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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25281	PRV	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124602	ENR	Joe W Hicks	1945-02-07	UHC-74258-84	3285159101	5161 Harbor Blvd, San Antonio, TX, 78208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-428738	CLM	Donald B Tran	1952-02-13	UHC-50361-26	—	3981 Maple Ave, Tampa, FL, 33651	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-52561	TPA	Doris Robertson	1951-03-03	—	—	1581 Canyon Rd, Houston, TX, 77097	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400869	CLM	Frances O Bennett	1993-09-12	—	9585675063	3911 Jefferson Ave, San Diego, CA, 92117	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116210	ENR	Brcue X Delgado	1955-02-10	UHC-33760-87	7707014702	6913 Willow Ct, Seattle, WA, 98169	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126053	ENR	Margaret I Gutierrez	1990-06-05	UHC-61468-65	7263586525	6810 Ridge Rd, Fresno, CA, 93792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134760	ENR	Jordan Walker	1988-02-19	UHC-96381-04	—	3465 Union St, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-142063	ENR	Ethan Lopez	1972-07-10	UHC-92695-79	6246151566	992 Sage Ct, San Diego, CA, 92148	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114782	ENR	Camila F Long	—	UHC-01659-73	6722120176	3550 Apache Blvd, Glendale, AZ, 85354	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-21792	PRV	Jacqueline Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX, 75091	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408348	CLM	Stehen Reyes	1960-07-03	—	6667724835	6423 Harbor Blvd, Mesa, AZ, 85269	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52870	TPA	Yuki Santiago	1941-04-09	—	—	6081 Sage Ct, San Antonio, TX, 78291	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-128733	ENR	Beverly Z Vasquez	1980-01-13	UHC-14586-30	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61800	TPA	Emma Rios	2004-03-22	UHC-29326-42	—	124 Ridge Rd, San Diego, CA, 92177	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-133176	ENR	Adam Day	1954-02-07	UHC-10920-21	4379847404	9143 Jefferson Ave, Sacramento, CA, 95852	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119126	ENR	Janice Fernandez	1999-07-25	UHC-10721-20	4104825248	8891 Ridge Rd, Orlando, FL, 32814	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432677	CLM	Rachel Espinoza	1979-08-22	—	2998087562	7895 Park Pl, Gilbert, AZ, 85219	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414840	CLM	Elijah Ferguson	1965-08-27	UHC-23904-16	8288159443	1718 River Rd, Fresno, CA, 93792	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-54393	TPA	Soophia Richardson	1946-07-02	—	7203237001	2328 Church St, Plano, TX, 75004	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-129294	ENR	Albert H Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56671	TPA	Cynthia Bailey	1957-02-16	—	5595350256	9112 Market St, Gilbert, AZ, 85247	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57184	TPA	Larry Perez	1982-05-22	—	—	6800 Main St, Gilbert, AZ, 85233	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-125555	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135324	ENR	Mark J Porter	1946-06-24	UHC-03643-62	2296237132	2738 Canyon Rd, Atlanta, GA, 30314	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-135093	ENR	Kimberly Stewart	1998-11-18	UHC-36132-22	5017162596	7738 Harbor Blvd, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407062	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-415719	CLM	Luica Russell	2001-11-13	UHC-89539-23	—	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108442	ENR	Billy L Hunt	1995-07-25	UHC-62397-46	3979939228	2036 Sunset Blvd, Jacksonville, FL, 32248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104929	ENR	Catherine H Henry	1998-06-20	UHC-75352-66	7022816540	4226 Washington St, Austin, TX, 78727	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423671	CLM	Donna Owens	1956-08-12	UHC-44246-61	—	7269 Pine Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101195	ENR	Alan P Johnston	1988-08-13	UHC-44462-04	2524738587	1486 Central Ave, Seattle, WA, 98192	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28202	PRV	Ruth X Jacobs	2004-07-10	—	—	6862 Sage Ct, Tempe, AZ, 85266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130207	ENR	Gary T Torres	2000-04-04	UHC-92111-02	2029224954	2720 Central Ave, Plano, TX, 75017	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116527	ENR	Gregory Medina	2004-10-07	UHC-24008-95	3777028920	294 Maple Ave, Plano, TX, 75042	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413437	CLM	Alan Sanchez	1966-11-25	UHC-35719-69	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420390	CLM	Laura Smith	2008-02-11	—	3367712501	3423 Park Pl, Las Vegas, NV, 89135	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426271	CLM	Kelly Mitchell	1991-07-13	UHC-46965-75	—	256 Sunset Blvd, Seattle, WA, 98147	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24004	PRV	Pamela A Tucker	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-115849	ENR	Yuki E Hunter	1998-10-08	UHC-43336-98	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20419	PRV	Justin Rodriguez	1953-06-15	UHC-92157-55	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62270	TPA	Eimly Lane	1943-08-08	—	—	3213 Bayshore Dr, Tucson, AZ, 85794	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-404390	CLM	Joe M Flores	1977-12-18	UHC-45040-71	—	8481 River Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53516	TPA	Beverly Gonzales	1944-03-03	—	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125728	ENR	Mariana Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116680	ENR	Virginia T Porter	1959-12-12	UHC-82671-87	8884730181	7329 Mesa Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 79 of 166Previous Next