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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55240	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139705	ENR	Bryan I James	1974-04-22	UHC-70139-32	8303137519	2287 Broadway, Chandler, AZ	0.62	Phone reformatted Member ID reformatted State name converted to code ZIP missing+3 more
ENR-136156	ENR	Valentina Kelly	1949-08-01	UHC-36802-31	2294031985	4990 Church St, Atlanta, GA, 30324	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126298	ENR	Dois W Gilbert	1969-12-25	UHC-87880-23	7443170146	9736 Main St, Sacramento, CA, 95890	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59948	TPA	Philip Vasquez	1942-01-18	—	6258985815	1135 Sage Ct, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-140681	ENR	Diane Olson	1981-07-11	UHC-90564-84	—	4637 Lake View Rd, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27101	PRV	Doris Thomas	1984-12-15	UHC-73006-67	5944511673	1951 Union St, San Diego, CA, 92188	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104770	ENR	Santiago Santos	1948-01-22	UHC-47459-35	9507695298	5772 Grand Ave, San Antonio, TX, 78282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22414	PRV	Camla Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway # 109, Seattle, WA, 98142	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-427986	CLM	George Myers	1939-07-26	—	—	1613 Mountain View Dr, Miami, FL, 33180	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-123621	ENR	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd, Denver, CO, 80213	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-428528	CLM	Billy Dunn	1959-03-16	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400217	CLM	Harold F Pena	1997-05-15	—	—	1236 Union St, Charlotte, NC, 28239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410717	CLM	Virginia Freeman	1960-09-05	UHC-43411-25	—	9052 Cedar Ln, Nashville, TN, 37275	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140133	ENR	Tyler D Wagner	1975-04-01	UHC-13695-74	3567753034	2137 Lake View Rd, Austin, TX, 78797	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110737	ENR	Luis Boyd	1955-03-12	UHC-14517-04	7629069773	7850 Pine Dr, Orlando, FL, 32800	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24244	PRV	Carolyn I Herrera	1965-07-04	UHC-83872-65	—	7974 Washington St, Gilbert, AZ, 85261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401275	CLM	Mark R McDonald	1989-02-06	—	8548300320	1238 Park Pl, Seattle, WA, 98192	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100539	ENR	Abigail B Lane	2006-05-04	UHC-67000-61	9502981338	5023 Sage Ct, Tampa, FL, 33609	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103334	ENR	Sarah J Garcia	1989-11-08	UHC-65698-65	3568483632	1910 Broadway, Scottsdale, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-426914	CLM	Susan Morrison	1959-02-28	UHC-92801-47	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.62	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-129335	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129336	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128709	ENR	Kevin O Valdez	1944-06-02	UHC-74950-66	—	2357 Mountain View Dr, Jacksonville, FL, 32232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134558	ENR	Priya Valdez	1977-12-20	UHC-88450-50	9829299460	6896 Canyon Rd, Plano, TX, 75033	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424780	CLM	Gabriel C Patterson	1980-06-05	—	9642252123	2762 Elm St, Glendale, AZ, 85393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61545	TPA	Eric M Andrews	1969-06-10	—	8457893306	2279 Park Pl, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29287	PRV	Anna Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106404	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	2638842174	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134631	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	—	3903 Elm St, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416395	CLM	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd, Tempe, AZ, 85270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129697	ENR	Cheryl G Day	1946-05-02	UHC-05228-53	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129344	ENR	Valentina G Hicks	1951-08-06	—	8808488420	137 Canyon Rd, Denver, CO, 80245	0.62	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-141687	ENR	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr, Plano, TX, 75045	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130283	ENR	Kathleen S Carter	1961-08-18	UHC-33330-56	4664037641	4186 Mesa Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-405032	CLM	Christopher X Cunningham	1946-04-04	—	—	3285 River Rd, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
PRV-23237	PRV	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426182	CLM	Kevn L Tcker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20947	PRV	Justin I Palmer	1950-09-24	—	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403851	CLM	Larry Y Arnold	1978-01-01	—	2113956342	1043 Ocean Ave, Tucson, AZ, 85745	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128265	ENR	Maria Salazar	1973-12-13	UHC-61139-77	2608360426	2905 Harbor Blvd, Las Vegas, NV, 89192	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110424	ENR	Gabrieel H Torres	1999-02-09	UHC-01302-08	7742175279	9733 Valley View Dr, San Antonio, TX, 78212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114186	ENR	Ken Webb	1965-01-10	UHC-15069-35	5917162758	9442 Central Ave, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425514	CLM	Walter Morrsi	1945-08-18	—	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22092	PRV	Stephen Parker	1996-08-10	UHC-23565-74	—	272 Church St, Tucson, AZ, 85744	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121622	ENR	Richard Weber	1943-10-02	UHC-47031-62	5094373878	3157 Grand Ave, Sacramento, CA, 95840	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418371	CLM	Kenneth Fisher	1957-09-07	UHC-65531-04	—	8808 Harbor Blvd, Tucson, AZ, 85745	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-121550	ENR	Logan Wang	2000-11-20	UHC-37033-56	4966289444	7493 Ridge Rd, Scottsdale, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24961	PRV	Juan Richards	1968-07-12	—	2722861777	5895 Church St, Glendale, AZ, 85384	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

9,084 rows, page 82 of 182Previous Next