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

Enrollment, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120164	ENR	Mary X Obrien	1954-01-26	UHC-23190-75	3846257917	1949 Main St, Tucson, AZ, 85756	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120363	ENR	Gebriel F Patel	1995-03-20	UHC-43384-72	3755843495	2367 Valley View Dr, Houston, TX, 77012	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121248	ENR	Heather P Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130588	ENR	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108784	ENR	Douglas Fernandez	1942-01-01	UHC-20086-55	6053563787	3013 Spring St, Austin, TX, 78736	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-130646	ENR	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113521	ENR	Diego Franklin	1973-06-07	UHC-04742-73	2998711494	800 Oak St, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127349	ENR	Mendoza V Laura	2001-04-10	UHC-72770-86	9358509932	5539 Ocean Ave, Mesa, AZ, 85297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113355	ENR	Sameul Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-113833	ENR	Heather Daz	1945-03-08	UHC-41818-71	7719731873	2988 Baseline Rd, Austin, TX, 78701	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107813	ENR	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-126615	ENR	William K Delgado	1971-03-06	UHC-61903-22	4556056951	6558 Cedar Ln, Los Angeles, CA, 90055	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106283	ENR	Lori Payne	1983-12-05	UHC-01085-43	9366677228	6318 Sage Ct, Las Vegas, NV, 89122	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115775	ENR	Christian R Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118378	ENR	Samuel Garcia	1939-05-05	UHC-53945-79	8707771596	8620 Meadow Ln, Seattle, WA, 98137	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103981	ENR	Jose M Howell	1978-11-01	UHC-12973-72	6739455433	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131265	ENR	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd, Houston, TX, 77070	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126491	ENR	Gabriel Andrews	1952-08-17	UHC-06638-96	8406479207	816 Mesa Dr, Mesa, AZ, 85266	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121922	ENR	Mihael W Lee	1966-11-28	UHC-18645-50	6432552719	1699 Sage Ct, Nashville, TN, 37298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112439	ENR	Pamela N Yang	1945-01-06	UHC-06553-73	6856135362	4873 Market St, Dallas, TX, 75230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117549	ENR	Martha T Brooks	2008-12-20	—	3279877861	4853 Apache Blvd, Mesa, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104632	ENR	Paul P Wood	1978-05-20	UHC-52440-42	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134537	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	6257 Jefferson Ave, Orlando, FL, 32812	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-103306	ENR	Natalie X Hicks	1986-02-06	UHC-73470-12	—	1023 Baseline Rd, Tampa, FL, 33684	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112647	ENR	Helen L Gilbetr	2004-09-28	UHC-68663-91	9484753207	9033 Spring St, Eden Prairie, MN, 55366	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135246	ENR	Susan Coleman	1990-10-24	UHC-35193-53	4185984179	650 Indian School Rd, Houston, TX, 77087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131563	ENR	Micahel Ferguson	1991-08-02	UHC-81936-57	7084836813	6568 Highland Ave, Atlanta, GA, 30341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138925	ENR	Vincent E Taylor	1976-03-08	UHC-31691-56	4715746833	1087 Valley View Dr, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138388	ENR	Aaron Soto	1964-02-27	UHC-37599-88	—	7616 Elm St, Phoenix, AZ, 85021	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120236	ENR	Steve Medina	1986-04-03	UHC-17398-49	9337517844	6462 Lincoln Way, Austin, TX, 78793	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102952	ENR	Richard Herrera	1961-06-17	UHC-47067-16	4328621624	7448 Mesa Dr, Mesa, AZ, 85202	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108022	ENR	Andrew W Hart	1971-05-15	UHC-05381-28	4404618873	8837 Pine Dr, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126703	ENR	Gregory Smith	1987-10-09	UHC-05181-14	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-117706	ENR	Kyle F Fisher	1985-09-21	UHC-68550-54	9029328226	787 Union St, Seattle, WA, 98171	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109706	ENR	Suasn Padilla	1981-03-01	—	2138349397	2782 Central Ave, Seattle, WA, 98182	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-140384	ENR	Samantha H Payne	2001-06-24	UHC-99063-40	8056279614	4292 Washington St, Gilbert, AZ, 85200	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133691	ENR	Sean T Fuller	1981-11-11	UHC-78444-99	—	9504 Baseline Rd, Eden Prairie, MN, 55332	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-110437	ENR	Andrea Marshall	1967-04-12	UHC-19707-52	8385072948	1561 Cedar Ln, Sacramento, CA, 95814	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108746	ENR	Marianna Simmons	1954-11-18	UHC-37203-81	8462721761	5200 Desert Sky Blvd # 406, Tempe, AZ, 85279	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-137932	ENR	Ruth S Munoz	1954-08-01	UHC-01549-46	4287928428	633 Canyon Rd, Houston, TX, 77016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127686	ENR	Roger I Thomas	1953-10-06	UHC-41176-15	8967664439	3688 Sunset Blvd, Dallas, TX, 75206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104806	ENR	Park Y Jonathan	1983-01-09	UHC-23547-97	9109207532	457 Sunset Blvd, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105265	ENR	Steven K Guzman	2001-11-20	—	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107291	ENR	Katherine Ramos	1980-03-28	UHC-96787-07	2018711929	6388 Union St, Tempe, AZ, 85217	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127505	ENR	Catherine C Luna	1948-09-03	UHC-59730-77	9143892351	2220 Market St, Scottsdale, AZ, 85290	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

7,326 rows, page 65 of 147Previous Next