Human Age Prediction Synthetic Dataset

Synthetic Data for Predicting Age Based on Health and Lifestyle Factors

@kaggle.abdullah0a_human_age_prediction_synthetic_dataset

Table List

2 tables(740.72 KB)

Train

@kaggle.abdullah0a_human_age_prediction_synthetic_dataset.train

372.13 KB
3000 rows
26 columns

gender Gender	height_cm Height (cm)	weight_kg Weight (kg)	blood_pressure_s_d Blood Pressure (s/d)	cholesterol_level_mg_dl Cholesterol Level (mg/dL)	bmi BMI	blood_glucose_level_mg_dl Blood Glucose Level (mg/dL)	bone_density_g_cm Bone Density (g/cm²)	vision_sharpness Vision Sharpness	hearing_ability_db Hearing Ability (dB)	physical_activity_level Physical Activity Level	smoking_status Smoking Status	alcohol_consumption Alcohol Consumption	diet Diet	chronic_diseases Chronic Diseases	medication_use Medication Use	family_history Family History	cognitive_function Cognitive Function	mental_health_status Mental Health Status	sleep_patterns Sleep Patterns	stress_levels Stress Levels	pollution_exposure Pollution Exposure	sun_exposure Sun Exposure	education_level Education Level	income_level Income Level	age_years Age (years)
Male	171.14835857585234	86.18519686940489	151/109	259.46581350104714	29.423016908813725	157.65284793866718	0.1328682798964727	0.2	58.78619834245858	Moderate	Former	nan	Low-carb	nan	nan	nan	44.05917162252895	Good	Insomnia	2.797064039425237	5.142344384136116	7.108974826344509	nan	Medium	89
Male	172.94620597548936	79.64193716768301	134/112	263.63029195041634	26.626846636954028	118.50780522579348	0.6295342290845555	0.2673118914729419	54.63527049435445	Low	Current	Occasional	Balanced	Hypertension	nan	Heart Disease	45.31229758074918	Good	Normal	9.339929792144147	7.272719958564209	3.918489225670025	Undergraduate	Medium	77
Female	155.94548794280936	49.167057864631126	160/101	207.8462057416524	20.217553168059283	143.5875500313502	0.4734870114961073	0.2486674594602833	54.56463197526502	Moderate	Never	nan	Balanced	Hypertension	Regular	Hypertension	56.24699089753607	Poor	Insomnia	9.234637079894028	8.500385777897993	5.393408089658441	nan	Medium	70
Female	169.07829806820422	56.017920605443216	133/94	253.2837786963476	19.595269845734144	137.4485813914819	1.184315137932521	0.5138181251993319	79.72296253626672	Moderate	Never	nan	Balanced	Diabetes	Occasional	Hypertension	55.196091949326245	Poor	Insomnia	4.693446307320667	7.555511385430487	2.7455779858994696	nan	Low	52
Female	163.75835547387342	73.96630383710946	170/106	236.11989888342248	27.582077887657807	145.32869450734526	0.4345616324022061	0.3068644990532889	52.47946906122648	Low	Former	Frequent	Vegetarian	nan	nan	nan	53.02337853402232	Good	Normal	4.038536542632651	9.429097039125192	3.878435184249063	Undergraduate	High	79
Male	174.89161661991756	79.6714826529781	134/75	198.71852927777	26.04743211784829	100.9281075531186	1.43535215238245	0.6667390719451987	27.90817697563522	Low	Current	nan	Balanced	Diabetes	Regular	Diabetes	71.33937304431403	Fair	Insomnia	3.138737895931597	7.282163486118596	4.413397592631039	Undergraduate	Medium	29
Male	178.58696612660123	86.52186429490924	178/109	246.33973626017865	27.128535512985376	129.9770783532764	0.577363009894366	0.2	63.36336032382065	Moderate	Current	nan	Balanced	nan	Occasional	Diabetes	48.053090687387225	Good	Insomnia	8.354999801810942	5.552008115994624	6.355806940272078	High School	Low	76
Female	168.00291364657264	66.5242086225926	144/79	222.46243990707063	23.569267717560493	116.80607189595628	1.6181000073569607	0.7173277544450638	39.530483110497606	Moderate	Never	Frequent	Vegetarian	nan	nan	nan	83.22687465462712	Good	Excessive	2.583327274096108	0.1807536361552086	5.926724582201215	nan	Medium	26
Female	164.5469174643387	74.4053558496201	152/119	204.2356077166989	27.480504177924512	137.02229670819605	1.0473836360728477	0.5059281284053196	54.10512218494668	Moderate	Former	Occasional	Low-carb	Heart Disease	Occasional	Diabetes	64.7027464231261	Fair	Insomnia	1.3924339457899038	9.94550510797341	5.639334167891315	High School	High	50
Female	164.83942574744128	64.27171087343127	153/109	268.5986526743596	23.653623235801973	130.05645724547432	0.3210930071182782	0.2	65.60109240363954	Moderate	Former	nan	High-fat	Heart Disease	Occasional	Hypertension	57.82478871551098	Poor	Excessive	7.273141668957412	7.024840839871093	4.313893814637062	High School	High	77


CREATE TABLE train (
  "gender" VARCHAR,
  "height_cm" DOUBLE,
  "weight_kg" DOUBLE,
  "blood_pressure_s_d" VARCHAR,
  "cholesterol_level_mg_dl" DOUBLE,
  "bmi" DOUBLE,
  "blood_glucose_level_mg_dl" DOUBLE,
  "bone_density_g_cm" DOUBLE,
  "vision_sharpness" DOUBLE,
  "hearing_ability_db" DOUBLE,
  "physical_activity_level" VARCHAR,
  "smoking_status" VARCHAR,
  "alcohol_consumption" VARCHAR,
  "diet" VARCHAR,
  "chronic_diseases" VARCHAR,
  "medication_use" VARCHAR,
  "family_history" VARCHAR,
  "cognitive_function" DOUBLE,
  "mental_health_status" VARCHAR,
  "sleep_patterns" VARCHAR,
  "stress_levels" DOUBLE,
  "pollution_exposure" DOUBLE,
  "sun_exposure" DOUBLE,
  "education_level" VARCHAR,
  "income_level" VARCHAR,
  "age_years" BIGINT
);