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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425737	CLM	Arjun F Marshall	1974-03-22	—	—	4070 Willow Ct, Tampa, FL, 33617	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-428958	CLM	Bob Carter	1978-08-07	UHC-70161-33	—	2190 Baseline Rd, Sacramento, CA, 95874	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425043	CLM	Patrick Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-432740	CLM	Eugene Obrien	2005-10-05	UHC-43357-48	—	3202 Spring St, Fresno, CA, 93784	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409550	CLM	Mateo Aguilar	1998-07-14	UHC-24591-16	—	9152 Elm St, Dallas, TX, 75284	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402981	CLM	Madison J Rose	1970-12-15	UHC-87593-49	—	8668 Desert Sky Blvd, Chandler, AZ, 85292	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-423250	CLM	Nicole Ray	1991-05-02	UHC-64218-26	9488690466	4464 Sunset Blvd, Minneapolis, MN, 55465	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422063	CLM	Janet W Aguilar	1959-11-13	UHC-58854-62	3556563331	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-431060	CLM	Jonathan Hunt	1991-05-28	UHC-20299-86	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-417549	CLM	Clark Brian	1987-06-26	UHC-00086-75	—	5121 Palm Dr, Charlotte, NC, 28210	0.78	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-410179	CLM	Brian Richardson	2007-07-09	—	5084159103	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-431816	CLM	Camila F Fuller	1989-01-15	—	6003770152	5726 Church St, Sacramento, CA, 95831	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407186	CLM	Linda Obrien	1944-04-01	UHC-52970-96	5585792710	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-421532	CLM	Jonathan Woods	1970-07-25	UHC-89716-42	—	727 Church St, Las Vegas, NV, 89156	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407448	CLM	Joseph C Kng	1982-12-04	UHC-46651-11	—	9130 Broadway, Jacksonville, FL	0.78	Date of birth reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-429422	CLM	Aguilar Teresa	1981-02-28	UHC-46788-51	—	1690 Willow Ct, Austin, TX, 78758	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402693	CLM	Rady Rogers	1960-08-11	—	—	9480 Mesa Dr, Fresno, CA, 93745	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411285	CLM	Willie Reynolds	1947-10-04	UHC-78768-85	6115980362	2369 Mesa Dr, Austin, TX, 78791	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412522	CLM	Yuki Stevens	1989-02-04	UHC-99868-56	—	8690 Mesa Dr, Nashville, TN, 37273	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415502	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	5159522857	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-418709	CLM	Ana Burton	1972-03-20	UHC-36574-30	—	3854 Spring St, Chandler, AZ, 85266	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412761	CLM	Sofia Fields	1992-11-05	UHC-87225-68	4844312014	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-401424	CLM	Maria Singh	1983-05-20	UHC-69979-70	—	8998 Jefferson Ave, Las Vegas, NV, 89195	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425599	CLM	Carol Stevens	1965-12-10	UHC-68436-17	5304496444	8238 Indian School Rd, Eden Prairie, MN, 55343	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-408559	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	4309762568	7374 Lake View Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-428069	CLM	Day O Richard	1996-05-28	—	—	4851 Ridge Rd, Tempe, AZ, 85292	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403584	CLM	Luis Ramos	2006-08-19	UHC-23311-92	—	3844 Ridge Rd, San Antonio, TX, 78248	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404681	CLM	Kathleen O Obrien	1988-02-05	—	—	9351 Elm St, Los Angeles, CA, 90075	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421246	CLM	Juan Q Dean	1979-07-12	UHC-22298-86	—	7400 Church St, Glendale, AZ, 85376	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-414786	CLM	Megaan Morrisson	1981-12-16	UHC-40939-67	—	5736 Cedar Ln, Tampa, FL, 33645	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431245	CLM	Gregury Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-430657	CLM	Helen Kelly	1976-06-06	UHC-38298-68	—	7180 River Rd, Gilbert, AZ, 85205	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418902	CLM	Heather Vazquez	1986-11-05	UHC-80866-77	8963722273	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406826	CLM	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405351	CLM	Barbara Simmons	1966-11-20	—	9159561852	3632 Sunset Blvd, Houston, TX, 77080	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410798	CLM	Danielle Clarrk	1984-08-14	UHC-04851-37	—	8705 Palm Dr, Scottsdale, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429950	CLM	Frances Hansen	1958-11-10	UHC-28727-85	7442864153	8848 Lincoln Way, San Diego, CA, 92179	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-429054	CLM	Walter Henry	1984-06-04	—	6979268338	2593 Bayshore Dr, Atlanta, GA, 30307	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411053	CLM	Bob Collins	1952-01-11	UHC-33675-90	—	626 Spring St, Sacramento, CA, 95859	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-427148	CLM	Michael Y Castillo	1993-10-10	UHC-96541-82	—	3184 Bayshore Dr, Dallas, TX, 75234	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426152	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-426151	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-408166	CLM	Charlotte Vega	1969-05-09	—	—	4574 Ocean Ave, Las Vegas, NV, 89191	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414583	CLM	Laura Howard	1997-03-08	UHC-87745-99	—	1777 Maple Ave, Charlotte, NC, 28257	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427614	CLM	Albert Hoffman	1967-12-23	UHC-01119-28	2223016223	3682 Pine Dr, San Diego, CA, 92153	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401184	CLM	Amber Jimenez	2004-03-08	—	—	9003 Camelback Rd, Glendale, AZ, 85390	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423839	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	6593427028	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427382	CLM	Stephanie Bennett	1990-02-04	—	3279715548	9669 Maple Ave, Glendale, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-420673	CLM	Mary Weber	1964-12-04	UHC-98691-21	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-405982	CLM	Abigail George	1993-07-19	UHC-48841-18	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more

10,559 rows, page 116 of 212Previous Next