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
TPA-54964	TPA	Jerry Fox	1977-06-23	—	—	9700 Camelback Rd Apt 22, Mesa, AZ, 85245	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139209	ENR	Anthony X Taylor	1940-06-11	UHC-53353-74	8374546978	5141 Central Ave Apt 30, Atlanta, GA, 30369	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-121780	ENR	Olivia Lopez	2004-06-27	UHC-30429-10	7326323822	2477 Broadway # 963, Sacramento, CA, 95834	0.66	Phone reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
ENR-135774	ENR	Jeremy West	1938-07-24	UHC-33653-23	4207577384	3262 Baseline Rd Apt 32, Scottsdale, AZ, 85232	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-414386	CLM	Kayla Flores	1968-07-09	—	3267404190	9041 Central Ave # 308, Eden Prairie, MN, 55309	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63022	TPA	Bobby Salazar	1978-06-09	—	9273911269	6704 Main St Apt 24, Seattle, WA, 98194	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27003	PRV	Amy Warren	1940-12-08	—	7503852602	8408 Palm Dr # 631, Columbus, OH	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-411982	CLM	Christian Fuller	1993-07-18	—	—	7702 Harbor Blvd Apt 39, Minneapolis, MN, 55431	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139728	ENR	Stephen D Armstrong	1947-08-05	UHC-85565-84	5363582530	6996 Spring St Apt 22, Phoenix, AZ, 85094	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106001	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave Apt 25, Austin, TX, 78706	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
TPA-53348	TPA	Sofia Castro	1999-02-28	—	8704668083	3317 Lincoln Way # 418, Las Vegas, NV, 89132	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127535	ENR	Denise White	1963-07-19	UHC-43105-62	2942934967	1157 Washington St Apt 9, Columbus, OH, 43283	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411594	CLM	Allen Amanda	1954-10-20	—	—	4736 Lake View Rd Apt 34, San Diego, CA, 92196	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118295	ENR	Rebecca V Cooper	1954-10-28	UHC-13701-22	7979222692	4303 Forest Ave # 898, Glendale, AZ, 85366	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117097	ENR	Natalie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave Apt 30, Sacramento, CA, 95892	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-408971	CLM	Meyer Diego	1940-12-11	—	—	7254 Sunset Blvd # 940, Seattle, WA	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-409944	CLM	Gerald Carpenter	1978-05-07	—	—	6030 Meadow Ln # 400, Tucson, AZ, 85772	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416914	CLM	Liz Gordon	1967-02-14	—	3406277333	4061 Camelback Rd Apt 5, Miami, FL, 33161	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-136278	ENR	Mariana Chen	1992-11-11	UHC-99463-67	9652345337	5602 Ridge Rd Apt 20, San Diego, CA, 92173	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138432	ENR	Debra O Kennedy	1964-01-18	UHC-17931-97	3367354783	171 Apache Blvd # 278, Seattle, WA, 98107	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-432058	CLM	Randy M Gonzalez	1951-05-02	—	7466478219	7743 Meadow Ln Apt 22, Denver, CO, 80213	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-426705	CLM	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd Apt 34, Chandler, AZ, 85209	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-423150	CLM	Willie Washington	1952-03-19	UHC-96039-67	6058602454	893 Sunset Blvd Apt 21, Seattle, WA, 98147	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103480	ENR	Jordan T McDonald	2006-11-16	UHC-22206-80	3655266403	8883 Spring St Apt 18, Jacksonville, FL, 32224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401341	CLM	Catherine Ellis	1939-12-19	—	—	3991 Park Pl Apt 38, Chandler, AZ, 85202	0.66	Name re-cased Unit split from street State code upper-cased Gender normalised+1 more
ENR-124642	ENR	Arthur Berrry	1956-05-15	UHC-33176-25	9887034935	8371 Sage Ct Apt 9, Charlotte, NC, 28200	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60742	TPA	Nick Keley	1975-12-01	—	—	6841 Main St # 458, Atlanta, GA, 30341	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430604	CLM	Elizabeth Lane	1984-04-14	—	3724998421	8892 Apache Blvd # 967, Minneapolis, MN, 55483	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-141978	ENR	Christian Nichols	1949-03-23	UHC-98422-73	8008890097	5985 Harbor Blvd Apt 11, Los Angeles, CA, 90039	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
PRV-20010	PRV	Sarah Collins	1940-09-18	UHC-06515-42	6473272512	6195 Camelback Rd # 834, Mesa, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20816	PRV	Jordan P Joseph	1945-09-27	UHC-60507-55	7049311419	8990 Desert Sky Blvd Apt 25, Austin, TX, 78721	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-113884	ENR	Walter S Griffin	1960-02-26	UHC-72826-07	4007341691	6093 Hillcrest Rd # 225, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116743	ENR	Stephen Dunan	1963-01-07	UHC-52474-88	8456888882	2845 Market St Apt 31, Tampa, FL, 33648	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109082	ENR	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave Apt 6, Austin, TX, 78720	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102288	ENR	Edward Castro	1947-09-12	UHC-16241-24	7566232347	1337 Highland Ave # 492, Tempe, AZ, 85210	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-122586	ENR	Kala J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St # 303, Phoenix, AZ, 85041	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413084	CLM	Hiroshi Rogers	1987-08-07	UHC-98848-91	—	3858 Baseline Rd # 604, Miami, FL, 33173	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117113	ENR	Cheryl B Porter	1961-12-22	UHC-07691-19	6668443902	1305 Sunset Blvd Apt 12, Columbus, OH, 43239	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-429990	CLM	Arthur Nichols	—	UHC-48023-89	9557925499	1576 Mountain View Dr Apt 25, Columbus, OH, 43208	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
ENR-120019	ENR	Emma Q Howell	1955-08-17	UHC-71565-22	9083572980	7016 Palm Dr # 712, Houston, TX, 77081	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120307	ENR	Christine D Wells	1968-02-28	UHC-35426-84	—	8006 Hillcrest Rd Apt 6, Miami, FL, 33147	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-132235	ENR	Karen A Fisher	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 837, Houston, TX, 77092	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-133728	ENR	Donald Santiago	2003-08-02	UHC-70607-32	5392213150	4272 Harbor Blvd Apt 30, Miami, FL, 33124	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135050	ENR	Jeremy Yang	1957-01-06	UHC-66540-13	—	7540 Valley View Dr # 190, Phoenix, AZ, 85049	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-429074	CLM	Cammila P Andrews	—	UHC-07406-76	2402934059	6437 Broadway Apt 4, Charlotte, NC, 28235	0.66	Date of birth unreadable Unit split from street Address re-cased City re-cased+1 more
ENR-134861	ENR	Peter Garrett	2000-01-10	UHC-91659-77	3872256359	6464 Canyon Rd Apt 6, Dallas, TX, 75253	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-404547	CLM	Teresa Washington	1954-06-04	—	—	7191 Church St Apt 4, San Antonio, TX, 78279	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413546	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-413547	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
TPA-58245	TPA	Lawrence Cruz	1994-02-12	—	—	8376 Church St Apt 38, Orlando, FL, 32866	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more

6,994 rows, page 91 of 140Previous Next