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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128963	ENR	Olivia Davis	1995-11-18	UHC-46336-83	2384802672	5346 Elm St, Columbus, OH, 43281	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-133011	ENR	Tyler V Mills	1994-07-04	UHC-15931-61	4192515318	9120 Market St, Columbus, OH, 43272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103398	ENR	Helen Allen	1961-06-07	UHC-39252-84	9865520656	1340 Main St, Tucson, AZ, 85732	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116069	ENR	Mark U Tran	1961-04-26	UHC-77913-35	7622754588	427 Washington St, San Diego, CA, 92164	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115583	ENR	Jordan Perkins	1951-03-03	UHC-84504-72	9474822634	9661 Mesa Dr, Charlotte, NC, 28231	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111145	ENR	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-142910	ENR	Douglas Berry	1969-10-11	UHC-83888-39	8863284662	1607 Lake View Rd, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-122841	ENR	Elizabeth Gibson	1955-05-15	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134012	ENR	Anna G Hart	1988-05-13	UHC-08766-79	4213793374	8807 Mesa Dr, San Antonio, TX, 78253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139824	ENR	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN, 55360	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137218	ENR	Raymond T Gzman	1991-02-02	UHC-14684-42	3606511435	2259 Union St, Seattle, WA, 98173	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123288	ENR	Wei G Harris	1954-03-16	UHC-52056-94	5394748760	5028 Ridge Rd, Columbus, OH, 43212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100504	ENR	Grace Soot	1946-03-03	UHC-54130-50	4238927617	4634 Forest Ave, Orlando, FL, 32819	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121099	ENR	Cheril I Rose	1998-08-22	UHC-60983-94	—	1514 Church St, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124225	ENR	Martha T Castro	1983-04-01	UHC-41311-30	2207065826	5565 Hillcrest Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119014	ENR	Ashley Mejia	1941-02-15	UHC-36724-72	5984304073	1713 Union St, Austin, TX, 78733	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129024	ENR	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-121060	ENR	Austin Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St, Mesa, AZ, 85268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111498	ENR	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN, 37249	0.62	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-113158	ENR	Larry B Ford	1953-07-21	UHC-19018-05	6637965103	5272 Maple Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132200	ENR	Emma Carter	1944-09-24	UHC-03566-32	8224416865	2297 Elm St, San Diego, CA, 92117	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-108093	ENR	Carol J Allen	1949-11-14	UHC-29947-52	5098935303	6323 Elm St, Mesa, AZ, 85257	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-124518	ENR	Russell Avarado	1957-01-28	UHC-65013-70	4015939360	8197 River Rd, Gilbert, AZ, 85250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136033	ENR	Mari Y Wright	1998-06-04	UHC-40044-28	9837622881	1445 Baseline Rd, Austin, TX, 78790	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103078	ENR	Bernda G Le	1970-07-25	UHC-89078-75	3026335575	4818 Ocean Ave, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130420	ENR	Raymond I Snyder	1975-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-136503	ENR	Carol E Stevens	1947-08-14	UHC-99194-43	7813958341	5527 Highland Ave, Eden Prairie, MN, 55321	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128075	ENR	Marilyn E Herrera	1950-01-20	UHC-81602-27	3685467433	7170 Meadow Ln, Plano, TX, 75060	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129799	ENR	Fatima U Alvrado	1954-04-01	UHC-94101-36	2188804520	2711 Desert Sky Blvd, Chandler, AZ, 85277	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-130553	ENR	Hannah Z Yang	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133034	ENR	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	8892 Willow Ct, Mesa, AZ, 85204	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123641	ENR	Bradley Carroll	1955-08-16	UHC-36238-02	6414835406	3597 Union St, San Antonio, TX, 78288	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123495	ENR	Bradley George	1962-07-12	UHC-69200-97	2703995001	7412 Maple Ave, Houston, TX, 77099	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-128556	ENR	Daniel Brooks	1987-01-01	UHC-14086-28	7997001733	5261 Ridge Rd, Fresno, CA, 93749	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135007	ENR	Olivia S Jordan	1940-11-13	UHC-93774-50	6196589373	8570 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107537	ENR	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-134587	ENR	Jessica Sims	2004-08-08	UHC-47302-21	8963773056	5344 Pine Dr, Los Angeles, CA, 90026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106642	ENR	Rachel S Edwards	1988-12-15	UHC-16184-77	8277023194	9657 Union St, Minneapolis, MN, 55431	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138557	ENR	Michelle Lynch	1944-05-17	UHC-79929-16	8346145726	7066 Central Ave, Jacksonville, FL, 32227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122536	ENR	Jordan J Carr	1977-09-07	UHC-85213-42	2726532454	9856 Highland Ave, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132570	ENR	Eric E Lopez	2005-06-03	UHC-22440-94	6334298860	4847 Market St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
ENR-120695	ENR	Patricia Y Oliver	1956-09-08	UHC-10035-02	2417575054	3500 Cedar Ln, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133364	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133365	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119551	ENR	Gregory U Ramos	1984-08-11	UHC-69287-98	3377004135	843 Harbor Blvd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-132129	ENR	Beverly Soto	1948-01-21	UHC-14300-46	6436909399	3256 Elm St, Orlando, FL, 32869	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124926	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-127900	ENR	Janet E Brown	1939-08-23	UHC-78003-20	6197299720	1614 Washington St, Dallas, TX, 75288	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-114241	ENR	Alexis W Freeman	1939-02-06	UHC-84619-94	7013294433	199 Bayshore Dr, Charlotte, NC, 28290	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102876	ENR	Roger I Kennedy	2008-08-26	UHC-64119-90	8468393656	3119 Desert Sky Blvd, Tampa, FL, 33615	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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