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 “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
TPA-54540	TPA	Jeremy Cook	1948-08-19	—	5055715690	7234 Indian School Rd, Columbus, OH, 43239	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120202	ENR	Paul E Hernandez	1954-12-17	UHC-38285-60	3323706862	9335 Indian School Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24535	PRV	Ruth West	1976-01-09	UHC-47531-91	7219560400	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140507	ENR	Julie Walsh	1980-09-08	UHC-41401-24	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53524	TPA	Christine X Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111225	ENR	Gary Greene	1939-11-01	UHC-81078-05	5075734084	1733 River Rd # 757, Houston, TX, 77027	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24147	PRV	Diego Cole	2004-10-23	—	7548327846	2462 Sage Ct, Sacramento, CA, 95810	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50839	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64154	TPA	Jonathan Bisohp	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138596	ENR	Teresa V Ortega	1938-08-18	UHC-69546-42	6216123060	7314 Oak St, Jacksonville, FL, 32227	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421578	CLM	Michael Hanson	1983-07-01	UHC-75772-33	—	3342 Sage Ct, Fresno, CA, 93738	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419092	CLM	Vincent Gilbert	2005-03-11	UHC-99716-09	—	5120 Cedar Ln, San Diego, CA, 92158	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125176	ENR	Julia W Alexander	1993-08-02	UHC-68877-99	9676340616	5257 Elm St, Gilbert, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416514	CLM	Eugene Crawford	1979-05-03	UHC-32157-94	—	7165 Park Pl, Jacksonville, FL, 32279	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137644	ENR	Brian G Lawson	1971-05-27	UHC-35027-61	3247113726	5362 Central Ave # 719, Seattle, WA, 98158	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
TPA-62142	TPA	Julia Walsh	—	—	—	4421 Park Pl, Fresno, CA, 93798	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-137596	ENR	Doris I Miller	1998-09-08	UHC-16373-92	—	940 Hillcrest Rd, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123150	ENR	Tim O Lewis	1971-11-25	UHC-64916-92	9272053777	9046 Pine Dr, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25534	PRV	Marilyn Reyes	1975-10-22	—	3649536284	6140 Baseline Rd, Eden Prairie, MN, 55365	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23872	PRV	Edward Holmes	1960-12-14	UHC-55851-37	2157943393	1254 Jefferson Ave, Glendale, AZ, 85360	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123748	ENR	Alan Taylor	1989-01-21	UHC-11805-29	2647281586	8147 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104504	ENR	Joyce W Freeman	1965-06-18	UHC-73473-38	—	5091 Park Pl, Plano, TX, 75048	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105203	ENR	Andrea D Alvarado	2001-04-04	UHC-47319-34	8396574728	5259 Pine Dr, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422827	CLM	Sharon T Garza	1952-02-28	UHC-52770-07	—	6046 Oak St # 437, Miami, FL, 33134	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-54132	TPA	Bradley Fernandez	1946-08-11	—	—	660 Maple Ave, San Antonio, TX, 78285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139407	ENR	Michael P Kelly	1947-10-06	UHC-06332-53	8253696341	882 Bayshore Dr, Gilbert, AZ, 85248	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50794	TPA	Taresa C Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404071	CLM	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124389	ENR	Virginia Hudson	—	UHC-37938-14	2086577829	5068 Ocean Ave, Dallas, TX, 75218	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52488	TPA	Grace Singh	1980-08-17	—	5928829805	3869 Central Ave, Miami, FL, 33192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122565	ENR	Douglas M Warren	1991-06-26	UHC-26450-16	—	3878 Ridge Rd, Fresno, CA, 93763	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416111	CLM	Roger Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109869	ENR	Carlos James	1965-03-09	UHC-97252-40	—	9833 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408409	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd Apt 18, Los Angeles, CA, 90047	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108177	ENR	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419904	CLM	Christine Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407317	CLM	Elizabeth Smith	—	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
TPA-61345	TPA	Patrick Hernandez	2008-01-12	—	—	1688 Willow Ct, Columbus, OH, 43279	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120702	ENR	Bradley Guerrero	1986-06-12	UHC-50760-89	9515949156	7868 Park Pl, Denver, CO, 80273	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118525	ENR	Christine D Santiago	1966-11-12	UHC-68644-80	8286939932	3894 Highland Ave, Orlando, FL, 32899	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124797	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-404730	CLM	Luis Jimenez	1980-12-13	UHC-81143-69	—	4600 Forest Ave, Tampa, FL, 33661	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424114	CLM	Janice Ortega	1989-12-12	UHC-16709-37	2542846424	7739 Canyon Rd, Orlando, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403581	CLM	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St Apt 10, Tucson, AZ, 85710	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115685	ENR	Adams Julia	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113659	ENR	Jacqueline V Olson	1977-12-11	UHC-32704-29	6016536648	908 Forest Ave, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403268	CLM	Kenneth Coopar	1999-04-06	UHC-97521-32	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130002	ENR	Anthony Hunter	2003-02-28	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128660	ENR	Joshua Phillips	1955-12-12	UHC-93601-34	9405027434	7125 Church St, Tempe, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 73 of 357Previous Next