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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121806	ENR	John Larson	1979-08-14	UHC-27245-80	9869740126	6872 Palm Dr, Phoenix, AZ, 85067	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-107501	ENR	Danielle G Oliver	1955-07-21	UHC-04683-72	—	2802 Grand Ave, Chandler, AZ, 85297	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-420821	CLM	Ralph Andrews	1946-09-20	UHC-36948-36	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-125894	ENR	Bryan Jenkins	1945-05-18	UHC-40066-17	7804210538	5150 Cedar Ln, San Diego, CA, 92139	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
TPA-57185	TPA	Christopher White	1978-04-15	—	—	6212 Broadway, Orlando, FL, 32820	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427573	CLM	Santiago Willis	2005-07-22	—	—	6570 Mesa Dr, Scottsdale, AZ, 85293	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-118662	ENR	William Q Shaw	1996-04-14	UHC-04735-42	8937442699	6955 Park Pl, Los Angeles, CA, 90062	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-413523	CLM	George Gomez	1947-02-03	—	—	5861 Highland Ave Apt 26, Glendale, AZ, 85390	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-109262	ENR	Joseph I Wheeler	1971-03-15	UHC-76888-73	7508765534	8613 Canyon Rd, Chandler, AZ, 85228	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-59922	TPA	Kayla B Contreras	1996-11-11	—	—	1305 Sunset Blvd, Scottsdale, AZ, 85281	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-135062	ENR	Frances Mitchell	2005-07-02	UHC-57642-07	6332193229	4268 Valley View Dr, Tampa, FL, 33620	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-111862	ENR	James Garcya	1975-05-23	UHC-06044-51	—	1489 Baseline Rd, San Antonio, TX, 78208	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412549	CLM	Rachel Coleman	1949-10-19	UHC-34040-77	—	935 Meadow Ln, Atlanta, GA, 30376	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-25036	PRV	Wil Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
PRV-21608	PRV	Brian X Martin	1955-12-12	—	2929755523	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-415624	CLM	Donna Weaver	1955-03-14	—	—	9791 Park Pl, Austin, TX, 78756	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
PRV-21269	PRV	Scott Moreno	1984-10-06	—	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-417794	CLM	Jacob Schmidt	1969-03-25	UHC-25356-26	5413923289	7946 Oak St, Columbus, OH, 43211	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-112820	ENR	Isabellla Stephens	1976-12-10	UHC-72948-48	—	3799 Jefferson Ave, Denver, CO, 80234	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
PRV-25555	PRV	KJunk	2001-03-24	UHC-80415-30	5789416159	—	0.68	Two-digit birth year Phone reformatted Placeholder values cleared No usable name (quarantined)
CLM-419112	CLM	Jacqueline Nelson	1956-08-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
ENR-121668	ENR	Emily Watkins	1958-03-17	UHC-53607-54	7596659879	9342 Union St, Chandler, AZ, 85295	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
CLM-416420	CLM	Bryan Rogers	1943-10-08	UHC-70108-52	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-114417	ENR	Ahmed Burke	1953-03-26	UHC-78523-80	8542465732	4079 Elm St, Chandler, AZ, 85270	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-401150	CLM	Albert Wods	1954-07-09	—	9056557520	1380 Harbor Blvd # 374, Denver, CO, 80213	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-129219	ENR	Noah Armstrong	1955-08-18	UHC-54510-49	2826507388	1551 Desert Sky Blvd, Chandler, AZ, 85211	0.68	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased
CLM-411708	CLM	Fraances Fox	1960-03-25	UHC-10054-32	4206977770	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-403236	CLM	Richard Luna	1986-01-18	UHC-69234-20	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-123330	ENR	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX, 75273	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-131968	ENR	Mark Roberts	1966-05-01	UHC-52293-76	9263666913	1099 Lincoln Way, Tempe, AZ, 85208	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Email lower-cased
ENR-127000	ENR	Omar S Myers	1958-06-01	UHC-56404-63	8105323943	134 Church St, Mesa, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Email lower-cased
CLM-423764	CLM	Margaret P Stevens	1981-12-12	UHC-74068-29	—	7419 Baseline Rd, Atlanta, GA, 30383	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-408330	CLM	Becky Wilson	1982-12-21	UHC-50574-71	8263080261	3284 Valley View Dr, San Antonio, TX	0.68	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed
CLM-406311	CLM	Christine W Griffin	1997-12-12	UHC-79067-60	—	6866 Mesa Dr, Gilbert, AZ, 85243	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-109732	ENR	Shirley Walsh	1970-02-11	UHC-61247-35	3778673224	4744 Lincoln Way Apt 16, Sacramento, CA, 95852	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-128112	ENR	Roger F Slulivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134535	ENR	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.68	Name re-cased Two-digit birth year State name converted to code Email lower-cased
ENR-131710	ENR	Rachel R Anderson	1956-09-24	UHC-70564-37	3893233009	6955 Washington St, Minneapolis, MN, 55404	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-112287	ENR	Bryan Boyd	1956-09-28	UHC-15649-07	9749855522	4755 Central Ave, Nashville, TN, 37288	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-106034	ENR	Gloria Q Wagner	1989-03-12	UHC-72409-92	—	3345 Main St, Atlanta, GA, 30387	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-112103	ENR	Noah P Gray	1949-02-15	UHC-47882-02	4503916887	6076 River Rd, Orlando, FL, 32862	0.68	Two-digit birth year Street suffix standardised Address re-cased City re-cased
CLM-410088	CLM	Helen Guzmman	1977-07-25	UHC-62092-10	4839340028	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-429914	CLM	Susan Perry	1946-01-03	—	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57729	TPA	Wliliam Patterson	1974-02-18	—	—	9035 Sunset Blvd, Miami, FL, 33172	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-118674	ENR	Patricia E Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-138139	ENR	Philip N Garrett	1998-04-13	UHC-73051-83	3163850943	2283 Market St, Atlanta, GA, 30375	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-54213	TPA	Diego Greene	2000-06-01	UHC-14523-34	—	6260 Camelback Rd, Glendale, AZ, 85370	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-418886	CLM	Russell Valdez	1968-04-09	UHC-94337-10	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-60668	TPA	Lucia L Baker	2008-04-25	—	—	6471 Cedar Ln, Dallas, TX, 75216	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-128865	ENR	Gregory Bishop	1962-08-05	UHC-04258-57	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared

6,661 rows, page 88 of 134Previous Next