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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119554	ENR	Liz George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106540	ENR	Austin Jordan	1951-04-05	UHC-02354-94	—	4762 Church St Apt 30, Eden Prairie, MN, 55340	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-122939	ENR	Nicholas I Montgomery	1976-12-24	UHC-07349-58	2747217289	8660 Baseline Rd # 774, San Antonio, TX, 78250	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-103235	ENR	Denny Lopez	1962-10-07	UHC-83888-95	7704278758	2194 Church St, Seattle, WA, 98106	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-112429	ENR	Sara B Ramos	1998-09-02	UHC-90845-02	6568151176	4731 Sage Ct, San Diego, CA, 92168	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142908	ENR	Joyyce U Snyder	1993-12-04	UHC-73911-66	4022466500	8349 Willow Ct, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116637	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115991	ENR	Lucia T Reid	2007-05-10	UHC-97211-91	7009542204	2443 Washington St, Chandler, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112706	ENR	Elijah Owens	—	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-112679	ENR	Virginia T Rice	—	UHC-60262-09	5794576783	6678 Lincoln Way, Fresno, CA, 93726	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-133226	ENR	Omar Castro	1951-12-07	UHC-27170-07	9416382938	7219 Oak St, Miami, FL, 33180	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-134734	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	—	8907 Harbor Blvd, Plano, TX, 75085	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121735	ENR	Valentina Cooper	1984-09-18	UHC-46542-88	2965939912	1898 Elm St, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114388	ENR	Hiroshi B Harrison	1948-04-27	UHC-09174-09	5389243959	1277 Spring St, Fresno, CA, 93797	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114040	ENR	Brandon Q Armstrong	1959-11-13	UHC-84467-90	—	2641 Apache Blvd # 334, Denver, CO, 80281	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-127876	ENR	Amber G Moreno	—	UHC-25618-80	3094850791	4874 Camelback Rd, Atlanta, GA, 30317	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-134056	ENR	Jusitn I Rojas	1950-01-27	UHC-93944-47	4103007271	5377 Cedar Ln, Mesa, AZ, 85260	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107350	ENR	Jose B Lawrence	1967-12-22	UHC-16741-15	2338899604	9696 Valley View Dr, Atlanta, GA, 30300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104102	ENR	Diego Daniels	1953-10-13	UHC-77752-86	2393579243	3198 Highland Ave, Eden Prairie, MN, 55357	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117142	ENR	Diana V Lane	1940-04-01	UHC-50137-28	7683704962	3196 Sunset Blvd, Eden Prairie, MN, 55378	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-118302	ENR	Samuel V Padilla	1955-10-19	UHC-58277-73	3052714392	6345 Jefferson Ave, Minneapolis, MN, 55470	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117757	ENR	Keith Woods	1954-03-22	UHC-83597-46	2623073328	8189 River Rd # 524, Denver, CO, 80224	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-101385	ENR	Anthony Sanchez	1983-04-09	UHC-43379-66	8755378938	8793 River Rd, Chandler, AZ, 85294	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118987	ENR	Mei B Bradley	—	UHC-98883-33	9696536131	3322 Palm Dr, Denver, CO	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131939	ENR	Julia Maldonado	1985-02-06	UHC-81622-15	—	2094 Bayshore Dr, Nashville, TN, 37212	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-122718	ENR	Joyce Santiago	2000-08-25	UHC-78000-99	2348295751	832 Highland Ave # 934, Los Angeles, CA, 90008	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-139174	ENR	Luis Y Stevens	2002-07-18	UHC-41015-83	—	7599 Grand Ave, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100180	ENR	Gabriel U Olson	1967-05-06	UHC-29339-51	2349179907	2526 Ridge Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-129708	ENR	Hannah White	1953-06-08	UHC-97230-82	8913079627	4277 Palm Dr, Eden Prairie, MN, 55368	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117590	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted SSN last four extracted+3 more
ENR-137045	ENR	Alice Cruz	1939-01-08	UHC-28830-68	4732383423	4350 Meadow Ln, Houston, TX, 77029	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129239	ENR	John F Espinoza	1999-03-28	UHC-35989-44	9273232632	2404 Elm St, Denver, CO, 80280	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111958	ENR	Larry V Smith	1953-11-11	UHC-68077-82	6647007187	1043 Park Pl Apt 30, Las Vegas, NV, 89107	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108201	ENR	Mariana B Luna	1950-08-20	UHC-89166-28	—	8589 Sage Ct Apt 14, Austin, TX, 78723	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-113228	ENR	Amber Hamilton	1974-09-16	UHC-67162-01	8722277065	6618 Maple Ave, San Diego, CA, 92172	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124193	ENR	Ruth Harrison	2005-09-04	UHC-44564-95	3593136335	7712 Lake View Rd # 642, Orlando, FL, 32849	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129739	ENR	Brandon V Park	1974-03-06	UHC-98562-48	9232995936	6348 Ocean Ave, Houston, TX, 77034	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-104355	ENR	Shirley M Hanson	2007-03-04	—	9573103311	1453 Camelback Rd, Tucson, AZ, 85781	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119348	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-123494	ENR	Beverly Romero	1963-02-22	UHC-08319-07	6784132451	7088 Ocean Ave, Miami, FL, 33182	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134303	ENR	Abigaail Nguyen	1983-08-14	UHC-73153-32	8667394037	293 Harbor Blvd, Phoenix, AZ, 85090	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133929	ENR	Tyler E Warren	1998-12-20	UHC-28073-33	7445982860	1338 Grand Ave, Chandler, AZ, 85241	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-141405	ENR	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	953 Baseline Rd, Sacramento, CA, 95839	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106093	ENR	Yuki Burns	1954-07-12	UHC-79691-46	2648057026	1160 Jefferson Ave # 442, Austin, TX, 78703	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134372	ENR	Stephanie Singh	1974-07-10	UHC-26939-03	5383449865	3553 Ocean Ave, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

26,564 rows, page 63 of 532Previous Next