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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61802	TPA	Jremy Yang	1957-01-06	—	—	7540 Valley View Dr, Phoenix, AZ, 85049	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-51962	TPA	Walter Coleman	1958-02-24	—	—	4297 Canyon Rd, Houston, TX, 77060	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-100859	ENR	Yuki E Berry	1953-01-02	UHC-79256-52	9734468767	5752 Lincoln Way, Atlanta, GA, 30354	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406879	CLM	Ana Gibsno	1998-12-05	—	—	985 Highland Ave, Mesa, AZ, 85272	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54669	TPA	Eugene Peterson	1942-11-20	—	—	2480 Ocean Ave, Minneapolis, MN, 55489	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
ENR-134043	ENR	Zachary W Hunt	1990-01-21	UHC-68795-03	—	9239 Canyon Rd, Scottsdale, AZ, 85295	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-402953	CLM	Carlos Vega	1954-09-24	—	—	819 Desert Sky Blvd, Tampa, FL, 33623	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-116778	ENR	Martha F Tucker	1998-10-08	UHC-90948-60	4518689398	4872 Lincoln Way, Tempe, AZ, 85236	0.82	Name re-cased ZIP+4 trimmed Email lower-cased
ENR-134063	ENR	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA, 95850	0.82	Name re-cased City re-cased ZIP+4 trimmed
CLM-423919	CLM	Alice Meyer	1980-10-04	—	4118073364	7448 Mesa Dr, Chandler, AZ, 85272	0.82	Date of birth reformatted City re-cased ZIP+4 trimmed
ENR-134015	ENR	Alexander N Wang	1963-06-06	UHC-08915-92	6676364968	692 Broadway, Minneapolis, MN, 55443	0.82	Date of birth reformatted Address re-cased ZIP+4 trimmed
ENR-121834	ENR	Arjun U Delgado	1953-05-24	UHC-24175-20	—	913 Sage Ct, Tempe, AZ, 85221	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-423216	CLM	Carolyn Evans	1980-01-05	UHC-34615-37	—	2666 Broadway, Scottsdale, AZ, 85203	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-104495	ENR	Elizabeth Coleman	1978-04-09	UHC-37703-99	6366706369	9256 Indian School Rd, Columbus, OH, 43247	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
CLM-415170	CLM	Paul Garza	1980-09-17	UHC-63984-52	—	9746 Forest Ave, Austin, TX, 78724	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
ENR-142381	ENR	Amanda Bennett	1946-06-10	UHC-24206-61	5557163494	5321 Spring St, Tampa, FL, 33637	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
CLM-414613	CLM	Mark Johnston	1965-11-10	UHC-67775-91	—	37 Park Pl, Columbus, OH, 43206	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-110551	ENR	Chris X Chen	1943-01-02	UHC-61903-40	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.82	Name re-cased Date of birth reformatted ZIP+4 trimmed
ENR-132562	ENR	Bobby Carroll	1953-10-03	UHC-95688-41	8107436657	5749 Mountain View Dr, Charlotte, NC, 28293	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
ENR-127186	ENR	Stephanie X Washington	1945-01-03	UHC-46595-95	7472558896	1804 Mountain View Dr, Dallas, TX, 75230	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
PRV-23853	PRV	Grace S Maldonado	1945-01-19	UHC-96133-18	9109435868	902 Lincoln Way, Orlando, FL, 32827	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-432631	CLM	Mateo Black	1994-09-12	—	—	1266 Jefferson Ave, Tucson, AZ, 85722	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-123218	ENR	Bobby Q Campbell	1954-09-06	UHC-12188-14	6952744565	2686 Church St, Phoenix, AZ, 85054	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-416988	CLM	Stephanie Richardson	1991-02-04	UHC-32982-17	3307619017	7992 Ridge Rd, Jacksonville, FL, 32291	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-411294	CLM	Kathryn B Ross	1980-02-11	—	—	9505 Harbor Blvd, Minneapolis, MN, 55442	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409218	CLM	Vincent Gomez	1987-11-04	UHC-91184-90	8724311892	4262 Spring St, San Antonio, TX, 78295	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-123988	ENR	Philip S Yang	1994-04-25	UHC-24363-97	3124131040	6658 Desert Sky Blvd, Fresno, CA, 93729	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-112632	ENR	Adam Z Turner	1959-06-10	UHC-00556-15	8199603611	6333 Valley View Dr, Fresno, CA, 93726	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
PRV-29009	PRV	Ana Vargas	1939-05-27	—	3518972153	2692 Pine Dr, Scottsdale, AZ, 85252	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428855	CLM	Ed Henry	1990-12-09	UHC-97702-67	—	3721 Washington St, Columbus, OH, 43285	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-137063	ENR	Linda Arnold	2006-09-02	UHC-08033-27	3327740177	6989 Forest Ave, Charlotte, NC, 28267	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
CLM-403624	CLM	Jack Knight	1955-10-20	—	—	252 Sage Ct, Nashville, TN, 37219	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-136153	ENR	Frank M Reyes	1963-12-24	UHC-33925-20	9825761764	7611 Washington St, San Diego, CA, 92132	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-64013	TPA	Carolyn Spencer	1938-09-09	—	—	9870 Oak St, Atlanta, GA, 30334	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400836	CLM	Helen Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-117174	ENR	Patrick L Berry	1983-06-21	UHC-67543-54	4735088061	3072 Forest Ave, Charlotte, NC, 28291	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
PRV-24222	PRV	Joe Fieds	1952-10-21	—	4155698963	3168 Pine Dr, Columbus, OH, 43228	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-139998	ENR	Stephen U Herrera	1949-05-18	UHC-99274-57	9304105875	1373 Park Pl, Minneapolis, MN, 55449	0.82	Name re-cased ZIP+4 trimmed Email lower-cased
CLM-411299	CLM	Kathryn G Parkr	1945-08-28	UHC-62847-12	—	6159 Broadway, Orlando, FL, 32888	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-29494	PRV	Kimberly O Gutierrez	1944-05-12	—	5245557201	8251 Sage Ct, Tucson, AZ, 85796	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419613	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
PRV-22824	PRV	Andrea Franklin	1983-11-15	—	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-137750	ENR	Jacob W Grant	1969-10-22	UHC-57440-22	3084346185	3053 Harbor Blvd, Tucson, AZ, 85724	0.82	City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-107892	ENR	Deborah Vasquez	1956-12-13	UHC-04821-42	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.82	Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-102740	ENR	Angela L Arnold	1949-09-19	UHC-29880-50	5394607199	5614 Hillcrest Rd, Sacramento, CA, 95867	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-426236	CLM	Amanda Castillo	1973-04-21	UHC-19670-66	5673374819	8441 Jefferson Ave, San Antonio, TX, 78295	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402742	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	2563 Maple Ave, Gilbert, AZ, 85202	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-122988	ENR	Kenneth L Mason	1962-08-27	UHC-03925-28	2707546714	8342 Washington St, Charlotte, NC, 28233	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-403330	CLM	Teresa Hayes	1962-10-05	—	—	2774 Pine Dr, Gilbert, AZ, 85236	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-123918	ENR	Jacob G Little	1952-04-05	UHC-83659-74	3375392416	6539 Broadway, Phoenix, AZ, 85098	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 160 of 166Previous Next