数据检验的工具
Project description
DataVerification
- DataVerification是用于数据检验的工具
- 包含对多种数据的多种验证:身份证、社会信用码、时间、数字、geo数据、邮箱、电话、邮编、网络地址等
- 提供同步检验方法和异步检验方法,通过调用类来实现,异步方法在异步类中,异步类以Async结尾
主入口:data_verification
- 方法主入口,包含所有检验方法
import data_verification as dv
pdv = dv.PublicDataVerification()
pdva = dv.PublicDataVerificationAsync()
gdv = dv.GeoDataValidator("", "")
gdva = dv.GeoDataValidatorAsync("", "")
- 所有基类方法可从相应文件导入,例如
from data_verification.id_number import IDNumber
from data_verification.id_number import IDNumberAsync
idn = IDNumber()
idna = IDNumberAsync()
- 所有基类方法和PublicDataVerification, PublicDataVerificationAsync,GeoDataValidator, GeoDataValidatorAsync可从gather中全部获取
from data_verification.gather import IDNumber
from data_verification.gather import IDNumberAsync
from data_verification.gather import PublicDataVerification
from data_verification.gather import PublicDataVerificationAsync
from data_verification.gather import LineDataValidator
from data_verification.gather import GeoDataValidator
from data_verification.gather import GeoDataValidatorAsync
idn = IDNumber()
idna = IDNumberAsync()
pdv = PublicDataVerification()
pdva = PublicDataVerificationAsync()
ldv = LineDataValidator("")
gdv = GeoDataValidator("", "")
gdva = GeoDataValidatorAsync("", "")
PublicDataVerification, PublicDataVerificationAsync
from data_verification import PublicDataVerification
from data_verification import PublicDataVerificationAsync
pdv = PublicDataVerification()
pdva = PublicDataVerificationAsync()
- 在data_verification中直接导入即可
- DataVerification包含所有的同步方法(除geo相关)
- DataVerificationAsync包含所有的异步方法(除geo相关)
- PublicDataVerification拥有异步类PublicDataVerificationAsync,其基类全部都有相对应的异步基类
- PublicDataVerification包含:
- Regex:正则表达式相关基类
- SCC:社会信用代码相关基类
- Number:数字相关基类
- Email:邮箱相关基类
- IDNumber:身份证相关基类
- Organization:组织机构相关基类
- Compare:比较相关基类
- VerifyType:类型相关基类
- Coordinates:经纬度相关基类
- Time:时间相关基类
- IPAddress:网络地址相关基类
- PhoneNumber:电话号码相关基类
- AdminDivision:区划编号相关基类
- Decode:字符编码相关基类
- Postal:邮政编码相关基类
- Empty:空值相关基类
- Unique:唯一值相关基类
- PublicDataVerificationAsync包含:
- RegexAsync:正则表达式相关异步基类
- SCCAsync:社会信用代码相关异步基类
- NumberAsync:数字相关异步基类
- EmailAsync:邮箱相关异步基类
- IDNumberAsync:身份证相关异步基类
- OrganizationAsync:组织机构相关异步基类
- CompareAsync:比较相关异步基类
- VerifyTypeAsync:类型相关异步基类
- CoordinatesAsync:经纬度相关异步基类
- TimeAsync:时间相关异步基类
- IPAddressAsync:网络地址相关异步基类
- PhoneNumberAsync:电话号码相关异步基类
- AdminDivisionAsync:区划编号相关异步基类
- DecodeAsync:字符编码相关异步基类
- PostalAsync:邮政编码相关异步基类
- EmptyAsync:空值相关异步基类
- UniqueAsync:唯一值相关异步基类
GeoDataValidator, GeoDataValidatorAsync
from data_verification import GeoDataValidator
from data_verification import GeoDataValidatorAsync
gdv = GeoDataValidator("", "")
gdva = GeoDataValidatorAsync("", "")
- 在data_verification中直接导入即可
- DataVerification包含所有geo相关的同步方法
- DataVerificationAsync包含所有geo相关的异步方法
- GeoDataValidator拥有异步类GeoDataValidatorAsync,但是其基类没有相对应的异步基类
- GeoDataValidator包含:
- LineDataValidator-矢量线数据位置合理性验证
- PolygonDataValidator-矢量面数据位置合理性验证
- PointDataValidator-矢量点数据位置合理性验证
- LineTopologyValidator-线拓扑规则合理性验证
- PolygonTopologyValidator-面拓扑规则合理性验证
- PointTopologyValidator-点拓扑规则合理性验证
- GeoDataValidator以及GeoDataValidatorAsync初始化包含三个参数
- file_path: 地理数据shp文件路径
- validator_type: 验证器类型,如 'point_data'-矢量点数据位置合理性, 'line_data'-矢量线数据位置合理性, 'polygon_data'-矢量面数据位置合理性, 'point_topology'-点拓扑规则合理性, 'line_topology'-线拓扑规则合理性, 'polygon_topology'-面拓扑规则合理性
- boundary_file_path: 边界多边形shp文件地址(可选)
- GeoDataValidator包含两个方法
- check_validity: 检查地理数据位置合理性和拓扑规则
- check_specific_validity: 检查特定地理要素的位置合理性和拓扑规则
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