| Name | Label | Kind | Unit / Values | Direction | Transform |
|---|---|---|---|---|---|
| price_usd | Price | numeric | USD | ↓ Lower | log1p |
| brand | Brand | categorical | DJI1.00 BetaFPV0.60 iFlight0.50 EMAX0.40 GEPRC0.30 | - | - |
| model_name | Model Name | categorical | DJI Avata 21.00 Chimera7 Pro V2 O4 6S HD0.90 Mark5 HD O30.80 Nazgul Evoque F5 V2 HD0.70 Cetus Pro FPV Kit0.60 Cetus X0.50 Nazgul ECO0.40 EMAX Tinyhawk III Plus Freestyle RTF Kit0.30 Tinyhawk II Freestyle RTF Kit0.20 Cetus Lite0.10 | - | - |
| build_type | Build / Packaging Type | categorical | Fly More Combo1.00 RTF Kit0.80 BNF0.70 Kit0.60 | - | - |
| recommended_skill_level | Recommended Skill Level | categorical | All skill levels1.00 Beginner0.80 Intermediate and Expert0.50 14+0.30 | - | - |
| is_fpv_drone | FPV Capable | boolean | - | - | - |
| includes_goggles | Includes Goggles | boolean | - | - | - |
| includes_transmitter | Includes Radio Transmitter | boolean | - | - | - |
| includes_charger | Includes Charger | boolean | - | - | - |
| includes_battery | Includes Battery | boolean | - | - | - |
| usb_c_charging | USB-C Charging | boolean | - | - | - |
| auto_disarm | Auto-disarm on Crash | boolean | - | - | - |
| beeper | Includes Beeper / Locator | boolean | - | - | - |
| has_dvr | Onboard DVR | boolean | - | - | - |
| dual_antenna | Dual Antennas | boolean | - | - | - |
| firmware_updatable | Firmware Updatable / Configurable | boolean | - | - | - |
| weight_g | Weight | numeric | g | ↓ Lower | identity |
| wheelbase_mm | Wheelbase / Frame Size | numeric | mm | ↑ Higher | identity |
| frame_configuration | Frame Configuration | categorical | cinewhoop1.00 X-shaped0.80 DeadCat0.70 Freestyle0.60 Quadcopter0.50 Nazgul V3-inspired (same design as Nazgul V3)0.40 360° protective frame0.30 deadcat0.20 | - | - |
| prop_size_inch | Propeller Size | numeric | in | ↓ Lower | identity |
| motors_count | Motors | numeric | count | ↑ Higher | identity |
| motor_kv | Motor KV | numeric | KV | ↑ Higher | identity |
| battery_cells_s | Battery Cell Count | numeric | S | ↑ Higher | identity |
| battery_capacity_mAh | Battery Capacity | numeric | mAh | ↑ Higher | identity |
| battery_life_minutes | Typical Flight Time | numeric | minutes | ↑ Higher | identity |
| max_speed_kmh | Maximum Speed | numeric | km/h | ↑ Higher | log1p |
| max_takeoff_altitude_m | Maximum Takeoff Altitude | numeric | m | ↑ Higher | identity |
| video_range_km | Typical Video/Control Range | numeric | km | ↑ Higher | identity |
| camera_system | Camera / Video System | categorical | DJI O3 Camera System1.00 GoPro-compatible0.90 HD0.80 C04 FPV camera with adjustable tilt (0-40 degrees)0.70 C02 FPV Micro Camera0.60 RunCam Nano 2 1/3-inch 700TVL CMOS0.50 Fixed FPV camera0.40 Single-axis camera gimbal0.30 HDZero Nano Lite Camera0.20 | - | - |
| fpv_system | FPV Transmission System | categorical | DJI FPV system1.00 DJI O4 Air Unit Pro0.90 DJI O30.80 DJI Goggles 30.70 HDZero0.50 ExpressLRS 2.4GHz0.40 Frsky D80.30 RaceBand0.20 analog0.10 | - | - |
| vtx_type | VTX Type | categorical | DJI O4 Air Unit Pro1.00 Caddx Vista0.90 HDZero0.80 Switchable among 25mW, 100mW, and 200mW0.70 M04 25-400mW0.60 BLITZ 1.6W0.50 built-in VTX0.40 25mW VTX0.30 | - | - |
| flight_controller | Flight Controller | categorical | DJI Flight Controller 31.00 F7 flight controller0.90 Blitz E722 Flight Controller0.80 Betaflight-compatible0.60 6-axis IMU0.50 Cetus FC0.40 E equippedLite 1-2S Pro brushless flight controller0.30 F40.20 BLITZ ATF4350.10 | - | - |
| esc_type | ESC Type | categorical | 4-in-1 ESC (55A)1.00 BLITZ E55S 4-IN-1 ESC0.90 Blitz E55 4-in-1 ESC0.80 15A0.60 4-in-1 5A ESC0.50 12A ESC0.40 BLHeli_S0.30 brushed0.20 | - | - |
| requires_license | Requires Additional License (region-specific) | boolean | - | - | - |
| charge_channels | Charger Channels Included | numeric | count | ↑ Higher | identity |
| Name | Label | Type | Weight |
|---|---|---|---|
| Affordabilityaffordability | |||
| price_usd | Price | numeric_inverse_ecdf | 1.00 |
| Performanceperformance | |||
| max_speed_kmh | Maximum Speed | numeric_ecdf | 0.20 |
| max_takeoff_altitude_m | Maximum Takeoff Altitude | numeric_ecdf | 0.20 |
| video_range_km | Typical Video/Control Range | numeric_ecdf | 0.20 |
| battery_life_minutes | Typical Flight Time | numeric_ecdf | 0.20 |
| motor_kv | Motor KV | numeric_ecdf | 0.10 |
| battery_capacity_mAh | Battery Capacity | numeric_ecdf | 0.10 |
| Usabilityusability | |||
| includes_goggles | Includes Goggles | atomic | 0.20 |
| includes_transmitter | Includes Radio Transmitter | atomic | 0.20 |
| includes_charger | Includes Charger | atomic | 0.20 |
| includes_battery | Includes Battery | atomic | 0.20 |
| usb_c_charging | USB-C Charging | atomic | 0.10 |
| firmware_updatable | Firmware Updatable / Configurable | atomic | 0.10 |
| Featuresfeatures | |||
| is_fpv_drone | FPV Capable | atomic | 0.20 |
| has_dvr | Onboard DVR | atomic | 0.20 |
| auto_disarm | Auto-disarm on Crash | atomic | 0.20 |
| beeper | Includes Beeper / Locator | atomic | 0.20 |
| dual_antenna | Dual Antennas | atomic | 0.10 |
| requires_license | Requires Additional License (region-specific) | atomic | 0.10 |
| Qualityquality | |||
| weight_g | Weight | numeric_inverse_ecdf | 0.30 |
| wheelbase_mm | Wheelbase / Frame Size | numeric_ecdf | 0.30 |
| motors_count | Motors | numeric_ecdf | 0.20 |
| frame_configuration | Frame Configuration | categorical_map | 0.10 |
| esc_type | ESC Type | categorical_map | 0.10 |
| Brand Reputationbrand_reputation | |||
| brand | Brand | categorical_map | 1.00 |
| Attribute | Type | Slider Label | Min Label | Max Label |
|---|---|---|---|---|
Price price_usd | atomic | Price | Low Price | High Price |
Brand brand | atomic | Brand | Budget Brand | Premium Brand |
Model Name model_name | atomic | Model Name | Basic Model | Advanced Model |
Build / Packaging Type build_type | atomic | Build / Packaging Type | Basic Kit | Complete Combo |
Recommended Skill Level recommended_skill_level | atomic | Recommended Skill Level | Beginner | Expert |
FPV Capable is_fpv_drone | atomic | FPV Capable | Not FPV | Fully FPV |
Includes Goggles includes_goggles | atomic | Includes Goggles | No Goggles | Includes Goggles |
Includes Radio Transmitter includes_transmitter | atomic | Includes Radio Transmitter | No Transmitter | Includes Transmitter |
Includes Charger includes_charger | atomic | Includes Charger | No Charger | Includes Charger |
Includes Battery includes_battery | atomic | Includes Battery | No Battery | Includes Battery |
USB-C Charging usb_c_charging | atomic | USB-C Charging | No USB-C | USB-C Available |
Auto-disarm on Crash auto_disarm | atomic | Auto-disarm on Crash | No Auto-disarm | Auto-disarm Enabled |
Includes Beeper / Locator beeper | atomic | Includes Beeper / Locator | No Beeper | Beeper Included |
Onboard DVR has_dvr | atomic | Onboard DVR | No DVR | DVR Included |
Dual Antennas dual_antenna | atomic | Dual Antennas | Single Antenna | Dual Antennas |
Firmware Updatable / Configurable firmware_updatable | atomic | Firmware Updatable / Configurable | Non-updatable | Fully Configurable |
Weight weight_g | atomic | Weight | Lightweight | Heavyweight |
Wheelbase / Frame Size wheelbase_mm | atomic | Wheelbase / Frame Size | Compact Frame | Large Frame |
Frame Configuration frame_configuration | atomic | Frame Configuration | Basic Frame | Advanced Frame |
Propeller Size prop_size_inch | atomic | Propeller Size | Small Propellers | Large Propellers |
Motors motors_count | atomic | Motors | Fewer Motors | More Motors |
Motor KV motor_kv | atomic | Motor KV | Low KV | High KV |
Battery Cell Count battery_cells_s | atomic | Battery Cell Count | Fewer Cells | More Cells |
Battery Capacity battery_capacity_mAh | atomic | Battery Capacity | Low Capacity | High Capacity |
Typical Flight Time battery_life_minutes | atomic | Typical Flight Time | Short Flight | Long Flight |
Maximum Speed max_speed_kmh | atomic | Maximum Speed | Slow Speed | Fast Speed |
Maximum Takeoff Altitude max_takeoff_altitude_m | atomic | Maximum Takeoff Altitude | Low Altitude | High Altitude |
Typical Video/Control Range video_range_km | atomic | Typical Video/Control Range | Short Range | Long Range |
Camera / Video System camera_system | atomic | Camera / Video System | Basic Camera | High-End Camera |
FPV Transmission System fpv_system | atomic | FPV Transmission System | Basic System | Advanced System |
VTX Type vtx_type | atomic | VTX Type | Low Power | High Power |
Flight Controller flight_controller | atomic | Flight Controller | Basic Controller | Advanced Controller |
ESC Type esc_type | atomic | ESC Type | Basic ESC | High-Performance ESC |
Requires Additional License (region-specific) requires_license | atomic | Requires Additional License | No License Required | License Required |
Charger Channels Included charge_channels | atomic | Charger Channels Included | Fewer Channels | More Channels |
Affordability affordability | composite | Affordability | High Price | Low Price |
Performance performance | composite | Performance | Low Performance | High Performance |
Usability usability | composite | Usability | Complex Setup | Easy Setup |
Features features | composite | Features | Basic Features | Advanced Features |
Quality quality | composite | Quality | Low Quality | High Quality |
Brand Reputation brand_reputation | composite | Brand Reputation | Unknown Brand | Trusted Brand |
A well-rounded choice for casual flyers and hobbyists who want a balance of features and quality.
Designed for creators focusing on high-quality aerial footage, prioritizing performance and quality.
For users looking for high-speed performance and advanced features for thrilling FPV racing experiences.
Perfect for families or casual users who want an easy-to-use, affordable drone for light recreational flying.
Ideal for adventurers wanting a durable drone with long-range capabilities and decent features.