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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404377	CLM	Noah Weber	1956-12-23	UHC-61800-97	2984654134	9454 Church St, Denver, CO, 80243	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+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-412501	CLM	Denny Dunn	1985-02-25	UHC-21945-46	7884501406	4708 Valley View Dr, Tucson, AZ, 85718	0.78	Phone reformatted Street suffix standardised Address re-cased City 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-432815	CLM	Janet Ryan	1975-11-19	UHC-91920-53	—	1232 Desert Sky Blvd, San Antonio, TX, 78221	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400695	CLM	Diego Holmes	1965-05-21	UHC-52136-33	—	5512 Sage Ct, Scottsdale, AZ, 85238	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-408821	CLM	Zachary Hudson	1945-08-22	UHC-04938-33	2367128579	4326 Palm Dr, Houston, TX, 77085	0.78	Name re-cased Street suffix standardised Address re-cased City 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-414078	CLM	Jesse U Ward	2002-03-04	UHC-08488-60	2216734126	1208 Elm St, Nashville, TN, 37290	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-418589	CLM	Arjun Ward	1958-02-24	—	—	5039 Washington St, Minneapolis, MN, 55449	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420035	CLM	Bobby Butler	2008-11-09	UHC-08110-05	—	7923 Ridge Rd, Fresno, CA	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-410082	CLM	Priya Aguilar	2000-10-24	UHC-54958-14	—	6298 Pine Dr, San Diego, CA, 92143	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429542	CLM	Omar Boyd	1939-02-16	UHC-90001-13	—	5368 Lake View Rd, Tempe, AZ, 85257	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-421819	CLM	Larry Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
CLM-401306	CLM	Kelly James	1949-07-15	—	—	1768 Maple Ave, Eden Prairie, MN, 55316	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403884	CLM	Keith B Jordan	1963-03-15	—	—	7093 Apache Blvd Apt 15, Nashville, TN, 37267	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-408230	CLM	Jason Ramirez	1998-11-21	UHC-37350-18	—	6727 Valley View Dr, Minneapolis, MN, 55491	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417110	CLM	Valentina H Valdaz	1957-12-13	UHC-40345-86	4057536555	1921 Broadway # 658, Glendale, AZ, 85399	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-428816	CLM	Betty P Stephens	2007-12-15	—	8869139445	2735 Lincoln Way, Atlanta, GA, 30337	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411797	CLM	Samantha Walker	1979-07-04	—	7909878375	1903 Baseline Rd, Denver, CO, 80237	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-418937	CLM	Eugene Fuller	1947-08-22	—	—	738 Market St, Minneapolis, MN, 55473	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-405404	CLM	Josh Hill	1909-06-01	UHC-62851-11	—	1228 Central Ave, Seattle, WA, 98125	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-411141	CLM	Linda Pane	1989-08-18	UHC-24198-89	—	9531 Sage Ct, Tampa, FL, 33676	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-420979	CLM	Andrew Fernandez	1954-12-06	UHC-63371-59	9835588894	3013 Pine Dr, Dallas, TX, 75280	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-415796	CLM	Joseph Barnes	1982-05-06	UHC-09374-54	5693977598	9650 Camelback Rd, Chandler, AZ, 85257	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-429962	CLM	Betty Q Sandoval	1944-09-25	—	4354236348	1080 Desert Sky Blvd, Dallas, TX, 75227	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-430629	CLM	Barbara Stevens	1977-08-17	—	2502990466	720 Main St Apt 37, Las Vegas, NV, 89150	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
CLM-416797	CLM	Frank Weber	1956-03-02	UHC-60254-75	—	3595 Valley View Dr, Glendale, AZ, 85311	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404474	CLM	Billy Barnes	1995-06-25	UHC-81889-78	—	3035 Church St, Tampa, FL, 33672	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421145	CLM	Tony Walsh	1957-03-18	UHC-21787-35	—	7990 Valley View Dr, Seattle, WA, 98169	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-414194	CLM	Angela Gray	2007-12-16	—	3803346793	2292 Jefferson Ave, Miami, FL, 33121	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425908	CLM	Sarah Santos	1995-02-15	—	7609531414	2924 Market St, Scottsdale, AZ, 85223	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-408316	CLM	Susan Estrada	1994-10-02	—	—	4654 Bayshore Dr, Gilbert, AZ, 85263	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-406192	CLM	Fatima Perkins	1992-04-14	UHC-00138-75	—	107 Central Ave, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-420221	CLM	Ruth Pierce	2002-09-13	—	9432526053	640 Pine Dr, Nashville, TN, 37252	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400031	CLM	Jennifer Matthews	1957-08-01	—	—	1779 Harbor Blvd, Charlotte, NC, 28281	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-415312	CLM	Albert W Gray	1946-07-15	UHC-15346-69	—	3904 Valley View Dr, Dallas, TX, 75273	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-405480	CLM	Sandra Owens	1978-11-16	UHC-89246-62	8853856982	6957 Bayshore Dr, Seattle, WA, 98175	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404713	CLM	Mary Austin	1955-10-10	—	—	9469 Cedar Ln, Miami, FL, 33186	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-426699	CLM	Dennis K Harris	1980-02-23	UHC-39362-82	—	9387 Valley View Dr, Sacramento, CA, 95868	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-427128	CLM	Philip Harris	1963-02-18	UHC-05604-54	2819879162	7717 Valley View Dr, Chandler, AZ, 85207	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-402660	CLM	Cheryl F Vasquez	1997-07-02	—	8685691985	6164 Jefferson Ave, Houston, TX, 77061	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-431963	CLM	Frances Williamson	1960-10-28	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-422005	CLM	Olivia Reed	1955-05-19	UHC-00376-74	—	9635 Forest Ave, San Antonio, TX, 78276	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426621	CLM	Charlotte I Rogerrs	1996-03-20	—	—	7069 Cedar Ln, Houston, TX, 77038	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430607	CLM	Mateo K Patel	1961-03-05	UHC-36080-99	5076092351	8109 Canyon Rd, San Antonio, TX, 78253	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411576	CLM	Kyle Ortega	1989-09-20	—	—	2383 Jefferson Ave, Houston, TX, 77090	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407742	CLM	Samantha Smith	1958-06-16	UHC-07147-08	—	1097 Spring St, Los Angeles, CA, 90067	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-422029	CLM	Cynthia Jenkins	1996-07-15	UHC-84353-34	—	3297 Ridge Rd, San Antonio, TX, 78254	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409180	CLM	Omar Contreras	1990-04-12	UHC-81935-53	—	920 Valley View Dr, Columbus, OH, 43250	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

5,235 rows, page 76 of 105Previous Next