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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59045	TPA	Wei Stephens	1953-07-07	—	4442442440	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52194	TPA	Alan Wagner	1970-03-01	—	5055128445	6466 Broadway, Los Angeles, CA, 90063	0.76	Name re-cased Phone reformatted Address re-cased Gender normalised+2 more
TPA-57450	TPA	Elijah Myers	1989-12-09	—	5506243373	3062 Highland Ave, Dallas, TX, 75233	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60600	TPA	Petar Chavez	1986-01-16	UHC-11335-20	3335878654	7706 Lake View Rd, Tucson, AZ, 85761	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-63684	TPA	Simmons Jonathan	1988-05-11	—	7915150208	4316 Mesa Dr, Nashville, TN, 37252	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54817	TPA	Richard Vasquez	1944-10-03	—	—	8197 Lake View Rd, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-52501	TPA	Terry Snyder	1989-08-09	—	7997296005	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
TPA-50435	TPA	Christian Knight	1939-09-07	—	2884829234	5667 Broadway, San Antonio, TX, 78204	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
TPA-56240	TPA	Ralph Cole	1964-06-11	—	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
TPA-54615	TPA	Bradley Perkins	2003-08-26	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-61043	TPA	Sean Campbell	1982-12-12	UHC-19745-75	3667000422	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-55460	TPA	Brandon Munoz	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ, 85265	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-61499	TPA	Cheryl Reed	1984-06-12	—	6153693348	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
TPA-52999	TPA	Keith Valdez	1972-04-23	—	5934525585	9071 Desert Sky Blvd, Austin, TX, 78743	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-54565	TPA	Denise Hanson	1967-10-24	—	—	5749 Willow Ct, Sacramento, CA, 95867	0.76	Date of birth reformatted State code upper-cased Gender normalised Plan code upper-cased+2 more
TPA-57745	TPA	Kayla Evans	1943-01-06	—	4927899152	3165 Broadway, Austin, TX, 78712	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
TPA-58012	TPA	Maria R Walsh	1973-04-18	—	5337938631	581 Sunset Blvd, Tampa, FL, 33685	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-64468	TPA	Ana G Tucker	1951-07-22	UHC-61917-51	3072928562	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50480	TPA	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ, 85789	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-59388	TPA	Larry Bradley	2001-10-13	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-50415	TPA	Lori Dixon	1939-09-23	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX, 75003	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-53521	TPA	Richard Herrera	1984-08-28	—	—	9847 Maple Ave, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-60747	TPA	Peggy Taylor	1962-04-12	—	4423596196	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60070	TPA	Sean Ray	1970-02-01	—	5745452514	8684 Desert Sky Blvd, Columbus, OH, 43224	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-57559	TPA	Danielle Q Peterson	1949-01-25	—	2584846687	1519 Jefferson Ave, Mesa, AZ, 85265	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-57582	TPA	Andreew Smith	1962-12-08	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
TPA-50531	TPA	Yuki Stone	1941-05-22	—	6989662942	8948 Forest Ave, Fresno, CA, 93766	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-62532	TPA	Bobby Santos	1953-01-24	—	—	1155 Jefferson Ave, Chandler, AZ, 85214	0.76	Date of birth reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-63725	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-63724	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-59727	TPA	Gloria Obrien	1970-10-23	—	3227351204	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-50106	TPA	Elijjah Pena	1997-07-20	—	6374286005	7649 Union St, Tucson, AZ, 85794	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54203	TPA	Anthony Graham	1963-10-09	—	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52722	TPA	Jacob Kim	1988-11-28	—	6176643822	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-51595	TPA	Sarah Alvarado	1963-04-16	—	2095581648	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60153	TPA	Donald Weaver	1967-07-01	—	8719882023	9560 Valley View Dr, Columbus, OH, 43203	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-52038	TPA	Shirley Gomez	1997-05-20	—	4435665971	4826 Bayshore Dr, Glendale, AZ, 85383	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-60732	TPA	Gloria Howard	1996-03-22	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56882	TPA	Jennifer Carlson	1959-12-01	—	8979898499	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-62747	TPA	Andrea Espinoza	1975-04-26	—	—	3610 Highland Ave, Chandler, AZ, 85235	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-52115	TPA	Joyce Wright	1966-01-14	—	3668917778	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-52116	TPA	Joyce Wright	1966-01-14	—	3668917778	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-60977	TPA	Natalie Hayes	1954-11-18	—	9218285903	5420 Ridge Rd, Plano, TX, 75032	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56456	TPA	William Powell	1973-01-13	—	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54768	TPA	Ryan Knyght	1952-11-19	—	9477738831	8974 Willow Ct, Houston, TX, 77050	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63663	TPA	Jean Scott	2008-07-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63662	TPA	Jean Scott	2008-07-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-59255	TPA	Samuel Bennett	1946-07-10	UHC-99610-72	—	4248 Lincoln Way, Fresno, CA, 93754	0.78	Name re-cased Member ID reformatted City re-cased Gender normalised+1 more
TPA-63829	TPA	Arthur Boyd	1978-06-22	—	—	6927 Lincoln Way, San Diego, CA, 92194	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-57632	TPA	Marilyn Holms	1944-08-12	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more

2,435 rows, page 36 of 49Previous Next