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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50757	TPA	Catherine Graham	1947-02-08	—	—	3532 Lincoln Way, San Diego, CA, 92104	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-61905	TPA	Dick Harvey	1957-11-03	—	5009953113	5821 Meadow Ln, Glendale, AZ, 85357	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57920	TPA	Sophia Robertson	1962-08-17	—	2744978695	4173 Willow Ct, Fresno, CA, 93754	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-51464	TPA	Gary Austin	1949-04-24	—	3079499616	2402 Ridge Rd, Austin, TX, 78735	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-64461	TPA	Zachary Obrien	1948-08-01	UHC-85761-47	2074450059	3899 Main St, Seattle, WA, 98129	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-56347	TPA	Amber Welch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-57513	TPA	Jonathan Ford	1955-02-08	—	—	1229 Broadway, Nashville, TN, 37279	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-61711	TPA	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-61429	TPA	Maria Gardner	1995-01-03	—	6635357128	4165 Lake View Rd, Nashville, TN, 37232	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-59421	TPA	Yuki Contreras	1997-03-01	—	4418973996	4549 Broadway, Phoenix, AZ, 85046	0.78	Date of birth reformatted Phone reformatted Address re-cased State name converted to code+1 more
TPA-53241	TPA	Lucia Payne	1989-01-05	—	—	2663 Broadway, Plano, TX, 75075	0.78	Date of birth reformatted Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53399	TPA	Emma Walsh	2000-09-24	—	—	1229 Park Pl, Glendale, AZ, 85379	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-54033	TPA	Lori Ellis	2005-08-15	—	8887633981	5821 Union St, Orlando, FL, 32879	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
TPA-57665	TPA	Sean Pryce	1952-05-18	—	—	469 Apache Blvd, Chandler, AZ, 85296	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-53724	TPA	Thomas Bryant	2004-04-05	UHC-39628-85	—	7941 Desert Sky Blvd, Tampa, FL, 33659	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51904	TPA	Luis Gordon	1948-07-16	—	9007903007	46 Sage Ct, Minneapolis, MN, 55469	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-57387	TPA	Zachary Kennedy	2001-01-05	—	—	505 Oak St, Mesa, AZ, 85297	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-57226	TPA	Judith Owens	1954-02-15	UHC-36194-27	6107756168	1095 Willow Ct, Las Vegas, NV, 89164	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63498	TPA	Chris Stephens	2002-06-22	—	3875759592	8367 Oak St, Miami, FL, 33186	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-58601	TPA	Angela Flores	1985-04-07	—	9384176303	7310 Jefferson Ave, Charlotte, NC, 28231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-57002	TPA	Samantha Morgan	1966-11-17	—	—	767 Sunset Blvd, Chandler, AZ, 85269	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59330	TPA	Steven Price	1939-01-16	—	—	2043 Grand Ave, Houston, TX, 77062	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58185	TPA	Russell Powell	1939-10-22	—	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-52385	TPA	Maria Ramirez	1999-04-23	—	4519246038	1102 Market St, Los Angeles, CA, 90037	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-61966	TPA	Joshua Herrera	1954-10-01	—	7236077992	8343 Washington St, Columbus, OH, 43249	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58468	TPA	Nathan Harrison	1967-09-23	—	5368123885	452 Highland Ave, Chandler, AZ, 85231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55973	TPA	Steve Hansen	1985-08-18	—	5194457155	3118 Sunset Blvd, Nashville, TN, 37256	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-62795	TPA	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-62271	TPA	Joan Clark	1944-05-16	—	4055337590	1521 Lake View Rd, Columbus, OH, 43206	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55822	TPA	Janice E Weber	1972-01-16	—	2904625917	4750 Grand Ave, Tucson, AZ, 85715	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-54839	TPA	Barbara R Espinoza	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55315	TPA	Hnnah Sims	1985-11-24	—	—	9768 Sunset Blvd, Dallas, TX, 75256	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-56685	TPA	Kathryn Price	1987-02-12	—	8736981814	5333 Lincoln Way, Plano, TX, 75049	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51960	TPA	Ykui Mitchell	1976-08-27	—	—	6923 Main St, Denver, CO, 80255	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61353	TPA	Kathryn Jordan	1963-06-15	—	—	5080 Sunset Blvd, Charlotte, NC, 28215	0.80	City re-cased State name converted to code Email lower-cased Whitespace trimmed
TPA-51155	TPA	Noah Lawrence	1965-07-20	—	2895613596	169 Baseline Rd, Minneapolis, MN, 55443	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51675	TPA	Emma Coleman	1992-05-06	—	9285603134	8276 Oak St, Tempe, AZ, 85215	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53666	TPA	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54958	TPA	Willam Z Coleman	2004-12-19	—	—	2790 Forest Ave, Mesa, AZ, 85200	0.80	Date of birth reformatted State name converted to code Plan code upper-cased Placeholder values cleared
TPA-62334	TPA	Diego Ray	1979-07-24	—	—	203 Union St, Phoenix, AZ, 85011	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58931	TPA	Christopher Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-57296	TPA	Shirley Rogers	1971-12-14	—	2304269274	5718 Lake View Rd, Columbus, OH, 43203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61386	TPA	Amy Ruuiz	2005-04-11	—	2073820208	347 Indian School Rd, Gilbert, AZ, 85269	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-53800	TPA	Willie Webb	2006-09-24	—	3536897247	2644 Grand Ave, Tempe, AZ, 85211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-56528	TPA	Christine Garcia	1961-03-06	—	—	2995 Broadway, Minneapolis, MN, 55477	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-59642	TPA	Cooper Vincetn	1990-12-24	—	9089137181	8425 Jefferson Ave, Nashville, TN, 37245	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52914	TPA	Kelly Ortiz	1972-07-07	—	—	311 Ridge Rd, Plano, TX, 75065	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56009	TPA	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-61695	TPA	Michael Schmidt	2004-10-28	—	5799566239	7258 Harbor Blvd, Dallas, TX, 75268	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52324	TPA	Ronald H Campbell	2006-09-20	—	—	4839 Valley View Dr, Orlando, FL, 32828	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared

1,229 rows, page 22 of 25Previous Next