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
CLM-417200	CLM	Russell Lucas	1973-06-11	—	—	8307 Indian School Rd, Seattle, WA, 98174	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140430	ENR	Priya Garrett	1980-10-02	UHC-98075-44	6407158951	7608 Bayshore Dr, Nashville, TN, 37292	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-102304	ENR	Patrick R Espinoza	1996-01-18	UHC-97471-75	2278139119	8273 Elm St, Eden Prairie, MN, 55398	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
ENR-118379	ENR	Christine Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased
CLM-402723	CLM	Gerald Jones	1951-11-21	—	—	5976 Harbor Blvd, Atlanta, GA, 30337	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411764	CLM	Joe Young	1970-04-15	—	—	6460 Grand Ave, Sacramento, CA, 95833	0.80	Two-digit birth year State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-118068	ENR	Madison Jenkins	1983-01-05	UHC-28890-43	4434743157	1615 Church St, San Diego, CA, 92128	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-127936	ENR	Eugene Weaver	1980-04-23	UHC-66805-28	2948974512	5996 Meadow Ln, Mesa, AZ, 85263	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-414690	CLM	Megan Burke	1979-12-16	UHC-39787-28	—	6849 Ocean Ave, Mesa, AZ, 85293	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
ENR-120748	ENR	William I Gardner	1945-11-22	UHC-82549-16	5566025749	9669 Market St, Austin, TX, 78795	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-117324	ENR	John G Hall	1973-11-28	UHC-43815-28	9509562881	1790 Church St, Columbus, OH, 43243	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased
CLM-422891	CLM	Douglas Matthews	1976-06-02	—	—	1722 Canyon Rd, Tampa, FL, 33601	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-103365	ENR	Grace Chapman	1971-05-12	UHC-66020-04	3987815069	7249 Desert Sky Blvd, Phoenix, AZ, 85001	0.80	Street suffix standardised Address re-cased City re-cased State code upper-cased
ENR-121536	ENR	Jooan Ford	2003-04-26	UHC-25525-80	—	2362 Camelback Rd, Chandler, AZ, 85243	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-51833	TPA	Daniel Matthews	1943-11-06	—	—	6458 Washington St Apt 22, Miami, FL, 33190	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138467	ENR	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd # 933, Miami, FL, 33102	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
ENR-139235	ENR	Richard E Hall	1969-05-12	UHC-23913-30	9137518973	9227 Camelback Rd, Las Vegas, NV, 89122	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
TPA-50246	TPA	Tyler L Moreno	1994-11-12	—	—	1312 Ridge Rd, Seattle, WA, 98120	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-58265	TPA	Danniel Chavez	1944-07-20	UHC-08743-28	5519881782	629 Maple Ave, Los Angeles, CA, 90080	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-107963	ENR	Kathleen K Daniels	1939-03-11	UHC-48830-22	—	5667 Lake View Rd, Mesa, AZ, 85201	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53612	TPA	Jacqueline Moore	1995-03-14	—	—	9435 Broadway # 231, Houston, TX, 77087	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
ENR-122551	ENR	Jesse Z West	1991-03-21	UHC-94829-66	3066856455	7491 Union St, Eden Prairie, MN, 55365	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
TPA-64211	TPA	Joe Herrera	1993-11-14	UHC-92339-35	—	9242 Willow Ct, Fresno, CA	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
ENR-111696	ENR	Alex Kennady	1979-10-05	UHC-14141-31	—	5930 River Rd, Nashville, TN, 37263	0.80	Phone missing area code State code upper-cased Email lower-cased Whitespace trimmed
CLM-418893	CLM	Gloria Franklin	1974-06-06	—	2646625596	9640 Meadow Ln, Nashville, TN, 37203	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-431078	CLM	Sharon Lewis	1982-06-20	UHC-19056-83	9035266511	7383 Central Ave, Houston, TX, 77018	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
ENR-137199	ENR	Megan E Maldonado	1998-02-15	UHC-60375-59	4149493416	5147 Ocean Ave, Austin, TX, 78764	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-103929	ENR	Keith D Morales	1973-08-27	UHC-51608-34	5556704672	9255 Washington St, Plano, TX, 75009	0.80	Street suffix standardised Address re-cased City re-cased State code upper-cased
CLM-428762	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr, Fresno, CA, 93740	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-103500	ENR	Kayla H Wells	1985-07-02	UHC-51813-94	2699514602	16 Forest Ave, Glendale, AZ, 85362	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
CLM-423742	CLM	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
ENR-103890	ENR	Carl Rian	2005-06-25	UHC-07924-72	2064135014	7766 Camelback Rd, Scottsdale, AZ, 85273	0.80	Street suffix standardised Address re-cased State code upper-cased Email lower-cased
ENR-108088	ENR	Jesse R Hudson	1980-07-05	UHC-11447-56	9543492522	9481 Baseline Rd, San Antonio, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
CLM-427325	CLM	Lisa D Obrien	2004-10-24	UHC-77989-41	—	3140 Lake View Rd, Tucson, AZ, 85730	0.80	Name split from “Last, First”Name re-cased State code upper-cased Placeholder values cleared
TPA-62712	TPA	George C Hicks	1998-07-23	—	—	2519 Forest Ave, Sacramento, CA, 95868	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429044	CLM	Raymond Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
ENR-141131	ENR	Valentina ZJunk	1963-07-07	UHC-41018-29	7808141056	9825 Park Pl, Miami, FL, 33109	0.80	Phone reformatted State code upper-cased Whitespace trimmed No usable name (quarantined)
ENR-109588	ENR	Jordan Harris	1951-12-25	UHC-98759-35	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-55109	TPA	Santiago Miller	1951-02-23	UHC-98037-76	—	963 Mountain View Dr, Sacramento, CA, 95893	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-142428	ENR	Ashlley Jimenez	1962-07-28	UHC-11530-22	7228359874	669 Palm Dr, Minneapolis, MN	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
ENR-143066	ENR	Patricia J Yang	1991-10-21	UHC-62514-96	9267806728	3279 Cedar Ln, Tucson, AZ, 85792	0.80	State code upper-cased Gender normalised Plan code upper-cased Whitespace trimmed
PRV-22966	PRV	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave # 984, Charlotte, NC, 28284	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
ENR-109633	ENR	Lisa Fuller	1949-07-23	UHC-57845-73	2132104337	6652 Spring St, Orlando, FL, 32821	0.80	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-109632	ENR	Lisa Fuller	1949-07-23	UHC-57845-73	2132104337	6652 Spring St, Orlando, FL, 32821	0.80	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased
CLM-411464	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ, 85266	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
ENR-130057	ENR	Arjun Hansen	2008-12-22	UHC-24319-70	8946064469	8163 Apache Blvd, Phoenix, AZ, 85006	0.80	Date of birth reformatted City re-cased State code upper-cased Gender normalised
ENR-102584	ENR	Dylan Q Webb	1948-09-10	UHC-43714-69	9082099559	2965 Camelback Rd, Tampa, FL, 33687	0.80	Phone reformatted State code upper-cased Email lower-cased Gender normalised
ENR-138943	ENR	Jacob Knight	1990-08-28	UHC-87545-68	7144005082	831 Oak St, Chandler, AZ, 85270	0.80	State code upper-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-117123	ENR	Paul M Mejia	1994-10-14	UHC-10438-54	3976107895	6670 Cedar Ln, Minneapolis, MN, 55473	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
CLM-431482	CLM	Michelle Peters	1961-02-03	UHC-18230-13	3127923826	7616 Desert Sky Blvd, San Antonio, TX, 78237	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed

4,010 rows, page 64 of 81Previous Next