Datasets:

xpertsystems
/

hc-end-008-sample

patient_id string	age_at_baseline_years float64	race_ethnicity string	height_cm float64	weight_kg float64	bmi_kg_m2 float64	insurance_type string	geographic_region string	pcos_phenotype_rotterdam string	hyperandrogenism_flag int64	oligo_anovulation_flag int64	polycystic_ovary_morphology_flag int64	menstrual_pattern string	menstrual_cycle_length_days float64	menstrual_cycles_per_year float64	hirsutism_flag int64	ferriman_gallwey_score float64	acne_flag int64	alopecia_flag int64	acanthosis_nigricans_flag int64	diagnosis_age_years float64	diagnosis_delay_years float64	lh_mIU_ml float64	fsh_mIU_ml float64	lh_fsh_ratio float64	gnrh_pulse_freq_per_hour float64	estradiol_pg_ml float64	estrone_pg_ml float64	progesterone_ng_ml float64	testosterone_total_ng_dl float64	testosterone_free_pg_ml float64	shbg_nmol_l float64	dheas_ug_dl float64	androstenedione_ng_dl float64	17oh_progesterone_ng_dl float64	dihydrotestosterone_pg_ml float64	anti_mullerian_hormone_ng_ml float64	inhibin_b_pg_ml float64	prolactin_ng_ml float64	tsh_mIU_l float64	free_t4_ng_dl float64	cortisol_am_ug_dl float64	acth_pg_ml float64	lh_trajectory_annual_json string	testosterone_trajectory_annual_json string	amh_trajectory_annual_json string	testosterone_elevated_flag int64	lh_fsh_ratio_elevated_flag int64	amh_elevated_flag int64	prolactin_elevated_flag int64	hypothyroidism_flag int64	fasting_glucose_mg_dl float64	fasting_insulin_uIU_ml float64	homa_ir float64	homa_beta float64	quicki_score float64	ogtt_2hr_glucose_mg_dl float64	ogtt_insulin_peak_uIU_ml float64	hba1c_pct float64	glycemic_category string	insulin_resistance_flag int64	t2dm_progression_flag int64	adiponectin_ug_ml float64	leptin_ng_ml float64	ghrelin_pg_ml float64	c_peptide_ng_ml float64	visceral_adiposity_index float64	waist_circumference_cm float64	waist_hip_ratio float64	total_cholesterol_mg_dl float64	ldl_mg_dl float64	hdl_mg_dl float64	triglycerides_mg_dl float64	non_hdl_cholesterol_mg_dl float64	apob_mg_dl float64	lp_a_nmol_l float64	crp_mg_l float64	il6_pg_ml float64	tnf_alpha_pg_ml float64	sbp_mmhg float64	dbp_mmhg float64	metabolic_syndrome_flag int64	metabolic_syndrome_criteria_count int64	nafld_flag int64	sleep_apnea_flag int64	homa_ir_trajectory_annual_json string	antral_follicle_count_right int64	antral_follicle_count_left int64	antral_follicle_count_total int64	ovarian_volume_right_ml float64	ovarian_volume_left_ml float64	ovarian_volume_total_ml float64	follicle_size_dominant_mm float64	stromal_to_ovarian_area_ratio float64	stroma_echogenicity string	endometrial_thickness_mm float64	endometrial_pattern string	endometrial_hyperplasia_flag int64	uterine_fibroids_flag int64	ovarian_cyst_hemorrhagic_flag int64	ultrasound_modality string	afc_rotterdam_criterion_flag int64	ovarian_volume_criterion_flag int64	fertility_intent_flag int64	infertility_duration_years float64	ovulation_induction_type string	letrozole_dose_mg float64	letrozole_ovulation_rate_pct float64	letrozole_livebirth_rate_pct float64	clomiphene_ovulation_rate_pct float64	clomiphene_livebirth_rate_pct float64	iui_cycles_count int64	iui_pregnancy_rate_per_cycle_pct float64	ivf_cycles_count int64	ivf_oocytes_retrieved int64	ivf_fertilization_rate_pct float64	ivf_blastocyst_rate_pct float64	ivf_clinical_pregnancy_rate_pct float64	ivf_livebirth_rate_per_cycle_pct float64	frozen_embryo_transfer_flag int64	cumulative_livebirth_probability_3yr float64	pregnancy_loss_count int64	pregnancy_loss_rate_pct float64	gestational_diabetes_flag int64	preeclampsia_flag int64	preterm_birth_flag int64	neonatal_icu_flag int64	ohss_risk_category string	ohss_event_flag int64	time_to_first_conception_months float64	livebirth_flag int64	treatment_flag int64	treatment_type string	ocp_progestin_type string	ocp_duration_months int64	ocp_testosterone_reduction_pct float64	ocp_shbg_increase_pct float64	metformin_dose_mg_day int64	metformin_hba1c_reduction_pct float64	metformin_ovulation_improvement_flag int64	spironolactone_dose_mg_day int64	spironolactone_fg_score_reduction_pct float64	glp1_ra_flag int64	glp1_bmi_reduction_pct float64	glp1_homa_ir_reduction_pct float64	inositol_supplement_flag int64	laser_electrolysis_flag int64	treatment_adherence_pct float64	treatment_duration_months int64	treatment_response_flag int64	drug_switch_flag int64	cardiovascular_risk_score_10yr_pct float64	cvd_event_flag int64	hypertension_onset_age_years float64	carotid_imt_mm float64	coronary_calcium_score_agatston int64	endothelial_dysfunction_flag int64	endometrial_cancer_lifetime_risk_pct float64	breast_cancer_flag int64	depression_flag int64	anxiety_flag int64	eating_disorder_flag int64	pcos_quality_of_life_pcosq float64	sexual_dysfunction_flag int64	body_image_distress_flag int64	vitamin_d_25oh_ng_ml float64	ferritin_ng_ml float64	hemoglobin_g_dl float64	alt_iu_l float64	ast_iu_l float64	egfr_ml_min_173m2 float64	uric_acid_mg_dl float64	heart_rate_bpm int64	ob_gyn_visits_per_year int64	endocrinology_referral_flag int64	reproductive_endocrinology_referral_flag int64	dermatology_referral_flag int64	mental_health_referral_flag int64	dietitian_referral_flag int64	ultrasound_count_total int64	lab_panel_count_per_year int64	total_fertility_treatment_cost_usd float64	total_healthcare_cost_usd float64	ivf_episode_cost_usd float64	medication_annual_cost_usd float64
PCOS-0000001	30.1	Hispanic	153.9	79	33.4	Medicaid	Urban	C	1	0	1	Regular	26.7	13	1	15.1	0	0	0	25.9	2.4	2.7	7.74	0.35	1.44	74.2	98.6	13.83	62.8	25	91.1	246	208.9	46	42.2	6.11	156.4	14.5	4.77	1.072	11.1	35.4	[2.53, 2.0, 2.0, 3.68, 3.82, 3.52, 2.0, 3.05, 2.88, 3.03, 4.01, 3.04, 3.72, 2.8, 3.14]	[65.29, 56.93, 61.48, 60.88, 60.2, 61.66, 68.74, 59.3, 66.63, 56.03, 61.42, 63.41, 65.11, 65.61, 65.93]	[6.04, 5.9, 6.05, 5.72, 5.38, 5.29, 5.21, 5.37, 5.18, 5.17, 4.83, 4.83, 4.8, 4.49, 4.53]	1	0	1	0	1	87.2	14.2	3.07	102.3	0.28	91.6	182.8	4.8	NGT	1	0	12.74	39.5	443	1.74	2.46	90.4	1.05	147.1	94	36.4	83.4	110.7	101.9	30	5.08	3.32	5.21	109	76	0	2	1	0	[3.23, 2.72, 3.15, 3.11, 2.95, 2.78, 3.08, 2.96, 3.11, 3.07, 3.39, 3.02, 2.86, 3.1, 3.11]	22	20	42	15.9	19.22	35.13	4.4	0.388	Increased	7.8	Hyperplastic	0	0	0	Transabdominal	1	1	1	2	Letrozole	7.5	54.1	16.8	0	0	5	11.7	1	26	67.1	53.9	60.5	41.1	1	0.682	0	27.6	0	0	1	0	High	0	6.9	1	1	Combined_OCP_Spiro	Drospirenone	32	44.6	173.8	0	0	0	25	15.2	0	0	0	0	0	0.819	67	0	0	6.4	0	36.6	0.6	0	1	4.5	0	1	0	0	4.84	1	1	13	34.9	12.6	44.3	47.3	91.6	6.94	55	3	0	0	1	0	0	2	5	29,274	118,830	31,687	1,770
PCOS-0000002	26.4	Hispanic	164.6	80.3	29.6	Private	Urban	D	0	1	1	Oligomenorrhea	35	10.4	0	4.6	0	0	1	18.7	9.9	10.35	4.19	2.47	1.73	185.8	30	0.1	10	12.32	81.2	75	98.2	36.2	17.1	2.11	99.3	23	0.794	1.285	26.4	16.2	[11.52, 11.01, 9.79, 10.15, 8.29, 10.0, 9.95, 10.7, 9.52, 11.06, 11.87, 10.59, 10.88, 10.43, 10.35]	[10.0, 11.27, 10.0, 18.37, 16.29, 11.54, 10.0, 10.0, 14.76, 11.05, 11.92, 10.0, 13.71, 11.82, 10.0]	[2.01, 2.04, 1.88, 1.69, 1.6, 1.46, 1.42, 1.56, 0.63, 0.98, 0.94, 0.84, 0.59, 0.5, 0.5]	0	0	0	0	0	114.8	3.8	1.09	141.7	0.28	108.1	142.2	5.4	Prediabetes	0	0	16.41	38.6	557	2.65	3.34	104.5	1.041	210.5	124.6	47.5	192	163	78.7	131.9	4.1	3.69	6	131	96	1	5	1	0	[1.08, 0.85, 0.99, 1.39, 1.22, 0.95, 0.89, 1.1, 0.85, 0.95, 1.15, 1.32, 1.21, 0.63, 1.15]	15	16	31	18.48	7.44	25.92	6.2	0.45	Markedly_Increased	13.4	Hyperplastic	0	0	0	Transabdominal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	Moderate	0	0	0	1	Metformin	null	0	0	0	1,000	1.5	0	0	0	0	0	0	0	1	0.966	25	1	0	3.6	0	30.5	0.645	4	0	3.5	0	0	1	0	3.54	1	0	18.9	50.2	13.1	38.7	20.2	86.8	6.22	84	3	0	1	1	1	0	2	2	5,744	105,942	25,989	4,206
PCOS-0000003	27.5	White	157.1	68.8	27.9	Medicaid	Suburban	A	1	1	1	Oligomenorrhea	35	10.4	1	13.6	0	1	0	27.5	2.7	4.85	7.36	0.66	2.42	149.4	68	0.1	67.5	25	78.1	164.4	180.7	101.4	28.1	7.32	199.9	18.4	3.538	1.167	18.1	51.4	[4.95, 5.09, 6.46, 3.58, 5.35, 4.81, 5.32, 3.6, 2.46, 2.0, 3.17, 4.16, 4.41, 7.75, 6.5]	[63.63, 68.87, 65.85, 66.34, 68.22, 69.96, 66.12, 71.74, 62.91, 67.51, 77.87, 68.37, 73.21, 67.85, 69.8]	[7.31, 7.17, 6.93, 7.05, 6.67, 6.85, 6.82, 6.55, 6.3, 6.33, 6.06, 6.19, 5.52, 5.69, 5.24]	1	0	1	0	0	75.6	26.5	4.94	143.8	0.28	98	51.4	4.5	NGT	1	0	21.1	36.1	332	2.03	0.86	82.2	0.848	219.7	132.3	58.8	143.4	161	105.3	37.1	5.25	1.28	1.84	139	75	0	1	0	0	[5.23, 4.96, 4.99, 5.25, 4.87, 4.75, 4.85, 5.03, 4.63, 5.07, 4.83, 5.17, 4.46, 4.78, 4.6]	14	18	32	14.66	14.44	29.09	7.5	0.43	Increased	11.1	Proliferative	0	0	0	Transvaginal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	1	null	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0.497	40	0	0	10.9	0	28	0.609	23	0	5.5	0	0	0	0	4.45	0	0	36	5	11.3	42.7	33.6	104.6	6.18	58	5	0	1	0	0	0	11	5	11,288	40,426	17,881	2,774
PCOS-0000004	19	East_Asian	159.9	76.9	30.1	Private	Suburban	A	1	1	1	Oligomenorrhea	35	10.4	1	7.8	0	0	0	19	3.3	11.97	1.63	7.36	2.3	182.4	86	0.69	73.4	25	78.6	234.8	153.2	109	35.2	2.76	218.5	11.1	0.123	1.102	27.1	25.9	[10.32, 12.85, 12.45, 10.67, 12.24, 13.79, 11.49, 9.44, 11.95, 10.62, 11.46, 11.85, 9.42, 9.55, 12.7]	[71.35, 63.18, 76.58, 74.53, 70.59, 68.17, 76.78, 74.84, 82.97, 75.12, 74.99, 72.77, 76.71, 75.94, 78.45]	[2.66, 2.56, 2.43, 2.56, 2.58, 2.07, 1.96, 1.99, 1.75, 1.87, 1.11, 1.28, 1.17, 0.74, 0.89]	1	1	0	0	0	83.6	15	3.09	148.3	0.28	111	87.4	4.8	NGT	1	1	7.14	24	437	1.58	3.66	87.5	0.849	187	116.9	50	101	137.1	68.9	14.1	2.49	1.25	3.5	137	55	0	2	0	0	[3.43, 3.19, 3.29, 2.91, 2.91, 3.22, 3.15, 3.25, 3.1, 3.19, 3.17, 3.29, 3.3, 2.81, 2.69]	19	20	39	10.77	8.25	19.01	8.3	0.467	Increased	10.5	Atrophic	0	0	0	Transvaginal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	Moderate	0	0	0	1	OCP	Dienogest	76	62.3	254.4	0	0	0	0	0	0	0	0	0	1	0.662	4	1	1	8.4	0	37.7	0.608	0	0	4.5	1	0	1	0	5.2	0	1	28.1	55.5	12.8	30.2	22.4	96.2	6.46	88	6	0	0	0	0	1	5	5	28,882	85,919	26,221	2,454
PCOS-0000005	24.6	White	163.2	55.8	20.9	Private	Suburban	A	1	1	1	Oligomenorrhea	78.2	4.7	1	10.5	0	0	1	24.6	0.7	21.14	9.17	2.3	1.93	128.3	55.2	2.65	70.2	25	125.2	252.8	325.2	75.3	31.3	7.41	300	9.8	3.29	1.27	16.1	32	[18.23, 22.14, 19.66, 18.97, 21.05, 21.26, 20.1, 22.38, 19.12, 20.53, 20.26, 21.07, 21.56, 19.63, 22.22]	[70.48, 62.66, 62.39, 70.17, 69.34, 69.81, 70.11, 71.13, 74.01, 65.78, 65.54, 65.85, 71.38, 75.2, 68.5]	[6.91, 6.95, 7.01, 6.94, 6.85, 6.82, 6.63, 6.78, 6.32, 6.16, 6.31, 5.79, 6.05, 5.87, 5.7]	1	0	1	0	0	111.1	9	2.47	181.8	0.28	105	53.4	5.5	Prediabetes	0	0	8.99	31.5	456	1	3.68	89.1	0.807	162.5	63.6	65.6	166.5	96.9	83.6	31.2	1.64	3.5	7.26	116	80	1	3	0	0	[2.48, 2.56, 2.71, 2.8, 2.54, 2.59, 2.24, 2.46, 2.66, 2.65, 2.52, 2.65, 2.57, 2.71, 2.53]	16	19	35	6.43	16.37	22.8	3	0.334	Markedly_Increased	10.4	Proliferative	1	0	0	Transabdominal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	1	Metformin	null	0	0	0	2,000	0.8	0	0	0	0	0	0	0	0	0.472	41	0	0	3	0	35.7	0.604	15	0	4.2	0	0	0	0	5.02	0	0	18.3	20.4	12.3	45.5	31.4	96.1	6.35	72	5	1	1	1	0	0	3	2	41,292	61,175	26,699	2,531
PCOS-0000006	32.3	South_Asian	163	69.4	26.1	Medicaid	Urban	A	1	1	1	Oligomenorrhea	48.8	7.5	0	6	0	0	0	28.4	0.8	9.23	7.45	1.24	1.75	34.1	72.9	1.36	90.4	25	90.4	189	168.4	53.1	35.4	4.11	204.1	26.7	3.966	1.303	16.7	33.3	[11.41, 8.54, 10.92, 8.26, 9.14, 7.62, 9.91, 11.39, 9.11, 8.93, 7.55, 8.88, 6.84, 7.86, 9.57]	[95.68, 101.64, 88.06, 96.15, 91.38, 89.8, 92.13, 90.65, 90.85, 88.77, 84.81, 84.23, 93.02, 89.3, 88.02]	[4.11, 4.15, 3.91, 3.62, 3.88, 3.83, 3.49, 3.47, 3.4, 3.26, 3.03, 2.91, 2.77, 2.33, 2.57]	1	0	1	1	0	75.7	7.6	1.43	159.1	0.28	128.5	219.2	4.6	NGT	0	0	11.04	31.7	408	2.41	2.07	86.7	1.007	182	97.5	52	162.5	130	85.3	57.6	5.16	3.7	3.01	90	67	0	1	0	0	[1.71, 1.4, 1.69, 1.44, 1.44, 1.41, 1.43, 1.77, 0.97, 1.03, 1.32, 1.43, 1.57, 1.52, 1.35]	20	20	40	14.79	17.12	31.91	8.8	0.392	Increased	9.3	Secretory	0	1	0	Transvaginal	1	1	1	3.6	Clomiphene	0	0	0	70.1	27.2	1	13.4	5	18	71.1	47	45.7	24.4	1	0.693	3	32.1	0	0	1	1	High	0	6.5	0	1	Combined_OCP_Spiro	Drospirenone	82	64.6	150.9	0	0	0	50	16.5	0	0	0	1	0	0.81	18	1	0	3.8	0	35.5	0.62	0	1	3.7	0	1	0	0	4.98	0	0	9.1	45.5	13.7	26.8	33.9	100.2	5.15	64	1	1	0	0	0	1	8	6	57,134	133,915	33,418	1,285
PCOS-0000007	28.5	Black	169.8	48.3	16.7	Private	Urban	B	1	1	0	Oligomenorrhea	51.3	7.1	1	19	1	0	0	22.9	2.2	17.98	4.61	3.9	1.82	73.1	93.1	0.26	74.1	25	101.2	183.1	259.7	112.5	35.9	6.64	169.7	87.4	8.887	0.7	5	37.6	[18.35, 15.99, 17.94, 20.98, 19.22, 18.23, 17.32, 17.39, 14.79, 18.37, 19.25, 15.62, 16.99, 16.24, 16.53]	[74.33, 65.78, 76.58, 77.13, 73.11, 64.2, 70.13, 79.05, 63.01, 72.73, 69.4, 77.34, 71.42, 75.73, 76.38]	[7.01, 6.48, 6.48, 5.99, 6.4, 5.89, 5.81, 5.8, 5.37, 5.61, 5.64, 5.38, 4.88, 5.06, 5.11]	1	1	1	1	1	70	5.4	0.93	146.3	0.28	115.9	154.7	4.9	NGT	0	1	14.63	52.1	379	0.86	3.01	77.3	0.852	222.6	129.8	75.1	88.4	147.5	75.4	126	2.12	5.69	0.92	123	95	0	1	0	0	[0.88, 0.9, 0.93, 0.91, 1.17, 0.64, 1.16, 0.91, 1.06, 0.76, 1.25, 1.23, 1.18, 0.68, 1.15]	9	3	12	6.95	7.73	14.68	16.7	0.269	Normal	9.9	Secretory	0	0	0	Transvaginal	0	1	1	0.6	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.699	4	32.3	1	0	0	0	Low	0	7.1	1	0	null	null	0	0	0	0	0	0	0	0	0	0	0	0	1	0.866	0	0	0	11.4	0	38.9	0.621	0	1	3.5	0	0	0	0	3.93	0	1	10.2	17.6	10.8	34.6	26	82.1	2	63	6	1	1	0	1	0	9	9	89,829	52,880	27,549	1,841
PCOS-0000008	38.3	South_Asian	165.5	119	43.4	Medicaid	Urban	C	1	0	1	Regular	25.1	13	0	4.1	0	0	1	21.7	1.7	2	7.22	0.3	1.15	166.8	95.7	14.82	103.3	25	62.7	69.2	208.6	71.9	51	2.86	158.5	12.7	3.133	1.42	7.8	31.9	[2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.48, 2.0, 3.07, 2.0, 2.0, 2.0, 3.99, 2.5, 2.0]	[105.27, 94.84, 103.1, 111.26, 103.8, 103.54, 105.46, 106.85, 95.28, 96.54, 104.11, 100.41, 108.52, 102.01, 95.53]	[2.6, 2.19, 2.57, 2.46, 2.29, 2.47, 2.38, 1.98, 1.47, 1.9, 1.77, 1.6, 1.61, 1.06, 1.58]	1	0	0	0	0	90.7	30.2	6.77	48.9	0.28	115.1	297.6	5	NGT	1	0	9.12	40	460	2.33	1.9	94.2	0.928	181.9	111	28.7	210.9	153.2	91.1	49.5	3.6	3.09	5.81	142	82	1	4	0	1	[6.6, 6.54, 6.58, 6.64, 6.53, 6.8, 6.91, 6.45, 6.77, 6.72, 6.83, 6.76, 6.47, 6.51, 6.77]	19	6	25	14.9	17.43	32.32	7.5	0.448	Markedly_Increased	8.6	Secretory	0	1	0	Transvaginal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	Moderate	0	0	0	1	OCP	Cyproterone	48	47	191.3	0	0	0	0	0	0	0	0	0	1	0.782	105	0	0	9.3	0	38.7	0.798	91	0	6.4	0	1	0	0	4.18	0	0	18.3	56.7	10.7	66.8	44.4	86.3	4.9	81	1	1	1	0	0	1	7	3	28,830	95,849	23,818	422
PCOS-0000009	15.7	South_Asian	162.3	77.3	29.3	Uninsured	Urban	B	1	1	0	Oligomenorrhea	35	10.4	0	3.8	0	0	0	15.7	1.1	12.86	2.27	5.67	1.92	61.2	102.4	0.39	96.6	25	89.5	191.9	203.2	10	19.7	1.46	157.6	13.5	4.5	0.855	12.8	13	[12.16, 16.42, 10.26, 13.17, 11.17, 12.12, 13.08, 9.37, 13.22, 15.72, 12.18, 13.25, 14.4, 12.62, 11.99]	[87.48, 99.15, 96.13, 92.53, 97.09, 94.25, 94.47, 99.01, 91.23, 100.77, 90.99, 93.93, 104.28, 101.09, 96.97]	[1.27, 1.23, 1.23, 1.1, 0.96, 0.85, 0.69, 0.5, 0.5, 0.56, 0.5, 0.5, 0.5, 0.5, 0.5]	1	1	0	0	0	111	19.4	5.31	78	0.28	128	93.3	5.4	Prediabetes	1	0	9.54	41.5	313	1.14	1.91	81.1	0.758	290	189.7	68.1	178	221.9	71	70.4	1.59	2.27	1.48	105	76	0	2	1	0	[5.12, 5.87, 5.22, 5.32, 5.05, 5.65, 5.53, 5.37, 5.04, 5.35, 5.08, 5.6, 5.47, 5.33, 4.82]	5	10	15	9.43	9.22	18.64	10.2	0.275	Normal	12	Proliferative	1	0	0	Transvaginal	0	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	Low	0	0	0	1	GLP1_RA	null	0	0	0	0	0	0	0	0	1	5.1	23.9	0	1	0.522	29	0	0	6.7	0	40.9	0.655	16	0	5.7	0	1	1	0	4.42	0	0	15	64.6	11.7	42.2	40	105.8	4.17	62	1	0	0	1	1	1	8	4	58,825	49,898	30,219	2,673
PCOS-0000010	32.6	Hispanic	164.1	101.5	37.7	Marketplace	Rural	A	1	1	1	Oligomenorrhea	36	10.1	0	1.6	0	0	0	30.4	7.9	23.04	8.35	2.76	1.94	99	30	2.01	52	25	82.3	363.8	192.6	85.1	10	7.17	121.5	18.1	0.836	1.133	12.5	10	[22.37, 21.43, 22.21, 24.65, 23.95, 22.85, 23.97, 21.3, 23.09, 23.27, 22.34, 23.7, 21.87, 23.81, 23.87]	[40.37, 56.8, 39.85, 49.58, 56.14, 50.77, 46.18, 47.67, 56.15, 44.35, 56.56, 51.82, 47.27, 49.71, 47.97]	[7.34, 7.19, 6.58, 6.73, 6.51, 6.83, 6.18, 6.65, 6.2, 5.85, 5.83, 5.69, 5.47, 5.63, 5.24]	0	1	1	0	0	71.7	16.9	2.99	54.1	0.28	108.2	119.8	4.5	NGT	1	0	10.01	40.1	178	1.57	3.65	85.7	0.816	176.4	109.8	44.7	109.4	131.7	100.7	38.8	3.33	2.54	4.91	129	80	0	1	0	0	[2.94, 2.93, 3.01, 3.33, 2.72, 3.14, 2.61, 3.03, 3.3, 3.09, 3.02, 2.88, 3.0, 2.94, 2.83]	16	18	34	12.85	12.73	25.58	3.9	0.44	Increased	9.7	Hyperplastic	0	0	0	Transabdominal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	0	null	null	0	0	0	0	0	0	0	0	0	0	0	1	1	0.81	0	0	0	7.8	0	34	0.606	4	1	4.5	0	0	0	0	4.31	0	1	23.7	25.7	14	28	35.9	106.6	7.18	95	2	1	0	0	1	0	3	6	16,876	180,000	25,269	3,046
PCOS-0000011	15.3	South_Asian	164.9	58.2	21.4	Uninsured	Urban	B	1	1	0	Oligomenorrhea	40.1	9.1	1	10.6	1	0	1	15.3	0.6	14.28	2.93	4.88	1.83	136	107.2	1.06	75.8	25	96.7	77.5	165.1	100.4	33.9	0.5	98.7	9.2	2.761	1.357	16.8	37.8	[15.46, 15.59, 13.08, 11.57, 16.6, 14.67, 11.71, 13.21, 15.44, 13.86, 13.51, 16.38, 12.71, 13.09, 14.6]	[77.36, 77.78, 79.44, 76.59, 77.76, 74.76, 76.05, 76.23, 76.66, 78.89, 78.02, 75.98, 72.56, 76.07, 75.69]	[0.54, 0.82, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]	1	1	0	0	0	90.9	11.3	2.54	201.1	0.28	118.7	86.8	4.9	NGT	1	0	15.75	24.2	413	1.45	3.38	69.6	0.816	218.2	130	58	151.2	160.2	73.8	108.1	1.72	1.17	6.1	127	82	0	1	1	0	[2.2, 2.4, 2.42, 2.37, 2.33, 2.48, 2.3, 2.61, 2.56, 2.64, 2.65, 2.67, 2.47, 2.97, 2.59]	2	4	6	3.52	7.03	10.55	14.6	0.237	Normal	15	Hyperplastic	0	0	0	Transvaginal	0	1	1	0.8	Clomiphene	0	0	0	40.7	16.7	1	14.3	0	0	0	0	0	0	0	0.656	4	27.7	0	0	0	0	Low	0	3.4	1	0	null	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0.582	0	0	0	3.9	0	28.7	0.661	0	1	4.3	0	1	1	0	5.14	0	0	23.7	22.6	10.9	29.2	31.1	111	4.33	75	5	1	1	0	0	1	12	6	5,455	78,755	27,388	3,489
PCOS-0000012	26.5	Hispanic	167.4	71.6	25.5	Private	Urban	A	1	1	1	Amenorrhea	35	10.4	1	16.9	0	0	1	26.5	0.9	16.29	6.23	2.62	1.65	142.4	112.5	5.06	90.2	25	123.9	327.7	125.2	102.3	41.4	9.51	156.5	48.9	1.612	0.7	13.4	32.4	[19.2, 16.31, 18.23, 16.68, 17.53, 16.71, 18.35, 16.38, 17.04, 16.84, 15.86, 16.9, 19.64, 15.89, 16.92]	[95.24, 94.77, 90.25, 80.67, 92.27, 81.33, 96.08, 90.88, 94.2, 86.6, 83.99, 91.25, 90.07, 88.24, 90.54]	[10.06, 9.55, 9.48, 9.32, 9.32, 8.87, 8.38, 8.63, 8.71, 8.23, 8.27, 8.05, 8.37, 8.1, 7.96]	1	1	1	1	0	99.5	13.7	3.36	125.9	0.28	83.9	30	5.3	NGT	1	0	16.84	46	557	0.7	2.08	87.4	0.72	214.4	108.4	63.2	214	151.2	72.3	116.3	2.14	3.66	6.69	113	55	0	1	1	0	[3.37, 3.35, 3.31, 3.52, 3.06, 3.26, 3.5, 3.24, 3.04, 3.5, 3.59, 3.36, 2.97, 3.51, 3.03]	19	15	34	12.37	14.53	26.9	7.5	0.388	Increased	7.7	Atrophic	0	0	0	Transvaginal	1	1	1	0.6	Letrozole	7.5	57.7	23	0	0	5	21.3	1	18	80.9	65.9	47.8	39.1	1	0.676	1	28.6	1	1	0	0	Critical	0	38.4	1	1	Clomiphene	null	0	0	0	0	0	0	0	0	0	0	0	1	0	0.453	37	1	0	5.7	0	34.3	0.623	28	0	4.7	1	0	0	0	3.6	0	0	5	5	11.3	25.7	32.5	68.6	4.93	68	3	0	1	0	0	1	9	6	21,632	19,801	28,811	1,597
PCOS-0000013	21.8	East_Asian	163.7	75.8	28.3	Private	Urban	B	1	1	0	Amenorrhea	43.9	8.3	1	16.4	0	0	0	21.8	0.3	11.26	7.96	1.41	1.29	130.7	69.3	0.3	88.4	25	89.3	330.7	249.1	140.9	39.2	6.6	109.7	22.2	5.327	1.203	24.6	34.7	[10.94, 13.93, 10.94, 8.56, 14.1, 12.28, 11.15, 10.7, 12.88, 10.45, 12.98, 12.07, 11.63, 11.48, 11.0]	[92.63, 84.98, 81.96, 90.9, 90.97, 90.37, 90.08, 87.16, 91.6, 88.26, 86.5, 87.2, 96.53, 81.51, 90.44]	[6.27, 6.46, 6.28, 5.83, 6.2, 5.93, 5.46, 5.93, 5.93, 5.82, 5.48, 5.29, 5.43, 5.38, 5.15]	1	0	1	0	1	81.5	16.5	3.31	131.5	0.28	80	164.5	5.2	NGT	1	1	17.58	33.8	386	1.89	1.65	76	0.699	234.1	150.1	41.5	212.8	192.7	89.3	85.8	4.16	4.35	6.38	123	83	0	2	0	0	[3.46, 3.5, 3.04, 3.2, 3.61, 3.42, 2.98, 3.57, 3.25, 3.64, 3.34, 3.4, 3.6, 3.18, 3.16]	7	10	17	4.34	3.66	8	17.5	0.23	Normal	7.8	Hyperplastic	0	0	0	Transvaginal	0	0	1	2.4	FSH_injection	0	0	0	0	0	0	0	3	25	83.7	48.5	61.9	50.6	0	0.757	2	35.7	0	1	0	0	Moderate	0	20.1	1	0	null	null	0	0	0	0	0	0	0	0	0	0	0	1	0	0.962	0	0	0	4.8	1	35.1	0.645	0	0	4.7	0	0	1	0	3.54	0	1	24.7	63.7	12.2	47.1	31.5	96.6	7.79	81	1	0	1	0	0	0	2	5	10,558	134,480	18,603	789
PCOS-0000014	25.4	East_Asian	165.8	95.3	34.7	Medicaid	Urban	D	0	1	1	Amenorrhea	35	10.4	0	3.6	0	0	0	25.4	8.9	2	6.1	0.33	1.75	97.3	91.4	0.1	46.4	25	75.2	216.5	125.5	23	16.6	6.67	186.3	13.1	0.118	1.054	13.8	17.1	[4.76, 2.0, 2.0, 2.0, 4.59, 2.0, 2.0, 2.0, 2.0, 2.0, 5.69, 4.09, 2.0, 2.97, 2.0]	[39.26, 50.45, 51.01, 50.55, 44.49, 45.7, 49.37, 47.94, 44.8, 39.89, 46.83, 50.69, 41.58, 48.92, 47.7]	[6.82, 6.72, 6.29, 5.99, 6.08, 6.25, 5.84, 5.69, 5.34, 5.94, 5.63, 5.5, 5.42, 5.22, 4.94]	0	0	1	0	0	95.1	15.6	3.67	189	0.28	134.8	140	5.2	NGT	1	0	16.13	29.2	412	2.86	3.72	93.6	0.974	187.7	112.8	42.5	162.4	145.3	125.9	61.2	2.73	7.93	5.23	132	77	1	4	0	1	[3.61, 3.86, 3.84, 3.47, 3.5, 3.69, 4.01, 3.28, 3.72, 3.39, 3.54, 3.59, 3.58, 3.56, 3.67]	15	11	26	17.34	17.26	34.6	10.5	0.343	Markedly_Increased	11	Proliferative	0	0	0	Transvaginal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	0	null	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0.686	0	0	0	8.9	0	29.3	0.722	9	1	4.8	1	0	0	0	2.94	0	0	21.9	65.6	12.9	49.5	16.6	77.8	4.95	57	4	0	1	0	1	1	9	6	61,405	73,260	27,558	2,228
PCOS-0000015	25.7	White	158.5	78.5	31.2	Private	Urban	D	0	1	1	Oligomenorrhea	35	10.4	0	5.6	0	0	1	25.7	1.1	6.97	7.54	0.92	1.42	175	55	0.1	37.7	25	75.1	163.3	198.6	81	10	7.86	153.3	86.5	4.397	1.428	11.7	30.7	[6.0, 5.95, 8.32, 8.17, 7.38, 4.94, 6.5, 5.85, 8.27, 8.73, 8.55, 5.83, 2.86, 4.32, 9.1]	[36.09, 34.69, 44.26, 42.75, 37.79, 36.52, 37.16, 38.6, 44.09, 39.38, 40.6, 42.37, 33.01, 40.71, 36.51]	[7.36, 7.31, 7.42, 7.61, 7.4, 7.3, 7.53, 6.77, 6.89, 6.84, 6.51, 6.55, 6.1, 6.58, 6.04]	0	0	1	1	0	119.7	17.1	5.06	144.1	0.28	117.2	153.4	5.6	Prediabetes	1	0	12.01	25.9	362	1.35	5.76	87.9	0.789	166	84.6	52.1	147.1	114	85.3	78.1	3.51	8.57	5.03	145	78	0	2	0	0	[4.91, 4.82, 5.52, 5.22, 4.99, 5.31, 5.2, 5.45, 4.75, 5.01, 4.97, 4.66, 5.27, 5.0, 5.21]	27	16	43	14.09	15.71	29.81	11	0.392	Increased	12.2	Secretory	0	0	0	Transvaginal	1	1	1	0.2	Letrozole	2.5	57.6	31.2	0	0	6	9.6	0	0	0	0	0	0	0	0.834	4	23.9	1	0	0	0	High	0	21	0	1	OCP	Drospirenone	48	53.9	256.9	0	0	0	0	0	0	0	0	1	0	0.836	24	1	1	8.4	0	37	0.645	23	1	5.5	0	1	0	0	5.47	0	0	8.7	34.8	10.7	33.1	49.7	81.6	4.73	78	2	0	1	0	0	1	11	7	25,821	47,216	19,331	4,845
PCOS-0000016	42.1	Other	170.4	63.6	21.9	Private	Suburban	A	1	1	1	Oligomenorrhea	63.8	5.7	1	16.9	0	0	1	19.5	0.6	17.74	4.17	4.26	1.46	115	78.5	1.82	73.8	25	82.8	150.1	240	89.3	36.9	7.87	193.3	7.6	3.002	1.213	12.3	21.7	[19.64, 19.34, 18.55, 20.7, 17.46, 22.29, 17.4, 18.13, 17.15, 18.3, 19.0, 17.57, 20.41, 18.1, 18.15]	[70.18, 75.49, 73.28, 71.38, 70.71, 84.5, 72.76, 67.98, 71.02, 73.61, 76.0, 76.03, 76.52, 71.23, 75.17]	[7.69, 7.62, 7.44, 7.27, 7.6, 7.4, 7.34, 7.03, 7.06, 6.43, 6.84, 6.58, 6.55, 6.38, 5.99]	1	1	1	0	0	74	8.3	1.52	136.9	0.28	125.2	47.9	4.5	NGT	0	1	10.57	14.5	258	0.84	2.6	66.8	0.704	191.4	113.8	39	192.9	152.4	110.5	47.3	4.25	3.08	5.71	124	73	0	2	1	0	[1.77, 1.46, 1.58, 1.56, 1.71, 1.36, 1.77, 1.66, 1.3, 1.81, 2.01, 1.77, 1.85, 1.58, 1.24]	10	18	28	13.59	12.62	26.2	7.8	0.451	Markedly_Increased	7.7	Hyperplastic	1	0	0	Transvaginal	1	1	1	0.4	Clomiphene	0	0	0	40.3	20.3	2	16.9	0	0	0	0	0	0	0	0.802	0	30.9	0	0	0	0	High	0	1.4	1	1	Metformin	null	0	0	0	1,000	0.95	1	0	0	0	0	0	1	0	0.519	31	1	1	8.1	0	32.3	0.686	95	0	3.8	0	1	0	0	3.17	0	1	16.5	40.5	12.2	40.7	22.7	101.2	6.13	75	3	1	0	0	0	1	20	6	53,084	41,082	22,469	3,180
PCOS-0000017	29	South_Asian	170.9	99.7	34.1	Private	Suburban	A	1	1	1	Amenorrhea	37.2	9.8	1	14.3	0	0	0	29	0.6	14.09	5.43	2.6	1.82	74.3	106.7	3.73	46.3	25	70.9	254.5	203.1	67.7	34.9	3.8	90.5	16.7	1.921	1.244	19.2	17	[14.73, 15.33, 12.89, 13.58, 10.04, 13.16, 13.31, 12.57, 14.34, 14.01, 10.71, 14.42, 12.7, 14.82, 12.17]	[46.41, 45.16, 47.5, 46.79, 45.27, 40.14, 40.38, 43.95, 46.26, 43.86, 48.79, 45.17, 42.43, 45.18, 47.19]	[3.87, 4.06, 3.43, 3.43, 3.41, 3.2, 2.98, 2.65, 2.74, 2.51, 2.26, 2.32, 2.15, 2.36, 2.24]	0	1	1	0	0	86.2	17	3.62	54.1	0.28	111.9	192.2	5.1	NGT	1	0	14.3	20.3	237	2.58	5.27	96.9	1.014	169.3	130.3	28	55.7	141.4	89.2	24.3	3.69	7.47	4.16	142	80	1	3	0	0	[3.43, 4.19, 3.7, 3.7, 3.73, 4.0, 3.78, 3.3, 3.9, 3.56, 3.64, 3.37, 3.73, 3.49, 3.64]	14	23	37	20.09	14.28	34.37	8.2	0.401	Markedly_Increased	8	Secretory	0	1	0	Transvaginal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	1	Combined_Met_OI	null	0	0	0	500	0.53	0	0	0	0	0	0	0	0	0.591	50	0	0	11.3	0	41.4	0.71	51	0	4.8	0	1	0	0	3.92	0	1	19.3	63.8	12.7	54.5	45.7	85.8	6.92	73	6	0	0	0	0	0	9	6	19,602	31,858	30,379	2,605
PCOS-0000018	31.1	White	163.3	76.2	28.6	Private	Rural	A	1	1	1	Amenorrhea	35	10.4	1	11.6	0	0	0	27.9	0.7	15.76	6.44	2.45	1.29	108.2	70.7	0.23	54.5	25	99.2	223.2	271.8	39.3	31.8	7.38	171.5	21.6	1.287	1.014	8.9	40.4	[17.15, 15.38, 15.44, 16.37, 16.63, 14.52, 16.84, 15.93, 13.88, 15.5, 17.83, 18.27, 16.84, 13.97, 16.5]	[57.94, 57.44, 57.68, 55.99, 54.25, 52.1, 46.95, 55.9, 55.28, 56.77, 49.19, 57.12, 62.76, 54.85, 54.29]	[7.44, 7.67, 6.94, 7.06, 6.74, 6.67, 6.65, 6.81, 6.78, 6.39, 6.1, 6.56, 5.85, 5.71, 5.35]	0	0	1	0	0	108.9	21.9	5.9	192.2	0.28	80	218.9	5.5	Prediabetes	1	1	5.34	46.8	477	1.49	3.3	78.3	0.868	203	146.1	33.3	117.8	169.7	114.1	36.6	2.14	5.01	2.26	106	87	1	3	0	0	[5.96, 5.77, 6.2, 6.08, 6.1, 6.19, 5.82, 5.93, 5.92, 5.69, 5.9, 6.22, 6.0, 5.68, 5.64]	24	17	41	13.27	14.39	27.66	3.6	0.491	Markedly_Increased	13.1	Proliferative	0	0	0	Transvaginal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	1	Metformin	null	0	0	0	1,000	1.25	0	0	0	0	0	0	1	0	0.721	19	1	1	8	0	28.9	0.708	27	0	6	0	1	0	0	3.41	1	0	10.7	31.7	11.5	36.9	41.2	74	5.04	68	5	1	1	0	0	0	9	6	36,505	47,283	28,846	2,772
PCOS-0000019	30	South_Asian	162.3	87	33	Marketplace	Urban	B	1	1	0	Amenorrhea	60.2	6.1	1	23.4	0	0	0	27.2	1.7	11.56	8.59	1.35	1.42	20	111.5	0.11	67.8	25	71.4	123	174.5	10	36.3	9.8	69.8	42.4	1.986	1.143	13	25.6	[12.16, 8.88, 10.89, 12.7, 12.01, 12.45, 11.46, 13.31, 12.95, 12.23, 12.95, 12.69, 10.9, 9.54, 12.19]	[69.97, 72.15, 64.04, 64.16, 69.63, 67.5, 60.24, 69.29, 60.38, 64.01, 73.19, 75.09, 62.92, 66.47, 67.96]	[10.16, 9.58, 9.46, 9.75, 9.24, 9.34, 8.78, 8.92, 8.51, 8.51, 8.77, 8.47, 8.3, 8.09, 8.08]	1	0	1	1	0	100.1	26.4	6.53	32.2	0.28	103	173.5	5.2	Prediabetes	1	0	11.37	31.8	313	1.76	4.56	83.5	0.875	215.2	116.7	64.2	171.8	151	114.8	152.7	3.09	3.58	3.33	136	82	1	3	0	0	[6.33, 6.95, 6.49, 6.37, 6.81, 6.58, 6.64, 6.5, 6.46, 6.49, 6.25, 6.51, 6.58, 6.9, 6.54]	2	7	9	12.48	8.73	21.21	12.6	0.29	Normal	6.8	Hyperplastic	0	1	0	Transabdominal	0	1	1	2.4	GnRH_pump	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.639	3	32.1	1	1	0	0	Moderate	0	9.7	1	1	Metformin	null	0	0	0	1,000	1.2	1	0	0	0	0	0	1	1	0.636	6	1	0	5.9	0	28	0.785	39	1	6.3	0	1	1	0	3.15	0	1	6.6	5.1	14.4	83.2	38.8	66.2	3.47	73	3	0	1	1	0	1	3	6	40,307	107,943	17,829	1,043
PCOS-0000020	33.3	East_Asian	171.4	104.7	35.6	Medicaid	Suburban	D	0	1	1	Oligomenorrhea	87.5	4.2	0	4.4	0	0	0	24.5	0.2	20.19	5.4	3.74	1.73	91.2	30	0.1	72.2	25	45	155.6	127.6	43.7	41.8	6.33	157.6	17.9	1.205	1.535	19.1	22.5	[18.98, 18.69, 18.62, 19.26, 18.63, 17.84, 20.51, 20.54, 22.74, 19.18, 20.63, 20.65, 19.8, 21.3, 21.35]	[73.53, 71.2, 70.79, 66.75, 69.0, 69.73, 67.73, 73.98, 77.01, 68.59, 73.36, 68.09, 71.0, 69.46, 74.63]	[6.2, 6.42, 6.05, 5.84, 5.6, 5.79, 5.79, 5.55, 5.82, 5.54, 5.07, 4.95, 4.99, 4.61, 4.89]	1	1	1	0	0	104.2	23.9	6.16	124.8	0.28	167.6	199.4	5.3	Prediabetes	1	0	12.91	33.2	341	2.45	4.12	80.1	0.994	174	110.5	36.4	135.1	137.6	112.6	58.3	2.24	3.6	5.27	136	75	1	3	0	0	[6.16, 6.02, 6.13, 6.18, 6.13, 6.15, 5.87, 5.97, 6.13, 6.13, 6.05, 6.13, 6.17, 6.34, 6.14]	18	14	32	16.62	16.03	32.64	10.6	0.456	Increased	8.7	Secretory	1	1	0	Transvaginal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	1	0	0	1	Spironolactone	null	0	0	0	0	0	0	200	25.6	0	0	0	0	0	0.899	54	1	1	7.2	0	28	0.736	78	1	6.1	0	0	1	0	1.78	1	0	29.4	64.4	12.8	59.3	48.1	78.4	6.94	67	2	1	1	0	1	0	10	3	49,389	70,005	23,478	1,687
PCOS-0000021	35.1	White	158.7	77.5	30.8	Private	Rural	C	1	0	1	Regular	28.8	12.7	1	25.8	0	0	0	21	0.7	2	7.19	0.3	0.76	64.8	92.6	18.69	115.1	25	80.1	111.3	196.2	152.7	33.8	4.4	142.3	28.4	0.606	0.864	14.6	31.6	[2.0, 2.0, 2.76, 3.59, 2.91, 2.11, 2.0, 2.0, 2.0, 2.61, 2.5, 2.0, 2.0, 3.81, 2.12]	[109.47, 124.56, 115.02, 116.68, 116.74, 113.67, 112.23, 123.63, 119.15, 118.43, 117.44, 111.13, 120.25, 111.77, 116.27]	[4.07, 3.87, 4.23, 3.88, 3.53, 3.91, 4.11, 3.84, 3.39, 3.32, 3.38, 3.31, 2.89, 2.85, 2.78]	1	0	1	1	0	101.4	15.7	3.93	110.8	0.28	147.3	223.4	5.4	Prediabetes	1	0	9.41	49.7	433	4.39	1.49	81.5	0.813	207.6	103.4	69.4	173.7	138.2	111.6	146.5	1.61	8.57	6.17	130	80	0	2	1	0	[4.06, 3.94, 3.76, 3.72, 3.78, 3.98, 3.93, 3.98, 4.03, 3.81, 4.23, 3.88, 3.85, 4.03, 3.57]	13	20	33	9.11	17.67	26.78	12.5	0.402	Increased	12.4	Secretory	0	0	0	Transvaginal	1	1	1	0.1	Letrozole	2.5	53.3	29.5	0	0	0	0	0	0	0	0	0	0	0	0.584	3	28.8	0	0	0	0	High	0	5	0	1	Metformin	null	0	0	0	1,000	1.48	0	0	0	0	0	0	1	0	0.66	62	0	0	8.3	0	50.5	0.712	4	1	5	0	0	1	1	3.66	0	1	7.9	95.5	11.9	44.9	20.8	92.1	4.92	71	6	0	0	0	0	1	14	7	55,874	79,293	25,145	1,637
PCOS-0000022	35.9	White	156.7	62.3	25.3	Medicaid	Urban	D	0	1	1	Oligomenorrhea	57	6.4	0	1.1	0	0	1	20.3	0.9	10.25	7.19	1.43	1.35	133.6	70.7	0.93	39.1	25	83.3	316.4	151.1	96.9	14.3	5.01	59.7	25	1.492	1.643	21.3	10	[10.05, 9.54, 8.26, 13.16, 10.72, 10.96, 9.21, 11.33, 9.68, 9.82, 11.16, 7.8, 12.64, 10.52, 12.17]	[34.76, 35.37, 34.42, 40.06, 39.33, 37.21, 35.01, 34.0, 38.87, 37.2, 36.32, 45.25, 38.73, 44.14, 36.93]	[5.06, 4.88, 4.43, 4.93, 4.5, 4.56, 4.14, 4.14, 3.88, 4.18, 3.87, 3.76, 3.84, 3.68, 3.48]	0	0	1	0	0	74.9	8.4	1.56	89.9	0.28	126	140.2	4.5	NGT	0	0	6.02	29.6	234	1.92	2.95	101.4	0.971	162	78.1	60.2	118.9	101.8	70.8	85.4	2.44	0.94	3.7	103	80	0	1	1	0	[1.56, 1.41, 1.51, 1.29, 1.64, 1.68, 2.05, 1.44, 1.51, 1.45, 1.6, 1.64, 1.55, 1.78, 1.44]	20	18	38	14.47	13.56	28.03	15.3	0.379	Markedly_Increased	6.7	Proliferative	0	0	0	Transabdominal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	0	null	null	0	0	0	0	0	0	0	0	0	0	0	1	0	0.783	0	0	0	1.6	0	42.5	0.64	68	1	3.8	0	1	1	0	4.29	0	1	27.8	51.2	12.6	30.8	11.3	71	6.15	74	4	1	1	1	0	1	13	6	47,536	29,605	26,832	891
PCOS-0000023	20.3	Black	156.2	86.3	35.4	Private	Urban	D	0	1	1	Amenorrhea	47.2	7.7	0	2.6	0	0	0	20.3	0.3	22.91	8.75	2.62	1.91	112.6	59.1	0.1	55.1	25	81.8	223.3	54.6	112.2	10.7	7.3	167.5	63.9	2.077	1.278	18.6	40.5	[21.56, 19.25, 22.19, 24.05, 22.38, 24.11, 23.13, 24.84, 22.46, 23.61, 23.66, 25.16, 20.35, 22.22, 24.18]	[61.28, 56.06, 53.92, 58.12, 58.57, 53.66, 56.42, 59.82, 62.66, 58.07, 55.27, 54.88, 57.32, 54.63, 55.85]	[7.08, 7.44, 6.83, 6.85, 6.84, 7.09, 6.49, 6.32, 6.23, 6.55, 5.53, 5.78, 6.4, 5.85, 5.39]	1	1	1	1	0	96.3	19.4	4.61	135.7	0.28	162.6	189.7	5.1	NGT	1	1	7.39	25.9	188	0.73	2.15	81.7	0.824	135.6	94.7	20	104.3	115.6	86.6	40	2.55	7.25	3.83	123	71	0	1	0	0	[4.7, 4.61, 4.47, 4.86, 4.75, 4.57, 4.69, 4.65, 4.49, 4.68, 4.54, 4.47, 4.34, 4.59, 4.78]	14	27	41	17.85	19.1	36.95	10.4	0.513	Markedly_Increased	3	Hyperplastic	0	0	0	Transvaginal	1	1	1	0.9	Letrozole	7.5	62.8	24.4	0	0	2	12.5	1	21	60	53.4	58.6	55	1	0.337	2	29.4	0	1	0	0	High	0	15	1	1	Metformin	null	0	0	0	1,000	1.27	0	0	0	0	0	0	0	0	0.387	27	1	1	1	0	32.4	0.64	20	1	5.3	0	0	1	0	3.81	1	0	16.7	19.4	13.9	56.2	37.4	85.1	6.14	74	3	1	0	0	1	1	1	6	46,450	31,081	21,956	2,272
PCOS-0000024	21.1	South_Asian	174.2	90.1	29.7	Private	Urban	C	1	0	1	Regular	29.5	12.4	1	18.4	0	0	1	21.1	0.7	5.3	8.31	0.64	1.32	51.7	91	12.34	74.6	25	94.2	182	141.6	76.4	30.3	5.63	247.5	2.7	2.214	1.345	5.6	10	[5.15, 7.01, 3.98, 5.82, 6.57, 4.63, 4.66, 5.34, 6.11, 5.28, 6.76, 4.6, 3.3, 8.26, 4.39]	[72.37, 74.38, 74.91, 73.1, 74.57, 74.48, 75.34, 65.21, 82.17, 74.05, 76.97, 69.13, 72.76, 71.95, 80.52]	[5.51, 5.66, 5.26, 5.18, 5.1, 5.29, 4.53, 4.53, 4.28, 4.33, 4.27, 3.99, 4.04, 3.67, 3.75]	1	0	1	0	0	107.5	18.3	4.87	123.4	0.28	90.7	46.2	5.2	Prediabetes	1	1	15.05	41.8	455	1.02	2.7	84	0.893	197.4	114.4	33.5	247.5	163.9	115.6	16	1.93	3.47	0.5	128	84	1	3	0	0	[4.94, 4.74, 4.85, 5.35, 4.94, 4.68, 4.96, 4.65, 4.68, 4.71, 4.83, 5.11, 5.04, 5.03, 4.7]	14	17	31	12.8	13.85	26.66	9.3	0.403	Increased	13.8	Atrophic	0	1	0	Transvaginal	1	1	1	4.8	Letrozole	5	64.5	25.3	0	0	2	15.3	0	0	0	0	0	0	0	0.902	4	33.9	1	1	0	0	High	0	14.6	0	1	OCP	Drospirenone	55	46.9	147.4	0	0	0	0	0	0	0	0	1	0	0.588	14	1	0	3.7	0	28	0.669	0	1	5.4	0	0	0	0	4.17	0	1	26	57.6	11.8	46.6	20.4	110.2	8.46	76	1	0	1	0	0	1	6	3	43,162	38,528	26,698	1,737
PCOS-0000025	34.9	Other	166.9	71.3	25.6	Medicaid	Suburban	D	0	1	1	Oligomenorrhea	58.9	6.2	0	1.1	0	0	1	17.4	1.1	15.95	6.05	2.64	1.3	74.6	82.3	1.27	36.8	25	102	35.2	126.1	51.8	11.2	7.57	239.3	6.6	1.841	1.307	17.4	10	[16.59, 14.73, 16.4, 17.12, 14.04, 13.83, 18.46, 16.48, 15.32, 14.55, 15.18, 14.16, 17.27, 14.78, 17.59]	[35.18, 32.6, 35.07, 26.28, 36.29, 36.1, 40.08, 29.23, 41.43, 40.06, 41.79, 36.57, 40.83, 30.89, 39.63]	[7.42, 7.12, 7.11, 7.21, 6.93, 7.05, 6.49, 6.31, 6.89, 6.67, 6.16, 6.25, 6.34, 6.1, 5.92]	0	1	1	0	0	105.1	8.2	2.12	120.9	0.28	109.6	113.6	5.3	Prediabetes	0	0	12.14	19.9	480	0.72	2.24	79.7	0.8	170.6	99.7	60.9	50	109.7	114.4	44.9	5.37	3.17	5.98	119	80	0	1	0	0	[1.98, 1.92, 1.99, 2.14, 2.07, 2.26, 2.38, 1.92, 1.97, 1.83, 2.52, 2.18, 2.21, 1.85, 2.12]	19	16	35	18.5	22.21	40.7	5.2	0.369	Markedly_Increased	13.8	Proliferative	0	1	0	Transabdominal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	1	Metformin	null	0	0	0	1,500	1.08	1	0	0	0	0	0	1	0	0.787	36	0	0	5.9	0	40.1	0.647	45	0	4.1	1	1	0	0	4.2	0	0	5.1	67.5	12.7	37	43.9	101.9	4.73	69	4	1	0	0	1	1	8	3	25,211	38,772	35,000	3,350
PCOS-0000026	25	Other	172.8	125	41.9	Private	Urban	C	1	0	1	Regular	25.3	13	1	24	1	0	0	22.7	0.1	6.99	7.22	0.97	0.8	37.3	59	10.9	63.8	25	66.7	290.9	239.7	108.5	44.1	8.84	183.9	13.5	1.077	0.787	14.6	10.4	[6.4, 4.99, 7.56, 8.1, 6.17, 6.34, 7.8, 5.92, 5.82, 8.79, 8.32, 7.89, 8.38, 4.03, 9.02]	[65.33, 67.81, 65.31, 63.96, 62.66, 65.23, 62.52, 67.23, 57.42, 61.6, 71.94, 61.26, 62.81, 60.23, 65.11]	[8.7, 8.69, 8.77, 8.34, 8.52, 8.41, 8.33, 8.03, 8.53, 7.97, 7.71, 7.35, 7.38, 7.57, 7.5]	1	0	1	0	0	118.9	29.5	8.65	64	0.28	143.7	124.3	5.4	Prediabetes	1	0	10.65	49.2	381	2.84	2.69	99.5	1.05	178.5	108.9	52.5	85.7	126	118.9	141.8	5.22	3.16	0.5	131	78	1	3	0	0	[8.34, 8.73, 8.45, 8.83, 8.71, 8.73, 8.46, 8.5, 8.83, 9.0, 8.75, 8.47, 8.72, 9.13, 8.67]	24	15	39	15.53	17.51	33.04	9.2	0.382	Increased	12	Secretory	0	0	0	Transvaginal	1	1	1	7.4	Letrozole	7.5	60.6	27.4	0	0	2	18	0	0	0	0	0	0	0	0.644	4	22.4	0	1	0	0	Critical	0	5.5	0	1	Letrozole	null	0	0	0	0	0	0	0	0	0	0	0	1	0	0.699	38	1	0	4.3	0	37.1	0.69	37	1	7.3	0	1	1	0	3.77	0	0	14.4	25	13	85.7	46.7	95.3	8.99	70	7	1	0	0	1	1	5	5	66,253	61,864	29,962	4,562
PCOS-0000027	23.3	Hispanic	161.2	99.8	38.4	Private	Rural	A	1	1	1	Amenorrhea	92.1	4	1	14.5	1	1	0	17.9	2.5	19.88	1.97	8	2.09	91.4	42	1.96	102.9	25	65.7	308.5	140.6	80.2	32.4	9.39	92.8	16.7	1.558	1.54	6.1	35.3	[19.49, 18.06, 21.29, 18.08, 19.61, 19.82, 20.95, 18.94, 18.85, 20.03, 21.39, 23.31, 17.62, 20.35, 18.25]	[106.99, 99.16, 100.21, 100.55, 102.61, 104.2, 104.84, 102.89, 97.59, 105.82, 102.7, 107.56, 100.08, 96.5, 102.77]	[9.65, 9.3, 9.11, 8.86, 9.26, 8.58, 8.52, 8.66, 8.06, 8.56, 8.31, 8.25, 8.06, 7.8, 7.5]	1	1	1	0	0	97.9	13.8	3.33	119.4	0.28	146.7	275.4	5.3	NGT	1	1	7.97	33.3	391	1.95	3.96	86.1	0.988	197	99.9	55.2	209.7	141.8	112.9	42.8	6.14	7.37	5.66	154	75	0	2	0	0	[3.33, 2.91, 3.34, 3.27, 3.54, 3.45, 3.26, 3.5, 3.52, 3.23, 3.28, 2.93, 3.16, 3.23, 3.39]	14	16	30	12.14	16.33	28.47	9.3	0.44	Increased	4.4	Proliferative	0	0	0	Transvaginal	1	1	1	2	Letrozole	7.5	68.8	26.7	0	0	5	16.8	4	25	70.2	54.7	52.9	52.9	1	0.43	4	24.2	1	0	0	0	Critical	0	5.3	1	1	Spironolactone	null	0	0	0	0	0	0	25	29.5	0	0	0	1	0	0.646	3	0	1	12	0	28.9	0.655	26	1	4.7	0	0	0	0	4.12	1	0	20.3	25.5	11.8	53.6	37.9	98.8	8.22	65	2	0	1	1	0	0	8	5	67,541	92,450	24,059	1,083
PCOS-0000028	25.7	Other	162.4	98.2	37.2	Medicaid	Rural	C	1	0	1	Regular	27.1	13	1	15.7	1	0	0	25.7	3.7	10.85	6.22	1.75	1.1	68.2	123	14.01	79.2	25	70.7	252.5	248.4	206.7	31.9	8.16	87.2	2	4.502	1.58	5	39.3	[7.33, 11.52, 12.58, 11.4, 11.73, 10.24, 8.06, 11.89, 13.48, 12.55, 7.87, 8.58, 9.59, 8.47, 10.92]	[80.8, 73.51, 82.34, 81.63, 77.04, 78.54, 71.43, 77.9, 79.26, 79.91, 80.75, 80.21, 78.17, 80.37, 83.24]	[8.14, 8.1, 7.88, 7.67, 7.78, 7.45, 7.51, 7.32, 7.14, 7.01, 6.85, 6.51, 6.79, 6.64, 6.65]	1	0	1	0	1	92.2	35.8	8.14	95.4	0.28	107.2	119.9	4.7	NGT	1	0	15.01	43.3	261	3.61	3.07	92.7	0.84	246	135.7	69.1	205.9	176.9	90.3	39.8	3.4	8.26	5.19	127	71	0	2	0	0	[8.23, 8.18, 7.98, 8.32, 7.52, 8.22, 8.66, 7.84, 8.1, 8.14, 8.05, 8.35, 8.24, 8.17, 8.3]	18	30	48	15.9	16.03	31.94	3	0.393	Markedly_Increased	5	Secretory	0	0	0	Transvaginal	1	1	1	0.7	Letrozole	5	68.1	33.2	0	0	4	17.3	1	33	78.9	40.4	41.4	39.3	1	0.859	1	35.6	0	0	0	0	Critical	0	24.1	1	1	OCP	Dienogest	75	44	206	0	0	0	0	0	0	0	0	0	1	0.745	40	0	0	6.2	0	30.9	0.687	83	1	7.1	0	0	0	0	3.21	1	0	20.3	80.5	13	51.3	52.5	81.5	4.69	83	6	1	0	1	1	1	3	8	52,549	112,634	22,934	2,453
PCOS-0000029	31.1	White	161.6	67.9	26	Private	Urban	B	1	1	0	Amenorrhea	70.1	5.2	1	12.8	0	1	0	24	1.6	4.11	7.35	0.56	1.72	123	113.7	3.37	63.9	25	88.5	135.9	185.1	66	29.9	4	169.1	15.4	3.411	1.362	7.3	17.9	[5.28, 4.07, 5.81, 6.08, 5.91, 5.91, 2.55, 4.83, 3.2, 2.0, 3.68, 6.09, 4.8, 7.13, 4.37]	[73.72, 64.64, 64.02, 58.81, 68.37, 61.92, 61.34, 69.05, 68.56, 68.46, 62.48, 63.72, 63.69, 67.06, 70.14]	[4.07, 4.27, 3.94, 3.59, 3.69, 3.74, 3.68, 3.4, 3.04, 2.88, 2.91, 3.01, 2.65, 2.53, 2.33]	1	0	1	0	0	88.1	12.7	2.76	124.1	0.28	147.8	115.6	5	NGT	1	0	14.87	44.3	562	1.66	3.19	81.6	0.805	207.9	124.1	52.6	155.7	155.3	99	52.6	5.06	12.13	1.09	100	66	0	1	1	0	[2.88, 2.8, 2.87, 2.62, 2.71, 2.76, 2.45, 2.53, 2.54, 2.92, 2.81, 2.88, 2.39, 2.47, 2.89]	2	11	13	3.35	8.69	12.04	12.3	0.312	Normal	18	Hyperplastic	0	1	0	Transvaginal	0	1	1	1.8	Letrozole	7.5	71.9	25.5	0	0	6	21.4	5	16	85	64.8	40.4	38	1	0.591	2	30.9	0	1	1	0	Low	0	20	1	1	OCP	Dienogest	24	46.8	180.2	0	0	0	0	0	0	0	0	0	1	0.86	74	0	0	5.6	0	41	0.514	37	0	4.4	0	0	1	0	3.33	1	1	8.3	55.5	11	51.8	30.6	88.3	3.75	74	5	0	1	0	0	1	1	5	94,226	89,298	21,821	1,566
PCOS-0000030	22.3	South_Asian	153.6	99.9	42.4	Private	Suburban	D	0	1	1	Amenorrhea	67.4	5.4	0	2.5	0	0	1	22.3	0.6	8.01	9.48	0.85	2.04	97	72.5	3.66	49	25	74.1	117.1	66.9	68.3	29	5.2	132.1	14.1	3.063	0.959	9.5	12	[8.45, 8.13, 4.13, 11.1, 6.67, 11.09, 5.84, 6.8, 4.71, 8.56, 6.36, 6.41, 5.96, 9.18, 9.08]	[56.23, 46.24, 49.86, 43.83, 47.64, 46.91, 50.84, 53.05, 52.95, 45.61, 52.98, 48.81, 47.69, 46.15, 46.75]	[5.55, 5.14, 4.99, 4.79, 5.21, 4.86, 4.33, 4.3, 4.2, 4.15, 3.86, 3.97, 4.05, 3.38, 3.29]	0	0	1	0	0	95	19.3	4.54	162.3	0.28	154.1	252.8	5.1	NGT	1	1	3	48.3	383	3.41	3.57	99.7	1.021	229.5	153.1	30.7	228.7	198.9	100.6	25.6	4.06	9.45	7.51	134	102	1	4	1	0	[4.5, 4.48, 4.45, 4.17, 4.84, 4.46, 4.43, 4.35, 4.54, 4.94, 5.0, 4.25, 4.51, 4.38, 4.78]	17	14	31	14.78	13.13	27.91	12.8	0.447	Increased	3	Proliferative	0	0	0	Transabdominal	1	1	0	0	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	High	0	0	0	1	Inositol	null	0	0	0	0	0	0	0	0	0	0	0	1	0	0.83	4	1	0	6.9	0	39.5	0.665	0	0	5.3	0	0	0	0	3.43	0	1	25.9	22.6	12	60.7	47.6	93.8	7.53	73	3	1	0	0	0	0	8	6	40,587	72,190	21,686	1,811
PCOS-0000031	34.1	White	161.8	105.4	40.3	Medicaid	Suburban	B	1	1	0	Oligomenorrhea	35	10.4	1	18.2	0	0	0	25.8	1.1	23.07	5.98	3.86	1.74	39.9	45.6	0.36	77.3	25	78.3	330.6	185.7	91	39.3	0.5	90.7	14.9	4.5	1.307	22.8	27	[23.63, 20.03, 23.87, 27.72, 22.88, 22.89, 24.18, 25.54, 24.53, 19.84, 23.91, 26.93, 24.0, 21.34, 23.49]	[72.15, 82.2, 73.45, 77.57, 73.84, 75.09, 83.22, 77.69, 75.04, 72.69, 69.79, 72.27, 77.72, 81.19, 75.03]	[0.81, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]	1	1	0	0	0	122.9	21	6.37	89.1	0.28	108.5	244.7	5.5	Prediabetes	1	0	9.61	34.1	372	4.3	3.48	94.5	0.89	232.9	134.3	60.8	189.4	172.2	94.4	10.5	1.24	6.07	1.34	145	82	1	4	0	1	[6.49, 6.2, 6.17, 6.6, 6.44, 6.32, 6.49, 6.37, 6.44, 6.2, 6.78, 6.25, 6.68, 6.33, 6.53]	10	11	21	5.32	9.15	14.47	20.5	0.247	Normal	9.1	Proliferative	0	0	1	Transvaginal	1	1	1	0.1	Clomiphene	0	0	0	42.1	19.7	2	8	0	0	0	0	0	0	0	0.585	0	25.5	1	0	0	0	Low	0	3	1	1	Metformin	null	0	0	0	1,000	0.72	0	0	0	0	0	0	0	0	0.809	56	1	0	8.8	0	40.3	0.718	47	0	6.2	0	0	1	0	4.84	1	1	5	39.1	12.7	71.3	52.8	69.6	8.01	73	2	1	1	1	1	1	11	7	62,428	99,201	31,196	1,862

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HC-END-008 — PCOS Synthetic Dataset (Sample)

XpertSystems.ai · Synthetic Data Factory · Endocrinology Vertical

A comprehensive synthetic cohort of Polycystic Ovary Syndrome patients organized around the Rotterdam phenotypes (A/B/C/D) and spanning HPO-axis hormonal profiles (LH/FSH, androgens, AMH), insulin resistance & metabolic syndrome, ovarian morphology (AFC, volume, endometrium), fertility outcomes (letrozole/clomiphene/IUI/IVF with OHSS risk), pharmacological treatment trajectories, and long-term cardiometabolic risk. This repository contains a 500-row, single-seed sample. The full commercial product scales to 20,000+ patients with 15-year follow-up trajectories and CSV / Parquet / JSON / FHIR R4 delivery.

SKU: HC-END-008
Sample size: 500 patients × 190 columns
License (sample): CC-BY-NC-4.0 — commercial license available for the full product
Contact: pradeep@xpertsystems.ai · https://xpertsystems.ai

Validation

This sample passes XpertSystems Grade A+ validation (overall 10.000 / 10) with deterministic reproduction across all six canonical seeds [42, 7, 123, 2024, 99, 1].

Validation philosophy: structural identities over distribution-fit tests — including PCOS physiology checks (hyperandrogenic phenotypes carry higher testosterone). This engine also passes its own built-in 9-benchmark suite (Azziz phenotype distribution, PPCOS-II letrozole live-birth, Rotterdam AFC, AMH elevation, HOMA-IR, metabolic syndrome, SART IVF oocytes, depression, LH/FSH).

Calibration anchors

Metric	Sample value	Target range	Source
Phenotype A fraction	34.2%	31–45%	Azziz 2016 (Rotterdam A ~33-43%)
LH/FSH ratio mean	2.66	1.5–3.5	PCOS LH hypersecretion
Elevated AMH fraction	77.0%	40–82%	PCOS AMH elevation
Mean HOMA-IR	3.97	2.4–4.5	PCOS insulin resistance
Insulin resistance (HOMA≥2.5)	76.0%	65–85%	PCOS IR prevalence
Metabolic syndrome	42.4%	30–50%	PCOS MetS prevalence
Letrozole live-birth rate	27.1%	24–31%	PPCOS-II (Legro 2014 NEJM ~27.5%)
Depression	36.8%	28–42%	PCOS depression prevalence
Testosterone separation (HA−nonHA)	30.6 ng/dL	≥15	Hyperandrogenism physiology
AFC in plausible [4,70]	100%	≥1.0	Ovarian morphology bounds
TSH in [0.01,10]	100%	≥1.0	Assay-range integrity
Column count	190	≥184	Schema completeness (9 modules)

Schema highlights by module (190 columns)

Demographics. Age, race (incl. South/East Asian PCOS-relevant strata), height/weight/BMI, insurance, region.

Phenotype & diagnosis. Rotterdam A/B/C/D, hyperandrogenism / oligo-anovulation / PCO-morphology flags, menstrual pattern & cycle length, Ferriman-Gallwey, hirsutism/acne/alopecia/acanthosis, diagnosis age & delay.

Hormonal profile. LH/FSH & ratio, GnRH pulse frequency, estradiol/estrone/progesterone, total/free testosterone, SHBG, DHEAS, androstenedione, 17-OHP, DHT, AMH, inhibin B, prolactin, TSH/FT4, cortisol/ACTH; annual LH/testosterone/AMH JSON trajectories; elevation flags.

Insulin resistance & metabolic. Fasting glucose/insulin, HOMA-IR/B, QUICKI, OGTT, HbA1c, glycemic category, adipokines (adiponectin/leptin/ghrelin), C-peptide, VAI, waist/WHR, full lipid panel, inflammatory markers, BP, MetS criteria, NAFLD, sleep apnea, HOMA-IR trajectory.

Ovarian morphology. AFC (R/L/total), ovarian volume, dominant follicle, stromal ratio & echogenicity, endometrial thickness/pattern/hyperplasia/cancer, fibroids, hemorrhagic cyst, Rotterdam AFC & volume criteria.

Fertility. Intent, infertility duration, ovulation induction (letrozole/clomiphene/FSH/GnRH), PPCOS-II-calibrated ovulation & live-birth rates, IUI, IVF (oocytes/fertilization/blastocyst/CPR/ LBR), FET, OHSS risk & events, pregnancy losses, GDM/preeclampsia/preterm/NICU, time-to-conception.

Pharmacotherapy. OCP (progestin type, testosterone reduction, SHBG increase), metformin, spironolactone, GLP-1 RA, inositol, laser/electrolysis, adherence, response, switching.

Cardiometabolic & long-term risk. 10yr CVD risk, events, hypertension onset, carotid IMT, coronary calcium, endothelial dysfunction, endometrial/ovarian/breast cancer, depression/anxiety/ eating disorder, PCOSQ quality of life, sexual dysfunction, body-image distress.

Clinical labs & utilization. Vitamin D, ferritin, hemoglobin, LFTs, eGFR, uric acid, heart rate; visit/referral counts, ultrasound/lab counts, fertility & total costs.

Coding. FHIR R4 Patient bundle (full product).

Files

hc_end_008_sample.csv — 500-patient sample (190 columns)
generate_sample_dataset_hc_end_008.py — reproducible generator + validation harness
validation_report.json / validation_report.md — full scorecard
sweep_summary.json — 6-seed determinism results

Loading

import pandas as pd, json
df = pd.read_csv("hc_end_008_sample.csv")
print(df[["patient_id","pcos_phenotype_rotterdam","homa_ir",
          "anti_mullerian_hormone_ng_ml","ovulation_induction_type"]].head())
# Annual trajectories are JSON-encoded:
amh_traj = json.loads(df.loc[0, "amh_trajectory_annual_json"])

from datasets import load_dataset
ds = load_dataset("csv", data_files="hc_end_008_sample.csv")

Use cases

PCOS phenotype classification (Rotterdam A/B/C/D from hormone + morphology features)
Fertility-outcome modeling (ovulation induction & IVF response prediction)
Insulin-resistance and metabolic-syndrome risk stratification
OHSS-risk prediction tooling
Treatment-response and comparative-effectiveness modeling
ML training where real PCOS reproductive-endocrine EHR data is PHI-restricted

Honest limitations & disclosed generator behavior

This is a well-calibrated engine (passes its own 9-benchmark suite, correct PCOS physiology). The following are standard caveats and minor specifics:

Independent symptom/flag draws. Many clinical flags (acne, alopecia, acanthosis, comorbidity flags) are drawn independently conditioned on phenotype, so within-patient symptom clustering is weaker than in real cohorts. Phenotype-level prevalences are correct.
Annual trajectories are simplified. The LH/testosterone/AMH/HOMA-IR JSON arrays are 15-point series generated as baseline + small annual noise (AMH with a mild downward drift); they do not model treatment-driven inflections or pregnancy-related excursions.
Fertility outcomes are marginal rates. Letrozole/clomiphene/IVF success fields are trial-calibrated population rates rather than individual-conditioned outcomes tied to that patient's exact AMH/AFC/age jointly.
Some exclusion conditions are overlays. Hyperprolactinemia and hypothyroidism are applied as independent ~10-12% overlays (as PCOS-mimic exclusions) rather than fully separated diagnoses.

General caveat: cross-field correlations beyond those explicitly modeled may be weaker than in real cohorts. Not for clinical decision-making — research/development use only.

Commercial product comparison

Capability	This sample	Full HC-END-008 product
Patients	500	20,000+ (configurable)
Follow-up	Baseline + 15pt JSON trajectories	Full 15-year longitudinal panel
Seeds / cohorts	1	Multi-seed, reproducible
Formats	CSV	CSV + Parquet + JSON + FHIR R4 Bundle
Symptom clustering	Independent draws	Correlated within-patient symptom model
Fertility outcomes	Marginal trial rates	Individual-conditioned joint model
License	CC-BY-NC-4.0	Commercial
Support & SLA	—	Included

Full product, custom cohorts, or other endocrinology SKUs: pradeep@xpertsystems.ai

Citation

@dataset{xpertsystems_hc_end_008_2026,
  title        = {HC-END-008: PCOS Synthetic Dataset},
  author       = {XpertSystems.ai},
  year         = {2026},
  publisher    = {XpertSystems.ai Synthetic Data Factory},
  url          = {https://xpertsystems.ai},
  note         = {Synthetic; CC-BY-NC-4.0 (sample). Calibrated to: Azziz et al. 2016
                  (PCOS phenotype epidemiology); PPCOS-II / Legro et al. 2014 NEJM
                  (letrozole vs clomiphene for infertility in PCOS); ESHRE/ASRM Rotterdam
                  consensus criteria; SART national IVF outcomes registry; international
                  evidence-based PCOS guideline (Teede et al. 2018/2023).}
}

Synthetic data generated by XpertSystems.ai. Not derived from real patient records. Not for clinical use.

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