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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113415	ENR	John R Nelson	1994-01-21	UHC-59328-85	2215555652	142 Washington St, Orlando, FL, 32863	0.80	Phone reformatted State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-63697	TPA	Sofia S Web	1960-12-02	—	—	265 Ridge Rd, Tampa, FL, 33645	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-136677	ENR	Ruth Jones	1983-03-16	UHC-19292-41	4379921122	5065 Sage Ct, Fresno, CA	0.80	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing
ENR-120632	ENR	Jonathan Bares	1997-01-27	UHC-03469-09	2526437738	8367 Elm St, Charlotte, NC, 28252	0.80	Street suffix standardised Address re-cased State code upper-cased Email lower-cased
PRV-26499	PRV	Alan Pery	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-108570	ENR	Kayla G Roberts	1977-05-17	UHC-83331-44	5832486009	7963 Market St, San Diego, CA, 92185	0.80	Name re-cased Two-digit birth year City re-cased State code upper-cased
PRV-22157	PRV	Carl Taylor	1939-12-17	—	6119278812	8064 Broadway, San Antonio, TX, 78204	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-103533	ENR	Sarah I Fuller	1989-03-28	UHC-79653-16	4578390304	5473 Hillcrest Rd, Plano, TX, 75076	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-111452	ENR	Jcob Y Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St, Atlanta, GA, 30358	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Placeholder values cleared
TPA-64445	TPA	Joan Wbeer	1973-06-08	UHC-20455-78	—	9509 Park Pl, San Diego, CA, 92153	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-418948	CLM	Sandra White	1941-03-24	—	—	498 Main St, San Antonio, TX, 78253	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-429333	CLM	Barb Kennedy	1967-03-23	—	—	4915 Elm St, Tampa, FL, 33669	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-131138	ENR	Russelll Y Ruiz	1964-09-19	UHC-17627-93	6376710786	5602 Mountain View Dr, Houston, TX, 77083	0.80	Street suffix standardised Address re-cased State code upper-cased Email lower-cased
CLM-410203	CLM	Jennifer Nunez	—	UHC-84002-20	4029078641	2821 Grand Ave, Eden Prairie, MN, 55347	0.80	Date of birth unreadable Phone reformatted State code upper-cased Placeholder values cleared
CLM-405317	CLM	Danielle Jackson	1954-10-11	UHC-84944-11	—	3506 Spring St, Denver, CO, 80238	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-410692	CLM	Lori Webb	1991-07-01	UHC-69037-61	—	2854 Maple Ave, Miami, FL, 33172	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-103784	ENR	Jonathan R Shaw	1972-07-01	UHC-46625-64	5858538134	9199 Sunset Blvd, Denver, CO, 80223	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-103785	ENR	Jonathan R Shaw	1972-07-01	UHC-46625-64	5858538134	9199 Sunset Blvd, Denver, CO, 80223	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-114280	ENR	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.80	Date of birth reformatted SSN last four extracted State code upper-cased Placeholder values cleared
CLM-422602	CLM	Eric Q Clark	1947-12-27	UHC-91237-25	—	7672 Market St, Tempe, AZ, 85278	0.80	State code upper-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-100742	ENR	Camila Muoz	2001-02-08	UHC-45689-80	4463192923	9324 Cedar Ln # 506, Seattle, WA, 98134	0.80	Name re-cased Unit split from street State code upper-cased Whitespace trimmed
ENR-130960	ENR	Albert Santos	1975-05-16	UHC-93883-15	7459294057	2445 Church St, Jacksonville, FL, 32229	0.80	Member ID reformatted SSN last four extracted State code upper-cased Whitespace trimmed
PRV-20528	PRV	Abigail Snyder	1970-01-20	UHC-21758-85	4774688648	565 Ocean Ave, Plano, TX, 75087	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
CLM-424676	CLM	Jerry M Lawrence	1950-12-23	—	2566847581	1879 Lincoln Way, Houston, TX, 77085	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
ENR-115225	ENR	Christopher T Wast	2008-09-19	UHC-27441-34	7029951507	9858 Spring St, Tucson, AZ, 85745	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-118549	ENR	Randy T Lopez	1984-03-13	—	7366970823	7109 Ocean Ave, Dallas, TX, 75285	0.80	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased
ENR-104939	ENR	Vincent Esipnoza	1980-10-11	UHC-29654-36	7965684784	3999 Church St, Las Vegas, NV, 89101	0.80	Name split from “Last, First”State code upper-cased Email lower-cased Whitespace trimmed
CLM-429117	CLM	Brian Dixon	1985-07-13	—	—	8209 Maple Ave, Gilbert, AZ, 85204	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-140583	ENR	Omer Miller	1974-07-20	UHC-95139-13	5634126256	6937 Main St, Phoenix, AZ, 85002	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-106620	ENR	Christine X Kelly	1951-10-08	UHC-16902-14	4626658256	1310 Main St, Atlanta, GA	0.80	Name re-cased State code upper-cased ZIP missing Whitespace trimmed
ENR-131833	ENR	Maria V Lawson	1976-05-24	UHC-70296-83	3904353332	1902 Broadway, Los Angeles, CA, 90020	0.80	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased
ENR-103330	ENR	James U Pierce	1946-08-01	UHC-01552-36	5556120746	9163 Canyon Rd, Phoenix, AZ, 85003	0.80	Name re-cased State code upper-cased Gender normalised Whitespace trimmed
ENR-129054	ENR	Emily G Fuller	1986-02-02	UHC-95211-89	3443081489	5531 Baseline Rd, Tampa, FL, 33671	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
CLM-400087	CLM	Wei Garza	1973-05-15	UHC-61834-78	—	1790 Maple Ave, Seattle, WA, 98131	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-51948	TPA	Jesse Santos	1981-06-19	—	—	8431 Palm Dr, Phoenix, AZ, 85086	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-402105	CLM	Frank Marquez	1977-05-01	UHC-15177-02	—	9017 Hillcrest Rd, Columbus, OH, 43278	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-51949	TPA	Cynthia Rojas	1979-06-02	—	—	5677 Mesa Dr, Charlotte, NC, 28264	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-106503	ENR	Susan Contreras	1995-09-03	UHC-84724-80	2698513941	4132 Baseline Rd, Tempe, AZ, 85203	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-100376	ENR	Elijah T Watson	1950-04-18	UHC-72077-16	3868964396	9516 Church St, Tempe, AZ, 85235	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-100375	ENR	Elijah T Watson	1950-04-18	UHC-72077-16	3868964396	9516 Church St, Tempe, AZ, 85235	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
TPA-50095	TPA	Alice Le	—	—	—	4656 Hillcrest Rd, Glendale, AZ, 85382	0.80	Date of birth unreadable State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-57567	TPA	Harold Simmons	1948-07-21	—	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.80	Name re-cased SSN last four extracted State code upper-cased Placeholder values cleared
ENR-135810	ENR	Janet Welch	1967-06-06	UHC-62693-06	—	3614 Forest Ave, Gilbert, AZ, 85281	0.80	Date of birth reformatted Phone missing area code State code upper-cased Whitespace trimmed
ENR-139409	ENR	Roegr Marquez	1964-12-22	UHC-62705-91	3083378072	5303 Elm St, Minneapolis, MN, 55407	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-100993	ENR	Carolyn D Anderson	1946-03-07	UHC-16813-73	5865068640	2764 Market St, Plano, TX	0.80	Name re-cased City re-cased State code upper-cased ZIP missing
ENR-139171	ENR	Ralph Wagner	1987-05-28	UHC-97794-88	—	7757 Valley View Dr, Las Vegas, NV, 89135	0.80	Two-digit birth year State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-419791	CLM	Ronald Q Fowler	—	UHC-11532-40	8608026760	6612 Park Pl, San Diego, CA, 92110	0.80	Name re-cased Date of birth unreadable State code upper-cased Placeholder values cleared
CLM-422631	CLM	Thomas X Hicks	1959-06-20	—	—	9517 Hillcrest Rd, Phoenix, AZ, 85008	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-403562	CLM	Cheryl K Fernandez	1993-06-17	UHC-03714-35	—	6716 Forest Ave, Miami, FL, 33133	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
PRV-29438	PRV	Jerry Y Watson	1983-04-17	—	6833821024	7251 Grand Ave, Sacramento, CA, 95840	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared

4,010 rows, page 62 of 81Previous Next