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 “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
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-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-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-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-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-51080	TPA	Lucia Hansen	1985-01-22	—	3357434090	671 Maple Ave, Mesa, AZ, 85293	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-51763	TPA	Sandra Fuller	1983-09-17	—	7915483407	2866 Bayshore Dr, Los Angeles, CA, 90064	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-52252	TPA	Martha Jonse	1984-08-03	—	7917926535	4291 Market St, San Diego, CA, 92187	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-61955	TPA	Brittany Watson	1971-04-25	UHC-75844-21	3348380907	3073 Market St, Sacramento, CA, 95874	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+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-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-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-57484	TPA	Wei Baiely	1975-02-24	—	—	609 Hillcrest Rd, Minneapolis, MN, 55431	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+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-55819	TPA	Frances Fields	1952-11-04	—	—	565 Main St, Tempe, AZ, 85239	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51491	TPA	Bruce Cooper	1967-06-28	—	8924544397	4779 Palm Dr, Tampa, FL, 33647	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60308	TPA	Christian Kelley	2008-11-28	—	9527336216	2826 Union St, Columbus, OH, 43245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62753	TPA	Alexis U Bell	1984-08-28	—	3424554742	6876 Hillcrest Rd, Tampa, FL, 33631	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54081	TPA	Kenneth Stewart	2003-04-08	—	—	333 Jefferson Ave, Atlanta, GA, 30389	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52749	TPA	Fatima Perkins	1992-04-14	—	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58395	TPA	Mary Miller	1940-11-17	—	—	9265 Sunset Blvd, Minneapolis, MN, 55476	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56535	TPA	Amanda D Martinez	1960-08-03	—	—	7043 Forest Ave, Glendale, AZ, 85321	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64229	TPA	Danielle Herrera	1963-01-22	—	8323954101	9155 Bayshore Dr, Phoenix, AZ, 85083	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52195	TPA	Richard Washington	1988-08-26	—	—	8525 Baseline Rd, Eden Prairie, MN, 55344	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62940	TPA	Lucia Ellis	1972-09-15	—	—	1316 Sage Ct, Chandler, AZ, 85252	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62288	TPA	Ruth Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58010	TPA	Walter Guzman	1980-07-20	UHC-84623-41	—	9478 Washington St, Tucson, AZ, 85787	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61110	TPA	Brian Morgan	1998-03-16	—	—	9619 Maple Ave, Los Angeles, CA, 90072	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52494	TPA	James Rivera	1959-08-11	—	6896869435	1090 Spring St, Glendale, AZ, 85375	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54170	TPA	Helen Garza	1945-10-14	—	—	1514 Highland Ave, Eden Prairie, MN, 55378	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62386	TPA	Karen Clark	1956-01-28	UHC-04799-83	—	7273 Mesa Dr, Orlando, FL, 32814	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53898	TPA	Maria Walace	1991-04-03	UHC-55505-29	—	4494 Spring St, Minneapolis, MN, 55442	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53860	TPA	Nancy Simpson	1956-04-01	UHC-55422-71	2059585506	5617 Jefferson Ave, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60457	TPA	Gloria Miller	1950-12-10	—	7708401543	58 Forest Ave, Plano, TX, 75023	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

2,455 rows, page 24 of 50Previous Next