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

Claims, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412351	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412350	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404902	CLM	Gerald Cox	1971-10-05	UHC-87483-13	—	5111 Canyon Rd, Plano, TX, 75044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422330	CLM	Charles Cook	1998-06-25	—	5102279429	7590 Harbor Blvd # 368, San Diego, CA, 92174	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-428171	CLM	Megan Prez	1984-12-22	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-429169	CLM	Keith Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422850	CLM	George F Kelley	1982-01-24	—	6913678431	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406236	CLM	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422582	CLM	John Hughes	1947-09-08	UHC-46207-33	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408966	CLM	Logan M Carpenter	—	UHC-56149-76	—	7199 Bayshore Dr, Austin, TX, 78766	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-403426	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412752	CLM	Cruz U Rachel	1995-10-10	—	—	94 Palm Dr, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405156	CLM	Greg Hunt	1978-09-14	UHC-84710-60	—	6266 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419209	CLM	Judith Robertson	1974-05-11	—	7009462387	9604 Elm St, Nashville, TN, 37268	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-416182	CLM	David Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432190	CLM	Doris Obrien	1973-11-11	—	—	8287 Grand Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425532	CLM	Stephen Y Webb	1950-06-21	UHC-02013-78	7028641262	7464 Canyon Rd, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408084	CLM	Randy H Wod	1980-05-19	—	7357520739	4592 Desert Sky Blvd Apt 6, Glendale, AZ, 85346	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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
CLM-419635	CLM	Nicole Carlson	1941-10-20	UHC-64211-07	3498869262	8802 Pine Dr, Tampa, FL, 33663	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432288	CLM	Cheryl Johnson	1973-02-07	—	3353150878	101 Palm Dr, Sacramento, CA, 95821	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414097	CLM	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd, San Antonio, TX, 78231	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417982	CLM	Diego A Gibson	1990-01-08	UHC-11359-80	6895127151	8121 Valley View Dr, Mesa, AZ, 85233	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424883	CLM	Sarah Mitchell	1992-09-26	UHC-43687-13	—	8532 Oak St, Eden Prairie, MN, 55386	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-408357	CLM	Jacqueline Yang	1995-11-26	UHC-86549-94	9155081646	100 Ocean Ave, Austin, TX, 78774	0.64	Name split from “Last, First”Phone 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
CLM-413374	CLM	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.64	Date of birth reformatted Phone 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-431431	CLM	Kathryn Dominguez	1939-12-18	UHC-46274-34	—	6195 Apache Blvd, Sacramento, CA, 95854	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-409207	CLM	Jonathan Davis	1971-02-15	—	3969368043	6574 Sage Ct, Gilbert, AZ, 85207	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
CLM-406790	CLM	Jacqueline Burke	1994-12-08	—	6827859387	904 Baseline Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted 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
CLM-425461	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-425460	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-431342	CLM	Kayla Broosk	1994-05-18	—	2779818387	4646 Camelback Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411570	CLM	Wei Crawford	1994-12-28	UHC-41748-21	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.64	Name split from “Last, First”Date of birth reformatted 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
CLM-414411	CLM	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave Apt 34, Phoenix, AZ, 85084	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418444	CLM	Priya Reyes	1960-06-21	—	—	8136 Ridge Rd, Houston, TX, 77058	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+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
CLM-407640	CLM	Kevin Webb	1955-11-24	UHC-94348-70	3485577485	9305 Grand Ave, Atlanta, GA, 30375	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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
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
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
CLM-404974	CLM	Sofia R Hughes	1957-03-08	—	2312572917	6276 Bayshore Dr, Columbus, OH, 43264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403793	CLM	Julie X Bowman	2002-09-10	UHC-06316-83	8434821286	3620 Harbor Blvd, Glendale, AZ, 85349	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 109 of 329Previous Next