Machine Predictive Maintenance Classification

Dataset to predict machine failure (binary) and type (multiclass)

@kaggle.shivamb_machine_predictive_maintenance_classification

Table List

1 table(176.56 KB)

Predictive Maintenance

@kaggle.shivamb_machine_predictive_maintenance_classification.predictive_maintenance

176.56 KB
10000 rows
10 columns

udi UDI	product_id Product ID	type Type	air_temperature_k Air Temperature [K]	process_temperature_k Process Temperature [K]	rotational_speed_rpm Rotational Speed [rpm]	torque_nm Torque [Nm]	tool_wear_min Tool Wear [min]	failure_type Failure Type
1	M14860	M	298.1	308.6	1551	42.8		No Failure
2	L47181	L	298.2	308.7	1408	46.3	3	No Failure
3	L47182	L	298.1	308.5	1498	49.4	5	No Failure
4	L47183	L	298.2	308.6	1433	39.5	7	No Failure
5	L47184	L	298.2	308.7	1408	40	9	No Failure
6	M14865	M	298.1	308.6	1425	41.9	11	No Failure
7	L47186	L	298.1	308.6	1558	42.4	14	No Failure
8	L47187	L	298.1	308.6	1527	40.2	16	No Failure
9	M14868	M	298.3	308.7	1667	28.6	18	No Failure
10	M14869	M	298.5	309	1741	28	21	No Failure


CREATE TABLE predictive_maintenance (
  "udi" BIGINT,
  "product_id" VARCHAR,
  "type" VARCHAR,
  "air_temperature_k" DOUBLE,
  "process_temperature_k" DOUBLE,
  "rotational_speed_rpm" BIGINT,
  "torque_nm" DOUBLE,
  "tool_wear_min" BIGINT,
  "target" BIGINT,
  "failure_type" VARCHAR
);