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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63050	TPA	George Park	2001-08-22	UHC-72658-41	—	2626 Washington St, Plano, TX, 75080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57157	TPA	Emily Dunn	2005-06-10	—	—	2401 Union St, Tempe, AZ, 85251	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62531	TPA	Victoria Evans	1962-08-16	—	—	5865 Palm Dr, Tempe, AZ, 85230	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53904	TPA	Marcus Gutierrez	1963-04-16	—	2956242373	7640 Harbor Blvd, Glendale, AZ, 85361	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58344	TPA	Luis Smith	1986-03-25	—	2957745010	1207 Camelback Rd, Columbus, OH, 43268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61062	TPA	Andrea I Payne	2008-12-09	—	—	185 Ocean Ave, Los Angeles, CA, 90049	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-52552	TPA	Christina R Estrada	1992-01-23	—	—	2304 Washington St, Atlanta, GA, 30317	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-54291	TPA	Bobby Vazquez	1940-03-17	—	4547714809	8042 Baseline Rd, Nashville, TN, 37224	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57012	TPA	Christian Carter	1964-06-17	—	—	2175 Spring St, Tucson, AZ, 85720	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57381	TPA	Brandon Morris	1961-09-27	—	5829631175	3009 Maple Ave, Tampa, FL, 33626	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50552	TPA	Logan Weber	2004-12-10	—	—	4097 Ridge Rd, Tucson, AZ, 85792	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62009	TPA	Jennifer Lee	1984-05-11	—	2416892642	2678 Palm Dr, Nashville, TN, 37256	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56837	TPA	Ronald Hoffman	1958-08-16	—	9892199266	8607 Ocean Ave, Tucson, AZ, 85715	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59942	TPA	Maarilyn Yang	1980-11-06	—	4129106999	7292 River Rd, Charlotte, NC, 28209	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63550	TPA	Alan I Aguilar	1965-11-24	—	6858170704	2959 Lake View Rd, Atlanta, GA, 30392	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59560	TPA	Donald V Rojas	1981-02-18	—	6118929310	3130 Grand Ave, Charlotte, NC, 28277	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50316	TPA	Susan Bennett	1951-07-12	—	9894362311	8267 Jefferson Ave, Denver, CO, 80203	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62077	TPA	Karen Lopez	1992-01-05	—	6888045170	4053 Grand Ave, Orlando, FL, 32850	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55773	TPA	Dylan Hunter	1970-12-16	—	—	4137 Sunset Blvd, Fresno, CA, 93796	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52122	TPA	Arthur Harris	1984-02-13	—	—	6027 Church St, Scottsdale, AZ, 85262	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-56118	TPA	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.78	Name re-cased Two-digit birth year Address re-cased Whitespace trimmed+1 more
TPA-63003	TPA	Emma Reynolds	1960-11-23	—	—	2833 Union St, San Diego, CA, 92191	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54465	TPA	Mateo X Austin	1976-03-24	—	—	6217 Indian School Rd, Gilbert, AZ, 85282	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59400	TPA	Noah Cook	1966-08-22	—	—	7531 Oak St, Austin, TX, 78733	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53785	TPA	Alice X Ellis	1994-07-19	—	4705169561	7963 Park Pl, Charlotte, NC, 28299	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64001	TPA	Nicholas Adams	1953-12-23	—	—	8975 Grand Ave, Atlanta, GA, 30394	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53757	TPA	Larry Payne	1969-07-14	—	6483426301	2134 Pine Dr, Sacramento, CA, 95849	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58578	TPA	Christine Stevens	—	—	4159441739	9540 Broadway, San Antonio, TX, 78215	0.78	Date of birth unreadable Phone reformatted Address re-cased Whitespace trimmed+1 more
TPA-63429	TPA	Betty Berry	1990-10-16	—	4073115295	9242 Desert Sky Blvd, Scottsdale, AZ, 85296	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52575	TPA	David Lewis	1981-04-09	—	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61333	TPA	Judith Martinez	1969-01-07	—	—	7901 Spring St, Scottsdale, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50061	TPA	Michael Franklin	1940-01-11	—	—	8021 Park Pl, Fresno, CA, 93753	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59865	TPA	Julia H Carter	1993-12-09	—	—	7784 Apache Blvd, Columbus, OH, 43266	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57423	TPA	Anna Lee	1960-02-06	—	9182969182	911 Ocean Ave, Nashville, TN, 37287	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59612	TPA	Paul Welch	1951-06-06	—	3554768150	1850 Park Pl, Phoenix, AZ, 85071	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63733	TPA	Bryan Ortega	1959-02-07	—	—	6900 Union St, San Antonio, TX, 78226	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56964	TPA	Julia Collins	1951-07-27	—	—	9208 Camelback Rd, Eden Prairie, MN, 55371	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50309	TPA	Evelyn Brooks	1949-05-03	—	—	9160 Forest Ave, Scottsdale, AZ, 85239	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58480	TPA	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51959	TPA	Jonathan Cunningham	1988-01-15	—	—	8972 Union St, Minneapolis, MN, 55470	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64378	TPA	Emily Hamilton	1985-04-24	—	—	1869 Apache Blvd, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53780	TPA	Ann Murphy	1974-11-17	UHC-34533-93	—	4819 Church St, Charlotte, NC, 28266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59269	TPA	Elizabeth Dean	1989-06-12	—	—	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56642	TPA	Denise Richardson	2002-10-07	—	5933811522	6090 Spring St, Chandler, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61346	TPA	Jack Coleman	1964-09-02	—	3779367466	8122 Main St, Phoenix, AZ, 85088	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61471	TPA	Ethan Sanchez	1971-12-04	UHC-35179-03	—	1217 Oak St, San Antonio, TX, 78252	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-60486	TPA	Marcus Coleman	1946-04-27	—	6195191216	9477 Highland Ave, Sacramento, CA, 95820	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-54970	TPA	Lauren Y Cook	1991-09-16	—	4207704301	5042 Highland Ave, San Antonio, TX, 78202	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52566	TPA	Christina Washington	1957-03-02	—	—	6381 Palm Dr, Las Vegas, NV, 89126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 129 of 158Previous Next