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 “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-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
CLM-430685	CLM	Sharn Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX, 77018	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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
CLM-414677	CLM	Dunn Wei	1946-05-02	UHC-73139-88	3756121702	6309 Lincoln Way # 414, Plano, TX, 75041	0.52	Two-digit birth year Unit split from street Street suffix standardised Address 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
TPA-56001	TPA	Scott Powell	1958-11-17	—	—	7010 Park Pl, Plano, TX	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+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
CLM-402492	CLM	Danielle Bishop	1974-09-14	—	—	5050 Desert Sky Blvd, Houston, TX, 77067	0.52	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+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
CLM-422973	CLM	Melissa Owens	1972-03-18	UHC-20322-63	—	7251 Sunset Blvd # 673, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-403669	CLM	Lawrence Estrada	1944-10-22	UHC-71464-18	—	4645 Harbor Blvd, Columbus, OH, 43290	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street 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
PRV-24494	PRV	Andrew Larson	1994-01-10	UHC-19155-72	—	7764 Highland Ave, Austin, TX, 78710	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+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
CLM-426897	CLM	Steve P Lawrence	1974-12-08	—	—	5363 Park Pl Apt 38, Plano, TX, 75087	0.52	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+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
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
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
CLM-413106	CLM	Henry Hanson	—	UHC-69978-70	—	8735 Bayshore Dr, Houston, TX, 77067	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-54681	TPA	Lawrence Cunningham	1998-07-17	—	—	9321 Mesa Dr # 239, Mesa, AZ	0.52	Unit split from street Street suffix standardised Address re-cased City 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
CLM-422704	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	3516813664	2093 Bayshore Dr Apt 26, Charlotte, NC, 28297	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-104370	ENR	Priya Spencer	1974-11-09	UHC-43621-39	3186362486	334 Market St, Denver, CO, 80285	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-128228	ENR	Meyer C Scott	—	UHC-86113-05	—	7628 Sage Ct, Phoenix, AZ, 85083	0.52	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124869	ENR	Joan O Sanders	1956-07-08	UHC-39294-51	8119415317	6335 Bayshore Dr, Dallas, TX, 75212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109617	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	6143723454	1628 Camelback Rd, Denver, CO, 80238	0.52	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
TPA-61140	TPA	Catherine Day	1943-07-04	—	—	5538 Grand Ave, Plano, TX	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-135336	ENR	Katheerine E Butler	1938-10-05	UHC-58714-09	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110471	ENR	Julia X Soot	1986-12-17	UHC-52203-01	5696691671	9040 Mountain View Dr, Minneapolis, MN, 55486	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-130763	ENR	Eugene K Nguyen	1992-09-24	UHC-72367-60	2852796500	6870 Camelback Rd Apt 37, Dallas, TX, 75249	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-126026	ENR	Charles E George	1984-08-28	UHC-68001-45	—	8364 Camelback Rd, Nashville, TN, 37225	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-415830	CLM	Gabriel L Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142614	ENR	Jason James	1957-02-14	UHC-94506-04	7413284041	9716 Mountain View Dr # 769, Glendale, AZ, 85352	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-422657	CLM	Marcus Kelley	1975-06-02	—	—	6515 Elm St, Eden Prairie, MN, 55306	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-105436	ENR	Priya U Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.52	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+2 more
TPA-52319	TPA	Dennis Lane	2006-01-24	—	—	5757 Oak St, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more

17,850 rows, page 38 of 357Previous Next