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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24694	PRV	Camila Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-123964	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	7065390737	6566 Cedar Ln, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-410640	CLM	Eugene Peterson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-401149	CLM	Albert Woods	1954-07-09	UHC-81873-91	9056557520	1380 Harbor Blvd, Denver, CO, 80213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126198	ENR	Elizabeth Dunn	2003-09-28	UHC-59946-17	8583806399	6988 Mesa Dr, Seattle, WA, 98197	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-141269	ENR	Christina T Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26503	PRV	Sean Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62107	TPA	Gloria Werd	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20556	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20555	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-409086	CLM	Kathryn Knight	1952-12-09	—	6099650648	8540 Lake View Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125314	ENR	Bruce J Santos	1996-02-23	UHC-10163-44	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401363	CLM	Cheryl Chen	1997-10-27	—	3213310797	3073 Park Pl, Plano, TX, 75093	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52886	TPA	Evelyn Green	2006-05-03	—	3695999499	5420 Jefferson Ave, Los Angeles, CA, 90036	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23567	PRV	Janet Sanders	1963-04-02	—	3977111586	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-134171	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134170	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134874	ENR	Eugene Gonzales	1987-04-07	UHC-83177-51	6123069639	681 Baseline Rd, Los Angeles, CA, 90029	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122609	ENR	Harold C Simmons	1948-07-21	UHC-09892-81	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28090	PRV	Sofia G Price	1970-08-23	—	7288038801	2370 Spring St, Phoenix, AZ, 85001	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126205	ENR	Juan Carlson	1963-02-07	UHC-71824-62	—	3776 Meadow Ln, Tempe, AZ, 85285	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102120	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102119	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101220	ENR	Santiago J Reid	1991-05-21	UHC-51553-43	2282241894	8160 Willow Ct, Sacramento, CA, 95874	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134411	ENR	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-414212	CLM	Zachary Aguialr	1985-09-04	—	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60661	TPA	Alexis Wasshington	1988-02-18	—	—	4319 Camelback Rd, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133035	ENR	Ethan S Sims	1969-05-08	UHC-64045-26	6139380739	6288 Elm St, Plano, TX, 75005	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-114287	ENR	Rachel Mason	2002-09-04	UHC-54487-76	3326767350	3183 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126499	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.64	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-132879	ENR	Camila Y Perkins	1956-04-14	UHC-34726-01	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-133853	ENR	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
TPA-62845	TPA	Maon F Porter	1965-02-15	—	9097807963	6442 Apache Blvd, San Diego, CA, 92148	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122509	ENR	Nicole J Owens	1975-09-15	UHC-86145-67	3087916257	2323 Palm Dr, Las Vegas, NV, 89178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56203	TPA	Walter Fuller	1984-02-22	—	7193121693	5024 Ridge Rd, Seattle, WA, 98116	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28468	PRV	Vincent N Knight	1984-07-24	UHC-99113-10	3082349708	2594 Sunset Blvd, Phoenix, AZ, 85002	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107143	ENR	Frances Butler	1986-05-07	UHC-19278-43	9457745868	4527 Union St, Chandler, AZ, 85274	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400685	CLM	Arthur R Hunt	1994-12-18	UHC-77473-21	—	9247 Sage Ct, Nashville, TN, 37269	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-118410	ENR	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave, Mesa, AZ, 85223	0.64	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+2 more
CLM-401949	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	4463054175	696 Sage Ct, Los Angeles, CA, 90016	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138232	ENR	Tyler O Fowler	1993-06-22	UHC-66179-73	7155884751	1887 Cedar Ln, Jacksonville, FL, 32233	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-54782	TPA	Doris Adams	1984-06-12	—	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-58369	TPA	Lori Kim	1969-03-11	—	—	7025 Cedar Ln, Plano, TX, 75076	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-100162	ENR	Joey Richarson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27986	PRV	Randy Owens	2005-12-13	UHC-66110-46	9163843627	5875 Church St, Fresno, CA, 93795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23576	PRV	Heather Berry	1949-09-19	—	8427084547	1192 Hillcrest Rd, Scottsdale, AZ, 85284	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112235	ENR	Karen C Henry	2007-10-20	UHC-60245-90	8939173519	9161 Main St, Miami, FL, 33130	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409233	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

6,661 rows, page 57 of 134Previous Next