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
ENR-130347	ENR	Barbara T Simmons	1958-11-02	UHC-80555-20	6637665646	5646 Indian School Rd, Las Vegas, NV, 89124	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105514	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135045	ENR	Theresa L Chavez	1978-03-09	UHC-34141-14	4145226938	2365 Palm Dr, Chandler, AZ, 85287	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-110985	ENR	Katherine U Black	1972-06-08	UHC-24121-40	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129302	ENR	Peter O Butler	1939-06-14	UHC-81724-28	—	7119 Canyon Rd, Los Angeles, CA, 90038	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-55839	TPA	Julia Patel	1979-04-13	—	—	531 Mountain View Dr, Minneapolis, MN, 55408	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28974	PRV	Maria Alexander	1979-05-05	UHC-74312-70	—	7164 Camelback Rd, Houston, TX, 77037	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408424	CLM	Julia A Castillo	—	—	5135664821	6225 Bayshore Dr, Eden Prairie, MN, 55382	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412348	CLM	Catherine James	1988-09-11	UHC-83902-40	—	6878 Ridge Rd, Austin, TX, 78756	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420787	CLM	Janice L Parker	1999-11-16	UHC-98137-03	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
ENR-127370	ENR	Sean N Chapman	2002-02-14	UHC-35561-40	—	6702 Church St, Minneapolis, MN, 55483	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127588	ENR	Thomas V Hawkins	1966-03-15	UHC-30123-45	7217849964	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-119963	ENR	Jean J Carpenter	1967-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr, Tempe, AZ, 85287	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62394	TPA	Sharon R Hoffman	1974-03-02	—	—	342 Baseline Rd, Mesa, AZ, 85209	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-138393	ENR	Frank E Evans	1968-12-05	UHC-28029-33	8125078641	8664 Ridge Rd, Atlanta, GA, 30363	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129289	ENR	Larry Marshall	1971-07-04	UHC-53367-57	5284209087	1466 Grand Ave, Minneapolis, MN, 55410	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126355	ENR	Alexis Espinoza	1951-12-18	UHC-75348-82	3725573231	9831 Union St, Nashville, TN, 37217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423349	CLM	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119330	ENR	Eugene X Baker	1971-09-16	UHC-10971-56	6924903266	1833 Meadow Ln, Mesa, AZ, 85291	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
CLM-420306	CLM	Sandra Jacskon	1964-01-25	UHC-78773-38	6288326945	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-409115	CLM	Sean Y Phillips	1946-11-03	—	2476165218	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-134408	ENR	Alexander Fields	1963-11-03	UHC-95629-30	4019110975	3548 Washington St, Los Angeles, CA, 90002	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62589	TPA	Walter Knight	2002-07-25	—	—	7563 Ocean Ave, Fresno, CA, 93785	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112610	ENR	Dylan C Chavez	2008-12-20	UHC-14686-27	2919792579	816 Broadway, Plano, TX, 75096	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-27517	PRV	Ruth Rose	1997-12-20	—	9529317242	5846 Washington St, Miami, FL, 33143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411880	CLM	Judy Gordon	1989-01-19	UHC-42217-51	—	3894 Broadway, Austin, TX, 78713	0.66	Name re-cased Two-digit birth year Address re-cased Gender normalised+1 more
ENR-110586	ENR	Angela Salazar	1979-06-05	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402287	CLM	Olivia Hart	1976-10-26	UHC-78547-45	8638372853	9622 Highland Ave, Houston, TX, 77017	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422964	CLM	Kevin Hicks	1977-01-14	—	—	7555 Pine Dr, Chandler, AZ, 85215	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420012	CLM	Terry Cooper	1960-07-24	—	7869346996	6679 Sunset Blvd, Fresno, CA, 93752	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-424151	CLM	Fatima Fisher	1971-07-19	UHC-13643-76	8483242784	740 Cedar Ln, Tucson, AZ, 85783	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-400039	CLM	Logan Knight	1950-01-05	—	7884603730	2818 Jefferson Ave, Glendale, AZ, 85341	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400040	CLM	Logan Knight	1950-01-05	—	7884603730	2818 Jefferson Ave, Glendale, AZ, 85341	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27073	PRV	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-417768	CLM	Susan Burns	2000-04-10	—	—	6673 Cedar Ln, Tampa, FL, 33655	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430029	CLM	Mason Hoffman	1975-10-25	UHC-12915-20	—	4286 Ridge Rd, Minneapolis, MN, 55495	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127679	ENR	Joyce R Olson	1996-10-10	UHC-61535-21	9624118270	4027 Mountain View Dr, Houston, TX, 77042	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127680	ENR	Joyce R Olson	1996-10-10	UHC-61535-21	9624118270	4027 Mountain View Dr, Houston, TX, 77042	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432728	CLM	Juan Hal	1938-04-27	—	2688785537	3867 Hillcrest Rd, Houston, TX, 77020	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137570	ENR	Juhn O Kim	1954-10-21	UHC-18603-27	2599336107	5078 Broadway, Las Vegas, NV, 89102	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-126076	ENR	Lauren Vasquez	1966-08-26	UHC-24175-19	2868492167	7678 Grand Ave, Tempe, AZ, 85274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103345	ENR	Joe Q Mitchell	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ, 85796	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-403530	CLM	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-114799	ENR	Jaack V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct Apt 25, Chandler, AZ, 85226	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-424514	CLM	James Delgado	1967-08-17	—	5082635398	3875 Mountain View Dr, Orlando, FL, 32838	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-401968	CLM	Matthew Carpenter	1955-06-10	UHC-33751-82	—	8003 Cedar Ln, Minneapolis, MN, 55458	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-401969	CLM	Matthew Carpenter	1955-06-10	UHC-33751-82	—	8003 Cedar Ln, Minneapolis, MN, 55458	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26565	PRV	Richard Morales	2008-06-20	—	—	3133 Indian School Rd, Gilbert, AZ, 85267	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-117001	ENR	Emma L Dunn	1942-06-10	UHC-56397-77	7648607554	9660 Meadow Ln # 505, San Diego, CA, 92122	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-105316	ENR	Danielle P Lynch	2000-02-09	UHC-65454-97	3177249878	1905 Elm St, Minneapolis, MN, 55432	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more

16,828 rows, page 223 of 337Previous Next