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

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110757	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-412102	CLM	Ralph Price	1978-07-26	—	—	1502 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123364	ENR	Bryan S Simmons	1947-11-10	UHC-87202-79	—	67 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404619	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	—	2371 Union St, Gilbert, AZ	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
PRV-21402	PRV	Thomas Kelly	2007-01-02	—	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-64178	TPA	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141166	ENR	Jon Holmes	1983-10-10	UHC-68789-09	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-407127	CLM	Grace Rice	1947-01-14	UHC-38233-38	3138154333	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-133777	ENR	Walter Guerrero	2001-02-15	UHC-26876-34	—	8015 Apache Blvd, Minneapolis, MN, 55469	0.64	Name re-cased Phone missing area code SSN last four extracted City re-cased+2 more
ENR-135849	ENR	Evelyn Walsh	1945-11-12	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-139295	ENR	Alexis E Duncan	1970-08-21	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119947	ENR	Tricia M Robertson	1997-07-11	UHC-21505-88	5882219616	5703 River Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110217	ENR	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120327	ENR	Shirley Burton	1979-04-27	UHC-79252-08	6028966728	9840 Ocean Ave, San Antonio, TX, 78265	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
TPA-63931	TPA	Zachary Scott	1949-12-24	—	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417512	CLM	Debra Obrien	2006-10-26	UHC-76374-56	6177505686	6594 Forest Ave, Fresno, CA, 93775	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418926	CLM	Aaron Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105036	ENR	Stephen X Romero	2005-04-12	UHC-91458-30	7232201272	2814 Sage Ct, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427714	CLM	Billy Pallmer	1993-09-23	UHC-01676-73	—	7861 Hillcrest Rd, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421433	CLM	Matha Medina	1958-10-18	—	—	2912 River Rd, Denver, CO, 80285	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-22394	PRV	Rebecca Z Burns	1988-10-20	—	8017363234	3762 Cedar Ln, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56953	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56954	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117396	ENR	Marilyn C Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
PRV-22505	PRV	Alyce Q Salazar	2002-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25248	PRV	Carlos Thomas	—	UHC-95358-09	5856435143	4110 Camelback Rd, Mesa, AZ, 85267	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-412581	CLM	Shirley Sanchez	1948-12-12	UHC-11667-88	—	5839 Apache Blvd, Fresno, CA, 93740	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60728	TPA	Teresa Tompson	1988-10-23	—	—	3780 Mountain View Dr, Tempe, AZ, 85262	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105109	ENR	Martha Jimenez	1966-11-05	UHC-80991-11	8906382844	6213 Oak St, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-116085	ENR	Frannces Y Mendez	1969-07-06	UHC-23857-56	3998187185	1557 Indian School Rd, Phoenix, AZ, 85086	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429295	CLM	Valentina Singh	1955-11-26	—	—	4496 Union St, Dallas, TX, 75295	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135090	ENR	Russell X Marshall	1971-08-06	UHC-83173-41	2437149342	962 Spring St # 885, Tempe, AZ, 85278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106765	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct Apt 3, Houston, TX, 77074	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116654	ENR	Billy V Nunez	1974-06-02	UHC-72442-85	3876015975	4507 Mesa Dr, Jacksonville, FL, 32295	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134192	ENR	Beverly P Moraales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425371	CLM	Linda H Willis	1996-05-06	UHC-42566-34	—	4422 Union St, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427536	CLM	Bobby Williamson	1981-09-16	UHC-55721-28	—	7659 Maple Ave, Orlando, FL, 32879	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142276	ENR	Doris Q Obrien	1973-11-11	UHC-18952-16	7817896098	8287 Grand Ave, Fresno, CA, 93705	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106940	ENR	Michael W Carpenter	1970-03-14	UHC-72769-44	7234587347	5993 Willow Ct, Tucson, AZ, 85755	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407430	CLM	Cynthia Ward	—	UHC-59138-15	—	3700 Hillcrest Rd, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-63659	TPA	Grace Richardson	1979-11-01	—	5666887063	489 Ocean Ave, Scottsdale, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412145	CLM	Doris Guerrero	1951-01-14	UHC-32145-61	2233136814	1029 Spring St, Las Vegas, NV, 89147	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115078	ENR	Butler Andrea	1941-12-05	UHC-91603-61	6377994482	6968 Highland Ave, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425468	CLM	Robert O Bradley	1991-11-22	UHC-05439-11	5582033873	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-407024	CLM	Yuki Larson	2005-01-18	—	—	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-420431	CLM	Paul Wang	2006-01-27	UHC-64029-57	—	315 Forest Ave, Charlotte, NC, 28273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431228	CLM	Jeremy Garrett	1946-10-22	—	6188790007	1633 Indian School Rd, Gilbert, AZ, 85240	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111137	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave # 496, Fresno, CA, 93782	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
TPA-55027	TPA	Deborah Thompson	1963-04-19	—	—	6191 Lake View Rd, Tucson, AZ, 85767	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

39,996 rows, page 185 of 800Previous Next