Dry Eye Disease

Dataset for Dry Eye Disease Prediction Using Sleep and Ocular Surface Attributes

@kaggle.dakshnagra_dry_eye_disease

Table List

1 table(225.73 KB)

Dry Eye Dataset

@kaggle.dakshnagra_dry_eye_disease.dry_eye_dataset

225.73 KB
20000 rows
26 columns

gender Gender	age Age	sleep_duration Sleep Duration	sleep_quality Sleep Quality	stress_level Stress Level	blood_pressure Blood Pressure	heart_rate Heart Rate	daily_steps Daily Steps	physical_activity Physical Activity	height Height	weight Weight	sleep_disorder Sleep Disorder	wake_up_during_night Wake Up During Night	feel_sleepy_during_day Feel Sleepy During Day	caffeine_consumption Caffeine Consumption	alcohol_consumption Alcohol Consumption	smoking Smoking	medical_issue Medical Issue	ongoing_medication Ongoing Medication	smart_device_before_bed Smart Device Before Bed	average_screen_time Average Screen Time	blue_light_filter Blue-light Filter	discomfort_eye_strain Discomfort Eye-strain	redness_in_eye Redness In Eye	itchiness_irritation_in_eye Itchiness/Irritation In Eye	dry_eye_disease Dry Eye Disease
F	24	9.5	2	1	137/89	67	3000	31	161	69	Y	N	N	N	N	N	Y	Y	N	8.7	N	Y	Y	N	Y
M	39	9.6	2	3	108/64	60	12000	74	164	87	N	N	N	N	Y	N	Y	Y	N	9.6	Y	N	N	Y	Y
F	45	5.4	1	5	134/81	95	12000	93	179	94	Y	Y	N	Y	Y	N	N	N	Y	4	N	Y	N	N	N
F	45	5.4	4	5	110/90	78	19000	32	160	77	N	N	N	Y	N	N	Y	N	N	7.6	N	Y	N	Y	N
F	42	5.7	3	2	99/67	72	4000	173	179	99	N	Y	N	N	N	N	Y	N	N	3.5	N	Y	Y	N	Y
F	42	5.8	3	1	117/85	79	14000	110	174	64	Y	N	Y	Y	Y	Y	Y	Y	Y	2.6	Y	Y	N	Y	Y
M	26	4.8	5	2	124/61	63	6000	42	188	82	Y	N	N	Y	Y	N	Y	Y	Y	5.4	Y	N	N	Y	Y
M	33	5.5	2	1	109/85	97	5000	71	162	91	N	N	N	N	Y	N	N	Y	N	4.5	Y	Y	N	N	Y
M	36	6.3	1	2	135/76	78	7000	142	175	80	N	N	N	N	N	Y	Y	N	N	3.9	Y	N	N	Y	N
M	33	7.7	4	5	140/88	81	4000	105	163	65	N	N	N	Y	Y	N	Y	Y	N	5.7	N	N	Y	Y	Y


CREATE TABLE dry_eye_dataset (
  "gender" VARCHAR,
  "age" BIGINT,
  "sleep_duration" DOUBLE,
  "sleep_quality" BIGINT,
  "stress_level" BIGINT,
  "blood_pressure" VARCHAR,
  "heart_rate" BIGINT,
  "daily_steps" BIGINT,
  "physical_activity" BIGINT,
  "height" BIGINT,
  "weight" BIGINT,
  "sleep_disorder" VARCHAR,
  "wake_up_during_night" VARCHAR,
  "feel_sleepy_during_day" VARCHAR,
  "caffeine_consumption" VARCHAR,
  "alcohol_consumption" VARCHAR,
  "smoking" VARCHAR,
  "medical_issue" VARCHAR,
  "ongoing_medication" VARCHAR,
  "smart_device_before_bed" VARCHAR,
  "average_screen_time" DOUBLE,
  "blue_light_filter" VARCHAR,
  "discomfort_eye_strain" VARCHAR,
  "redness_in_eye" VARCHAR,
  "itchiness_irritation_in_eye" VARCHAR,
  "dry_eye_disease" VARCHAR
);