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-133433	ENR	Tyler L Meyer	1977-10-09	UHC-28108-92	8772961996	2624 Elm St, Jacksonville, FL, 32221	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-140497	ENR	Sandra X Jackson	1946-04-25	UHC-53077-56	4792888883	3183 Union St, Fresno, CA, 93728	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-129203	ENR	Benjamin E Santos	1967-09-27	UHC-77350-11	5217342562	6844 Main St, Tampa, FL, 33656	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124970	ENR	Sara Burton	2002-10-11	UHC-27884-88	3443107527	2996 Palm Dr, Charlotte, NC, 28210	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-141451	ENR	Helen Davis	1942-02-26	UHC-25473-05	—	9545 Apache Blvd, Dallas, TX, 75240	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-110452	ENR	Omar I Guerrero	1951-12-09	UHC-89846-05	7324128688	7467 Bayshore Dr, Glendale, AZ, 85319	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108947	ENR	Carol Ross	1954-12-21	UHC-83134-19	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-102541	ENR	Justin Myers	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA, 92189	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105317	ENR	Charlotte Sooto	1999-07-06	UHC-90420-43	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114014	ENR	Marcus Q Yang	1963-12-06	UHC-97947-47	5212322900	9784 Maple Ave, Tampa, FL, 33684	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-134311	ENR	Billy S Tucker	1963-09-24	UHC-50509-83	6055830123	1197 Valley View Dr, Tucson, AZ, 85790	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106252	ENR	Jean Washington	2000-06-24	UHC-80583-61	4602147374	406 Pine Dr, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-104785	ENR	Arjun W Richardson	1995-07-14	UHC-29828-03	5063767791	1606 Valley View Dr, Sacramento, CA, 95824	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-135828	ENR	Helen X Chen	1941-09-22	UHC-44782-12	7802985905	6943 Spring St, Tucson, AZ, 85725	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108217	ENR	Karen L Santos	1946-04-28	UHC-76959-87	9692010395	890 River Rd, San Diego, CA, 92162	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127636	ENR	Joshua Williamson	1987-07-19	UHC-99344-22	8406078508	2202 Apache Blvd, Jacksonville, FL, 32286	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128317	ENR	Mei J Mills	1981-06-18	UHC-17607-31	2119184585	3240 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-117725	ENR	Jacob L Long	1994-01-23	UHC-60371-77	2923120934	3398 Main St, Los Angeles, CA, 90075	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140071	ENR	Gary Y Park	1978-04-18	UHC-10824-31	8102382229	2690 Ocean Ave, Tucson, AZ, 85772	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129811	ENR	Teresa P Fernandez	1961-02-16	UHC-69915-73	4014354329	5632 Indian School Rd, Columbus, OH, 43229	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120566	ENR	Rachel H Moore	1957-10-02	UHC-52324-76	3667808721	1293 Canyon Rd, Sacramento, CA, 95853	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125430	ENR	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave # 554, Orlando, FL, 32817	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-141965	ENR	Alexander T Wells	1960-08-11	UHC-85686-20	7125882690	9136 Union St, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132283	ENR	Dylan F Praker	1988-11-15	UHC-07807-62	—	539 Harbor Blvd, San Diego, CA, 92160	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-102717	ENR	Emily D Kennedy	1991-01-01	UHC-34634-77	—	5058 Central Ave, Tucson, AZ, 85746	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138042	ENR	Justin Sms	1938-10-22	UHC-97386-84	6139832805	5124 Highland Ave Apt 36, Fresno, CA, 93787	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-135662	ENR	Bobby Z Fields	1979-05-25	UHC-53080-99	5964776820	1966 Maple Ave, Fresno, CA, 93770	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107237	ENR	Laura L Nguyen	1981-06-10	UHC-92774-80	7644924105	635 Willow Ct, Plano, TX, 75092	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125601	ENR	Joe Bishop	1966-10-26	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-116943	ENR	Carolyn Gordon	1949-05-06	UHC-94966-87	3587080043	7485 Ridge Rd, Plano, TX, 75071	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140618	ENR	Emma Baker	1995-06-15	UHC-19416-16	9808306226	2129 Market St, Chandler, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111822	ENR	Mei Harris	1954-02-09	UHC-30286-59	3758029813	9423 Ridge Rd Apt 19, Mesa, AZ, 85223	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-115208	ENR	Melissa Ray	1990-07-22	UHC-44121-79	8093623753	1183 Indian School Rd, Fresno, CA, 93720	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-125834	ENR	Scott Estrada	1951-05-18	UHC-44880-54	9192952432	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-119265	ENR	Evelyn Hunter	2000-05-17	UHC-44106-24	8538674372	5600 Mountain View Dr, Nashville, TN, 37210	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-123533	ENR	Steven B Butler	1948-12-19	UHC-75930-09	8316060927	3328 Lake View Rd, Austin, TX, 78765	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-139013	ENR	Steven C Morgan	2008-03-28	UHC-62140-91	8146583799	622 Ocean Ave, Gilbert, AZ, 85220	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-141754	ENR	Ana Porter	1957-06-16	—	5113877355	3430 Park Pl, San Diego, CA, 92193	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-138180	ENR	James G Herrera	2005-03-03	UHC-87798-18	2866200423	4491 Church St, Denver, CO, 80228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113133	ENR	Nancy P Rodriguez	1956-12-05	UHC-89474-55	8887990590	8581 Forest Ave, San Diego, CA, 92199	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113776	ENR	Alexis Hunter	1944-06-08	UHC-40933-61	8618047852	8843 Jefferson Ave, Seattle, WA, 98169	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117934	ENR	Fraank Baker	1990-09-08	UHC-71529-54	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116121	ENR	Diego L Carroll	1953-07-05	UHC-04213-88	9617760210	423 Maple Ave, Tampa, FL, 33667	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-100530	ENR	Maria Z Dominguez	1997-08-23	UHC-24070-78	8515428995	5877 Lake View Rd, Mesa, AZ, 85266	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108135	ENR	Jose Rose	2005-02-22	UHC-51129-80	2743127133	2997 Mesa Dr, Orlando, FL, 32888	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-108500	ENR	Rachel Hunter	1971-01-17	UHC-39152-60	3107465664	7346 Indian School Rd, Charlotte, NC, 28245	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110710	ENR	Daniel R Meeyer	1946-12-24	UHC-36172-54	3534304050	5721 Palm Dr, Jacksonville, FL, 32233	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-100805	ENR	Anna Kelley	2002-01-02	UHC-40324-73	—	3926 Harbor Blvd, San Diego, CA, 92153	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100766	ENR	Lauren Simmons	1949-09-13	UHC-09730-23	9387382916	783 Willow Ct, Tampa, FL, 33657	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102218	ENR	John C Estrada	1991-01-14	UHC-95931-01	9288505242	7030 Baseline Rd, San Antonio, TX, 78290	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more

7,326 rows, page 96 of 147Previous Next