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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62849	TPA	Justin Ruiz	1971-06-17	—	—	4303 Grand Ave, Las Vegas, NV, 89134	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-26402	PRV	Mariana Auztin	1967-10-15	UHC-60247-95	7875392929	5576 Oak St, Denver, CO, 80282	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130335	ENR	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	8978 Oak St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
PRV-23085	PRV	Joshua Rogers	1964-01-23	—	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115668	ENR	Jean P Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423146	CLM	Bobby Adams	1972-01-12	UHC-70130-54	—	8522 Spring St, Plano, TX, 75070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121475	ENR	Hiroshi Z Sanchez	1999-06-15	UHC-87722-88	—	5705 Union St, Sacramento, CA, 95809	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-138645	ENR	Richard Q Wheeler	1945-09-02	UHC-39801-46	8679540304	4484 Valley View Dr, Charlotte, NC, 28216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57789	TPA	Wayne Carter	1991-01-27	—	—	473 Forest Ave, Plano, TX, 75038	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128931	ENR	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-102143	ENR	Nicholas Long	2005-07-10	UHC-15445-08	2514724615	8095 Main St, Orlando, FL, 32801	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-112687	ENR	George D Hernandez	1951-04-18	UHC-03121-86	5543491226	5190 Hillcrest Rd # 802, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-142113	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142114	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122816	ENR	Alexis J West	1996-10-23	UHC-01606-34	3866129530	5812 Church St, Dallas, TX, 75264	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130142	ENR	Mason L Esspinoza	1994-02-10	UHC-05793-04	—	8800 Sage Ct, Eden Prairie, MN, 55358	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102550	ENR	Lucia B Vargas	1975-11-13	UHC-57841-42	5897625824	4762 Lake View Rd, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23992	PRV	Henry Q Dan	1970-09-10	UHC-91438-57	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134054	ENR	David Powell	1977-12-09	UHC-52885-07	2035583675	2066 Palm Dr, Miami, FL, 33177	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411262	CLM	Adam Bailey	1993-04-26	—	5936105188	8267 Sage Ct, Fresno, CA, 93726	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-130467	ENR	Justin Tucker	1968-12-26	UHC-61253-61	6603413357	7759 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110250	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-110249	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-26121	PRV	Davis Deborah	1953-07-11	UHC-21383-58	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103131	ENR	Karen Little	1995-03-03	UHC-06105-79	7352192983	8088 Sunset Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-131544	ENR	Ana Harper	1978-05-11	UHC-01916-90	3689181999	3484 Ocean Ave, San Diego, CA, 92194	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413683	CLM	Daniel Myers	2000-04-01	UHC-98359-04	—	3748 Canyon Rd, Tempe, AZ, 85248	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28616	PRV	Andrew Brown	1975-10-17	—	6199336966	7476 Apache Blvd # 576, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57270	TPA	Keith Ortiz	1947-05-06	—	9382690989	9658 Washington St, Tempe, AZ, 85276	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429942	CLM	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112453	ENR	Jess J Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419157	CLM	Madison Hunter	1956-09-19	UHC-08390-09	2352969304	5842 Valley View Dr, Nashville, TN, 37230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101461	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101460	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64385	TPA	Denise Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63708	TPA	Benjamin Jones	1989-02-11	—	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415058	CLM	Raymond Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27289	PRV	Martha Hart	1992-08-09	—	6112168218	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110492	ENR	Ethan N Fields	1982-11-04	UHC-38617-49	5795865654	8099 Ridge Rd, Gilbert, AZ, 85254	0.62	Name re-cased Phone 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
TPA-64078	TPA	Abby Carlson	1990-04-13	—	5128559598	1325 Ocean Ave, Los Angeles, CA, 90089	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121469	ENR	Lucia J Fuller	1976-05-01	UHC-16929-82	2572383298	8952 Park Pl, Fresno, CA, 93730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412896	CLM	Gregory Delgado	1968-04-21	UHC-32595-69	8166737532	4695 Lincoln Way, Austin, TX, 78742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50589	TPA	Vincent Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58144	TPA	Maria O Harper	1941-06-14	UHC-43044-73	—	48 Grand Ave, Seattle, WA, 98157	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142316	ENR	George U Sims	1980-09-19	UHC-72547-69	5022844476	6943 Lincoln Way, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102239	ENR	Jacob V Diaz	1951-10-15	UHC-98946-09	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-131486	ENR	Aaron Holmes	1996-05-19	UHC-77158-63	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127905	ENR	Shirley L Morris	1985-03-17	UHC-89888-33	2182862611	7543 Canyon Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more

9,084 rows, page 77 of 182Previous Next