103108
e5825_197c2c7fbff	0.5	retina fundoscopy left eye dilated age=42 gender=male bp systolic=130	283,863,201,787	os	42	1	92	5.3	226	14.5	0.95	104	191	41	150	120	null	null	4.8	63	130	28.703703	105	102	126.699997	0.333333	1	0.535065	0.182482	0.297267	0.589789	0.463415	0.398496	0.341044	0.146552	0.425287	0.13491	-1	-1	0.782609	0.27551	0.482269	0.374244	0.441176	0.590909	0.351899
2771a0_197c0d80fef	0.5	retina fundoscopy left eye dilated age=41 gender=male bp systolic=126	90,242,128,896	os	41	1	null	null	null	null	1.04	95	180.399994	49	131	132	5.5	null	3.96	69	126	29.001846	109	90	87.599998	0.314815	1	-1	-1	-1	-1	0.536585	0.330827	0.309609	0.215517	0.35249	0.151599	0.1875	-1	0.417391	0.336735	0.453901	0.382598	0.470588	0.454545	0.235816
2776f8_197c14d8933	0.5	retina fundoscopy right eye dilated	180,922,437,088	od	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1
2783d5_197c22776b9	0.5	retina fundoscopy right eye dilated age=57 gender=male bp systolic=112	239,388,243,028	od	57	1	92.900002	6.94	246.5	13.85	null	null	null	null	null	null	null	null	null	57	112	25.680075	103	93	82	0.611111	1	0.558442	0.239486	0.325559	0.53257	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.214286	0.35461	0.289525	0.426471	0.488636	0.219191
277489_197c10a8515	0.5	retina fundoscopy right eye dilated age=58 gender=female bp systolic=134	81,190,169,568	od	58	0	null	null	null	null	0.74	null	null	null	null	null	null	null	null	68	134	31.486612	113	91	83.699997	0.62963	0	-1	-1	-1	-1	0.292683	-1	-1	-1	-1	-1	-1	-1	-1	0.326531	0.510638	0.452219	0.5	0.465909	0.224238
e4133_197c0d49d9b	0.5	retina fundoscopy left eye dilated age=67 gender=male bp systolic=143	80,064,255,582	os	67	1	94	5.2	216	16.200001	1.07	100	212	80	132	53	5.4	null	4.2	70	143	26.128611	104	101	88.800003	0.796296	1	0.587013	0.179006	0.283467	0.739437	0.560976	0.368421	0.403321	0.482759	0.356322	0.041725	0.175	-1	0.521739	0.346939	0.574468	0.302092	0.433824	0.579545	0.239379
277af7_197c17fef15	0.5	retina fundoscopy left eye dilated age=41 gender=male bp systolic=120	155,075,625,089	os	41	1	91.099998	6.98	313.700012	14.33	null	null	null	null	null	null	null	null	null	55	120	24.606949	103	85	84.199997	0.314815	1	0.511688	0.240876	0.4183	0.574824	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.193878	0.411348	0.259457	0.426471	0.397727	0.225722
2780ac_197c1e33f7d	0.5	retina fundoscopy left eye dilated age=51 gender=female bp systolic=96	150,328,176,775	os	51	0	93.300003	7.44	290.700012	14.22	null	null	null	null	null	null	null	null	null	86	96	28.30385	104	85	61	0.5	0	0.568831	0.256865	0.386558	0.565141	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.510204	0.241135	0.363041	0.433824	0.397727	0.156845
277d03_197c19b2e22	0.5	retina fundoscopy right eye dilated age=47 gender=female bp systolic=104	45,805,051,393	od	47	0	79.699997	5.39	267.399994	11.08	null	null	null	null	null	null	null	null	null	67	104	24.934793	102	78	61	0.425926	0	0.215584	0.18561	0.354402	0.288732	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.316327	0.297872	0.268643	0.419118	0.318182	0.156845
2771a0_197c0dbf3a2	0.5	retina fundoscopy left eye dilated	116,130,290,524	os	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1
e45a7_197c137bac5	0.5	retina fundoscopy left eye dilated age=46 gender=male bp systolic=118	127,188,154,080	os	46	1	89	8.6	327	14.7	0.96	110	226	40	186	237	5.7	138	4.7	78	118	34.92421	115	113	138.199997	0.407407	1	0.457143	0.297185	0.436655	0.607394	0.471545	0.443609	0.44484	0.137931	0.563218	0.297636	0.2125	0.18994	0.73913	0.428571	0.397163	0.548537	0.514706	0.715909	0.38604
27842e_197c214eb92	0.5	retina fundoscopy left eye dilated age=63 gender=male bp systolic=118	155,202,516,986	os	63	1	91	6.32	299.200012	14.77	null	null	null	null	null	null	null	null	null	64	118	21.679688	93	85	82.199997	0.722222	1	0.509091	0.217935	0.398289	0.613556	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.285714	0.397163	0.177438	0.352941	0.397727	0.219784
277d03_197c19d1d87	0.5	retina fundoscopy left eye dilated age=63 gender=female bp systolic=116	47,522,703,733	os	63	0	78.199997	3.5	206.100006	14.47	null	null	null	null	null	null	null	null	null	60	116	24.26639	102	80	42.900002	0.722222	0	0.176623	0.119917	0.269804	0.587148	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.244898	0.382979	0.249915	0.419118	0.340909	0.103108
e5891_197c2b0c935	0.5	retina fundoscopy left eye dilated age=47 gender=female bp systolic=97	145,913,828,390	os	47	0	93.900002	5.43	161.899994	11.75	null	null	null	null	null	null	null	null	null	64	97	22.432302	93	67	37.400002	0.425926	0	0.584416	0.187	0.208805	0.347711	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.285714	0.248227	0.198525	0.352941	0.193182	0.08678
278a85_197c29a2f89	0.5	retina fundoscopy left eye dilated age=45 gender=female bp systolic=101	308,947,197,034	os	45	0	98.099998	4.91	234.199997	13.74	null	null	null	null	null	null	null	null	null	63	101	24.435186	103	75	71.800003	0.388889	0	0.693506	0.168926	0.308584	0.522887	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.27551	0.276596	0.254644	0.426471	0.284091	0.188908
277d03_197c1a110e6	0.5	retina fundoscopy left eye dilated age=54 gender=male bp systolic=158	69,269,708,692	os	54	1	96.400002	6.64	217.199997	15.8	null	null	null	null	null	null	null	null	null	51	158	24.468649	97	89	97.599998	0.555556	1	0.649351	0.229058	0.285123	0.704225	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.153061	0.680851	0.255582	0.382353	0.443182	0.265505
e5b68_197c2eb2a00	0.5	retina fundoscopy right eye dilated age=60 gender=male bp systolic=119	208,995,027,728	od	60	1	79.599998	5.5	239.5	15.44	null	null	null	null	null	null	null	null	null	65	119	25.049603	95	88	99	0.666667	1	0.212987	0.189433	0.315898	0.672535	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.295918	0.404255	0.27186	0.367647	0.431818	0.269661
277af7_197c1923e85	0.5	retina fundoscopy left eye dilated age=55 gender=female bp systolic=115	263,242,715,159	os	55	0	87.300003	8.89	390.5	13.64	null	null	null	null	null	null	null	null	null	66	115	26.377064	98	82	61.900002	0.574074	0	0.412987	0.307265	0.524289	0.514085	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.306122	0.375887	0.309054	0.389706	0.363636	0.159517
e5dcb_197c3152249	0.5	retina fundoscopy right eye dilated age=41 gender=female bp systolic=105	127,221,514,017	od	41	0	93	4.2	177	12.7	0.82	98	119	51	68	61	null	26	4.4	71	105	21.803198	90	72	70.5	0.314815	0	0.561039	0.144247	0.229644	0.431338	0.357724	0.353383	0.127521	0.232759	0.111111	0.052851	-1	0.03432	0.608696	0.357143	0.304965	0.180898	0.330882	0.25	0.185049
27b02e_197c326eae6	0.5	retina fundoscopy right eye dilated age=53 gender=male bp systolic=123	171,948,078,014	od	53	1	91.800003	6.18	153.600006	14.11	null	null	null	null	null	null	null	null	null	57	123	25.535446	104	90	82.599998	0.537037	1	0.52987	0.213069	0.19735	0.555458	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.214286	0.432624	0.285472	0.433824	0.454545	0.220972
e60ff_197c360800b	0.5	retina fundoscopy left eye dilated	292,516,823,267	os	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1
e63f4_197c38cf517	0.5	retina fundoscopy right eye dilated age=52 gender=female bp systolic=120	262,136,470,363	od	52	0	null	null	null	null	null	null	null	null	null	null	null	null	null	68	120	24.481951	99	84	57.299999	0.518519	0	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.326531	0.411348	0.255955	0.397059	0.386364	0.14586
278777_197c24be2b7	0.5	retina fundoscopy right eye dilated age=46 gender=male bp systolic=128	157,407,898,712	od	46	1	89.400002	7.68	222.800003	16.48	null	null	null	null	null	null	null	null	null	62	128	29.757584	97	88	86.599998	0.407407	1	0.467532	0.265207	0.292851	0.764085	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.265306	0.468085	0.403773	0.382353	0.431818	0.232847
e4d94_197c1fc52f8	0.5	retina fundoscopy right eye dilated age=45 gender=male bp systolic=119	292,894,569,706	od	45	1	92.800003	5.22	252.199997	14.87	null	null	null	null	null	null	null	null	null	66	119	27.464811	109	90	120	0.388889	1	0.555844	0.179701	0.333425	0.622359	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.306122	0.404255	0.339531	0.470588	0.454545	0.332007
278777_197c23eb250	0.5	retina fundoscopy left eye dilated age=51 gender=male bp systolic=96	87,698,112,501	os	51	1	86.900002	6.4	205.699997	14.15	null	null	null	null	null	null	null	null	null	57	96	26.461107	110	94	69.400002	0.5	1	0.402597	0.220716	0.269252	0.558979	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.214286	0.241135	0.311409	0.477941	0.5	0.181783
e60ff_197c351386b	0.5	retina fundoscopy right eye dilated age=68 gender=female bp systolic=112	217,675,382,647	od	68	0	89.900002	3.07	260.100006	13.99	null	null	null	null	null	null	null	null	null	63	112	22.151001	89.800003	76.599998	45.599998	0.814815	0	0.480519	0.10497	0.344328	0.544894	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.27551	0.35461	0.190643	0.329412	0.302273	0.111124
27810e_197c1d6811c	0.5	retina fundoscopy right eye dilated age=64 gender=female bp systolic=93	92,756,340,558	od	64	0	88.699997	5.78	230.699997	13.74	null	null	null	null	null	null	null	null	null	83	93	24.088223	105	79	44.299999	0.740741	0	0.449351	0.199166	0.303754	0.522887	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.479592	0.219858	0.244923	0.441176	0.329545	0.107265
2771a0_197c0d42196	0.5	retina fundoscopy left eye dilated age=60 gender=female bp systolic=116	65,469,831,550	os	60	0	null	null	null	null	null	null	null	null	null	null	null	null	null	63	116	25.218344	102	75	65.400002	0.666667	0	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.27551	0.382979	0.276588	0.419118	0.284091	0.169908
e4132_197c0e78899	0.5	retina fundoscopy right eye dilated age=60 gender=female bp systolic=139	188,587,439,552	od	60	0	95.099998	4.85	243.199997	14.49	null	null	null	null	null	null	null	null	null	50	139	33.199871	115	107	59.299999	0.666667	0	0.615584	0.16684	0.321005	0.588908	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.142857	0.546099	0.500223	0.514706	0.647727	0.151798
e4132_197c0cf902d	0.5	retina fundoscopy left eye dilated	61,791,163,416	os	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1
277773_197c1583113	0.5	retina fundoscopy left eye dilated age=57 gender=female bp systolic=130	237,568,748,496	os	57	0	91	5.5	198	14.2	0.71	98	null	null	null	null	5.5	null	null	77	130	24.183678	105	79	72	0.611111	0	0.509091	0.189433	0.258625	0.56338	0.268293	0.353383	-1	-1	-1	-1	0.1875	-1	-1	0.418367	0.482269	0.247597	0.441176	0.329545	0.189502
27842e_197c2281189	0.5	retina fundoscopy right eye dilated age=42 gender=female bp systolic=109	250,562,647,054	od	42	0	null	7.5	null	null	0.8	100	null	null	null	null	null	null	null	72	109	31.445282	105	99	62.299999	0.333333	0	-1	0.25895	-1	-1	0.341463	0.368421	-1	-1	-1	-1	-1	-1	-1	0.367347	0.333333	0.451061	0.441176	0.556818	0.160704
e5490_197c274633d	0.5	retina fundoscopy left eye dilated age=43 gender=male bp systolic=120	120,286,456,525	os	43	1	93.800003	6.76	200.800003	15.4	null	null	null	null	null	null	null	null	null	56	120	23.719608	102	87	126.900002	0.351852	1	0.581818	0.233229	0.26249	0.669014	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.204082	0.411348	0.234594	0.419118	0.420455	0.352492
2783d5_197c22385e1	0.5	retina fundoscopy left eye dilated age=56 gender=female bp systolic=117	225,271,599,614	os	56	0	92.599998	5.1	230.300003	12.18	null	null	null	null	null	null	null	null	null	50	117	19.804688	90	71	58.400002	0.592593	0	0.550649	0.17553	0.303202	0.385563	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.142857	0.390071	0.124902	0.330882	0.238636	0.149126
e4d94_197c1ea7646	0.5	retina fundoscopy left eye dilated age=45 gender=female bp systolic=119	183,964,471,397	os	45	0	91.199997	6.46	247.5	13.47	null	null	null	null	null	null	null	null	null	53	119	33.284023	114	87	55	0.388889	0	0.514286	0.222802	0.326939	0.49912	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.173469	0.404255	0.50258	0.507353	0.420455	0.139032
27b02e_197c31fb50a	0.5	retina fundoscopy left eye dilated age=51 gender=female bp systolic=92	134,475,914,475	os	51	0	85	8.3	340	12.4	0.76	96	null	null	null	null	null	15	4.2	71	92	24.26639	98	87	48	0.5	0	0.353247	0.286757	0.454596	0.40493	0.308943	0.338346	-1	-1	-1	-1	-1	0.019036	0.521739	0.357143	0.212766	0.249915	0.389706	0.420455	0.11825
277a8e_197c18dcf15	0.5	retina fundoscopy right eye dilated age=49 gender=female bp systolic=101	236,582,380,235	od	49	0	89.300003	4.1	182.800003	13.03	null	null	null	null	null	null	null	null	null	61	101	22.360947	98	80	56.599998	0.462963	0	0.464935	0.140772	0.237648	0.460387	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.255102	0.276596	0.196526	0.389706	0.340909	0.143782
27769c_197c131ec5a	0.5	retina fundoscopy right eye dilated age=64 gender=female bp systolic=156	33,717,109,824	od	64	0	88.599998	7.12	254.800003	14.15	null	null	null	null	null	null	null	null	null	69	156	37.581295	116	100	46.900002	0.740741	0	0.446753	0.245742	0.337014	0.558979	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.336735	0.666667	0.622986	0.522059	0.568182	0.114984
e63f4_197c372de0a	0.5	retina fundoscopy right eye dilated age=62 gender=female bp systolic=126	100,547,727,821	od	62	0	null	null	null	null	null	null	null	null	null	null	null	null	null	74	126	21.203156	95	76	37.799999	0.703704	0	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.387755	0.453901	0.164086	0.367647	0.295455	0.087967
277d74_197c1c5518f	0.5	retina fundoscopy left eye dilated age=60 gender=female bp systolic=120	272,323,826,639	os	60	0	89.800003	7.2	239	13.96	null	null	null	null	null	null	null	null	null	55	120	24.09297	107	97	44	0.666667	0	0.477922	0.248523	0.315208	0.542253	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.193878	0.411348	0.245056	0.455882	0.534091	0.106374
27b327_197c35e3a0e	0.5	retina fundoscopy left eye dilated age=54 gender=male bp systolic=155	182,865,616,474	os	54	1	92	6.4	302	14.4	0.73	100	220	72	148	71	5.7	188	4.3	72	155	26.469683	104	95	102	0.555556	1	0.535065	0.220716	0.402153	0.580986	0.284553	0.368421	0.427046	0.413793	0.417625	0.066759	0.2125	0.259414	0.565217	0.367347	0.659574	0.311649	0.433824	0.511364	0.278568
277407_197c1178a15	0.5	retina fundoscopy left eye dilated age=48 gender=female bp systolic=112	151,612,927,042	os	48	0	91	4	253	11.4	null	93	null	null	null	null	null	15	null	69	112	22.489754	97	71	62.599998	0.444444	0	0.509091	0.137296	0.334529	0.316901	-1	0.315789	-1	-1	-1	-1	-1	0.019036	-1	0.336735	0.35461	0.200135	0.382353	0.238636	0.161595
e5257_197c23d8c5a	0.5	retina fundoscopy right eye dilated age=65 gender=female bp systolic=143	99,052,589,141	od	65	0	89.099998	6.45	414.700012	13.28	null	null	null	null	null	null	null	null	null	69	143	31.96076	118	119	38.099998	0.759259	0	0.45974	0.222454	0.557687	0.482394	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.336735	0.574468	0.465504	0.536765	0.784091	0.088858
27ad30_197c2e3da6e	0.5	retina fundoscopy left eye dilated age=49 gender=female bp systolic=84	89,187,943,454	os	49	0	96	6.81	281	13.67	null	null	null	null	null	null	null	null	null	65	84	19.21875	85	58	55.700001	0.462963	0	0.638961	0.234967	0.373171	0.516725	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.295918	0.156028	0.108485	0.294118	0.090909	0.14111
27ad30_197c2dd4dc9	0.5	retina fundoscopy left eye dilated age=72 gender=male bp systolic=146	41,166,990,702	os	72	1	83.300003	5.99	191.399994	14.2	null	null	null	null	null	null	null	null	null	82	146	30.882566	109	108	93.199997	0.888889	1	0.309091	0.206465	0.249517	0.56338	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.469388	0.595745	0.435294	0.470588	0.659091	0.252442
27803a_197c1d0b706	0.5	retina fundoscopy left eye dilated age=57 gender=female bp systolic=120	55,703,805,078	os	57	0	null	null	null	null	null	94	null	null	null	null	null	null	null	68	120	37.65625	119	121	42.700001	0.611111	0	-1	-1	-1	-1	-1	0.323308	-1	-1	-1	-1	-1	-1	-1	0.326531	0.411348	0.625086	0.544118	0.806818	0.102515
e45a7_197c1527a3a	0.5	retina fundoscopy left eye dilated age=68 gender=male bp systolic=166	299,243,379,037	os	68	1	90.099998	5.3	160	15.6	1.02	87	205.300003	61	144	60	5.2	null	4.2	53	166	28.395334	105	95	73.599998	0.814815	1	0.485714	0.182482	0.206183	0.68662	0.520325	0.270677	0.383452	0.318966	0.402299	0.05146	0.15	-1	0.521739	0.173469	0.737589	0.365604	0.441176	0.511364	0.194252
278a85_197c27791dc	0.5	retina fundoscopy right eye dilated age=55 gender=female bp systolic=129	110,286,551,793	od	55	0	94.099998	5.86	376.200012	14.68	null	null	null	null	null	null	null	null	null	67	129	27.181629	104	80	61	0.574074	0	0.58961	0.201946	0.504554	0.605634	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.316327	0.475177	0.331597	0.433824	0.340909	0.156845
e5dcb_197c32e9527	0.5	retina fundoscopy left eye dilated age=43 gender=female bp systolic=107	292,715,085,317	os	43	0	94.699997	7.3	317	13.3	0.77	83	152.600006	58	95	61	5.4	28.200001	4.09	55	107	19.593992	90	61	65.699997	0.351852	0	0.605195	0.251999	0.422854	0.484155	0.317073	0.240602	0.227165	0.293103	0.214559	0.052851	0.175	0.037377	0.473913	0.193878	0.319149	0.118998	0.330882	0.125	0.170798
e5257_197c24812b2	0.5	retina fundoscopy right eye dilated age=57 gender=female bp systolic=107	158,671,312,330	od	57	0	94.900002	7.15	269.799988	12.34	null	null	null	null	null	null	null	null	null	77	107	21.359915	90	74	39.200001	0.611111	0	0.61039	0.246785	0.357715	0.399648	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.418367	0.319149	0.168478	0.330882	0.272727	0.092124
e5e3c_197c310e471	0.5	retina fundoscopy left eye dilated age=53 gender=male bp systolic=127	107,300,937,143	os	53	1	90.599998	3.72	170.199997	15.44	null	null	null	null	null	null	null	null	null	58	127	23.979389	99	83	123.400002	0.537037	1	0.498701	0.127563	0.220259	0.672535	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.22449	0.460993	0.241873	0.397059	0.375	0.342101
27ad30_197c2f62c0b	0.5	retina fundoscopy right eye dilated age=52 gender=female bp systolic=153	189,379,458,149	od	52	0	90.099998	6.62	377.100006	14.08	null	null	null	null	null	null	null	null	null	54	153	29.34256	116	100	70.300003	0.518519	0	0.485714	0.228363	0.505796	0.552817	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.183673	0.64539	0.392144	0.522059	0.568182	0.184455
e4401_197c11b52fa	0.5	retina fundoscopy left eye dilated age=44 gender=female bp systolic=101	162,582,053,656	os	44	0	99	4.5	251	11.1	0.82	101	260.899994	53	208	117	4.6	null	4.13	80	101	24.905838	99	86	57.299999	0.37037	0	0.716883	0.154675	0.331769	0.290493	0.357724	0.37594	0.548339	0.25	0.64751	0.130737	0.075	-1	0.491304	0.44898	0.276596	0.267831	0.397059	0.409091	0.14586
2773c9_197c12c3111	0.5	retina fundoscopy right eye dilated age=45 gender=male bp systolic=137	288,156,319,526	od	45	1	null	null	null	null	null	null	null	null	null	null	null	null	null	49	137	23.48967	101	86	76.599998	0.388889	1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.132653	0.531915	0.228152	0.411765	0.409091	0.203159
2781d4_197c1f0d865	0.5	retina fundoscopy left eye dilated age=52 gender=male bp systolic=120	146,855,782,393	os	52	1	93.400002	5.69	225.800003	15.69	null	null	null	null	null	null	null	null	null	47	120	21.75926	97	87	109.5	0.518519	1	0.571429	0.196038	0.296991	0.694542	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.112245	0.411348	0.179667	0.382353	0.420455	0.300834
277d03_197c1c2b6a2	0.5	retina fundoscopy left eye dilated age=48 gender=female bp systolic=92	271,444,700,553	os	48	0	88.5	5.37	236.100006	13.14	null	null	null	null	null	null	null	null	null	68	92	23.915817	106	86	61	0.444444	0	0.444156	0.184915	0.311206	0.47007	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.326531	0.212766	0.240092	0.448529	0.409091	0.156845
2777b6_197c14426b2	0.5	retina fundoscopy right eye dilated age=54 gender=male bp systolic=125	111,902,688,898	od	54	1	86	4.6	251	14.7	1.3	83	216	52	164	123	null	null	4.7	51	125	26.401384	96	89	81	0.555556	1	0.379221	0.158151	0.331769	0.607394	0.747967	0.240602	0.415184	0.241379	0.478927	0.139082	-1	-1	0.73913	0.153061	0.446809	0.309735	0.375	0.443182	0.216222
27810e_197c1e426d4	0.5	retina fundoscopy right eye dilated age=40 gender=female bp systolic=99	158,706,909,258	od	40	0	91.599998	4.08	119.400002	13.4	null	null	null	null	null	null	null	null	null	72	99	27.776707	85	93	52	0.296296	0	0.524675	0.140076	0.150152	0.492958	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.367347	0.262411	0.34827	0.294118	0.488636	0.130125
e5891_197c2abbe78	0.5	retina fundoscopy right eye dilated	120,672,560,161	od	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1
277ddd_197c1c4a445	0.5	retina fundoscopy left eye dilated age=44 gender=female bp systolic=118	257,476,248,237	os	44	0	null	6.8	null	null	0.6	84	null	null	null	null	null	null	null	69	118	26.315781	107	84	64.800003	0.37037	0	-1	0.234619	-1	-1	0.178862	0.24812	-1	-1	-1	-1	-1	-1	-1	0.336735	0.397163	0.307337	0.455882	0.386364	0.168126
277e40_197c1ae9e9a	0.5	retina fundoscopy left eye dilated age=56 gender=female bp systolic=104	136,525,276,146	os	56	0	82.599998	5.17	236	13.6	0.81	87.599998	227.800003	57	171	75.199997	null	169.550003	4.6	63	104	24.078987	102	76	47	0.592593	0	0.290909	0.177963	0.311068	0.510563	0.349593	0.275188	0.450178	0.284483	0.505747	0.072601	-1	0.233778	0.695652	0.27551	0.297872	0.244664	0.419118	0.295455	0.115281
2776f8_197c14c44ef	0.5	retina fundoscopy right eye dilated age=43 gender=male bp systolic=108	177,455,571,370	od	43	1	95.099998	5.8	171	14.6	1.05	87	162.199997	35	127	86	null	null	4.43	59	108	24.452616	105	85	90.800003	0.351852	1	0.615584	0.199861	0.221364	0.598592	0.544715	0.270677	0.255635	0.094828	0.337165	0.087622	-1	-1	0.621739	0.234694	0.326241	0.255133	0.441176	0.397727	0.245317
277af7_197c185d539	0.5	retina fundoscopy right eye dilated age=50 gender=female bp systolic=102	194,471,932,371	od	50	0	91.099998	5.36	218	14.36	null	null	null	null	null	null	null	null	null	52	102	24.427423	97	76	65.199997	0.481481	0	0.511688	0.184567	0.286227	0.577465	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.163265	0.283688	0.254427	0.382353	0.295455	0.169314
278510_197c231c9e4	0.5	retina fundoscopy left eye dilated age=52 gender=female bp systolic=85	238,621,497,801	os	52	0	92.099998	6.63	329.299988	12.55	null	null	null	null	null	null	null	null	null	66	85	20.478668	91	64	47	0.518519	0	0.537662	0.22871	0.439829	0.418134	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.306122	0.163121	0.143786	0.338235	0.159091	0.115281
2777b6_197c1418eb5	0.5	retina fundoscopy right eye dilated age=57 gender=female bp systolic=148	97,800,806,413	od	57	0	91.199997	5.63	201.100006	13.64	null	null	null	null	null	null	null	null	null	73	148	32.840454	124	108	49.599998	0.611111	0	0.514286	0.193952	0.262904	0.514085	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.377551	0.609929	0.490152	0.580882	0.659091	0.123
278a85_197c280a74e	0.5	retina fundoscopy left eye dilated age=51 gender=female bp systolic=108	151,594,616,830	os	51	0	96.5	5.07	244.199997	13.01	null	null	null	null	null	null	null	null	null	53	108	21.120295	97	71	49	0.5	0	0.651948	0.174487	0.322385	0.458627	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.173469	0.326241	0.161764	0.382353	0.238636	0.121218
e4808_197c155ba69	0.5	retina fundoscopy right eye dilated age=65 gender=female bp systolic=140	39,758,021,172	od	65	0	null	null	null	null	null	null	null	null	null	null	null	null	null	53	140	22.962393	96	74	59.5	0.759259	0	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.173469	0.553191	0.213378	0.375	0.272727	0.152391
e4b87_197c1c3d2f2	0.5	retina fundoscopy right eye dilated age=63 gender=male bp systolic=163	180,780,206,732	od	63	1	88.199997	7.3	373.899994	15.1	null	null	null	null	null	null	null	null	null	73	163	28.193281	101	102	80.199997	0.722222	1	0.436364	0.251999	0.50138	0.642606	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.377551	0.716312	0.359942	0.411765	0.590909	0.213847
27870c_197c259c6fa	0.5	retina fundoscopy left eye dilated age=63 gender=male bp systolic=135	260,118,909,453	os	63	1	93.099998	8.13	193.899994	14.48	null	null	null	null	null	null	null	null	null	72	135	28.395061	112	109	98.5	0.722222	1	0.563636	0.280848	0.252967	0.588028	-1	-1	-1	-1	-1	-1	-1	-1	-1	0.367347	0.51773	0.365596	0.492647	0.670455	0.268177
27803a_197c1e24167	0.5	retina fundoscopy right eye dilated age=46 gender=female bp systolic=120	168,185,397,648	od	46	0	89	5.4	244	11.9	0.69	90	193	64	129	105	4.5	14	3.8	75	120	24.635475	104	79	33.200001	0.407407	0	0.457143	0.185958	0.322109	0.360915	0.252033	0.293233	0.346975	0.344828	0.344828	0.114047	0.0625	0.017646	0.347826	0.397959	0.411348	0.260256	0.433824	0.329545	0.07431
e4132_197c0df4ce2	0.5	retina fundoscopy right eye dilated age=47 gender=male bp systolic=111	143,044,985,129	od	47	1	86.5	6.2	212	14.3	0.9	95	245	76	169	80	5.26	162.529999	null	68	111	21.929499	97	80	111.5	0.425926	1	0.392208	0.213764	0.277946	0.572183	0.422764	0.330827	0.501186	0.448276	0.498084	0.079277	0.1575	0.224024	-1	0.326531	0.347518	0.184437	0.382353	0.340909	0.306772

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SynthMed Retina — HPP I2I Sample

A sample of 2,500 synthetic retinal fundus images generated via image-to-image (I2I) diffusion from the Human Phenotype Project (10K) cohort, paired with anonymized patient metadata.

Images were produced with the hpp-retina LoRA adapter at a fixed I2I strength of 0.5, which trades off structural fidelity against re-identification risk (see the paper for the full privacy–utility curve).

Columns

Column	Type	Description
`image`	Image	512 × 512 RGB retinal fundus image
`name`	str	Unique image identifier
`strength`	float	I2I diffusion strength used for generation (always `0.5`)
`prompt`	str	Text prompt passed to the diffusion model
`participant_id`	int	Anonymized person ID — consistent across rows for the same participant
`eye`	str	Laterality — `"od"` (right) or `"os"` (left)
`age`	float	Age in years
`gender`	float	`0` = female, `1` = male
`bt__mcv`	float	Mean corpuscular volume (fL)
`bt__wbc`	float	White blood cell count (10³/µL)
`bt__platelets`	float	Platelet count (10³/µL)
`bt__hemoglobin`	float	Hemoglobin (g/dL)
`bt__creatinine`	float\|null	Creatinine (mg/dL)
`bt__glucose`	float\|null	Fasting glucose (mg/dL)
`bt__total_cholesterol`	float\|null	Total cholesterol (mg/dL)
`bt__hdl_cholesterol`	float\|null	HDL cholesterol (mg/dL)
`bt__non_hdl_cholesterol`	float\|null	Non-HDL cholesterol (mg/dL)
`bt__triglycerides`	float\|null	Triglycerides (mg/dL)
`bt__hba1c`	float\|null	HbA1c (%)
`bt__ferritin`	float\|null	Ferritin (ng/mL)
`bt__albumin`	float\|null	Albumin (g/dL)
`sitting_blood_pressure_pulse_rate`	float	Pulse rate (bpm)
`sitting_blood_pressure_systolic`	float	Systolic blood pressure (mmHg)
`bmi`	float	Body mass index (kg/m²)
`hips`	float	Hip circumference (cm)
`waist`	float	Waist circumference (cm)
`hand_grip_right`	float	Right-hand grip strength (kg)
`_norm` / `_cat`	float	Min-max normalized counterpart (`-1.0` = missing)

Note on missing values: raw label columns use null; the normalized *_norm columns use -1.0 as a sentinel for missing values.

Note on gender encoding: gender=0 → female, gender=1 → male (consistent with gender_cat class index 0 = female, 1 = male).

Generation Details

Parameter	Value
Base model	`CompVis/stable-diffusion-v1-4`
LoRA adapter	`doronys/synthmed-loras` — `hpp-retina/lora_weights.safetensors`
LoRA rank / alpha	64 / 32
Scheduler	DDIM
Inference steps	50
I2I strength	0.5
Resolution	512 × 512
Sample size	2,500 (one synthetic image per source image)

Source images are retinal fundus photographs from the HPP 10K cohort. Each source image was processed once (unique source → unique synthetic image).

Quick Start

from datasets import load_dataset

ds = load_dataset("doronys/synthmed-retina-hpp-sample", split="train")

# Each example has an 'image' (PIL.Image) plus all metadata columns
example = ds[0]
print(example["prompt"])   # "retina fundoscopy right eye dilated age=47 gender=female bp systolic=105"
print(example["age"])      # 47.0
example["image"].show()

About

These images were produced as part of a study evaluating I2I diffusion as a practical approach to medical image de-identification. Key findings:

I2I outperforms T2I on pixel/perceptual fidelity and biomarker agreement at all conditioning strengths.
At strength = 0.5: top-1 re-identification rate drops to ~20% while biomarker agreement (hemoglobin, Pearson r) remains ~0.7.
Cross-cohort transfer: classifiers pretrained on I2I synthetic retinal images perform comparably to real-image pretraining when fine-tuning on UK Biobank data.

See the model card for the full privacy–utility curve and generation instructions.

Citation

@article{synthmed2026,
  title   = {Privacy-Preserving Synthetic Medical Images via Image Conditioned Diffusion Models},
  author  = {Yaya-Stupp, Doron and Lutsker, Guy and Spiegel, Or and Segal, Eran},
  year    = {2026},
}

License

CC BY 4.0 — free to use, share, and adapt with attribution.

The underlying source images are from the Human Phenotype Project 10K cohort and are not included in this repository. Only the synthetic outputs and anonymized metadata are released here.

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