新能源汽车保险风险减量数据集

基础信息：VIN、车辆品牌、车型、电池类型、标称续航里程、系统标称能量、标称电池容量、车辆型号(公告型号)、车辆生产企业、动力类型；
车辆接入信息：车辆已使用天数(日)、数据首次接入日期、首次接入后表显里程；
电池关键指标：电池报警水平、容量保持率、当前满电续航（汽车生产里程耐力)；
里程重置检测字段：是否疑似调表、修复后最新里程、当前表显行驶里程
充电行为特征：快充占比、快充次数、慢充次数、深充占比、累计充电时间(时)、首次充电时间、总充电次数、次均充入SOC、平均充电起始SOC、平均充电终止SOC；
车辆运行行为特征：平均最高温度(行驶)、平均最低温度(行驶)、日均行驶里程、月均行驶里程、夜间出行里程占比1、夜间出行里程占比2、夜间出行里程占比3、夜间出行次数占比1、夜间出行次数占比2、夜间出行次数占比3、早晚高峰出行里程占比、早晚高峰出行次数占比、疲劳驾驶次数占比、疲劳驾驶时长占比、跨市出行次数占比、高速行驶里程占比、年化累计行驶里程分段(KM)、年度平均车速分段(km/h)

Basic Information: VIN, vehicle brand, vehicle model, battery type, rated driving range, system rated energy, nominal battery capacity, vehicle model (announcement model), vehicle manufacturer, power type;
Vehicle Access Information: days in use (days), first data access date, displayed mileage after first access;
Key Battery Indicators: battery alarm level, capacity retention rate, current full-charge driving range (automaker-rated driving endurance);
Mileage Reset Detection Fields: suspected odometer tampering, latest mileage after repair, current displayed driving mileage;
Charging Behavior Characteristics: fast charging proportion, fast charging count, slow charging count, deep charging proportion, cumulative charging time (hours), first charging time, total charging count, average SOC added per charging session, average charging start SOC, average charging end SOC;
Vehicle Operating Behavior Characteristics: average maximum driving temperature, average minimum driving temperature, average daily driving mileage, average monthly driving mileage, nighttime travel mileage proportion 1, nighttime travel mileage proportion 2, nighttime travel mileage proportion 3, nighttime travel frequency proportion 1, nighttime travel frequency proportion 2, nighttime travel frequency proportion 3, morning and evening peak travel mileage proportion, morning and evening peak travel frequency proportion, fatigued driving frequency proportion, fatigued driving duration proportion, cross-city travel frequency proportion, highway driving mileage proportion, annual cumulative driving mileage segments (KM), annual average speed segments (km/h)

搜集汇总

背景与挑战

背景概述

该数据集由上海市新能源汽车公共数据采集与监测研究中心申请，属于数据加工产品，专注于新能源汽车保险领域的风险减量应用。它旨在通过加工处理相关数据，帮助降低保险风险，为行业提供决策支持。数据集体现了对新能源汽车保险场景的专业化数据服务能力。