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-55870	TPA	Bruce Murray	1994-10-11	UHC-95825-79	2893072986	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56475	TPA	Wei Dunn	1946-05-02	—	3756121702	6309 Lincoln Way, Plano, TX, 75041	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54707	TPA	Carl Gilbert	1966-08-23	—	5783226069	2361 Camelback Rd, San Diego, CA, 92186	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
TPA-59704	TPA	Julie Watkyns	2000-07-10	—	6468286232	3982 Sunset Blvd, Mesa, AZ, 85296	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57034	TPA	Pat Robertson	1950-12-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59591	TPA	Olivia Howard	1976-06-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54502	TPA	Angela Diaz	1982-06-06	—	—	87 Park Pl, Sacramento, CA, 95858	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-57096	TPA	Gloria Miller	1988-09-11	UHC-04119-68	3153675577	7263 Cedar Ln, Columbus, OH, 43288	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53880	TPA	Lawrence Gutierrez	1943-12-13	—	—	3482 Jefferson Ave, Columbus, OH, 43268	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50121	TPA	Lauren Castro	1964-01-22	—	6675055998	2191 Pine Dr, Sacramento, CA, 95812	0.92	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed
TPA-62864	TPA	Nathan Greene	1999-07-11	—	7433653209	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53484	TPA	Alexis Burton	1975-10-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56658	TPA	Charles Burke	1955-11-08	—	—	5211 Sunset Blvd, Atlanta, GA, 30354	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57098	TPA	Jeremy Z Williamson	2001-05-09	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58343	TPA	Kayla Garrett	1993-01-02	—	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-59096	TPA	Andrew Bradley	1951-04-22	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52505	TPA	Helen Lynch	1940-04-19	—	7927927574	4496 Meadow Ln, Miami, FL, 33147	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61693	TPA	Lisa Cook	1967-04-15	—	—	8671 Pine Dr, Austin, TX, 78798	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59428	TPA	Natalie Morgan	1984-06-10	—	8957775802	597 Washington St, Miami, FL, 33111	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56938	TPA	Jacob George	1957-06-02	—	4223889938	1133 Lincoln Way, Eden Prairie, MN, 55383	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60580	TPA	Silva Jerry	1958-10-15	—	9442196523	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62285	TPA	Jack Moore	1967-07-22	—	2639490973	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56861	TPA	Anna Romero	1962-01-16	—	3078068355	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63099	TPA	Jennifer Shaw	1998-12-17	—	7753629460	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50636	TPA	Keith M Payne	1997-02-13	—	8374687938	5572 Broadway, Phoenix, AZ, 85038	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
TPA-58899	TPA	Maria Wells	1945-03-19	—	—	7304 Mountain View Dr, Phoenix, AZ, 85099	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58765	TPA	Cheryl Ramos	2000-01-03	—	9238969250	6590 Willow Ct, Columbus, OH, 43221	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61871	TPA	Stephanie Cunningham	1953-03-16	UHC-09872-75	4024676799	5452 Lincoln Way, Glendale, AZ, 85317	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56033	TPA	Ethan Morgan	1939-03-26	—	8378715781	6874 Baseline Rd, Fresno, CA, 93715	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57401	TPA	Marcus McDonald	2001-09-22	—	6898090179	6411 Broadway, Houston, TX, 77085	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58736	TPA	Linda Martin	2006-09-27	—	4667239904	1063 Union St, Dallas, TX, 75262	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55223	TPA	Bryan Rodriguez	1946-08-25	UHC-05002-09	—	6943 Camelback Rd, Seattle, WA, 98103	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56900	TPA	Katherine Le	2004-05-21	—	—	9865 Market St, Tempe, AZ, 85224	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53258	TPA	Carolyn Jimenez	1947-10-28	—	5324322581	3589 Pine Dr, Columbus, OH, 43242	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-59861	TPA	Shirley Baker	1984-05-13	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55162	TPA	Danielle K Romero	1957-12-04	—	6017669330	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59712	TPA	Eric Hdson	2008-12-03	—	—	8745 Church St, Minneapolis, MN, 55422	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55045	TPA	Ethan Vasquez	1973-06-11	—	—	9113 Washington St, Las Vegas, NV, 89122	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-58172	TPA	Mark W Lynch	1997-12-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57702	TPA	Larry Graham	1989-07-18	—	6874061603	7319 Spring St, Scottsdale, AZ, 85253	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57701	TPA	Larry Graham	1989-07-18	—	6874061603	7319 Spring St, Scottsdale, AZ, 85253	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51586	TPA	Dorothy Meejia	1939-07-16	—	—	347 Lincoln Way, Glendale, AZ, 85354	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-58253	TPA	Patrikia Silva	2005-12-22	—	3979607109	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50234	TPA	Fatima Perkins	2002-08-13	—	5633415264	2090 Park Pl, Las Vegas, NV, 89140	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59681	TPA	Mary Baker	1973-06-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51364	TPA	Timothy Arnold	1943-09-15	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55968	TPA	Mary Cox	1990-08-03	—	7173668430	8887 Lincoln Way, Denver, CO, 80277	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61506	TPA	Russell R Mendoza	1989-07-06	—	—	2400 Hillcrest Rd, Tempe, AZ, 85215	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56342	TPA	Henry Sullivan	1951-01-08	—	—	1538 Harbor Blvd, Los Angeles, CA, 90076	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55714	TPA	Laura Hill	1985-12-11	—	—	3213 Sunset Blvd, Sacramento, CA, 95897	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared

4,728 rows, page 81 of 95Previous Next