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

Claims, 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
CLM-427268	CLM	Kyle Myers	1982-10-21	—	—	2974 Ridge Rd, Mesa, AZ, 85211	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401987	CLM	Stephen Garza	1947-12-11	—	—	9896 Ridge Rd, Orlando, FL, 32863	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419572	CLM	Eugene Perez	1995-04-11	—	—	7968 Baseline Rd, Chandler, AZ, 85244	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416711	CLM	Amber Graene	1965-07-14	UHC-66959-32	—	5664 Market St, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-413696	CLM	Stephanie Castillo	1999-07-09	UHC-57276-27	—	6638 Grand Ave, Houston, TX, 77035	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-428060	CLM	Joyce Ramirez	1983-06-25	UHC-92711-12	—	5983 Park Pl, Orlando, FL, 32899	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-430211	CLM	Alan Gilbert	1965-01-14	—	—	7071 Union St, Columbus, OH, 43298	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-420435	CLM	Brenda Adaams	1953-06-22	UHC-68921-36	—	2980 Washington St, Charlotte, NC, 28273	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402882	CLM	Gloria Flores	1949-06-18	—	7023135329	700 Willow Ct, Chandler, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-422729	CLM	Benjamin V Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-411176	CLM	Betty Wheeeler	2002-10-15	UHC-47951-04	—	2733 Church St, Charlotte, NC, 28288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426492	CLM	Amanda McDonald	1961-09-28	UHC-80724-56	3074863789	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426493	CLM	Amanda McDonald	1961-09-28	UHC-80724-56	3074863789	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422764	CLM	Fatima U Alvarado	—	UHC-94101-36	—	2711 Desert Sky Blvd, Chandler, AZ, 85277	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-415774	CLM	Carlos D Aguilar	1938-04-25	—	—	9373 Maple Ave, Nashville, TN, 37250	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-407663	CLM	Shirley Dean	1993-10-19	UHC-15898-83	—	3967 Mesa Dr, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-428464	CLM	Megan Edwards	2006-06-04	—	6586794040	4207 Spring St, Phoenix, AZ, 85058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426047	CLM	Kathryn Gray	1969-12-14	UHC-34431-13	—	6391 Camelback Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430488	CLM	Sarah K Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417489	CLM	Gloria Nelson	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-431355	CLM	Daniel Fowler	1974-12-04	UHC-99397-30	—	9441 Broadway, Atlanta, GA, 30300	0.64	Name split from “Last, First”Member ID reformatted City re-cased Gender normalised+2 more
CLM-414952	CLM	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN, 55483	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-410422	CLM	Ethan Grant	1983-09-09	—	—	9820 Highland Ave, Austin, TX, 78753	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402980	CLM	Wei M Grza	1952-02-20	UHC-23414-25	7353309946	5913 Meadow Ln, Houston, TX, 77035	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419923	CLM	Ruth Stone	1994-03-21	UHC-84684-47	7103409532	8778 Sunset Blvd Apt 28, Nashville, TN, 37266	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432301	CLM	John Gutierrez	1954-03-15	UHC-13252-62	—	470 Ridge Rd, Austin, TX, 78748	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413041	CLM	Jeremy Snyder	1988-04-05	—	4686701391	106 Washington St, Denver, CO, 80272	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-418067	CLM	Douglas E Collins	1941-10-14	UHC-00437-78	—	446 Baseline Rd, Tempe, AZ, 85211	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-410292	CLM	Kimberly Lopez	—	—	—	8071 Church St, Phoenix, AZ	0.64	Name re-cased Date of birth missing City re-cased ZIP missing+2 more
CLM-404662	CLM	Sandra Lewis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave, Jacksonville, FL, 32214	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414131	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St # 502, Plano, TX, 75096	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401576	CLM	Noah Le	1974-11-02	—	5145312747	2400 Meadow Ln, Dallas, TX, 75285	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405106	CLM	Mary A Miller	1961-10-25	UHC-64703-56	—	870 Market St, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-411566	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave Apt 28, Gilbert, AZ, 85255	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-411366	CLM	Elizabeth Ray	1992-01-25	—	—	7416 Oak St, Las Vegas, NV, 89186	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-407188	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407189	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403978	CLM	Timothy Arnold	1957-04-13	UHC-51075-25	—	7089 Mesa Dr, Charlotte, NC, 28227	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-416773	CLM	Melissa Guzman	1939-11-15	UHC-18796-23	—	998 Broadway, Minneapolis, MN, 55459	0.64	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more
CLM-427750	CLM	Gary Z Burns	1984-11-19	UHC-59403-81	—	5738 Meadow Ln, Mesa, AZ, 85253	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-423785	CLM	Douglas I Reynolds	2008-01-12	—	2736520040	8095 Highland Ave Apt 3, Minneapolis, MN, 55414	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-401638	CLM	Aaron Padilla	1948-01-22	UHC-23716-20	3646599158	3528 Union St, Los Angeles, CA, 90017	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-417889	CLM	Ryan Wright	1953-03-20	UHC-72160-97	—	2436 Maple Ave, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412413	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-426312	CLM	Cheryl Perez	1963-04-01	—	6088639791	1788 Sunset Blvd, Mesa, AZ, 85248	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-423642	CLM	Timothy Franklin	1968-05-13	UHC-31927-61	—	1703 Oak St, Eden Prairie, MN, 55322	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-418070	CLM	Perez Kayla	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-409791	CLM	Melissa Palmer	1944-12-17	UHC-30104-68	5127205570	5098 Bayshore Dr Apt 34, Los Angeles, CA, 90032	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-420413	CLM	Gloria Tran	1945-05-04	UHC-23626-76	5176778499	6142 Apache Blvd, Jacksonville, FL, 32225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 34 of 105Previous Next