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-51326	TPA	Denise Bennett	2003-06-18	—	—	3143 Mountain View Dr, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55363	TPA	Emma Simmons	2001-06-02	—	—	1515 Cedar Ln, Austin, TX, 78781	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56232	TPA	Daniel J Larson	1969-07-04	—	—	5189 Jefferson Ave, Seattle, WA, 98194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60657	TPA	Brian Thomas	1968-11-22	—	7167398921	4478 River Rd, San Diego, CA, 92183	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52966	TPA	Maria Robinson	1962-12-03	—	2829200240	717 Grand Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61365	TPA	Brian Davis	1966-07-20	—	—	6652 Park Pl, Jacksonville, FL, 32214	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60329	TPA	Diego Fields	1958-05-17	—	8506646040	7626 Union St, Los Angeles, CA, 90092	0.62	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+3 more
TPA-63238	TPA	Martha Hunter	1960-05-25	—	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-60740	TPA	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-53464	TPA	Gerald Martinez	1955-10-03	—	—	4734 Grand Ave, Dallas, TX, 75298	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54843	TPA	Tom Z Berry	1992-07-25	—	8885793983	1895 Hillcrest Rd, San Diego, CA, 92146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64179	TPA	Samuel Carter	1993-11-27	—	—	4509 Sage Ct, Seattle, WA, 98190	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59680	TPA	Julie Flores	2005-12-02	—	7857529815	354 Lake View Rd, Orlando, FL, 32818	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57967	TPA	Jennifer Santos	1944-02-16	—	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53088	TPA	Bradley Vega	1938-06-13	—	9496089448	7952 Spring St, Gilbert, AZ, 85274	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55856	TPA	Lisa Chapman	1946-10-13	—	—	9436 Ocean Ave, Dallas, TX, 75214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50666	TPA	Daniel Wright	1970-12-24	—	—	1934 Valley View Dr, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50789	TPA	Robert Lawrence	1947-08-14	—	3046283850	2875 Elm St, Columbus, OH, 43237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53083	TPA	Janet McDonald	1982-06-05	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54917	TPA	Nancy Wright	1988-08-12	—	2338354224	7666 Oak St, Los Angeles, CA, 90040	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61838	TPA	Ellijah L Montgomery	1993-03-04	—	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
TPA-55294	TPA	Douglas Obrien	1966-08-26	—	—	6471 Church St, Chandler, AZ, 85231	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61765	TPA	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60242	TPA	Laura Schmidt	2005-07-10	—	5699752119	4315 Union St, Mesa, AZ, 85230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57174	TPA	Madison Taylor	1957-08-22	—	2967985659	16 Ocean Ave, Jacksonville, FL, 32299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59733	TPA	Billy Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54740	TPA	Ashley Gibson	2005-08-12	—	—	8818 Maple Ave, Phoenix, AZ, 85045	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63206	TPA	Barbara Peters	1951-04-10	—	6223928410	4436 Maple Ave, Tampa, FL, 33650	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64305	TPA	Teresa A Roberts	1955-11-12	—	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63584	TPA	Judith Knight	1991-09-15	UHC-83763-88	9876878180	9676 Sage Ct, Columbus, OH, 43269	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-53524	TPA	Christine X Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60062	TPA	William Reyes	1940-08-06	—	2314369033	6141 Union St, Jacksonville, FL, 32256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50839	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64154	TPA	Jonathan Bisohp	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60720	TPA	Diane D Dominguez	1946-08-06	—	—	9605 Union St, Sacramento, CA, 95862	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54132	TPA	Bradley Fernandez	1946-08-11	—	—	660 Maple Ave, San Antonio, TX, 78285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52488	TPA	Grace Singh	1980-08-17	—	5928829805	3869 Central Ave, Miami, FL, 33192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60368	TPA	Hannah Brooks	1959-04-20	—	8419700136	6472 Washington St, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58216	TPA	Carl Lucas	1946-09-27	—	8847640819	8483 Sage Ct, Austin, TX, 78748	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-59768	TPA	Richard Schultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55923	TPA	Mark Gutierrez	1973-08-10	—	2768867944	9527 Mesa Dr, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56523	TPA	Cyntia Jensen	1959-05-28	—	2685969803	454 Apache Blvd, Columbus, OH, 43277	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
TPA-53173	TPA	Bruce Hart	1963-04-13	—	8042921422	8947 Market St, Chandler, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62894	TPA	Isabella Fox	1977-01-22	—	4159551595	9600 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58900	TPA	Maria E Wells	1946-03-19	—	7306534530	7304 Mountain View Dr, Phoenix, AZ, 85099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50740	TPA	Dylan Kim	2007-06-24	UHC-93308-26	—	7800 Elm St, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55607	TPA	Luis Nelson	2007-06-21	—	—	5017 Sunset Blvd, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50101	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-50100	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more

2,435 rows, page 16 of 49Previous Next