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

Third-party administrator, 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
TPA-50855	TPA	Tyler Guerrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ, 85026	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54525	TPA	Luis Q Campbell	1987-10-16	—	8394278035	4276 Washington St, Denver, CO, 80224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62586	TPA	Hannah G Moore	1963-03-27	—	—	4706 Central Ave, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62587	TPA	Hannah G Moore	1963-03-27	—	—	4706 Central Ave, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63954	TPA	Ashley Carpenter	1967-01-15	—	9056009029	3832 Ocean Ave, Denver, CO, 80255	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-61260	TPA	Joran Rivera	1943-06-02	—	—	1873 Bayshore Dr, Dallas, TX, 75261	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63419	TPA	Jessica A George	1949-12-04	UHC-93474-84	—	5100 Valley View Dr, Seattle, WA, 98142	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59528	TPA	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO, 80236	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50319	TPA	Cheryl Parker	1988-06-09	—	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61398	TPA	Gary N Kelly	1969-12-25	—	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60975	TPA	Alan Obrien	1961-03-02	—	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-50828	TPA	Stephanie Cole	1997-09-22	—	—	4353 Ocean Ave, Houston, TX, 77031	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54671	TPA	Rachel Patterson	1941-11-27	—	8917513625	8143 Mountain View Dr, Tampa, FL, 33686	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62769	TPA	Matthew Kelly	1981-02-20	—	3333950305	5109 Hillcrest Rd, Sacramento, CA, 95884	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53321	TPA	Collins Heather	2000-11-25	—	3933072402	7770 Meadow Ln, Eden Prairie, MN, 55357	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64459	TPA	Santiago Powell	1985-08-20	—	—	6590 Canyon Rd, Columbus, OH, 43254	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61114	TPA	Mary Smith	1945-07-09	—	5692656792	1344 Apache Blvd, Austin, TX, 78704	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63023	TPA	Bobby Salazar	1978-06-09	—	9273911269	6704 Main St, Seattle, WA, 98194	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55410	TPA	Terry Elliott	1980-05-20	UHC-43012-07	—	6936 Willow Ct, Tempe, AZ, 85260	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58798	TPA	Mateo Hansen	1997-01-23	UHC-39094-52	5453387079	1668 Jefferson Ave, Chandler, AZ, 85243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52436	TPA	Jesse Tucker	1983-05-04	—	5977329854	4341 Church St, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61829	TPA	Bradley Weber	1991-06-17	—	7224829611	6986 Pine Dr, Miami, FL, 33102	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59093	TPA	Virginia Watkins	2004-05-11	UHC-81608-06	5643724116	8207 Oak St, Dallas, TX, 75296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60879	TPA	Donna J Black	1968-08-19	—	—	7639 Maple Ave, Chandler, AZ, 85224	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56220	TPA	Christian U Hughes	1943-03-18	—	6074728764	9665 Willow Ct, Phoenix, AZ, 85077	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64107	TPA	Russell Scott	2006-07-06	—	5822157597	6832 Lake View Rd, Houston, TX, 77045	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62132	TPA	Jack Danies	1952-12-08	—	6764784172	6951 Church St, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-52586	TPA	Rachel Campbell	2005-02-19	—	6824196892	3867 Cedar Ln, Las Vegas, NV, 89101	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61942	TPA	Eddward Ray	1980-01-04	—	9824473753	5698 Palm Dr, Tempe, AZ, 85252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50394	TPA	Patrick Moore	1955-03-04	—	—	1188 Lincoln Way, Scottsdale, AZ, 85236	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50712	TPA	Austin J Torres	1970-06-15	UHC-05553-13	3243602250	6803 Canyon Rd, Jacksonville, FL, 32268	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51125	TPA	Julie Wilson	1938-03-07	—	—	5092 Park Pl, Tempe, AZ, 85291	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56480	TPA	Viincent N Austin	1943-10-28	—	2824338277	9755 Sage Ct, Dallas, TX, 75217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59723	TPA	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53825	TPA	Catherine Marquez	2000-01-20	—	3005268145	5431 Church St, Austin, TX, 78725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55370	TPA	Julie Alexander	1990-01-15	—	—	8043 Pine Dr, San Diego, CA, 92164	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57595	TPA	Amanda Cole	1962-01-02	—	—	7895 Camelback Rd, Charlotte, NC, 28270	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56880	TPA	Richard H Riley	1989-01-11	—	—	4315 Pine Dr, Columbus, OH, 43292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52047	TPA	Valentina Y Ward	1990-11-26	—	—	8511 Harbor Blvd, Charlotte, NC, 28207	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50990	TPA	Ana Singh	1964-06-17	—	2825572922	1586 Park Pl, Sacramento, CA, 95875	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58207	TPA	Willie Y Miller	1998-07-08	—	8102558749	1508 Canyon Rd, Atlanta, GA, 30394	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53551	TPA	Virginia Lynch	1950-12-07	—	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62103	TPA	Jeremy Daniels	1986-05-05	UHC-66664-57	—	1579 Palm Dr, Sacramento, CA, 95830	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64374	TPA	Luis Hall	1954-04-13	—	—	2269 Canyon Rd, Columbus, OH, 43267	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50006	TPA	Noah Estrada	1992-02-10	—	—	6313 Desert Sky Blvd, Eden Prairie, MN, 55315	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53678	TPA	Karan Wells	1989-06-21	—	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63197	TPA	Janice Park	1971-10-21	—	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63512	TPA	Susan Larson	1966-04-24	UHC-58072-95	9407838231	8213 Indian School Rd, Orlando, FL, 32859	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61819	TPA	Mendoza Rebecca	2006-03-10	—	—	9585 Baseline Rd, Houston, TX, 77094	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63728	TPA	Angala Hughes	1940-09-03	—	2525778024	7322 Church St, Houston, TX, 77075	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

4,728 rows, page 34 of 95Previous Next