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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127789	ENR	Jeremy B Nguyen	1990-03-26	UHC-03233-46	6288714833	5719 Jefferson Ave, Atlanta, GA, 30308	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403403	CLM	Sofia Carpenter	1995-07-07	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127289	ENR	Ken F Duncan	1946-12-23	UHC-29811-40	6668426931	6472 Indian School Rd, Orlando, FL, 32844	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425784	CLM	Jason H Ruiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141869	ENR	Olivia M Adams	1961-12-26	UHC-25800-62	2612751520	6363 Hillcrest Rd, Minneapolis, MN, 55402	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114158	ENR	Frances R Long	1996-12-22	UHC-55115-27	7438433107	112 Central Ave, Denver, CO, 80260	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102207	ENR	Victoria Phillips	1938-03-11	UHC-89176-51	5098536150	4375 Sunset Blvd, Miami, FL, 33102	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-134241	ENR	Gary J Day	1941-04-28	UHC-94754-45	9492475260	4569 Spring St, Columbus, OH, 43209	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129925	ENR	Austin Greene	1972-08-11	UHC-28060-45	4047348310	6099 Hillcrest Rd, Houston, TX, 77030	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412081	CLM	Willie Price	1976-01-15	UHC-38904-57	—	2918 Highland Ave, San Diego, CA, 92176	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24472	PRV	Frank Nelson	1997-09-14	UHC-41067-77	7286510565	9185 Elm St, Chandler, AZ, 85222	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-60254	TPA	Elizabeth Larson	1955-06-12	UHC-23618-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-104219	ENR	Susn Schultz	1939-11-17	UHC-51642-66	9623369527	4292 Highland Ave, Seattle, WA	0.76	Member ID reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-139993	ENR	Donna Montgomery	1978-06-21	UHC-69988-27	7598191298	2654 River Rd, Phoenix, AZ, 85095	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117928	ENR	Carol T Parker	1961-12-22	UHC-99637-94	4447488275	8789 Market St, Mesa, AZ, 85216	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401412	CLM	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-123602	ENR	Adam Q Pierce	2008-01-22	UHC-46672-45	9214788114	9756 Park Pl, Tempe, AZ, 85205	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400787	CLM	Alice Knight	1958-06-21	UHC-58125-21	4708262531	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-133077	ENR	Samuel T Ortiz	2003-03-10	UHC-60340-19	3319354702	4062 Highland Ave, Glendale, AZ, 85301	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
PRV-26266	PRV	Jordan Carroll	1963-04-26	UHC-34809-76	8036358972	7063 Sage Ct, Tucson, AZ, 85714	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122539	ENR	Ashley Fields	1986-05-25	UHC-74750-45	7522424898	6344 Forest Ave, Jacksonville, FL, 32225	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104725	ENR	Christopher R Jordan	2008-12-01	UHC-04693-98	6732647571	7179 Spring St, Austin, TX, 78796	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105193	ENR	Maggie S Ruiz	2006-12-02	UHC-43054-59	7543283860	4075 Jefferson Ave, Scottsdale, AZ, 85202	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106036	ENR	Megan M Hoffman	1944-06-19	UHC-69393-90	5052121047	536 Elm St, San Antonio, TX, 78215	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117871	ENR	Santiago McCoy	1992-05-15	UHC-79852-64	4676166561	1401 Canyon Rd, Mesa, AZ, 85212	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122861	ENR	Ashley J Lawson	1966-07-12	UHC-89451-99	—	6856 Canyon Rd, Plano, TX, 75073	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102815	ENR	Turner Y Bradley	1966-11-05	UHC-15560-80	7004143120	7038 Baseline Rd, Fresno, CA, 93721	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108113	ENR	Nicholas Harrison	1986-01-22	UHC-96747-20	5779084010	8587 Maple Ave, Dallas, TX, 75262	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135751	ENR	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-413811	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-132383	ENR	Helen H Hicks	1948-05-09	UHC-09464-93	8434654847	8398 River Rd, Glendale, AZ, 85364	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137346	ENR	Cheryl O Ferguson	2008-03-01	UHC-21156-85	7116308421	8828 Canyon Rd, Gilbert, AZ, 85288	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135938	ENR	Lias Washington	1989-09-12	UHC-62329-19	9767816090	6189 Union St, Glendale, AZ, 85331	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-124666	ENR	Ethan Weaver	1967-06-05	UHC-26033-52	4762445631	8731 Washington St, Mesa, AZ, 85268	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20304	PRV	Brandon Duncan	1940-09-27	UHC-13760-68	7486564965	5044 Market St, Scottsdale, AZ, 85242	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-428417	CLM	Tyler Washington	1941-08-11	UHC-77864-45	—	4828 Harbor Blvd, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-426800	CLM	Judy Powell	1950-12-05	UHC-29982-74	—	3896 Sunset Blvd, Tampa, FL, 33642	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405613	CLM	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129656	ENR	Thomas X Hicks	1959-06-20	UHC-17270-31	5229434669	9517 Hillcrest Rd, Phoenix, AZ, 85008	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110762	ENR	Timothy L Ortega	1995-11-14	UHC-61342-15	5465806924	9713 Park Pl, Los Angeles, CA, 90055	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-405179	CLM	Marilyn Aguilar	1977-06-02	UHC-97377-90	—	3638 Bayshore Dr, Dallas, TX, 75200	0.76	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
ENR-137894	ENR	Joe R Stephens	1979-07-04	UHC-66206-52	4637402306	2551 Maple Ave, Tucson, AZ, 85745	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-425090	CLM	Christopher Hall	1951-02-21	UHC-25937-42	—	1703 Spring St, Eden Prairie, MN, 55302	0.76	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
ENR-119438	ENR	Eugene I Crawford	1980-09-21	UHC-23406-39	8894951061	2129 Indian School Rd, Scottsdale, AZ, 85202	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-131113	ENR	Dorothy R Harrison	1952-09-10	UHC-14183-38	3658498699	9607 Ocean Ave, Atlanta, GA, 30352	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116745	ENR	Timothy Y Castro	1964-07-24	UHC-74969-23	8914107340	4333 Palm Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-426464	CLM	Suusan Bradley	1983-04-27	UHC-85039-25	—	7748 Forest Ave, Scottsdale, AZ, 85241	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128200	ENR	Mateo Q Oliver	1973-09-12	UHC-31496-33	4647906533	3573 Grand Ave, Scottsdale, AZ, 85283	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114623	ENR	Joshua Yang	1940-09-11	UHC-29788-90	6384536285	960 Central Ave, Tampa, FL, 33622	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405608	CLM	Diego Q Riley	1995-07-22	UHC-05758-75	2096792870	1017 Harbor Blvd, Miami, FL, 33136	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 80 of 155Previous Next