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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406787	CLM	Edward Delgado	1986-01-16	UHC-98565-10	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430846	CLM	Mateo Grant	—	—	—	—	0.80	Name re-cased Date of birth reformatted Date of birth unreadable Placeholder values cleared
CLM-408324	CLM	Larry R Jones	1950-06-04	—	—	6613 Jefferson Ave, Plano, TX, 75089	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423561	CLM	Mary Reed	1962-05-05	UHC-27530-28	—	1552 Jefferson Ave, San Diego, CA, 92185	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431087	CLM	Natalie Thompson	1999-02-26	UHC-21601-34	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420034	CLM	Abigail F Adams	1940-04-10	UHC-47242-41	—	9028 Spring St, Glendale, AZ, 85370	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402412	CLM	Mariana Nelson	1954-02-04	UHC-45506-94	8145800676	5038 Mountain View Dr, Nashville, TN, 37224	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430123	CLM	NahJunk	1996-09-01	UHC-77645-77	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-425971	CLM	Natalie Johnston	1950-06-26	UHC-96613-08	5144223794	8028 Camelback Rd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-423991	CLM	Jose Burton	1950-11-05	UHC-66763-18	—	2697 Central Ave, Sacramento, CA, 95870	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412244	CLM	Victora O Ross	1978-06-16	—	—	8429 Camelback Rd, Dallas, TX, 75251	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430539	CLM	Judy Knight	1974-06-02	UHC-96312-92	—	277 Spring St, Austin, TX, 78718	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423490	CLM	Ralph R Bailey	1968-01-10	—	—	—	0.80	Middle initial moved out of first name Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421569	CLM	Valentina Pattel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-418855	CLM	Omar Stone	1967-10-01	UHC-51318-37	—	144 River Rd, Los Angeles, CA, 90007	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413231	CLM	Ryan Edwards	1968-08-14	UHC-00951-12	2522258706	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408224	CLM	Sarah Spencer	2001-06-11	—	7296822004	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-423549	CLM	Paul Gilbert	1976-03-18	UHC-92318-12	—	3615 Apache Blvd, Orlando, FL, 32890	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420294	CLM	Cheryl Andrews	1942-06-01	UHC-74091-14	—	3779 Jefferson Ave, Plano, TX, 75011	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406480	CLM	Emily Austin	1958-02-05	UHC-31246-46	—	3924 Mountain View Dr, San Antonio, TX, 78246	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-410599	CLM	Paul Bailey	1947-01-06	—	—	2994 Pine Dr, Las Vegas, NV, 89146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-407030	CLM	Jerry Fields	2007-01-11	UHC-44330-22	—	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-425658	CLM	Jen Castro	1950-04-02	UHC-02041-85	7699394722	1633 Sage Ct, Jacksonville, FL, 32287	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-416089	CLM	Jennifer Kelley	1977-01-16	—	—	250 Desert Sky Blvd, Plano, TX, 75064	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424060	CLM	Kyle Black	1992-11-16	UHC-55004-53	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419221	CLM	Wayne Collins	1983-12-03	—	—	4627 Camelback Rd, Phoenix, AZ, 85059	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402022	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402013	CLM	Natalie H Morgan	1939-06-07	UHC-30565-43	—	902 Broadway, Tucson, AZ	0.80	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing
CLM-429301	CLM	Ronald Jimenez	1942-10-25	UHC-03548-71	6127797056	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-407943	CLM	Jeremy Hyll	1999-12-10	—	—	6424 Harbor Blvd, Glendale, AZ, 85341	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408515	CLM	Julie Fowler	1984-10-15	UHC-96571-16	2496927446	6025 Washington St, Seattle, WA, 98116	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408296	CLM	Teresa R Edwards	1978-03-13	—	9169341461	2881 Lincoln Way, Charlotte, NC, 28270	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416149	CLM	Eugene Q Turner	1999-11-14	UHC-36409-32	—	5304 Apache Blvd, Las Vegas, NV, 89113	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-426286	CLM	Pamela Reid	1986-07-06	UHC-83233-52	—	8710 Sunset Blvd, Houston, TX, 77018	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416417	CLM	Valentina F Peters	1959-03-02	UHC-88193-84	—	9631 Harbor Blvd, Las Vegas, NV, 89122	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400271	CLM	Kenneth Reynolds	1975-11-04	—	—	7968 Lincoln Way, Chandler, AZ, 85220	0.80	Date of birth reformatted Phone missing area code City re-cased Placeholder values cleared
CLM-427957	CLM	Mateo Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St, Nashville, TN, 37299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-420096	CLM	Hiroshi Espinoza	1942-03-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-422388	CLM	Angela Burton	1988-07-08	UHC-28844-31	6036119592	6571 River Rd, Orlando, FL, 32886	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-422637	CLM	Juan Banks	1967-11-12	—	—	9425 Mesa Dr, Fresno, CA, 93762	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400187	CLM	Yuki P Fuller	2003-01-01	UHC-56196-75	—	—	0.80	Middle initial moved out of first name Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-416920	CLM	Thomas P Chapman	1967-01-23	UHC-12402-61	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-400991	CLM	Amber Greene	1942-05-19	UHC-79174-43	—	7738 Market St, Denver, CO, 80286	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404054	CLM	Daniel P Palmer	1960-03-08	UHC-52734-93	—	2641 Apache Blvd, Chandler, AZ, 85282	0.80	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-403770	CLM	Kimberly C Lee	1977-04-24	—	7344561855	1722 Meadow Ln, Seattle, WA, 98101	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416956	CLM	Janice Carpenter	1984-04-20	UHC-15695-65	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421963	CLM	Randy Williams	1972-03-18	UHC-07902-34	7604390396	2660 Mountain View Dr, Columbus, OH, 43231	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431088	CLM	Diana Dixoon	1999-02-21	UHC-36805-24	—	6630 Washington St, San Antonio, TX, 78246	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
CLM-409652	CLM	Adam L Ortega	2002-10-06	UHC-52099-82	—	6213 Valley View Dr, Denver, CO, 80200	0.80	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-410116	CLM	Cheryl Vazquez	1985-11-15	—	6724130143	8857 Mountain View Dr, Gilbert, AZ, 85239	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed

10,559 rows, page 131 of 212Previous Next