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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427552	CLM	Cynthia Burke	1950-06-14	UHC-33647-68	9508055680	5687 Central Ave, Fresno, CA, 93732	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130689	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Name split from “Last, First”Name re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-417539	CLM	Carl K Duncan	1971-02-08	UHC-95895-02	8413458253	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-107046	ENR	Eric A Smith	1997-09-09	UHC-59513-92	3888402273	5502 Valley View Dr, Sacramento, CA, 95847	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107045	ENR	Eric A Smith	1997-09-09	UHC-59513-92	3888402273	5502 Valley View Dr, Sacramento, CA, 95847	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413138	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413137	CLM	Chris S Hamilton	1984-10-03	—	—	1418 Broadway, Seattle, WA, 98108	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404492	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN, 55470	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
TPA-56543	TPA	Debbie Gonzalez	1945-11-14	—	—	3485 Desert Sky Blvd Apt 21, Seattle, WA, 98153	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
ENR-118380	ENR	Joan A Alvarado	1946-07-21	UHC-00087-63	8823688818	8314 Forest Ave, Miami, FL, 33182	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405650	CLM	Raymond Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO, 80292	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403580	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403579	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405490	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-121962	ENR	Edward H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
PRV-24424	PRV	Elizabeth Ray	1992-08-26	UHC-71909-01	5403587821	3693 Main St, Scottsdale, AZ, 85288	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24776	PRV	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-121650	ENR	Anthony Z Wevaer	1999-03-14	UHC-71437-69	7475189556	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-121544	ENR	Gloria Patel	1938-09-05	UHC-83726-88	3995084680	5439 Church St, Dallas, TX, 75238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-124040	ENR	Brenda T Thompson	1986-01-18	UHC-36650-08	3157303561	7461 Lincoln Way, Seattle, WA, 98165	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111698	ENR	Angela Guzman	1958-01-27	UHC-35394-38	8578799408	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
PRV-28570	PRV	Ashley E Wallace	1961-07-08	—	8478064359	2406 Church St, Tucson, AZ, 85772	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137863	ENR	Carolyn E Richards	1968-03-22	UHC-56196-28	2452824051	2372 Lincoln Way # 975, Columbus, OH, 43261	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-57658	TPA	Elizabeth Gibson	1955-05-15	—	3338331944	833 Sage Ct, Tampa, FL, 33661	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124502	ENR	Matthew B Li	1961-10-17	UHC-62155-73	6165322624	1754 Hillcrest Rd, Austin, TX, 78792	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417076	CLM	Billy Griffin	1986-06-20	UHC-51997-76	—	1134 Valley View Dr, Houston, TX, 77016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20788	PRV	Carl Lynch	1955-06-17	—	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138208	ENR	Carl Gibson	1986-02-04	UHC-12791-74	3082058233	1931 Camelback Rd, Jacksonville, FL, 32236	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127093	ENR	Marlyn Myers	1946-03-07	UHC-34070-23	8393086792	2654 Harbor Blvd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100528	ENR	Carolyn A Jordan	1954-01-14	UHC-55355-54	6687154719	2491 Harbor Blvd Apt 11, Columbus, OH, 43231	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-123247	ENR	Willie Z Reynolds	1995-05-24	UHC-16629-32	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-428977	CLM	Deborah Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-421239	CLM	Parker Elizabeth	1941-06-22	—	—	1852 Cedar Ln, Seattle, WA, 98141	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51739	TPA	Judy Gomez	1977-08-18	UHC-18172-29	—	8411 Canyon Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54387	TPA	Lori Aguilar	1983-07-12	—	—	1976 Spring St, Charlotte, NC, 28204	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116652	ENR	Mark X Delgado	1948-10-08	UHC-23763-86	7635354722	2337 Mesa Dr, Tempe, AZ, 85209	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127501	ENR	Donna B Mejia	1940-08-24	—	6568657046	4211 Valley View Dr, Tucson, AZ, 85783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-25413	PRV	Christine Warren	1963-10-03	—	8026679446	9742 Sunset Blvd, Dallas, TX, 75248	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129667	ENR	Angela E Hamilton	1940-07-12	UHC-79266-88	3734346613	2240 Market St, Chandler, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61824	TPA	Pamela Shaw	1999-12-17	—	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-141781	ENR	Doris Martinez	1970-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-105394	ENR	Margret Petterson	1949-08-05	UHC-10133-58	2546185856	1149 Apache Blvd, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423676	CLM	Brenda Allen	1952-03-07	—	—	2354 Apache Blvd, Atlanta, GA, 30345	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423284	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-423285	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
TPA-52933	TPA	William Vasquez	1939-01-24	—	4555269205	3942 Union St # 112, Minneapolis, MN, 55411	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-64109	TPA	Jeffrey Q Richardson	1974-03-06	—	—	3760 Highland Ave, Eden Prairie, MN, 55343	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418511	CLM	Ahmed Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St, Scottsdale, AZ, 85299	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120901	ENR	Yuki C Oliver	2004-09-14	UHC-01996-12	3858687069	3917 Bayshore Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more

9,980 rows, page 118 of 200Previous Next