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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422774	CLM	Jesse D Cunningham	1993-09-09	UHC-75159-17	—	9591 Palm Dr, Tempe, AZ, 85211	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-423032	CLM	Kathryn Johnston	1982-05-14	—	—	1217 Pine Dr, Mesa, AZ, 85255	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-430918	CLM	Doris Carlson	1955-11-08	UHC-77177-25	4104881839	4649 Meadow Ln, Nashville, TN, 37216	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
CLM-427283	CLM	Mdaison Adams	1977-04-24	UHC-85490-31	6136132644	7892 Maple Ave, Mesa, AZ, 85280	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
CLM-429865	CLM	Aisha Salazar	1953-11-10	UHC-40656-73	—	2129 Jefferson Ave, Nashville, TN, 37292	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408588	CLM	Joshua Gordon	1983-11-03	—	—	7170 Willow Ct, Sacramento, CA, 95817	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401589	CLM	Gloria X Chapman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ, 85055	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413907	CLM	Kathryn Sims	1967-11-06	—	9753018836	9716 River Rd, Minneapolis, MN, 55478	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-414972	CLM	Amanda Parker	1947-02-27	UHC-47167-27	2938298489	2487 Apache Blvd, Denver, CO, 80204	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419935	CLM	Arjun Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ, 85223	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
CLM-410543	CLM	Nicole Nunez	1963-04-16	UHC-05490-19	5978033519	6643 Valley View Dr, Dallas, TX, 75277	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-426948	CLM	Ahmed Vega	1953-09-25	UHC-03347-26	—	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-404398	CLM	Samantha Castillo	1972-09-18	UHC-23757-47	4294026965	398 Meadow Ln, Atlanta, GA, 30302	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406819	CLM	Dris Simmons	1952-07-04	UHC-64986-08	—	3635 Mountain View Dr, Scottsdale, AZ, 85252	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429109	CLM	Terry Young	2003-12-26	UHC-16318-17	—	116 Baseline Rd, Houston, TX, 77015	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421088	CLM	Heather Knight	1968-11-05	UHC-24200-09	—	1067 Sunset Blvd, Phoenix, AZ, 85007	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-407405	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-407406	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-423090	CLM	Amber Watkins	1976-10-16	UHC-11916-11	—	9383 Baseline Rd, Tempe, AZ, 85292	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-419141	CLM	Yukki Perkins	1967-05-28	UHC-55774-23	—	329 Park Pl, Dallas, TX, 75207	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-412090	CLM	Patty Kim	1998-05-23	UHC-30627-19	—	3503 Elm St, Columbus, OH, 43251	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-425774	CLM	Joan Soto	1981-05-17	—	—	1004 Apache Blvd, Los Angeles, CA, 90000	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-413519	CLM	Richard R Boyd	2001-08-07	—	9136960693	1939 Willow Ct, Austin, TX, 78742	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-400049	CLM	Doris F Garza	1957-12-18	UHC-03918-71	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-403898	CLM	George Ried	1995-01-28	UHC-80313-49	3515231738	3403 Indian School Rd, Atlanta, GA, 30365	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-403626	CLM	Edward Porter	1999-07-28	UHC-26683-20	—	226 Broadway, Houston, TX, 77018	0.84	Name re-cased ZIP+4 trimmed
CLM-428329	CLM	Jerry E Willis	1987-02-05	UHC-50882-93	3374446135	2637 River Rd, Plano, TX, 75053	0.84	Phone reformatted ZIP+4 trimmed
CLM-403753	CLM	Christopher Burns	1995-12-12	UHC-19230-59	3549422013	7466 Union St, Charlotte, NC, 28296	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-427905	CLM	Adam B Carlson	1993-12-03	—	—	5580 Highland Ave, Seattle, WA, 98102	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-402849	CLM	Lucia Riley	1942-05-02	UHC-82001-62	5513565259	6085 Indian School Rd, Columbus, OH, 43248	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-427541	CLM	Carol B Bradley	2000-08-07	UHC-15720-33	—	832 Mesa Dr, Sacramento, CA, 95861	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-417495	CLM	Daniel Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-428743	CLM	Sharon Luna	1957-12-02	—	—	9300 Maple Ave, Las Vegas, NV, 89138	0.84	Name re-cased ZIP+4 trimmed
CLM-403265	CLM	Keith Price	1997-10-13	—	8287261678	5660 Main St, Orlando, FL, 32810	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-429689	CLM	McDonald Charles	1943-08-24	UHC-75613-83	—	841 Spring St, Orlando, FL, 32851	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-402363	CLM	Peter L Vazquez	2002-04-11	UHC-44962-11	—	8624 Cedar Ln, Tempe, AZ, 85219	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-432349	CLM	James K Kim	1968-09-24	—	—	9095 Elm St, Nashville, TN, 37272	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-431753	CLM	William I Vargaas	1981-12-28	UHC-52456-25	—	5990 Apache Blvd, Nashville, TN, 37247	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-403039	CLM	Amber D Woods	2002-02-01	UHC-14388-64	—	7758 Sunset Blvd, Minneapolis, MN, 55494	0.84	City re-cased ZIP+4 trimmed
CLM-400230	CLM	Austin Stone	1949-11-17	UHC-55219-48	—	4169 Jefferson Ave, Chandler, AZ, 85252	0.84	Member ID reformatted ZIP+4 trimmed
CLM-421302	CLM	Amy Hamilton	1957-11-14	—	—	6489 River Rd, Gilbert, AZ, 85229	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-427644	CLM	Luis Wang	1957-08-16	—	—	2970 Jefferson Ave, Phoenix, AZ, 85014	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-407022	CLM	David Heenry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-407021	CLM	David Heenry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-426528	CLM	Kimberly U Banks	1973-08-14	UHC-47323-56	—	1608 Pine Dr, Miami, FL, 33145	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-426279	CLM	Donald Morales	1965-12-15	—	—	9049 Ridge Rd, Atlanta, GA, 30395	0.84	ZIP+4 trimmed Whitespace trimmed
CLM-403006	CLM	Carl Ryan	2005-06-25	UHC-07924-72	—	7766 Camelback Rd, Scottsdale, AZ, 85273	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-415584	CLM	Ralph Knight	1949-10-18	UHC-81725-26	—	5725 Pine Dr, San Diego, CA, 92142	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-415583	CLM	Ralph Knight	1949-10-18	UHC-81725-26	—	5725 Pine Dr, San Diego, CA, 92142	0.84	ZIP+4 trimmed Placeholder values cleared
CLM-405976	CLM	Ahmed Gibson	2001-11-13	UHC-08757-66	3242184962	1726 Valley View Dr, San Antonio, TX, 78217	0.84	Name re-cased ZIP+4 trimmed

2,352 rows, page 47 of 48Previous Next