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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118128	ENR	Vincent N Berry	1966-04-10	UHC-61036-70	3575393670	8119 Market St, Miami, FL, 33187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110175	ENR	Kelly P Soctt	1976-02-12	UHC-34031-04	—	3517 River Rd, Columbus, OH, 43232	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423003	CLM	Robert Maldonado	1994-03-20	UHC-70978-88	—	8660 Valley View Dr, Orlando, FL, 32850	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136307	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	—	3325 River Rd, Minneapolis, MN, 55419	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-409407	CLM	Mason Munoz	2007-02-11	—	3112621875	2110 Apache Blvd, Charlotte, NC, 28277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432720	CLM	Marcus Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137461	ENR	Yuki Robinson	2000-03-09	UHC-42724-58	—	5021 River Rd # 716, Fresno, CA, 93707	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112777	ENR	Jonathan M Patel	1961-12-21	UHC-08496-08	2478348380	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119983	ENR	Ana Y Gutierrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423438	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423439	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55893	TPA	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412354	CLM	Deborah V Gilbert	1966-05-12	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-131268	ENR	Karen V Dominguez	1973-11-12	UHC-46479-04	4584982118	6164 Baseline Rd, Denver, CO, 80253	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101526	ENR	Daniel Banks	1991-12-24	UHC-92105-05	2725177889	8012 Palm Dr, Houston, TX, 77061	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420710	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110221	ENR	Maria Z Burton	1960-02-10	—	—	3568 Market St, Tampa, FL, 33685	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-401423	CLM	Maria Singgh	1983-05-20	UHC-69979-70	5963582387	8998 Jefferson Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126412	ENR	Alan O Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
CLM-413765	CLM	Virginia Park	1957-02-18	UHC-36087-66	9038891474	8609 Canyon Rd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430974	CLM	Diane Olson	1981-07-11	—	—	4637 Lake View Rd # 174, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-20757	PRV	Christopher Y Perry	1981-12-03	—	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105267	ENR	Jeffrey F Padilla	—	UHC-92939-82	8442770009	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-137912	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132561	ENR	Walter Hoffman	1983-11-01	UHC-14510-58	9073910871	1576 Elm St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416963	CLM	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ, 85266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420113	CLM	Rebecca K Griffin	1980-04-17	—	9439514188	9239 Bayshore Dr, Houston, TX, 77028	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28034	PRV	Deborah Pery	1942-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-58216	TPA	Carl Lucas	1946-09-27	—	8847640819	8483 Sage Ct, Austin, TX, 78748	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
PRV-26680	PRV	Megan Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401028	CLM	Sara X Ortega	1976-02-06	UHC-81674-85	—	5180 Church St, Fresno, CA, 93729	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114562	ENR	Kelly Y Miller	2002-02-21	UHC-07876-34	9116778377	5278 Valley View Dr, Houston, TX, 77003	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107635	ENR	Nancy Delgado	1953-06-14	UHC-60245-45	4248420120	452 Harbor Blvd # 564, Nashville, TN, 37208	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28077	PRV	William Hunt	1993-07-18	—	3074370892	670 Willow Ct, Orlando, FL, 32837	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62117	TPA	Jerry Luna	1979-11-14	—	—	9438 Sunset Blvd, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126560	ENR	Mary Hanson	1998-04-23	UHC-91491-66	8015075381	5348 Willow Ct, Gilbert, AZ, 85245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55054	TPA	Christina Maldonado	1957-06-20	—	—	8246 Valley View Dr, Eden Prairie, MN, 55379	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128902	ENR	Elizabeth A Garza	2006-09-21	UHC-52036-07	2866960785	8630 Grand Ave, Sacramento, CA, 95848	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24162	PRV	Danielle G Carroll	1992-03-01	UHC-70974-77	5179648732	1954 Maple Ave, Gilbert, AZ, 85256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107075	ENR	Madison S Alexander	1945-12-15	UHC-17993-59	8626521869	5595 Maple Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50781	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-115069	ENR	Theresa Jimenez	1971-10-04	UHC-78147-56	6714102997	3652 River Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428465	CLM	Lisa Yang	1972-07-13	UHC-51154-51	—	5461 Valley View Dr, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59768	TPA	Richard Schultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120756	ENR	Pamela Lucas	1941-05-22	UHC-69961-09	5538783842	4795 Willow Ct, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405101	CLM	Diane Knight	1942-11-18	—	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408624	CLM	Diego Campbell	1975-01-09	—	6608087742	7400 Main St, Fresno, CA, 93796	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56697	TPA	Lucia Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

39,996 rows, page 116 of 800Previous Next