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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113187	ENR	Christian Rogers	1943-09-06	UHC-47495-44	2594153330	5635 Cedar Ln, Dallas, TX, 75261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138039	ENR	Charlotte D Perry	1983-12-12	UHC-56932-15	4792872369	6577 Spring St, Scottsdale, AZ, 85266	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131670	ENR	Grace Z Jimenez	1949-02-21	UHC-20386-06	—	2343 Mountain View Dr, Nashville, TN, 37229	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-133005	ENR	Charles Chan	1978-06-13	UHC-57012-54	8274940267	2023 Meadow Ln, Tucson, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114929	ENR	Marcus Campbell	1994-03-25	—	4334968311	5934 Canyon Rd, Seattle, WA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141016	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	—	5441 Ocean Ave, Gilbert, AZ, 85279	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135389	ENR	Harold V Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St, Nashville, TN, 37212	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100412	ENR	Jacob E Hamilton	1987-09-19	UHC-17863-18	7252173776	9073 Grand Ave, Columbus, OH, 43214	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114392	ENR	Robert V Murray	1960-04-28	UHC-06624-68	2265750560	8849 Mesa Dr, Tampa, FL, 33680	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111627	ENR	Joan Ortega	1958-03-20	UHC-14047-49	9314481093	6390 Ocean Ave, Jacksonville, FL, 32210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119697	ENR	Kyle Harper	—	UHC-24220-25	3408117174	4809 Meadow Ln, Mesa, AZ, 85216	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-125249	ENR	Sharon Chapman	1967-01-14	UHC-40644-74	7188265245	249 Ocean Ave, Los Angeles, CA, 90051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102537	ENR	Isabella Y Price	1964-03-25	UHC-41557-49	4734495502	7692 Meadow Ln, San Antonio, TX, 78235	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130567	ENR	Virginia L Lane	1957-09-09	UHC-53686-49	4409852591	8548 Indian School Rd, Denver, CO, 80250	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-139296	ENR	Alexis E Duncan	1970-08-12	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-122394	ENR	Carl F Nichols	1962-11-25	UHC-14580-29	—	6806 Mesa Dr, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-122208	ENR	Priya Thomas	2007-07-14	UHC-93116-67	8102713142	5410 Mesa Dr, San Antonio, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113693	ENR	Keelly P Miller	1977-09-23	UHC-87446-96	7748767147	1236 Sage Ct, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110648	ENR	Pamela Phillips	1971-11-10	UHC-63688-70	4526539125	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-102531	ENR	Natahn X Carpenter	1959-06-26	UHC-33486-31	7788386260	3681 Meadow Ln, Scottsdale, AZ, 85218	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111181	ENR	Luica Patel	2004-01-10	UHC-89569-07	9309212411	3672 Hillcrest Rd Apt 24, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107525	ENR	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-110152	ENR	Wayne Matthews	2002-04-24	UHC-65459-63	4313290000	3219 Desert Sky Blvd, Los Angeles, CA, 90027	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-140432	ENR	Judy Armstrong	1941-08-04	UHC-08403-64	3349330130	2984 Sage Ct Apt 25, Seattle, WA, 98151	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100747	ENR	Wei James	1989-10-21	UHC-07762-99	7639326225	6537 Hillcrest Rd, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100559	ENR	Christine W Bennett	1990-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134788	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134789	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139221	ENR	Washington Laura	1987-02-21	UHC-91264-39	6884193503	6061 Camelback Rd, Miami, FL, 33108	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-115477	ENR	Peter Ray	1961-06-26	UHC-85737-12	3374655033	7039 Grand Ave, Fresno, CA, 93788	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-117391	ENR	Kimberly F Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-114213	ENR	Charlotte Ortiz	1948-07-13	UHC-29882-85	6192499968	4844 Lincoln Way, Las Vegas, NV, 89181	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134134	ENR	Ann Banks	1996-06-14	UHC-98310-32	—	1224 Park Pl, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-124113	ENR	Tyler G Hoffman	1948-08-22	UHC-34418-94	5175051787	1994 Bayshore Dr, Charlotte, NC, 28206	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111426	ENR	Terry Z Austin	1950-11-15	UHC-94531-66	8574219838	3745 Park Pl # 465, Glendale, AZ, 85389	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124427	ENR	Evelyn W Stone	1979-09-21	UHC-65548-15	3256552557	7348 Sage Ct, Tempe, AZ, 85222	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119471	ENR	Anna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129634	ENR	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	9525 Apache Blvd, San Antonio, TX, 78273	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110110	ENR	Angela Cunningham	1966-05-09	UHC-40509-23	9455797915	6228 Mountain View Dr, Gilbert, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137126	ENR	Jonathan Z Kennedy	1961-12-02	UHC-96291-49	—	2767 Grand Ave, Tampa, FL, 33605	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140835	ENR	Julia M Roberts	1944-04-19	UHC-00443-94	8448149697	5684 Mesa Dr, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129198	ENR	Abigail F Gilbert	1989-04-04	UHC-55949-97	—	937 Canyon Rd, Orlando, FL, 32841	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-128147	ENR	Ralph U Amrstrong	1981-07-21	UHC-24998-70	6455889547	8223 Pine Dr, Los Angeles, CA, 90077	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-138615	ENR	Mason Taylor	2001-07-19	UHC-83381-43	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124213	ENR	Omar Park	1975-11-13	UHC-01183-85	4828045607	4331 Palm Dr, Gilbert, AZ, 85291	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138669	ENR	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122767	ENR	Christina D Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd, Houston, TX, 77052	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134239	ENR	Dorothy Cook	1982-07-23	UHC-19060-90	8492320783	5326 Union St Apt 37, Minneapolis, MN, 55408	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120529	ENR	Janet T Hoffman	1977-04-21	UHC-00217-94	—	9782 Valley View Dr, Dallas, TX, 75231	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-132433	ENR	Randy R Wallace	1987-05-26	UHC-72706-79	9032230751	415 Indian School Rd # 782, Mesa, AZ, 85296	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more

8,934 rows, page 28 of 179Previous Next