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
ENR-121038	ENR	Patrick J Gardner	2000-08-12	UHC-61113-46	—	3583 Canyon Rd # 200, Dallas, TX, 75290	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142322	ENR	Aisha Gardner	1969-09-06	UHC-26182-08	8297864618	8538 Hillcrest Rd # 796, Sacramento, CA, 95884	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-403564	CLM	Martha Turner	1962-05-24	UHC-64123-35	—	4111 Lake View Rd # 476, Minneapolis, MN, 55432	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-415248	CLM	Abigail Q Reed	1986-07-19	UHC-99894-11	5374192280	8479 Spring St Apt 11, Tampa, FL, 33650	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122284	ENR	Karen W Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd # 671, Atlanta, GA, 30324	0.80	Name re-cased Unit split from street State code upper-cased Whitespace trimmed
ENR-116399	ENR	Austin R Grant	1998-01-03	UHC-48590-16	2462057098	4761 River Rd Apt 2, Houston, TX, 77049	0.80	Member ID reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-138818	ENR	Nancy Harrison	1980-08-04	—	3896091109	1411 Ocean Ave # 844, Columbus, OH, 43227	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-115671	ENR	Randy Webb	1957-12-03	—	7596643441	2472 Spring St # 532, Houston, TX, 77011	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402012	CLM	Natalie Morgan	1939-06-07	—	—	902 Broadway Apt 14, Tucson, AZ, 85721	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
PRV-25327	PRV	Ann Sims	1973-12-20	—	—	3815 Palm Dr Apt 30, Phoenix, AZ, 85050	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127239	ENR	Barb D Adams	1965-10-03	UHC-39914-52	5533683724	7342 Broadway Apt 27, Jacksonville, FL, 32229	0.80	Phone reformatted Unit split from street Address re-cased Email lower-cased
ENR-142891	ENR	Frances Meyer	1984-11-08	UHC-73465-35	3305826542	4342 Main St # 935, Phoenix, AZ, 85091	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423636	CLM	Olivia Wang	1970-01-19	—	5708720991	5888 Lincoln Way # 449, Gilbert, AZ, 85259	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-404740	CLM	Amanda P Ward	1970-02-23	UHC-44504-28	3816714921	177 Park Pl Apt 30, Columbus, OH, 43278	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-125837	ENR	Lauren L Jenkins	1993-01-23	UHC-90622-75	4202581056	6021 Mountain View Dr Apt 9, Austin, TX, 78732	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
PRV-26768	PRV	Isabella Munoz	1982-05-16	—	9326357406	4246 Main St # 707, Nashville, TN, 37274	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-137725	ENR	Gabriel W Sanders	2006-05-23	UHC-13138-62	9645939670	1842 Broadway # 779, Jacksonville, FL, 32249	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-138264	ENR	Melissa G Vega	1973-10-25	UHC-29326-02	6497958231	5150 Park Pl Apt 1, Tempe, AZ, 85295	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-140406	ENR	Dick A Rodriguez	1946-12-14	UHC-95527-04	3606438265	9317 Bayshore Dr Apt 31, Chandler, AZ, 85233	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-23687	PRV	Susan X Cunningham	1972-05-03	UHC-54309-49	3028957021	1351 Baseline Rd Apt 33, Gilbert, AZ, 85266	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
ENR-121641	ENR	Camila Watson	1959-05-04	UHC-51706-13	5075784880	1393 Willow Ct Apt 12, Sacramento, CA, 95823	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-133831	ENR	Bruce O Bradley	1980-12-26	UHC-46814-65	9732473253	691 Broadway Apt 35, Plano, TX, 75022	0.80	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed
ENR-126152	ENR	Rachel Dunn	1979-12-14	UHC-82112-42	2856842607	3862 Desert Sky Blvd Apt 13, Nashville, TN, 37225	0.80	Phone reformatted Member ID reformatted Unit split from street Email lower-cased
CLM-420186	CLM	Brenda Clark	1987-12-05	UHC-60924-40	—	4157 Cedar Ln Apt 14, Orlando, FL, 32810	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-52857	TPA	Mateo Vazquez	1964-10-05	UHC-94454-99	—	5141 Church St # 719, Orlando, FL, 32800	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-137695	ENR	Diana M Maldonado	1979-10-19	UHC-96293-40	6018294529	5458 Jefferson Ave # 918, Columbus, OH, 43235	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
PRV-28665	PRV	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 35, Mesa, AZ, 85280	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-423340	CLM	Robert Watkins	2001-07-07	—	6409870505	8144 Grand Ave Apt 23, Dallas, TX, 75245	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
ENR-101730	ENR	Becky Sims	1938-07-04	UHC-17441-60	6638467326	9430 Broadway Apt 5, Seattle, WA, 98110	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-123366	ENR	Charles A Rihardson	1963-11-23	UHC-92117-87	3346248187	6611 Ridge Rd Apt 6, Los Angeles, CA, 90036	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
TPA-51864	TPA	Teresa King	1992-12-11	—	5726855878	6187 Hillcrest Rd Apt 40, Glendale, AZ, 85374	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-100610	ENR	Joseph A Silva	1979-05-07	UHC-84565-25	7105982586	2092 Spring St # 620, Mesa, AZ, 85285	0.80	Name re-cased Date of birth reformatted Unit split from street City re-cased
ENR-138325	ENR	Ashley E Wallace	1961-07-08	UHC-63741-58	8478064359	2406 Church St # 727, Tucson, AZ, 85772	0.80	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed
ENR-115957	ENR	Willie E Gutierrez	1947-12-01	UHC-12049-96	8719335215	2585 Union St # 491, Orlando, FL, 32827	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-413888	CLM	Carol Burton	1984-02-02	UHC-89891-19	—	5385 Broadway # 324, Orlando, FL, 32807	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-104039	ENR	Maria J Perez	2000-02-01	UHC-43747-20	5874100049	4692 Grand Ave Apt 38, Denver, CO, 80296	0.80	Name re-cased Phone reformatted Unit split from street State code upper-cased
TPA-52148	TPA	Cerlos Lawrence	1949-08-04	—	3884900900	9012 Mesa Dr # 931, Plano, TX, 75035	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-61330	TPA	Lauren Gordon	1958-10-27	—	—	2676 Mesa Dr Apt 24, Miami, FL, 33182	0.80	Unit split from street City re-cased State code upper-cased Placeholder values cleared
CLM-405538	CLM	Wayne Gutierrez	1982-11-13	UHC-35850-27	—	7979 Park Pl # 198, Miami, FL, 33196	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
TPA-59348	TPA	Melissa Ortiiz	1987-02-24	—	6598508939	3048 Forest Ave # 967, Scottsdale, AZ, 85216	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
ENR-111623	ENR	Gerald Mendez	1938-07-14	UHC-57711-14	4643516517	6822 Baseline Rd # 316, Columbus, OH, 43244	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-405090	CLM	Patrick Patel	2005-02-24	UHC-66429-60	—	3003 Ocean Ave # 285, Scottsdale, AZ, 85295	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417456	CLM	Danielle Mejia	1972-12-12	—	3934232667	5814 Indian School Rd # 361, Charlotte, NC, 28287	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
PRV-22208	PRV	Brenda Stephens	1965-07-27	—	5736872252	3910 Forest Ave # 565, Phoenix, AZ, 85033	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-108827	ENR	Christian L Morrison	1969-06-28	UHC-39410-53	5332752929	556 Apache Blvd Apt 34, Fresno, CA, 93731	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
TPA-50543	TPA	Lucia Peters	1981-09-08	—	—	8664 Market St # 614, Atlanta, GA, 30375	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432166	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	—	4626 Elm St Apt 20, Eden Prairie, MN, 55339	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-61252	TPA	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct Apt 26, Scottsdale, AZ, 85288	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-414577	CLM	Elizabeth Ford	1952-04-22	UHC-42418-43	7818621540	137 Elm St Apt 11, Plano, TX, 75085	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-101682	ENR	Santiago Howell	1972-04-14	UHC-67277-92	6365021524	8827 Grand Ave # 355, Austin, TX, 78775	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased

6,994 rows, page 130 of 140Previous Next