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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106297	ENR	William Fox	1961-11-11	UHC-95380-97	3753489670	2561 Spring St, Charlotte, NC, 28243	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106566	ENR	Janet D Rios	1994-08-18	UHC-21359-12	4443876382	2984 Canyon Rd, Orlando, FL, 32801	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-114182	ENR	Harold Fox	1946-07-09	UHC-10508-05	6978267472	8814 Elm St, Columbus, OH, 43242	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-135409	ENR	Daniel Y Jensen	1974-09-12	UHC-77446-05	9178022537	3605 Baseline Rd, Chandler, AZ, 85239	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111440	ENR	Mason B Thmas	1975-02-27	UHC-72107-50	8042854375	9032 Hillcrest Rd, San Antonio, TX, 78283	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128702	ENR	Henry Sean	2006-09-22	UHC-61982-60	2738717720	4054 Apache Blvd Apt 38, Jacksonville, FL, 32272	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133868	ENR	Nathan A Alvarez	1999-11-21	UHC-29311-43	7384171614	3534 Mesa Dr, Seattle, WA, 98176	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105673	ENR	Patryck Willis	1966-07-03	UHC-50932-49	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
ENR-109063	ENR	Amber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St # 734, Minneapolis, MN, 55401	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125433	ENR	Rachel Long	1996-07-12	UHC-84625-21	3238832800	5552 Spring St Apt 24, Tampa, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126239	ENR	Omar U Fields	1970-08-01	UHC-26432-52	—	7580 Ocean Ave, Dallas, TX, 75280	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-134693	ENR	Henry Rios	1989-07-25	UHC-91003-95	6119307857	2185 Palm Dr Apt 24, San Antonio, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132450	ENR	Elizabeth Meyer	1961-06-14	UHC-33794-96	—	6250 Grand Ave, Scottsdale, AZ, 85278	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122667	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115594	ENR	Carl E Morrison	1981-05-14	UHC-43729-24	2102709069	2448 Central Ave, Seattle, WA, 98138	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-121904	ENR	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave # 301, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-126372	ENR	Megan Guerrero	1963-08-27	UHC-90598-75	5893801480	370 Forest Ave # 232, Austin, TX, 78756	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-111138	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave, Fresno, CA, 93782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126586	ENR	Bradley Dainels	1951-03-27	UHC-82783-21	5992017489	4074 Jefferson Ave, Austin, TX, 78751	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130206	ENR	Mary C Ferguson	1953-05-16	UHC-59478-04	—	9096 Park Pl, Atlanta, GA, 30358	0.52	Name re-cased Phone missing area code City re-cased State name converted to code+2 more
ENR-114980	ENR	Christina I Guzman	1999-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101748	ENR	Andrea R McDonald	1960-02-20	UHC-37874-98	7022642104	6585 Park Pl, Nashville, TN, 37270	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-133734	ENR	Ruth E Wheeler	2007-03-13	UHC-38169-95	6276220062	4468 Cedar Ln, Minneapolis, MN, 55429	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100253	ENR	Christopher Stevens	1949-06-27	UHC-34040-26	7467742832	1811 Lincoln Way, Las Vegas, NV, 89118	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125637	ENR	Noah C Elliott	1946-12-04	UHC-45140-04	3237519435	1201 Harbor Blvd, Columbus, OH, 43233	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-128811	ENR	Katherine U Medina	1965-01-25	UHC-13206-38	8152649263	6551 Central Ave, Los Angeles, CA, 90051	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-113404	ENR	Julia Torres	1983-06-06	UHC-43531-71	4072293235	4613 Apache Blvd Apt 12, Eden Prairie, MN, 55320	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107095	ENR	Judith H Cooper	1957-01-28	UHC-10497-18	9665560317	6211 Palm Dr, Eden Prairie, MN, 55331	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-142477	ENR	Jeremy G Scott	1980-01-26	UHC-34112-33	—	9678 Forest Ave, Dallas, TX, 75225	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-115338	ENR	Andrea Watkins	1973-10-08	UHC-03284-66	6365124595	6651 Hillcrest Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-103245	ENR	Billy X Green	1951-07-15	UHC-62141-75	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132126	ENR	Amy Collins	1970-09-28	UHC-11297-50	9135650175	4997 Maple Ave, Minneapolis, MN, 55493	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-114324	ENR	Ronald R Lawson	1991-08-03	UHC-93268-33	—	4129 Highland Ave, San Antonio, TX, 78241	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102773	ENR	Sara H Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway # 898, Seattle, WA, 98113	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-105610	ENR	Lucia F Hoffman	1941-02-12	UHC-31201-99	3569658725	836 Desert Sky Blvd, Seattle, WA, 98195	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-107229	ENR	Lnda Stevens	1949-05-21	UHC-29670-57	6933022129	5554 Forest Ave, Dallas, TX, 75220	0.52	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-108949	ENR	Paul Fisher	1950-05-11	UHC-57034-71	2883514995	1977 Mountain View Dr Apt 2, Eden Prairie, MN, 55361	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
ENR-111805	ENR	Elizabeth Clark	1991-06-26	UHC-08079-45	—	878 Pine Dr, San Diego, CA	0.52	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
ENR-133440	ENR	Luis Y Moore	2008-09-11	UHC-48649-21	9679336671	9374 Ridge Rd, Houston, TX, 77083	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129833	ENR	Anthony Rogers	1975-09-08	UHC-27408-94	—	7260 Grand Ave, Phoenix, AZ, 85030	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-126394	ENR	Joyce Watson	1938-11-17	UHC-18256-92	4017122581	3969 Lincoln Way, Jacksonville, FL, 32297	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-141185	ENR	Kyle Cook	2001-09-07	UHC-25023-44	2166147611	9327 Broadway, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-121796	ENR	Philip Perez	1975-01-14	UHC-11905-66	—	8397 Sage Ct, Phoenix, AZ, 85084	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-108716	ENR	John Little	1968-05-02	UHC-51193-40	4528658516	1768 Maple Ave, Gilbert, AZ, 85254	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122685	ENR	Gery H Garrett	1972-06-28	UHC-28642-31	6278802590	589 Park Pl # 749, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-104590	ENR	Patrick M Weaver	—	UHC-07386-91	—	8123 Elm St, Fresno, CA, 93729	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-117141	ENR	Carlos Myers	1958-01-13	UHC-75972-29	—	302 Bayshore Dr Apt 5, Las Vegas, NV, 89101	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130008	ENR	Barbara P Collins	2004-05-17	UHC-85662-20	9139945612	647 Market St, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123786	ENR	Emily D Chen	1949-03-07	UHC-23290-49	6623859741	8476 Palm Dr, Glendale, AZ, 85381	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 19 of 169Previous Next