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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114715	ENR	Brian Reynolds	1959-05-10	UHC-65257-02	3275346123	3126 Grand Ave, Miami, FL, 33132	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127668	ENR	Juan S Wells	1963-12-02	UHC-62005-75	7514299935	8015 Lake View Rd, Orlando, FL, 32828	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
ENR-113855	ENR	Christopher Patterson	2005-03-24	UHC-57617-54	7755465106	6861 Grand Ave, Jacksonville, FL, 32221	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-118919	ENR	Ashley Rios	1975-01-01	UHC-74612-63	3532447064	4034 Ridge Rd, San Diego, CA, 92144	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129466	ENR	Stephen Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134857	ENR	Stephen Mason	1987-06-13	UHC-18767-53	3994205165	2322 Valley View Dr, San Antonio, TX, 78237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123133	ENR	Benjamin I Lynch	1943-11-01	UHC-17466-76	3987507374	3104 Bayshore Dr, Chandler, AZ, 85236	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116823	ENR	Peter I Salazar	1985-08-06	UHC-60961-49	7429682169	624 Grand Ave, Dallas, TX, 75246	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138341	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138342	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108641	ENR	Virginia Roddriguez	2000-05-16	UHC-68168-91	6272628665	3976 Cedar Ln, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140233	ENR	Shirley Z Maldonado	2004-06-13	UHC-32226-51	—	7306 Mesa Dr, Tampa, FL, 33666	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108951	ENR	Kathleen Nguyen	1946-10-19	UHC-86873-37	—	8138 Baseline Rd, San Antonio, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131335	ENR	Marilyn S Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd # 381, Minneapolis, MN, 55446	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134465	ENR	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132692	ENR	Brandon V Clark	1990-07-05	UHC-04040-15	8233905754	2821 Apache Blvd, Plano, TX, 75002	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134607	ENR	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109879	ENR	Hannah Foster	1986-10-03	UHC-87894-84	6004354519	1236 Grand Ave, Scottsdale, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109880	ENR	Hannah Foster	1986-10-03	UHC-87894-84	6004354519	1236 Grand Ave, Scottsdale, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115751	ENR	Frances Porter	1962-08-20	UHC-44995-70	6329397159	5689 Bayshore Dr, Las Vegas, NV	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-113831	ENR	Nicole C Richardson	1973-09-03	—	9455786281	9679 Indian School Rd, Plano, TX, 75084	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100351	ENR	Henry T Brown	1998-08-21	UHC-21741-37	—	3158 Indian School Rd, Miami, FL, 33178	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-118014	ENR	Jacqueline F Willis	1954-02-17	UHC-66165-73	5066025599	6072 Union St Apt 37, Plano, TX, 75085	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138026	ENR	Kim Morales	1963-06-09	UHC-52189-91	2013058909	6361 Meadow Ln, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105596	ENR	Julia Hunt	1965-02-23	UHC-27781-50	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-136469	ENR	Dot A Gonzales	1983-03-27	UHC-00919-94	3817217225	3558 Mountain View Dr, Seattle, WA, 98146	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108901	ENR	Larry S Gibson	1958-12-28	—	9375549069	7539 Cedar Ln, Dallas, TX, 75298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115618	ENR	Jeffrey H Lucas	1951-10-20	UHC-80548-18	—	5238 Church St, Atlanta, GA, 30312	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-121774	ENR	Price Deborah	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124035	ENR	Jacob Vazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122705	ENR	Elizabeth U Diaz	2001-04-19	UHC-43655-21	2632256735	4787 Oak St, Tampa, FL, 33671	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109040	ENR	Kathleen Marquez	1979-01-06	UHC-34484-54	—	7249 Main St, Mesa, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-117018	ENR	Johnny G Harper	2004-01-19	UHC-79932-51	3905895117	7402 Ocean Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122007	ENR	Jeffrey Z Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100280	ENR	Luis C Hoffman	1985-01-04	UHC-60536-53	7668064088	8572 Apache Blvd, Seattle, WA, 98166	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116386	ENR	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104455	ENR	Aisha Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln Apt 39, Minneapolis, MN, 55410	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109406	ENR	Brandon O Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141994	ENR	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102756	ENR	Sphia Pna	1952-07-16	UHC-35707-30	2364343588	2122 Main St, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125370	ENR	Katherine C McDonald	1980-03-05	UHC-60208-49	2197977577	5130 Sage Ct, Tempe, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135097	ENR	Daniel W Bennett	1976-03-28	UHC-68092-51	6123526396	1864 Market St, Austin, TX, 78761	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127219	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124609	ENR	Carol X Walker	1946-02-09	UHC-06553-34	9462489514	8826 Canyon Rd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100692	ENR	Andrea Phillips	1943-10-13	UHC-08772-87	8242972651	1722 Hillcrest Rd, Austin, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134982	ENR	Janet R Owens	1981-08-15	UHC-62051-86	7685641982	4116 Sunset Blvd # 285, Orlando, FL, 32884	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113925	ENR	Mei Weber	2005-05-07	UHC-36230-97	5263491293	3077 Jefferson Ave, San Antonio, TX, 78217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131748	ENR	Valentina R Nguyen	1945-02-04	UHC-57623-18	3192308770	8963 Ridge Rd, Houston, TX, 77067	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125668	ENR	Judith N Knight	1982-11-15	UHC-42918-02	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 76 of 339Previous Next