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
CLM-425070	CLM	Joan Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-116832	ENR	Nathan Rihardson	1966-04-14	UHC-73335-16	9165659363	7116 Union St, Austin, TX, 78776	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50643	TPA	Martha Carter	1989-09-22	UHC-40028-30	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104449	ENR	Dylan O Dominguez	1988-03-25	UHC-56390-60	7076399934	3895 Palm Dr, Gilbert, AZ, 85279	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120652	ENR	Roy Haall	2003-09-04	UHC-75280-72	2452695122	2202 Forest Ave, Houston, TX, 77019	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141703	ENR	Don R Silva	1940-01-23	UHC-12940-18	—	7928 Union St, Las Vegas, NV, 89128	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52475	TPA	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-110694	ENR	Heather Miller	2004-03-03	UHC-46649-59	7163090754	6401 Highland Ave, Las Vegas, NV, 89174	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101930	ENR	Bryan McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22773	PRV	Nathan Cunningham	1938-05-08	UHC-14810-76	—	8203 Lake View Rd, Atlanta, GA, 30399	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-121306	ENR	David V Davis	1948-04-05	UHC-44621-94	6969462810	5233 Maple Ave, Mesa, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22064	PRV	Anna Turneer	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431901	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-431900	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-408276	CLM	Debra Fuller	1993-07-20	—	5689833222	4128 Mountain View Dr, Chandler, AZ, 85223	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
ENR-140492	ENR	Roy O Coleman	1949-10-13	UHC-34187-63	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133542	ENR	Logan R Gibson	1961-12-08	UHC-11992-08	5549025162	5444 Union St, Sacramento, CA, 95815	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127721	ENR	Dennis N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-123942	ENR	Justin Espinoza	1988-08-14	UHC-31477-11	3257228772	8144 Union St, Chandler, AZ, 85241	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60820	TPA	Priya Oliver	1991-12-26	UHC-10668-45	—	8786 Harbor Blvd, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-411473	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-411472	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-403180	CLM	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-58803	TPA	Judy Ward	1978-11-04	—	—	931 Sunset Blvd, San Antonio, TX, 78219	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-142054	ENR	Virginia Y Carlson	1993-03-18	UHC-04926-88	5589823717	4591 Valley View Dr, Dallas, TX, 75241	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422692	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-408763	CLM	Alvarez Gerald	1956-10-14	UHC-63558-98	6056733343	3604 Mountain View Dr Apt 27, Miami, FL, 33132	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-119044	ENR	Cynthia Perkins	1972-09-09	UHC-19178-80	8355706528	6645 Highland Ave, Denver, CO, 80202	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138165	ENR	Christopher B Stevens	1992-09-21	UHC-44226-46	—	6186 Elm St, Plano, TX, 75006	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-421474	CLM	Lauren Contreras	1939-12-12	—	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-421025	CLM	Janice B Wheeler	1997-09-12	UHC-26426-40	—	3263 Central Ave Apt 34, Glendale, AZ, 85363	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-115961	ENR	Samel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407365	CLM	Brian Jenkins	2006-11-01	UHC-85971-66	—	7721 Palm Dr, San Diego, CA, 92165	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-421582	CLM	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-138845	ENR	Gary J Graham	1991-05-19	—	2753363092	6136 Willow Ct, Los Angeles, CA, 90038	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406857	CLM	Thomas Z Sandoval	1954-06-23	—	3199816736	1297 Apache Blvd, Charlotte, NC, 28288	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-123509	ENR	Jassica H Garza	1962-01-08	UHC-17947-20	6563443648	5622 Harbor Blvd, Minneapolis, MN, 55420	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
TPA-60284	TPA	Yuki Wright	1986-02-22	—	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-61989	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61990	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58461	TPA	Michelle Mason	1990-12-28	—	—	4639 Forest Ave, Seattle, WA, 98194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107393	ENR	Diego P Bradley	1978-04-22	UHC-19523-90	2595188420	1851 Ridge Rd, Plano, TX, 75001	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59289	TPA	Heather Riso	1943-01-24	UHC-25713-90	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-109150	ENR	Emily Silvva	1976-12-22	UHC-43687-71	—	4265 Union St, Los Angeles, CA, 90067	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115997	ENR	Brittany K Fowler	1995-11-07	UHC-59225-95	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-103983	ENR	Charlotte J Rogers	1974-05-26	UHC-61741-31	6823351138	1968 Cedar Ln, Columbus, OH, 43299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-431341	CLM	Adam Schultz	1975-10-28	UHC-81014-14	—	442 Main St, Dallas, TX, 75225	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-431593	CLM	Yuki Pakr	2004-04-23	UHC-60795-85	—	6274 Camelback Rd, Tampa, FL, 33696	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401369	CLM	Eric Cole	1992-11-06	—	—	360 Apache Blvd, Tempe, AZ, 85296	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410304	CLM	Emma Wagner	1944-08-22	—	—	5589 Broadway, Orlando, FL, 32855	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more

16,828 rows, page 198 of 337Previous Next