Cincinnati Fire Incidents (CAD) (including EMS: ALS/BLS)

Data Description: Fire Incident data includes all fire incident responses. This includes emergency medical services (EMS) calls, fires, rescue incidents, and all other services handled by the Fire Department. All runs are coded according to classification: for EMS, this includes ALS (advanced life support); BLS (basic life support); etc. Data Creation: This data is created when a run is entered into the City of Cincinnati’s computer-aided dispatch (CAD) database. Data Created By: The source of this data is the City of Cincinnati's computer aided dispatch (CAD) database. Refresh Frequency: This data is updated daily. CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/6jrc-cmn5 Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset. Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.). Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad Disclaimer: In compliance with privacy laws, all Public Safety datasets are anonymized and appropriately redacted prior to publication on the City of Cincinnati’s Open Data Portal. This means that for all public safety datasets: (1) the last two digits of all addresses have been replaced with “XX,” and in cases where there is a single digit street address, the entire address number is replaced with "X"; and (2) Latitude and Longitude have been randomly skewed to represent values within the same block area (but not the exact location) of the incident.

数据说明：本数据集涵盖所有消防出动响应事件，包括紧急医疗服务（EMS, Emergency Medical Services）呼叫、火灾、救援事件及消防部门处置的全部其他勤务。所有出勤均按分类编码：针对EMS而言，涵盖高级生命支持（ALS, Advanced Life Support）、基础生命支持（BLS, Basic Life Support）等类别。
数据生成：当出勤信息被录入辛辛那提市计算机辅助调度（CAD, Computer-Aided Dispatch）数据库时，即生成本数据集。
数据来源：本数据集源自辛辛那提市计算机辅助调度（CAD）数据库。
更新频率：本数据集每日更新。
CincyInsights：辛辛那提市除开放数据平台外，还运营交互式仪表板门户CincyInsights，以提升城市数据的可访问性与使用率。本数据集关联的仪表板可通过以下链接访问：https://insights.cincinnati-oh.gov/stories/s/6jrc-cmn5
数据字典：本数据集附带一份数据字典，用于说明各字段与属性的定义，可作为数据集附件获取。
数据处理：辛辛那提市致力于提供最精细、最准确的数据集。为此，绩效与数据分析办公室会在发布前对绝大多数原始数据进行标准化处理。处理内容包括但不限于：地址核验、地理编码、属性解码以及行政区划信息追加（如人口普查区、社区、警区等）。
数据使用：如需了解下载与使用开放数据的操作指南，请访问操作手册：https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad
免责声明：为遵守隐私法规，所有公共安全数据集在辛辛那提市开放数据门户发布前，均已完成匿名化处理与适当的信息隐去。具体要求如下：(1) 所有地址的后两位数字将替换为"XX"；若街道地址仅含一位数字，则将完整地址数字替换为"X"；(2) 纬度与经度坐标将进行随机偏移，以保留事件所在街区的大致范围（但不显示精确位置）。

搜集汇总

背景与挑战

背景概述

该数据集记录了美国辛辛那提市消防部门处理的所有事件响应，包括紧急医疗服务（EMS）、火灾和救援等，并按ALS/BLS等分类编码。数据每日更新，来源于计算机辅助调度系统，经过地理编码和匿名化处理以确保准确性和隐私保护，并附有数据字典和交互式仪表板供用户使用。