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-109418	ENR	Henry Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct, Chandler, AZ, 85285	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136413	ENR	Willie Bailey	1973-10-24	UHC-45370-87	6732864536	9548 Union St, San Antonio, TX, 78284	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121028	ENR	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-121027	ENR	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-106676	ENR	Madison V Hawkins	1987-01-09	UHC-63822-79	3995150164	8810 Lake View Rd, Minneapolis, MN, 55465	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117058	ENR	Harold Gonzales	1980-06-19	UHC-74823-63	2725768115	6248 Camelback Rd # 635, Tucson, AZ, 85713	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119719	ENR	George S Hernandez	1955-03-23	UHC-67581-90	2286317709	6868 Ridge Rd # 437, Mesa, AZ, 85297	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-138201	ENR	Natalie Harrys	2007-04-14	UHC-83927-10	7507318648	4586 Cedar Ln, San Antonio, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103344	ENR	Joseph QJunk	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140994	ENR	Susan Contreras	1963-04-01	UHC-06057-20	—	7437 Sage Ct, Columbus, OH, 43295	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-139579	ENR	Ethan E Gardner	1961-03-01	—	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132614	ENR	Janet A Hicks	1953-06-15	UHC-36211-77	3812935463	40 Main St, Columbus, OH, 43241	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115653	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115654	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115157	ENR	Aigail Y Franklin	2001-09-17	UHC-02014-79	3273400298	6682 Central Ave, Phoenix, AZ, 85079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122561	ENR	Sophia T Jensen	1955-01-11	—	7598340220	9101 Union St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125827	ENR	Saron Ford	1965-12-07	UHC-29790-88	3493993797	845 Indian School Rd, Charlotte, NC, 28217	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130440	ENR	Elijah A Medina	1950-10-18	UHC-16726-86	3752726270	7673 Ridge Rd # 905, Plano, TX, 75014	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133331	ENR	Bobby T Nelson	—	UHC-69366-19	7233944195	2623 Ocean Ave, Gilbert, AZ, 85267	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-137470	ENR	Matthew D Shwa	—	UHC-20965-71	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-115280	ENR	Lawrence K Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St Apt 22, Tempe, AZ, 85219	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-111784	ENR	Jim X Herrera	2007-10-15	UHC-91233-31	5506593172	3206 Washington St, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137450	ENR	Snyder H Carolyn	1967-06-26	UHC-76043-35	4036917212	9463 Hillcrest Rd, Eden Prairie, MN, 55391	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121813	ENR	Lawrence J Williams	1987-07-11	UHC-68040-19	8988804967	7519 Highland Ave, Minneapolis, MN, 55461	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116674	ENR	Jackie K Simpson	1977-08-11	—	4259778476	9403 Highland Ave, Gilbert, AZ, 85246	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119875	ENR	Jesse L Bowman	1997-04-20	UHC-57466-82	4708210239	9636 Desert Sky Blvd, Sacramento, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125220	ENR	Debra S Meyer	1981-02-03	UHC-68461-30	8817745015	3651 Central Ave, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110626	ENR	Emily J Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128484	ENR	Shirley Lee	—	UHC-25265-26	9135818916	9437 Camelback Rd, Columbus, OH, 43205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-117136	ENR	Hannah B Simmons	—	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-132829	ENR	Wei L Medina	1925-10-25	UHC-05721-07	—	4780 Lake View Rd, Plano, TX, 75067	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-101833	ENR	Robert S Campbell	1972-06-02	UHC-60444-57	4293960584	2785 Willow Ct, Charlotte, NC, 28253	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-112846	ENR	Deborah S Berry	1940-01-16	UHC-77773-42	5867850565	2880 Pine Dr, Gilbert, AZ, 85257	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118147	ENR	Marcus T West	1999-09-26	UHC-07676-75	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107259	ENR	Larry Kim	1988-06-21	UHC-54455-56	6335073010	3283 Church St, Atlanta, GA, 30373	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101923	ENR	Juhn Simpson	1959-02-04	UHC-44690-09	2758378081	12 Highland Ave, Austin, TX, 78708	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118050	ENR	Butler Sara	1957-12-03	UHC-52657-16	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-127586	ENR	Michael Rodriguez	—	UHC-88992-51	2732605812	9899 Indian School Rd, Columbus, OH, 43247	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
ENR-137605	ENR	Jesse H Wilson	1996-10-24	UHC-96437-49	8188205461	7802 Camelback Rd, Seattle, WA, 98157	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107556	ENR	Christopher Kelley	1959-08-12	UHC-48024-33	4533484941	9760 Highland Ave, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142927	ENR	Austin O Lopez	1977-09-24	UHC-10967-15	6377194829	5139 Ocean Ave Apt 30, Charlotte, NC, 28215	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127127	ENR	Theresa Murray	1974-08-13	UHC-57458-89	6309309580	7975 Hillcrest Rd Apt 9, San Diego, CA, 92157	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101145	ENR	Catherine E Ford	1988-07-03	UHC-79361-30	3644097615	975 Main St, Gilbert, AZ, 85287	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134462	ENR	Helen W Munoz	1951-03-02	UHC-11640-38	9525843712	6368 Washington St, Gilbert, AZ, 85263	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124743	ENR	Hannah N Andrews	1976-03-21	UHC-25949-03	9595671574	113 Elm St, Columbus, OH, 43245	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138145	ENR	Kenneth E Woods	1963-12-26	UHC-80979-49	—	6704 Sage Ct, Seattle, WA, 98171	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-128876	ENR	Turnner I Alexander	1965-08-27	UHC-98406-32	—	429 Pine Dr, Sacramento, CA, 95897	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-113320	ENR	Sara F Padilla	1982-02-02	UHC-35197-28	5183584426	3359 Church St # 715, Tempe, AZ, 85240	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-103097	ENR	Diana Hudson	—	—	5389802920	4568 Elm St, Tempe, AZ, 85281	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113356	ENR	Isabella Le	—	UHC-22656-20	—	7791 Desert Sky Blvd, Orlando, FL, 32846	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more

26,564 rows, page 59 of 532Previous Next