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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126738	ENR	Henry E Payne	2002-10-25	UHC-54738-64	6244222401	8180 Broadway Apt 6, Las Vegas, NV, 89140	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-132582	ENR	Tyler Wells	1942-08-07	UHC-94406-85	5105277636	1441 Meadow Ln Apt 5, Orlando, FL, 32837	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-128783	ENR	Peter P Burton	1984-09-01	UHC-57730-60	7888170892	6956 Grand Ave Apt 13, Denver, CO, 80288	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-129831	ENR	Christine N Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln # 461, Orlando, FL, 32849	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-129832	ENR	Christine N Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln # 461, Orlando, FL, 32849	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-137884	ENR	Jack C Espinoza	2001-01-19	UHC-29115-37	9372922043	8268 Meadow Ln Apt 14, Las Vegas, NV, 89109	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-119717	ENR	Jaanice D Li	1942-05-02	UHC-15517-50	—	8397 Broadway Apt 10, Denver, CO, 80201	0.78	Name re-cased Unit split from street Address re-cased Whitespace trimmed+1 more
ENR-111858	ENR	Megan F Bradley	1967-01-09	UHC-27109-52	3104679452	251 Grand Ave # 384, Fresno, CA, 93769	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-102371	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	3459145090	728 Central Ave # 520, Chandler, AZ, 85268	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-130535	ENR	Aaron W Aguilar	1987-05-12	—	—	8520 Meadow Ln Apt 1, Austin, TX, 78798	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
ENR-117251	ENR	Michael Hunter	1997-02-09	UHC-65396-65	4027252028	6307 Lincoln Way # 781, Austin, TX, 78796	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-119669	ENR	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	6019982729	4472 Main St Apt 35, Minneapolis, MN, 55483	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-142743	ENR	Mariana Henderson	1986-11-02	UHC-16259-95	3904047929	8672 Highland Ave # 881, Orlando, FL, 32884	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-126386	ENR	Gary F Moore	1943-08-08	UHC-85363-02	6679628092	6656 Church St # 911, San Diego, CA, 92197	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-109337	ENR	Arthur R Ortiz	1968-05-06	UHC-41253-19	2183641233	4506 Valley View Dr Apt 1, Glendale, AZ, 85370	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-123651	ENR	Pual G Herrera	1994-07-28	UHC-71796-43	9452659708	248 Palm Dr Apt 7, Los Angeles, CA, 90072	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-120450	ENR	Brandon A Richards	2002-07-18	UHC-38095-71	4727738498	9566 Union St # 628, Los Angeles, CA, 90049	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-133316	ENR	Vldez Mary	1944-04-02	UHC-99876-88	2917274599	4738 Maple Ave Apt 10, Chandler, AZ, 85268	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-136060	ENR	Lawrence W Hayes	1966-03-25	UHC-29287-75	7369976447	6554 Indian School Rd # 444, Atlanta, GA, 30349	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-136171	ENR	Santiago Moreno	1987-05-16	UHC-69964-04	8257591822	4391 Broadway Apt 40, Sacramento, CA, 95863	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-137105	ENR	Jessica Carroll	1942-06-12	UHC-09268-29	5033331504	9859 Sage Ct Apt 29, Jacksonville, FL, 32206	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-137106	ENR	Jessica Carroll	1942-06-12	UHC-09268-29	5033331504	9859 Sage Ct Apt 29, Jacksonville, FL, 32206	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-120220	ENR	Natalie X Hughes	1940-07-03	UHC-87123-66	6842252901	4686 Sage Ct # 702, Chandler, AZ, 85237	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-140786	ENR	Fox Z Alexander	1953-08-07	UHC-20029-98	7748467195	1534 Forest Ave Apt 28, Glendale, AZ, 85304	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-125144	ENR	Christine Banks	1957-10-20	—	2462499743	1950 Valley View Dr Apt 16, Tempe, AZ, 85220	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-104918	ENR	Mateo V Myers	1976-07-16	UHC-90347-43	6369344236	5802 Ridge Rd # 179, Glendale, AZ, 85308	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-131306	ENR	Aaron Hill	1954-01-22	UHC-43515-39	9204761283	6660 Willow Ct Apt 37, Nashville, TN, 37256	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-109884	ENR	Christian G Yang	1963-01-02	UHC-46342-52	3044413721	518 Bayshore Dr Apt 8, Houston, TX, 77010	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-122766	ENR	Christina Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd Apt 1, Houston, TX, 77052	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
ENR-139654	ENR	Adam Sanders	1948-02-04	UHC-93095-79	7132416022	1697 Broadway Apt 11, Tempe, AZ, 85279	0.78	Name re-cased Date of birth reformatted Unit split from street Address re-cased+1 more
ENR-125293	ENR	Gloria Q Ross	1983-08-24	UHC-95778-74	—	4616 Forest Ave # 308, Minneapolis, MN, 55498	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-104304	ENR	Thomas B Andrews	1973-06-27	UHC-99387-81	—	6067 Church St # 692, Phoenix, AZ, 85028	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-101831	ENR	Heather H Le	1960-09-15	UHC-10593-35	6595486190	5299 Desert Sky Blvd # 844, Austin, TX, 78740	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-115926	ENR	Rachel Rios	2003-09-09	UHC-86721-94	7695340062	8449 Park Pl Apt 6, Austin, TX, 78799	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-129593	ENR	Jerry V Howward	1964-11-01	UHC-23716-07	7605309171	7324 Meadow Ln # 345, Los Angeles, CA, 90066	0.78	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-142642	ENR	Dylan Hansen	2006-12-04	UHC-66853-55	4332691893	4894 Union St Apt 37, Tempe, AZ, 85246	0.78	Date of birth reformatted Unit split from street State code upper-cased Email lower-cased+1 more
ENR-115888	ENR	Emily Schultz	1940-12-09	UHC-08393-09	9132528725	8124 Park Pl # 190, Denver, CO, 80268	0.78	Phone reformatted Member ID reformatted Unit split from street Email lower-cased+1 more
ENR-106813	ENR	Emma W Smith	1968-07-13	UHC-75488-97	9276871215	7591 Highland Ave # 424, Orlando, FL, 32888	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-121547	ENR	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd # 902, Tempe, AZ, 85270	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-101324	ENR	Logan King	2005-04-02	UHC-76698-04	4549009013	8129 Lake View Rd Apt 4, Glendale, AZ, 85367	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-135419	ENR	Pamela Larson	1972-02-15	UHC-93705-75	6737556806	5652 Broadway # 392, Tampa, FL, 33658	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-104850	ENR	Jessica V Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 232, Atlanta, GA, 30323	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-107769	ENR	Bryan L Rose	2000-06-21	UHC-43770-82	9227729481	4892 Baseline Rd # 432, Nashville, TN, 37235	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-125906	ENR	Christine Morgan	2007-09-01	UHC-43385-83	3988679277	469 Pine Dr Apt 1, Austin, TX, 78759	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-109542	ENR	Bradley Sims	1941-06-23	UHC-61371-87	6972065752	5562 Apache Blvd # 865, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-125909	ENR	Bryan F Reid	1949-11-01	UHC-43766-21	7617692106	2210 Grand Ave # 667, Plano, TX, 75069	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-111711	ENR	Bradley I Baker	1997-02-18	UHC-79476-20	2687916853	5704 Broadway # 750, Sacramento, CA, 95852	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-111712	ENR	Bradley I Baker	1997-02-18	UHC-79476-20	2687916853	5704 Broadway # 750, Sacramento, CA, 95852	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-117848	ENR	Hannah Larson	1947-07-04	UHC-78637-88	7242437417	9558 Maple Ave Apt 30, Gilbert, AZ, 85256	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-121511	ENR	Bradley D Burton	1997-09-28	UHC-86273-40	—	2223 Valley View Dr Apt 4, Tucson, AZ, 85775	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more

3,345 rows, page 57 of 67Previous Next