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-409199	CLM	Jeffrey Fernandez	1988-07-18	UHC-18727-96	—	5524 Willow Ct, Jacksonville, FL, 32230	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414457	CLM	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410529	CLM	Bradley Perkins	2003-08-26	—	—	616 Lincoln Way, Sacramento, CA, 95898	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-410885	CLM	Bruce Perkins	1997-04-11	UHC-22797-74	9886056822	2502 Church St, Orlando, FL, 32874	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414818	CLM	Jeremy Mejia	1951-09-14	UHC-91734-57	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-408268	CLM	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405808	CLM	Ethan Lee	1995-05-01	UHC-81069-13	—	999 Church St, Mesa, AZ, 85219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424323	CLM	Alan Powell	—	UHC-25780-72	—	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
CLM-418749	CLM	Tony T Taylor	2004-02-11	UHC-75125-22	—	1177 Sage Ct, San Antonio, TX, 78208	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419352	CLM	Santiago O Hamilton	2007-02-12	UHC-80543-19	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-432584	CLM	Alan Harris	1945-08-05	—	6765925049	1221 Union St, Minneapolis, MN, 55422	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407699	CLM	Angela Cunningham	1966-05-09	UHC-40509-23	9455797915	4347 Lincoln Way, Columbus, OH, 43222	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408734	CLM	Yuki Payne	1981-03-02	—	—	348 Maple Ave, Nashville, TN, 37245	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408882	CLM	Mariana D Reynolds	1962-01-23	UHC-70487-07	2965616287	5259 Palm Dr, Phoenix, AZ, 85038	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412618	CLM	Diego C Marquez	1993-02-10	UHC-16469-95	—	8702 Valley View Dr, Columbus, OH, 43264	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428669	CLM	Vincent Jordan	1980-03-11	UHC-23949-87	—	105 Lincoln Way, Tempe, AZ, 85219	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427928	CLM	Kevin Guerrero	1956-03-23	UHC-55296-65	—	4927 River Rd, Fresno, CA, 93783	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-415685	CLM	Sophia Lee	2003-03-11	—	—	528 Ocean Ave, Gilbert, AZ, 85227	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414555	CLM	Brandon Warren	2003-01-11	UHC-89576-83	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-422897	CLM	Jean Boyd	1986-07-09	—	—	3545 Oak St, Las Vegas, NV, 89160	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401813	CLM	Judy C Perez	1996-05-07	UHC-59915-18	2814323145	9661 Mesa Dr, Minneapolis, MN, 55456	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-404765	CLM	Julie Payne	1985-03-08	—	—	6265 Market St, Las Vegas, NV, 89115	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425501	CLM	Russell Hudson	1962-10-13	UHC-66326-40	—	8985 Hillcrest Rd, Columbus, OH, 43252	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407080	CLM	Andrew R Fisher	1976-09-27	UHC-49611-17	6218418223	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427314	CLM	Sharon Rodriguez	1952-10-06	—	—	5998 Elm St, Seattle, WA, 98103	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426197	CLM	Kathleen B Boyd	2005-02-18	—	6477208376	2553 Spring St, Orlando, FL, 32807	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406959	CLM	Joe Carlson	2001-05-21	—	4792771673	9839 Harbor Blvd, San Antonio, TX, 78297	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404590	CLM	Lawrence Ray	2003-02-01	UHC-13779-44	3947482986	2388 Oak St, Houston, TX, 77047	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-420112	CLM	Daniel Grreene	2007-02-23	—	6649694175	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405370	CLM	Danielle Ellis	1990-10-07	UHC-82998-58	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425556	CLM	Klly Wallace	2001-09-05	UHC-98623-51	—	9436 Oak St, Scottsdale, AZ, 85287	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410394	CLM	Mason Rojas	1947-11-28	UHC-13780-94	—	8427 Washington St, Gilbert, AZ, 85269	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431054	CLM	Richard Espinoza	1964-11-08	UHC-63534-92	9417595001	2138 Spring St, Sacramento, CA, 95882	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421259	CLM	Dot Bradley	1952-09-12	—	—	634 Canyon Rd, Seattle, WA, 98100	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
CLM-407012	CLM	Peter R Espinoza	1990-02-16	UHC-78282-10	5968422314	797 River Rd, San Diego, CA, 92101	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431691	CLM	Carolyn H Coleman	1983-04-25	UHC-26718-50	8044099216	9842 Mesa Dr, Miami, FL, 33199	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424408	CLM	Hiroshi Silva	1974-10-02	UHC-15848-34	—	7709 Harbor Blvd, Houston, TX, 77007	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428415	CLM	Nicholas Santos	1973-05-25	—	6419171258	6211 Main St, Mesa, AZ, 85237	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430136	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave Apt 8, Las Vegas, NV, 89142	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-418829	CLM	Heather Moarles	1942-08-03	—	—	6122 Baseline Rd, Austin, TX, 78708	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426217	CLM	Carol Freeman	1971-02-08	UHC-19344-36	2676608104	8098 Apache Blvd, Minneapolis, MN, 55445	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409575	CLM	Heather T Welch	1979-04-06	—	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409576	CLM	Heather T Welch	1979-04-06	—	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416619	CLM	Rachel Johnston	2005-08-26	UHC-09885-88	—	9518 Jefferson Ave, Scottsdale, AZ, 85278	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407037	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	2400 Willow Ct, Austin, TX, 78722	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-407800	CLM	Lisa Berry	1993-11-04	—	—	1455 Harbor Blvd, Minneapolis, MN, 55495	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427158	CLM	Harold Murphy	1948-08-24	UHC-22265-13	—	7183 River Rd, Los Angeles, CA, 90004	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423210	CLM	Elijah Wells	2007-01-01	—	9778639396	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423211	CLM	Elijah Wells	2007-01-01	—	9778639396	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412074	CLM	Russell Williamson	1947-11-06	UHC-57475-82	8947451321	1151 Maple Ave, Miami, FL, 33120	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 121 of 212Previous Next