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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403585	CLM	Luis Ramos	2006-08-19	—	7167034310	3844 Ridge Rd, San Antonio, TX, 78248	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432225	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428689	CLM	Walter A Tucker	1976-12-11	UHC-36982-74	8879136632	7362 Desert Sky Blvd, Jacksonville, FL, 32253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427385	CLM	Debbie Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-404985	CLM	Karen Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406188	CLM	Jerry Meyer	1954-02-05	—	6818803780	6076 Pine Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432188	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-405178	CLM	Kathy Ortiz	2002-12-20	UHC-91659-15	3888039820	8356 Indian School Rd, Charlotte, NC, 28241	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-414373	CLM	Kimberly H George	—	UHC-06108-11	3043669565	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-409044	CLM	Doirs Ford	1985-08-03	—	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-425928	CLM	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420672	CLM	Mary Weber	1964-12-04	—	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-414387	CLM	Carl Vasquez	—	—	3964821958	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-420794	CLM	Diane Lewis	2003-08-05	—	7765354065	566 Baseline Rd, Atlanta, GA, 30328	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400834	CLM	Julie Webb	1951-02-14	UHC-82880-52	8449153139	3557 Palm Dr, Eden Prairie, MN, 55331	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-403570	CLM	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429981	CLM	Susan H Williamson	2008-12-09	—	8867284774	2677 Hillcrest Rd, Sacramento, CA, 95846	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402871	CLM	Wang E Lisa	1986-12-04	—	2178295665	4350 Elm St, San Diego, CA, 92102	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413195	CLM	Jackie Watson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln Apt 8, Tucson, AZ, 85733	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412159	CLM	Benjamin Rice	2001-11-22	—	8745265526	5390 Baseline Rd, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409452	CLM	Rachel Walker	1968-02-06	UHC-21212-52	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430946	CLM	Sara Brown	1977-11-21	UHC-51882-45	7182971671	3994 Broadway, Los Angeles, CA, 90068	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-424302	CLM	Jordan Wood	—	UHC-90845-16	8863070412	289 Lake View Rd, Seattle, WA, 98108	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431315	CLM	Edward Bruton	2004-01-20	UHC-96686-35	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405359	CLM	Keith P Guzman	1998-01-10	UHC-44567-20	6027198695	6289 Main St, Phoenix, AZ, 85062	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416342	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	3977396522	6908 Pine Dr, Tampa, FL, 33655	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421988	CLM	Janice Riley	2007-10-04	—	2013264299	7419 Spring St, San Antonio, TX, 78228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-402274	CLM	Adam Collyns	1979-12-23	UHC-52575-77	4665721146	4869 Willow Ct # 683, Columbus, OH, 43290	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-410680	CLM	Bobby Henderson	1995-04-15	—	5709873670	9539 Mesa Dr Apt 2, Los Angeles, CA, 90027	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-423198	CLM	Ralph Lynch	2004-10-21	—	2135607587	2485 Church St, Mesa, AZ, 85286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425500	CLM	Randy Gonsales	2005-02-16	—	4075431196	7227 Washington St Apt 40, Denver, CO, 80267	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-408719	CLM	Susan Chavez	1981-09-21	UHC-26482-42	3233610184	6323 Camelback Rd, Charlotte, NC, 28229	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431854	CLM	Mateo Q Ortiz	1968-01-20	—	7104053784	9079 Grand Ave # 589, Austin, TX, 78791	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-412888	CLM	Joyce Morrison	1976-09-09	UHC-80236-49	9802069359	4704 Lincoln Way, Columbus, OH, 43278	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417920	CLM	Patrick Meyer	1952-03-22	UHC-05803-05	6454029937	6386 Sage Ct, Dallas, TX, 75260	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-416272	CLM	Greegory Valdez	1940-07-20	—	4726652742	9392 Lake View Rd, Houston, TX, 77052	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416498	CLM	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-409826	CLM	Juan Jimenez	1964-10-13	UHC-84918-36	6209491554	2041 Forest Ave # 776, Dallas, TX, 75237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425609	CLM	Nicle Evans	1960-04-28	—	4706640162	2462 Maple Ave, Tucson, AZ, 85720	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425608	CLM	Nicle Evans	1960-04-28	—	4706640162	2462 Maple Ave, Tucson, AZ, 85720	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412574	CLM	Nunez N Douglas	1959-01-02	UHC-04096-41	8067198149	4598 Spring St Apt 13, Dallas, TX, 75262	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421632	CLM	William Burton	1962-03-18	—	7465988596	4536 Harbor Blvd, Houston, TX, 77070	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426794	CLM	George Ford	1991-12-01	—	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-423068	CLM	Denny Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-404797	CLM	Alice Perry	—	UHC-53984-35	2096714901	9138 Harbor Blvd, Denver, CO, 80219	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412104	CLM	Kenneth Riley	1957-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-413082	CLM	Yuki Maldonado	1942-09-18	—	7058650740	9197 Baseline Rd, Jacksonville, FL, 32209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420840	CLM	Wayne B Medina	2006-04-08	UHC-58594-37	4859006756	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-403347	CLM	Sofia C Vargas	1954-02-16	—	5342142508	2814 Central Ave, Tucson, AZ, 85706	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413759	CLM	George H Reynolds	1989-10-21	—	5128949093	7003 Valley View Dr, Glendale, AZ, 85329	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

11,960 rows, page 75 of 240Previous Next