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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107814	ENR	Keith Z Willis	1946-06-07	UHC-74143-65	2788415730	8299 Willow Ct, San Diego, CA, 92187	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-131318	ENR	Victoria G Smith	1974-10-14	UHC-70339-33	8074720887	9563 River Rd, Los Angeles, CA, 90017	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-140247	ENR	Helen Q Kelly	1976-06-06	UHC-38298-68	7078364639	7180 River Rd, Gilbert, AZ, 85205	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134897	ENR	Diane R McDonald	1964-07-20	UHC-59434-66	9562693668	1970 Grand Ave, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-140573	ENR	Samuel Gardner	1995-12-10	UHC-22256-29	9828686692	2570 Mountain View Dr, Dallas, TX, 75238	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119103	ENR	Samuel Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-113528	ENR	Santiago C Watson	1962-07-25	UHC-78715-95	8228034857	9573 Sage Ct, Los Angeles, CA, 90024	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113183	ENR	Douglas Z Woods	1944-10-13	UHC-79950-61	—	4909 Central Ave, Columbus, OH, 43294	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111608	ENR	Aisha Hanson	—	UHC-94475-97	3157849821	6852 Willow Ct, Houston, TX, 77094	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
ENR-132855	ENR	Charlie Reynolds	1986-08-01	UHC-62726-06	2343492650	7293 Bayshore Dr, Jacksonville, FL, 32270	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-117006	ENR	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132315	ENR	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St # 674, Las Vegas, NV, 89143	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-142296	ENR	Paul Alvarado	1972-12-07	UHC-77051-61	2809594623	1241 Church St, Tucson, AZ, 85754	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130738	ENR	Sandra Mills	2002-09-21	UHC-92279-87	4713090138	43 Church St, Chandler, AZ, 85291	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117963	ENR	Frank Austin	1964-07-03	UHC-35904-15	6456536564	93 Oak St, Austin, TX, 78751	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109052	ENR	Virginia O Cox	1983-10-08	UHC-68178-44	3752807034	6698 Sunset Blvd, Columbus, OH, 43248	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111503	ENR	Bian K Guzman	1977-02-21	UHC-30644-26	6807311582	1355 Valley View Dr, San Antonio, TX, 78214	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118988	ENR	Mei B Bradley	—	UHC-98883-33	—	3322 Palm Dr, Denver, CO, 80277	0.76	Name re-cased Date of birth missing City re-cased State code upper-cased+2 more
ENR-118117	ENR	Evelyn A Coleman	1996-03-11	UHC-30106-17	6764871565	7025 Spring St, Scottsdale, AZ, 85257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118116	ENR	Evelyn A Coleman	1996-03-11	UHC-30106-17	6764871565	7025 Spring St, Scottsdale, AZ, 85257	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105959	ENR	RachelJunk	1954-08-12	UHC-44054-68	6135367989	2152 Oak St, Orlando, FL, 32871	0.76	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+2 more
ENR-114900	ENR	Sean K Moore	1955-11-21	UHC-28439-67	7555128204	3487 Pine Dr, Scottsdale, AZ, 85291	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-102417	ENR	Emily Warren	1996-07-11	UHC-27010-24	6696330066	8997 Maple Ave, Mesa, AZ, 85260	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104559	ENR	Lisa Griffin	1941-09-27	UHC-64792-99	7933022674	1440 Elm St, Jacksonville, FL, 32291	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115638	ENR	Judy Gordon	1989-01-19	UHC-42217-51	7278481504	3894 Broadway, Austin, TX, 78713	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
ENR-121242	ENR	Rebecca King	1966-03-28	UHC-55205-58	5666547385	4953 Cedar Ln, Seattle, WA	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-129737	ENR	Raymond X McCoy	1957-06-12	UHC-38052-26	6009033498	6844 Harbor Blvd, Scottsdale, AZ, 85208	0.76	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+2 more
ENR-103897	ENR	Ryan Little	1995-06-13	UHC-91652-15	5702969473	8002 Mountain View Dr, Eden Prairie, MN, 55327	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122270	ENR	Dorothy D Marquez	1955-12-07	UHC-73764-85	4483974788	1017 Baseline Rd, Los Angeles, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-121867	ENR	Roy L Price	1981-03-25	UHC-50198-86	6354591976	9852 Grand Ave # 937, Houston, TX, 77076	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-108567	ENR	Janice O Gutierrez	1970-06-20	UHC-15589-61	4998666057	8218 Palm Dr, Nashville, TN, 37281	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129572	ENR	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133031	ENR	Aisha X Montgomery	1941-08-14	UHC-04709-66	2963761893	6702 River Rd, Las Vegas, NV, 89125	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111930	ENR	Arjun Flores	1978-12-09	UHC-99969-24	4364089508	2271 Elm St, Chandler, AZ, 85215	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132931	ENR	Wei Knight	2003-01-13	UHC-47947-50	6565121326	5983 Harbor Blvd, Minneapolis, MN, 55440	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118361	ENR	Harold I Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr, Atlanta, GA, 30350	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112807	ENR	Dorotthy Vasquez	1982-10-21	UHC-23475-06	4135724430	3189 Sage Ct, Gilbert, AZ, 85253	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127989	ENR	Joyce F Moreno	1943-07-28	UHC-70742-07	7336306244	2582 Hillcrest Rd, Seattle, WA, 98152	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110337	ENR	Carolyn Carroll	1958-08-14	UHC-40936-88	—	3600 Pine Dr # 570, Sacramento, CA, 95890	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-119712	ENR	Jennifer E Matthews	1991-05-03	UHC-65152-42	8227442290	3161 Bayshore Dr, Glendale, AZ, 85317	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103369	ENR	Ruht Vargas	2001-04-09	UHC-73294-75	8469270847	7794 Union St, Glendale, AZ, 85336	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112307	ENR	Tim X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-111100	ENR	Stephanie Chen	2002-12-23	UHC-71651-99	2204384303	769 Sunset Blvd, Orlando, FL, 32880	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-134576	ENR	Wei Silva	1998-02-01	UHC-71426-03	6073874740	8972 Indian School Rd, Nashville, TN, 37231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112968	ENR	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-119482	ENR	Julia U Powell	1989-02-24	UHC-20188-75	7176810259	3232 Park Pl, Denver, CO, 80282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112624	ENR	Mary Z Gibson	1980-06-11	UHC-16299-45	2223200158	1461 Canyon Rd, Scottsdale, AZ, 85212	0.76	Name re-cased Member ID reformatted City re-cased State code upper-cased+2 more
ENR-104990	ENR	Kim Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136811	ENR	Betty X Webb	1982-01-21	UHC-30904-59	7914619364	5143 Lake View Rd Apt 38, Scottsdale, AZ, 85268	0.76	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
ENR-123542	ENR	Brian C Hamilton	1939-06-26	UHC-65661-98	5164634652	8951 Market St, Atlanta, GA, 30341	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

8,423 rows, page 90 of 169Previous Next