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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59872	TPA	Teresa Fox	1981-12-23	—	—	4557 Palm Dr, Orlando, FL, 32865	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410139	CLM	Samuel Tucker	1993-06-19	—	2689716961	5881 Apache Blvd, Chandler, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23200	PRV	Charlotte I Payne	2005-01-13	—	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-420183	CLM	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St Apt 39, San Antonio, TX, 78273	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142692	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 37, Fresno, CA, 93790	0.52	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+2 more
CLM-401823	CLM	Cynthia Nelson	—	—	—	4108 Forest Ave Apt 7, Orlando, FL, 32858	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-137606	ENR	Mary G Ellis	1973-07-22	UHC-46446-76	5652652472	848 Sage Ct, Plano, TX, 75072	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-59290	TPA	Denise Riley	1990-08-11	—	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425307	CLM	Gloria King	1976-07-02	—	—	932 Ocean Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-409295	CLM	Stephenie Hamilton	1963-09-04	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432702	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-405184	CLM	Austin Watson	1998-06-16	UHC-30177-94	—	7865 Highland Ave, Minneapolis, MN, 55425	0.52	Name re-cased Two-digit birth year State name converted to code Gender normalised+2 more
CLM-410535	CLM	Ethan Morrison	1978-12-19	UHC-86725-04	4174832668	8293 Harbor Blvd, Fresno, CA, 93715	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62763	TPA	Alexander Reid	—	UHC-22695-59	—	5107 Lake View Rd # 452, Plano, TX, 75027	0.52	Name re-cased Date of birth unreadable Unit split from street Gender normalised+2 more
ENR-128860	ENR	Steven Reyes	1985-02-21	UHC-42981-83	5423197531	2292 Mesa Dr Apt 18, Nashville, TN, 37201	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413376	CLM	Aisha Hamilton	1952-12-06	UHC-91392-64	3953081587	7189 Valley View Dr, Miami, FL, 33181	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64218	TPA	Carl McCoy	1966-04-05	—	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124944	ENR	Christine Webb	1979-03-15	UHC-65802-97	8396118541	8114 Ridge Rd # 636, Eden Prairie, MN, 55376	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52622	TPA	Steven Salazar	1950-05-26	—	—	694 Bayshore Dr Apt 21, Fresno, CA, 93798	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26644	PRV	Sofia Hicks	1952-05-23	UHC-80393-05	—	1685 Church St, Phoenix, AZ, 85060	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
CLM-422280	CLM	Maria Jones	1981-12-28	—	—	5204 Spring St, Chandler, AZ, 85221	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408393	CLM	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St, Charlotte, NC, 28276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405784	CLM	Doris L Robertson	1951-03-03	UHC-59682-46	—	1581 Canyon Rd, Houston, TX, 77097	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432558	CLM	Mariana Henderson	1986-11-02	UHC-16259-95	—	8672 Highland Ave, Orlando, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429299	CLM	Arthur Smith	1975-09-02	—	8772636178	7230 Harbor Blvd Apt 23, Nashville, TN, 37202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427978	CLM	Ruth Jones	1983-03-16	UHC-19292-41	4379921122	5065 Sage Ct, Fresno, CA, 93720	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140642	ENR	Kayla Fowler	1995-02-26	UHC-42064-13	5445947687	2690 Willow Ct Apt 13, Gilbert, AZ, 85284	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62453	TPA	Samantha Riely	1965-12-27	—	—	5302 Hillcrest Rd, Orlando, FL, 32828	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406287	CLM	Isabella Carrr	1960-06-13	UHC-32279-06	—	1829 Mountain View Dr Apt 17, Phoenix, AZ, 85008	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-139810	ENR	Tyler F Baker	—	UHC-11302-82	3818800188	4303 Elm St, Glendale, AZ, 85368	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-52470	TPA	Larry Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St, Seattle, WA, 98124	0.52	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
CLM-420054	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	—	750 Church St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103276	ENR	Amanda K McDonald	1959-05-10	UHC-18011-89	6644390605	2036 Indian School Rd Apt 28, Seattle, WA, 98106	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424207	CLM	Linda S Wong	1986-02-05	—	6142896788	2390 Apache Blvd, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29191	PRV	Gerald Gardner	—	—	8648705554	2107 Willow Ct, San Antonio, TX	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-423107	CLM	Raymond Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59046	TPA	Beverly Chapman	1975-07-20	—	—	2771 Lake View Rd, Las Vegas, NV, 89180	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-26718	PRV	Ahmed Castillo	1996-09-28	UHC-03994-93	9295262376	5587 Meadow Ln, Sacramento, CA, 95807	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426178	CLM	Jose Jordan	1947-12-06	UHC-22708-92	5628054075	2093 Oak St, Dallas, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-55673	TPA	Amy Dominguez	1976-03-19	UHC-21901-22	—	2826 Union St, Sacramento, CA, 95885	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51865	TPA	Gary Welch	1940-12-20	—	—	1042 Church St, Tampa, FL, 33621	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415799	CLM	Alan Ramos	—	—	—	3586 Bayshore Dr, Chandler, AZ, 85255	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-57913	TPA	Ann Ford	1943-01-09	—	—	3659 Ridge Rd, Houston, TX, 77081	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142459	ENR	Roy Hudson	—	UHC-66699-30	5978638873	6067 Mountain View Dr, Scottsdale, AZ, 85232	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414916	CLM	Andrea Pena	2004-03-16	—	—	5974 Grand Ave # 240, Nashville, TN, 37284	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426899	CLM	Ethan Rogers	1938-12-18	—	—	1672 Spring St, San Antonio, TX, 78251	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-126089	ENR	Brian Hart	1971-08-20	—	6385126569	1729 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51145	TPA	Charlotte Shaw	1941-11-28	—	—	9013 Canyon Rd, Chandler, AZ, 85211	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55996	TPA	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-405160	CLM	Alexis Fox	2007-04-26	UHC-32649-36	—	7627 Indian School Rd Apt 38, Gilbert, AZ, 85200	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

71,257 rows, page 103 of 1,426Previous Next