# App of GenAI/Deep Learning (WUSTL, Spring 2025) — Data

来源：https://www.kaggle.com/competitions/app-of-gen-ai-deep-learning-wustl-spring-2025/data

采集时间：2026-10-19T07:47:13Z

This dataset includes both tabular data and images. The tabular data describes robots and the images are pictures of these robots.  Note that robot designs do change from time to time and not all robot pictures may be up to date.  Also note that some of the robot images are missing.

Each row in the training and test datasets will be a number that specifies the image of that robot, for example robot 1 has the image of 1.jpg.

## Files

*   **train.csv** - the training set
*   **test.csv** - the test set
*   **sample_submission.csv** - a sample submission file in the correct format

## Columns

* **height_cm** - Total height of robot in centimeters (15-200)
* **width_cm** - Maximum width of robot in centimeters (10-150)
* **weight_kg** - Total mass of robot in kilograms (0.5-500)
* **locomotion_type** - Movement method (wheels/tracks/legs/propeller/jet/antigrav/fins)
* **leg_count** - Number of legs if applicable (0/2/4/6/8)
* **wheel_count** - Number of wheels if applicable (0/2/3/4/6/8)
* **max_speed_kmh** - Maximum operational speed in kilometers per hour (0-200)
* **battery_life_hours** - Operating time on full charge in hours (1-168)
* **primary_color** - Main body color (white/black/silver/blue/red/yellow/green/pink)
* **accent_color** - Secondary color details (white/black/silver/blue/red/yellow/green/pink)
* **material_type** - Primary exterior material (plastic/metal/carbon-fiber/composite)
* **surface_finish** - Exterior finish type (matte/glossy/metallic/textured)
* **ai_level** - AI capability level (basic/intermediate/advanced/autonomous)
* **voice_enabled** - Whether robot has voice interaction capabilities (true/false)
* **max_payload_kg** - Maximum carrying capacity in kilograms (0-1000)
* **operating_temp_c** - Operating temperature range in Celsius (-40 to 80)
* **water_resistance_rating** - IP rating for water resistance (IP00-IP68)
* **camera_count** - Number of equipped cameras (0-8)
* **sensor_types** - Array of equipped sensors (lidar/infrared/ultrasonic/pressure/thermal)
* **display_type** - Type of display interface (none/led/lcd/oled/projection)
* **charging_time_hours** - Time to full charge in hours (0.5-12)
* **max_operating_depth_m** - Maximum underwater operating depth in meters (0-1000)
* **max_altitude_m** - Maximum flying altitude in meters (0-5000)
* **communication_range_m** - Maximum communication range in meters (1-10000)
* **grip_type** - Type of manipulation appendage (none/pincer/hand/suction/magnetic)
* **personality_trait** - Primary personality characteristic (helpful/playful/serious/curious/gentle)
* **noise_level_db** - Operating noise level in decibels (0-100)
* **manufacturing_date** - Production date in ISO 8601 format (YYYY-MM-DD)
* **software_version** - Current software version (format: major.minor.patch)