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 “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-109226	ENR	Benjamin Yang	1939-10-25	UHC-59355-41	8908982585	855 Church St, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62257	TPA	Robert Bryant	1972-12-14	—	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409783	CLM	Grace Ray	1945-11-08	—	9644989844	3885 Market St, Nashville, TN, 37295	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135372	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135371	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411184	CLM	Kelly Obrien	1988-04-21	—	—	3449 Camelback Rd, Columbus, OH, 43266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-415476	CLM	Paul Little	1969-06-22	—	5139536473	5292 Central Ave, Atlanta, GA, 30343	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-139349	ENR	Julia Z Nelson	1997-06-11	UHC-55618-44	8142135020	6787 Maple Ave, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
TPA-58474	TPA	Cheryl Woods	1970-12-19	—	—	6217 Lake View Rd, Minneapolis, MN, 55448	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-402811	CLM	Brandon Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-113460	ENR	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave, Charlotte, NC, 28284	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113737	ENR	Jack Black	1940-05-11	UHC-42214-28	2616860193	4489 Maple Ave, Chandler, AZ, 85276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136466	ENR	Ralph Wagner	1981-10-03	UHC-86584-38	9065829769	6852 Baseline Rd, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109389	ENR	Edward K Watkins	2001-10-19	UHC-04151-64	9705959792	7181 Baseline Rd, Atlanta, GA, 30391	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407619	CLM	Timothy Kim	1949-12-24	—	—	5736 Grand Ave, San Antonio, TX, 78214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422375	CLM	Carlos Rios	1975-03-10	UHC-99107-83	4964129845	8347 Pine Dr, Glendale, AZ, 85391	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21793	PRV	Jacqueline U Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+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-100141	ENR	Dennis V Berry	1965-03-22	UHC-82134-43	—	384 Bayshore Dr, Eden Prairie, MN, 55352	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114183	ENR	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.62	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-21871	PRV	Marcus Turner	1974-12-07	—	6646179546	5655 Bayshore Dr, Columbus, OH, 43262	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124800	ENR	Jen Martinez	1972-10-26	UHC-89803-35	3965959532	7039 Elm St, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Member ID reformatted City 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
CLM-405140	CLM	Raymond Schmidt	1954-07-01	UHC-32279-47	—	8835 Valley View Dr, Jacksonville, FL, 32261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-138604	ENR	Sean X Sims	1945-02-08	UHC-11547-01	4554337047	4081 Mesa Dr, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28965	PRV	Diane R Schultz	1948-08-24	UHC-38918-12	4099193242	7348 Bayshore Dr, Columbus, OH, 43211	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-134752	ENR	Wayne Rodriguez	1962-01-02	UHC-24236-32	6057011645	1949 Lake View Rd, Denver, CO, 80276	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56895	TPA	Maria Perry	1998-12-23	UHC-43223-30	—	8434 Union St, San Diego, CA, 92151	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-61244	TPA	Kelly A Stephens	1994-10-12	—	7027217283	5799 Main St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419987	CLM	Denise Spenker	1953-02-02	UHC-47699-18	6476441833	8865 Bayshore Dr, Los Angeles, CA, 90003	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56095	TPA	Justin P Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414539	CLM	Boobby L Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-54708	TPA	Henry Mejia	1952-07-19	—	7222379746	2554 Union St, Jacksonville, FL, 32237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426627	CLM	Jennifer Cox	1939-01-08	UHC-06372-33	—	9324 Baseline Rd, Glendale, AZ, 85374	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-413061	CLM	Joshua Stone	1977-08-07	UHC-36434-33	7415293754	9296 Jefferson Ave, Plano, TX, 75096	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55508	TPA	Emily U Ford	1944-05-25	—	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-417737	CLM	Wayne Castro	1950-09-06	—	8149912985	2524 Baseline Rd, Sacramento, CA, 95862	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412717	CLM	Justin Wilson	1974-03-27	—	—	5123 Camelback Rd, Plano, TX, 75001	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-423709	CLM	Willie Griffin	1973-05-18	UHC-28365-71	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.62	Name re-cased Phone 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-110697	ENR	Shirley H Welch	1944-11-10	UHC-57883-65	5096102614	5380 Washington St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more

16,828 rows, page 140 of 337Previous Next