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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412770	CLM	Sharon Z Gomez	1967-02-08	UHC-34933-75	8193243211	5413 Sunset Blvd, Las Vegas, NV, 89177	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412630	CLM	Judith Bradley	1975-07-23	UHC-04466-99	2995934510	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406301	CLM	Joyce R Palmer	1980-11-24	UHC-68741-60	4587326648	712 Pine Dr, Atlanta, GA, 30360	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429305	CLM	Kimberly H Boyd	1994-11-10	UHC-72399-15	—	5470 Central Ave, Fresno, CA, 93751	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405883	CLM	Andrea Washington	1981-01-01	UHC-84724-16	6508071942	912 Palm Dr, Charlotte, NC, 28285	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
CLM-411222	CLM	Carlos Spencer	1952-05-26	UHC-03040-35	—	1250 Sage Ct, Minneapolis, MN, 55429	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409983	CLM	Steve McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ, 85260	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
CLM-405174	CLM	Denise Morgan	1995-12-27	UHC-49964-55	—	5211 Harbor Blvd Apt 4, Houston, TX, 77085	0.80	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed
CLM-417630	CLM	Carolyn Campbell	1950-02-15	UHC-91732-23	—	7292 Broadway, Denver, CO, 80244	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
CLM-406605	CLM	Ray Garza	1963-07-27	UHC-65800-71	—	7988 Bayshore Dr, Jacksonville, FL, 32213	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412077	CLM	Noah Ray	1949-02-28	UHC-19075-70	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-406142	CLM	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX, 75215	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-415373	CLM	Jennifer Hansen	1966-04-08	UHC-70639-44	9743715662	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-418608	CLM	Teresa Montgomery	1987-10-19	UHC-56311-84	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411466	CLM	Nicole K Elliott	1954-07-08	UHC-60817-81	—	2392 Spring St, Tucson, AZ, 85744	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
CLM-406582	CLM	Nancy G Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-417075	CLM	Jerry Clark	2007-09-05	UHC-58298-85	3903716278	9738 Union St, Plano, TX	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
CLM-418361	CLM	Kyle Padilla	1983-10-02	UHC-83600-99	9539413714	9353 Valley View Dr, San Antonio, TX, 78227	0.80	Phone reformatted Member ID reformatted State code upper-cased Gender normalised
CLM-419869	CLM	Soia X Kelely	1956-01-22	UHC-11034-93	—	7324 Sage Ct, Tampa, FL, 33614	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423098	CLM	Mason Clark	1949-09-12	UHC-58223-41	2176505413	3158 Bayshore Dr, Houston, TX, 77010	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422645	CLM	Tim Rios	1974-03-18	UHC-68272-84	—	8728 Sage Ct, Miami, FL, 33123	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-430355	CLM	Emiy A Howard	1966-06-04	UHC-32460-21	—	—	0.80	Name re-cased Phone missing area code Member ID reformatted Placeholder values cleared
CLM-421725	CLM	Megan Morrison	1976-06-17	UHC-18860-99	—	3223 Meadow Ln # 974, Austin, TX, 78721	0.80	Name re-cased Member ID reformatted Unit split from street Placeholder values cleared
CLM-426207	CLM	Anna Paye	1966-11-27	UHC-93456-64	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-429438	CLM	Brenda Nelson	1990-11-03	UHC-48922-37	—	2173 Indian School Rd, Tampa, FL, 33643	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
CLM-418135	CLM	Teresa R Parker	1970-03-07	UHC-27839-97	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-410368	CLM	Aaron M Larson	1995-06-15	UHC-25525-72	4393493046	7090 Union St, Minneapolis, MN, 55418	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416521	CLM	Grace V Fisher	1971-03-01	UHC-44389-91	3313736736	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-407261	CLM	Abigail C Stone	2009-12-07	UHC-76973-20	—	9054 Mesa Dr, Tampa, FL, 33681	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400121	CLM	Sofia Lawsun	1963-09-07	UHC-68415-31	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415366	CLM	Danile Warren	2007-05-06	UHC-75069-05	—	—	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-416721	CLM	Brittany Flores	1952-04-15	UHC-97409-85	5477103532	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409366	CLM	Heather Wood	1960-05-18	UHC-98056-68	—	279 Spring St, Las Vegas, NV, 89114	0.80	Member ID reformatted Street suffix standardised Address re-cased 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-412887	CLM	Russell G Smith	2002-07-05	UHC-62805-28	8945056635	8088 Ridge Rd, Eden Prairie, MN, 55377	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
CLM-431837	CLM	Carlos O Payne	1954-12-22	UHC-37293-70	—	6927 Camelback Rd, Tucson, AZ, 85772	0.80	Middle initial moved out of first name Member ID reformatted City re-cased Placeholder values cleared
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-403364	CLM	Christine Clark	2001-10-24	UHC-65967-56	—	1201 Sunset Blvd, San Antonio, TX, 78215	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407182	CLM	Lori Nunez	1987-04-10	UHC-61380-99	—	2512 Canyon Rd, Orlando, FL, 32892	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428547	CLM	Joseph A Pena	1945-01-07	UHC-35846-37	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-418457	CLM	Lawrecne P Russell	1987-08-05	UHC-94134-10	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413935	CLM	Sharon Scott	1977-06-19	UHC-18523-72	—	7146 Cedar Ln, Scottsdale, AZ, 85214	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409930	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
CLM-408716	CLM	Billy Parker	1973-06-07	UHC-57375-94	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418617	CLM	Nataile Ramos	1987-04-27	UHC-03397-06	—	8649 Broadway, Seattle, WA, 98156	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
CLM-431160	CLM	Brian Montgomery	1997-04-14	UHC-99370-99	—	1387 Hillcrest Rd, Miami, FL, 33116	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-427360	CLM	Evelyn Walsh	—	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX, 78224	0.80	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed
CLM-410457	CLM	Jack Black	1940-05-11	UHC-42214-28	2616860193	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403904	CLM	Ralh Martin	1998-03-07	UHC-12107-12	—	3214 Valley View Dr, Los Angeles, CA	0.80	Member ID reformatted City re-cased ZIP missing Placeholder values cleared
CLM-421637	CLM	Willie Wang	1997-12-05	UHC-59116-79	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared

2,293 rows, page 31 of 46Previous Next