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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113645	ENR	Ronald Espinoza	1938-04-26	UHC-18202-18	5643840310	4348 River Rd # 419, Nashville, TN, 37289	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-118845	ENR	Jordan Stoone	1989-11-22	UHC-29838-90	4534019809	2253 Sage Ct # 961, Fresno, CA, 93795	0.82	Name re-cased Phone reformatted Unit split from street
CLM-414847	CLM	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr Apt 5, Sacramento, CA, 95823	0.82	Unit split from street State code upper-cased Placeholder values cleared
CLM-401312	CLM	Aguilar Judith	1940-03-28	UHC-01588-51	—	4131 Mesa Dr # 961, Scottsdale, AZ, 85272	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-422272	CLM	James Hanson	1984-11-23	UHC-90765-54	—	6778 Ocean Ave # 897, Miami, FL, 33117	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-107248	ENR	Vlentina I Perry	1980-12-17	UHC-78963-08	7554011994	7591 Willow Ct Apt 25, Gilbert, AZ, 85231	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-134566	ENR	Sharon I Salazar	1960-11-18	UHC-10097-24	—	6442 Market St Apt 29, Denver, CO, 80278	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-429584	CLM	Bishop Doris	2004-07-23	—	—	8487 Lake View Rd # 456, Dallas, TX, 75240	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429585	CLM	Bishop Doris	2004-07-23	—	—	8487 Lake View Rd # 456, Dallas, TX, 75240	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-124595	ENR	Elijah Hill	1960-04-19	UHC-38561-21	9083778969	4190 Mountain View Dr Apt 31, Nashville, TN, 37278	0.82	Date of birth reformatted Phone reformatted Unit split from street
CLM-414990	CLM	Keith L Jones	1987-02-19	UHC-95396-91	—	5349 Palm Dr # 261, Orlando, FL, 32884	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-114377	ENR	Billy P Peterson	1954-11-28	UHC-29755-09	8022837389	5137 Harbor Blvd Apt 3, Atlanta, GA, 30326	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-415552	CLM	Gregory Howard	1941-03-20	UHC-16734-85	—	101 Main St Apt 34, Tucson, AZ, 85777	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-431774	CLM	Brenda Glbert	1964-04-10	—	—	8010 Church St # 843, Austin, TX, 78715	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-116837	ENR	Ralph Campbell	1989-10-10	UHC-69425-15	5816600304	4022 Main St # 221, Atlanta, GA, 30392	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-122071	ENR	Anthony Jackson	1996-11-11	UHC-47435-53	7084971104	7175 Mesa Dr Apt 13, Dallas, TX, 75263	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-416861	CLM	David Chapman	1956-09-28	—	—	7079 Willow Ct Apt 21, Jacksonville, FL, 32213	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117253	ENR	John S Gomez	1972-08-27	UHC-33926-12	8526735994	8803 Pine Dr # 722, Tempe, AZ, 85297	0.82	Date of birth reformatted Unit split from street Email lower-cased
CLM-409206	CLM	Jonathan D Davis	1970-02-15	UHC-33869-68	3969368043	6574 Sage Ct # 737, Gilbert, AZ, 85207	0.82	Phone reformatted Unit split from street Whitespace trimmed
TPA-50735	TPA	Arthur Mason	1975-07-11	—	—	5652 Jefferson Ave # 471, San Antonio, TX, 78266	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-403690	CLM	Dennis G Gardner	1975-09-27	—	—	3984 Pine Dr # 834, Dallas, TX, 75241	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-119010	ENR	Teresa Q Greene	1969-02-17	UHC-47895-75	5322112437	3387 Mountain View Dr Apt 3, Los Angeles, CA, 90004	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-420909	CLM	Michelle R Carpenter	1960-07-18	—	—	8637 Ocean Ave # 264, Chandler, AZ, 85278	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404594	CLM	Amber W Mejia	1953-02-17	—	4953626145	5149 Mesa Dr # 123, Gilbert, AZ, 85265	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-106707	ENR	Doris U Diaz	1942-02-19	UHC-30771-40	7727867759	9094 Desert Sky Blvd # 290, Austin, TX, 78724	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-416967	CLM	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St Apt 28, Phoenix, AZ, 85029	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-107226	ENR	Grace C Ramos	1989-10-27	UHC-17338-10	9412775238	8508 Maple Ave # 474, Minneapolis, MN, 55492	0.82	Name re-cased Phone reformatted Unit split from street
CLM-417137	CLM	Christine Davis	1968-04-16	—	9487277411	5608 Lincoln Way # 763, Dallas, TX, 75252	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-400413	CLM	John Gardner	1947-11-06	—	—	6299 Desert Sky Blvd # 266, Austin, TX, 78722	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60560	TPA	Densie Stewart	1985-01-04	—	—	5897 Lincoln Way # 251, Seattle, WA, 98148	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420391	CLM	Laura Smith	2008-02-11	UHC-97695-33	—	123 Ridge Rd Apt 13, Eden Prairie, MN, 55365	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-127860	ENR	Wei Clark	1964-09-05	UHC-37296-08	7497675966	7537 Desert Sky Blvd Apt 16, Phoenix, AZ, 85008	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-426495	CLM	Ethan Foster	1941-08-06	UHC-36897-68	—	7698 Lincoln Way # 465, Minneapolis, MN, 55426	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-133693	ENR	Robert Brooks	1940-10-26	UHC-17255-13	4639481486	6515 Baseline Rd Apt 22, Denver, CO, 80209	0.82	Unit split from street Email lower-cased Whitespace trimmed
ENR-102189	ENR	Kenneth Stephens	1982-06-15	UHC-48984-36	6099609859	3502 Elm St Apt 18, Tucson, AZ, 85787	0.82	Name re-cased Unit split from street Whitespace trimmed
CLM-408577	CLM	Joshua Holmes	1977-04-20	UHC-28099-06	—	7245 River Rd # 568, Glendale, AZ, 85336	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-425127	CLM	Josh Gray	1994-04-12	UHC-40679-05	—	1373 Lincoln Way # 117, Sacramento, CA, 95872	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-142782	ENR	Mateeo I Williamson	1940-08-16	UHC-09947-95	3035149919	4528 Lincoln Way # 837, Las Vegas, NV, 89119	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-50220	TPA	Bobby Rios	1977-09-18	—	—	6800 Mesa Dr Apt 10, San Antonio, TX, 78216	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-113324	ENR	Karen N Guerrero	1980-06-26	UHC-16628-04	3723771339	7928 Bayshore Dr # 356, Orlando, FL, 32854	0.82	Phone reformatted Unit split from street Email lower-cased
ENR-125900	ENR	Denise Boyd	1943-06-25	UHC-49446-36	8582052390	8652 Broadway Apt 19, Mesa, AZ, 85279	0.82	Name re-cased Unit split from street Whitespace trimmed
ENR-132121	ENR	Kelly M Shaw	1974-04-04	UHC-88200-35	5293861776	8505 Forest Ave Apt 19, Scottsdale, AZ, 85208	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-142858	ENR	Ommar Brown	1963-04-25	UHC-35610-05	5175460617	305 Bayshore Dr # 791, Austin, TX, 78735	0.82	Date of birth reformatted Phone reformatted Unit split from street
CLM-417784	CLM	Jordan Mitchell	1999-01-13	UHC-41287-90	—	882 Lake View Rd # 630, Dallas, TX, 75281	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-106956	ENR	Judith Larson	1982-10-08	UHC-37282-88	3925265887	8338 Lincoln Way # 796, Plano, TX, 75050	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-117666	ENR	Camila Z Marshall	1940-01-08	UHC-46797-62	3372174060	3494 Ridge Rd Apt 28, Miami, FL, 33128	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-410079	CLM	Mary N Russell	1942-12-23	UHC-42213-42	—	6848 Jefferson Ave # 582, Las Vegas, NV, 89179	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-131603	ENR	Russell Hudson	1997-12-26	UHC-77582-79	—	2756 Washington St # 769, San Antonio, TX, 78297	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-53643	TPA	Camila Williams	1956-07-24	UHC-48033-98	—	9110 Mesa Dr Apt 3, Sacramento, CA, 95847	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-115357	ENR	Alexander E Evans	1962-01-02	UHC-50889-55	9642408076	1712 Lincoln Way Apt 33, Tucson, AZ, 85780	0.82	Date of birth reformatted Phone reformatted Unit split from street

6,994 rows, page 136 of 140Previous Next