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
CLM-423460	CLM	Kevin Franklin	1917-02-24	—	3168431466	4629 Willow Ct # 606, Nashville, TN, 37284	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
ENR-135352	ENR	Ana Payne	1942-08-03	UHC-71106-34	3847713900	6151 Mountain View Dr # 803, Austin, TX, 78722	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-105614	ENR	Logan Lewis	1980-01-19	UHC-94631-76	4182720832	924 Indian School Rd # 348, Jacksonville, FL, 32236	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-104703	ENR	Ashley Vargas	1998-11-05	UHC-01359-34	5133663166	6649 Valley View Dr Apt 3, San Diego, CA, 92186	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-115946	ENR	Walter Alvarez	1943-09-01	UHC-34582-19	6793383114	1502 Apache Blvd Apt 25, Dallas, TX, 75221	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-424833	CLM	Joe Weaver	1989-10-27	—	—	7990 Jefferson Ave # 528, San Antonio, TX, 78245	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142592	ENR	Kayla Y James	1961-06-15	UHC-27390-20	—	3880 Park Pl # 172, Minneapolis, MN, 55421	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
CLM-429838	CLM	Rachel Taylor	2001-03-12	—	4766929842	5103 Indian School Rd # 560, Atlanta, GA, 30347	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-123403	ENR	Walter Chavez	1994-05-07	UHC-49446-32	3416809590	7980 Maple Ave Apt 22, Austin, TX, 78761	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123402	ENR	Walter Chavez	1994-05-07	UHC-49446-32	3416809590	7980 Maple Ave Apt 22, Austin, TX, 78761	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430714	CLM	Julie George	1961-08-14	UHC-62078-43	—	5628 Mountain View Dr Apt 37, Seattle, WA, 98119	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405842	CLM	Frances Moore	2006-04-19	UHC-19353-75	—	5127 Baseline Rd # 877, Sacramento, CA, 95828	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-129040	ENR	Diego Singh	2008-10-21	UHC-67990-40	7674650381	1486 Broadway Apt 39, Las Vegas, NV, 89148	0.80	Name re-cased Phone reformatted Unit split from street Address re-cased
TPA-54143	TPA	Rebecca Ferguson	1939-04-11	—	2436302509	429 Harbor Blvd Apt 7, Tampa, FL, 33658	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-139294	ENR	Helen X Ellis	1965-08-01	UHC-88505-77	8112593769	7967 Church St # 733, Eden Prairie, MN, 55306	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
CLM-417921	CLM	Danielle Marinez	1968-05-07	UHC-20534-65	9492044825	2953 Valley View Dr # 525, Plano, TX, 75095	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-431030	CLM	Edward Coleman	1938-04-08	—	2126694821	8603 Bayshore Dr Apt 14, Houston, TX, 77084	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
PRV-25047	PRV	Amy V Espinoza	1996-03-02	—	6385586027	3957 Sage Ct # 741, Dallas, TX, 75233	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-114746	ENR	Abigail G Washington	2000-02-27	UHC-06319-96	8145809904	7125 Lincoln Way Apt 15, Fresno, CA, 93738	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-100714	ENR	Donald A Owens	1975-08-15	UHC-44374-68	6944020997	4305 Ridge Rd Apt 1, Nashville, TN, 37203	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-62052	TPA	Austin R Medina	1954-03-06	—	8027098372	4470 Main St # 614, Fresno, CA, 93780	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-115650	ENR	Nancy Stephens	2005-01-22	UHC-99055-67	8544729067	8008 Ocean Ave Apt 10, Scottsdale, AZ, 85205	0.80	Unit split from street Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-121331	ENR	Jeremy Z Williamson	2001-05-09	UHC-36275-30	5223171141	9294 Maple Ave # 568, San Antonio, TX, 78298	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-130321	ENR	Mei Sanchez	1988-09-11	UHC-00404-61	5538455145	4230 Lincoln Way Apt 10, Jacksonville, FL, 32225	0.80	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased
ENR-106119	ENR	Nicole Smis	2007-09-28	UHC-26313-34	2203309197	2017 Church St # 543, Orlando, FL, 32811	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-131635	ENR	Lucia Medina	1981-09-03	UHC-94530-38	6088765139	314 Oak St Apt 15, Las Vegas, NV, 89179	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60771	TPA	Ralph Ruiz	1950-05-14	—	8179605979	5738 Valley View Dr Apt 28, Mesa, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-118608	ENR	Gregory F Jimenez	1938-02-23	UHC-20226-13	3146390165	8862 Sunset Blvd Apt 3, Plano, TX, 75004	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-113309	ENR	Maria T Miler	1999-03-13	UHC-54776-90	3825780564	3823 Indian School Rd # 520, Nashville, TN, 37277	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-137809	ENR	Abigail J Martinez	2003-07-23	UHC-97663-41	4528524456	3266 Bayshore Dr Apt 28, Plano, TX, 75076	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
ENR-128033	ENR	Christine J Espinoza	1980-09-28	UHC-16134-22	4158055756	6095 Meadow Ln # 554, Plano, TX, 75098	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-411846	CLM	Bevery O Sanchez	1952-02-05	UHC-57625-59	—	8609 Forest Ave # 357, Chandler, AZ, 85295	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
ENR-125056	ENR	Carol Montgomery	1947-05-15	UHC-11604-54	—	5080 Market St # 934, Fresno, CA, 93771	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-411573	CLM	Julie Chen	1981-10-26	UHC-35660-93	—	6058 Church St # 796, Dallas, TX, 75259	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142045	ENR	Thhomas Singh	1993-01-03	UHC-07213-66	8783815404	279 Apache Blvd # 779, Houston, TX, 77072	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420765	CLM	Joyce Carter	2006-11-01	—	—	8256 Broadway # 994, Houston, TX, 77067	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421725	CLM	Megan Morrison	1976-06-17	UHC-18860-99	—	3223 Meadow Ln # 974, Austin, TX, 78721	0.80	Name re-cased Member ID reformatted Unit split from street Placeholder values cleared
PRV-26469	PRV	Maria Wells	2005-07-01	—	5318586325	2693 Highland Ave # 966, Eden Prairie, MN, 55364	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-412938	CLM	Emma Dunn	1942-06-10	—	—	9660 Meadow Ln Apt 33, San Diego, CA, 92122	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-113858	ENR	Paul M Day	2002-10-10	UHC-31634-28	4868356477	4951 Oak St # 930, Orlando, FL, 32860	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-132520	ENR	Joyce Hunter	1974-11-24	UHC-92295-16	7063769908	5559 Meadow Ln Apt 17, Fresno, CA, 93719	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-404786	CLM	Thomas D Matthews	1986-10-08	UHC-26458-46	—	5233 Camelback Rd Apt 24, Nashville, TN, 37299	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-126964	ENR	Sara Hanson	1993-07-16	UHC-23621-71	6265279615	2711 Sage Ct # 296, Charlotte, NC, 28237	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
ENR-128623	ENR	Christine Estrada	1951-04-03	UHC-18639-57	7235588998	3473 Hillcrest Rd # 538, Tucson, AZ, 85751	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-110834	ENR	Katherine Lucas	1953-06-04	UHC-96093-29	—	6883 Bayshore Dr Apt 6, Plano, TX, 75032	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-405350	CLM	Ana Bailey	1989-07-21	—	—	3822 Lincoln Way Apt 9, Houston, TX, 77093	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
ENR-122048	ENR	Chuck Fernendez	1968-06-02	UHC-67743-02	5575679794	3419 Lake View Rd # 668, Mesa, AZ, 85280	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
CLM-408728	CLM	Adam Phillips	1973-03-19	UHC-49202-93	—	7457 Sunset Blvd Apt 39, Glendale, AZ, 85329	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-107253	ENR	Roger Z Russell	1993-08-03	UHC-72213-89	5354237435	1461 River Rd # 310, San Diego, CA, 92133	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
CLM-428267	CLM	Carol Q Stephens	2001-03-25	—	—	959 Market St Apt 28, San Diego, CA, 92158	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared

6,994 rows, page 126 of 140Previous Next