Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409540	CLM	Mari Park	1979-04-01	UHC-74024-31	—	1510 Grand Ave, Phoenix, AZ, 85034	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106215	ENR	Harold B Ortega	1974-01-26	UHC-31718-01	5055759303	9698 Ridge Rd, San Diego, CA, 92118	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-28477	PRV	Henry Harrison	—	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted ZIP missing+3 more
PRV-21673	PRV	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr Apt 37, Jacksonville, FL, 32281	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
CLM-430464	CLM	Emily T Gonzalez	1986-09-26	UHC-10003-89	6078871437	4296 Willow Ct, San Antonio, TX, 78260	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117855	ENR	Laura Mason	1979-10-02	UHC-27169-90	5362474745	259 Central Ave, Los Angeles, CA, 90044	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110079	ENR	Patricia G Aguilar	1953-02-23	UHC-00064-32	9224534467	5789 River Rd, Nashville, TN, 37202	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52774	TPA	Nancy Hoffman	1945-06-23	UHC-67490-98	—	4284 Grand Ave, Phoenix, AZ, 85062	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-51225	TPA	Santiago Nunez	1954-08-27	—	—	8018 Union St, Chandler, AZ, 85236	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-23642	PRV	Bruce Garrett	1989-08-06	UHC-03054-95	8842821720	2966 Harbor Blvd, Glendale, AZ, 85324	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57318	TPA	Margaret Cole	1973-09-02	—	—	6556 Lake View Rd, Las Vegas, NV	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-120232	ENR	Carolyn Fisher	1959-11-11	UHC-40205-99	3017146499	1539 Apache Blvd, Tucson, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101266	ENR	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	8585 Maple Ave, Columbus, OH, 43263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51052	TPA	Juith Lopez	1978-05-25	—	9455743892	2945 Grand Ave, Eden Prairie, MN, 55389	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133151	ENR	Larry Li	2001-07-08	UHC-08701-85	—	3403 Willow Ct # 558, Miami, FL, 33161	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113407	ENR	Alice C Lane	1961-02-10	UHC-89889-41	4222646336	1232 Mesa Dr # 773, Nashville, TN, 37288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111298	ENR	Carol M Espinoza	1980-12-21	UHC-76825-64	4456053508	6265 Palm Dr, Tempe, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431101	CLM	Kimbrly Baker	1956-01-26	—	—	8898 Lake View Rd, San Diego, CA, 92119	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111949	ENR	Jacob W Fowler	1940-06-26	UHC-65588-27	4427117583	2147 Valley View Dr, Miami, FL, 33140	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403858	CLM	Mei Rogers	1954-02-16	UHC-86487-52	5149794371	4173 Pine Dr, San Antonio, TX, 78273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52943	TPA	Judith Daniels	1940-03-13	UHC-61314-90	—	862 Sunset Blvd, Phoenix, AZ	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-139419	ENR	Patricia E Foster	1974-04-19	UHC-51732-04	7083802843	2238 Spring St, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109144	ENR	Samantha Romero	1995-12-10	UHC-89166-23	—	3469 Mountain View Dr, Scottsdale, AZ, 85292	0.50	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
CLM-421966	CLM	Jeffrey Harrison	—	—	—	6635 Canyon Rd, Las Vegas, NV, 89189	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-120831	ENR	Julie Ellis	2004-01-14	UHC-65562-64	5219071440	4689 Highland Ave, Atlanta, GA, 30302	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-61122	TPA	Sofia Guerrero	1958-11-24	—	—	748 Cedar Ln Apt 31, Eden Prairie, MN, 55381	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422191	CLM	Alexander Wells	1997-01-06	UHC-49517-10	—	5592 Broadway, Los Angeles, CA, 90067	0.50	Name re-cased Two-digit birth year Address re-cased City re-cased+3 more
CLM-411619	CLM	Olivia G Espinoza	1998-06-06	UHC-99981-18	6729738163	4233 Apache Blvd # 461, Fresno, CA, 93730	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417970	CLM	Frances Y Hanson	—	UHC-45521-79	—	6548 Willow Ct, Phoenix, AZ, 85041	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-418156	CLM	Anthony O Simmons	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25956	PRV	Laura Cooper	2007-11-04	—	3596564023	1831 Willow Ct, San Diego, CA, 92106	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-55535	TPA	Mateo Brown	1938-02-04	—	—	5088 Sunset Blvd, Jacksonville, FL, 32296	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110150	ENR	Steven Y Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St # 622, Sacramento, CA, 95845	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423348	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-21941	PRV	Lori Q Lane	2006-03-28	UHC-27982-32	8304597042	5174 Church St Apt 34, Atlanta, GA, 30392	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29356	PRV	Yuki R Hunt	1998-12-09	—	5824416214	5754 Main St # 170, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61515	TPA	Dorothy Peterson	1947-10-04	—	—	1631 Camelback Rd, Phoenix, AZ, 85062	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-122868	ENR	Paul I Woods	2007-09-24	UHC-41066-57	5669706230	8824 Spring St, Scottsdale, AZ, 85296	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101808	ENR	Nathan Montgomery	2000-04-18	UHC-06179-36	9795500880	1072 Pine Dr, Phoenix, AZ, 85053	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-54301	TPA	Charlotte Greene	—	—	—	9599 Park Pl, San Antonio, TX, 78260	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-20381	PRV	Katherine Carpenter	1949-04-23	UHC-20620-59	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120657	ENR	Charlotte Le	1992-07-09	UHC-00963-84	3487060294	928 Hillcrest Rd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29492	PRV	Bryan Clark	1978-05-19	—	3174122429	705 Camelback Rd Apt 27, Tampa, FL, 33638	0.50	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-131894	ENR	Melissa Harper	1989-08-25	UHC-49551-95	6718921974	3459 River Rd, Las Vegas, NV, 89101	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112670	ENR	Judy V Hanson	1999-12-04	UHC-90420-08	4399407484	5974 Ridge Rd, Los Angeles, CA, 90098	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142518	ENR	Walter U Santos	—	UHC-32733-19	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116358	ENR	Joshua Hughes	1955-03-25	UHC-99643-14	2894041816	8245 Spring St, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-25492	PRV	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431491	CLM	Kimberly Little	1941-09-26	UHC-05525-16	8494375336	5743 Valley View Dr, Las Vegas, NV, 89140	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 52 of 337Previous Next