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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132099	ENR	Kimberly Austin	1982-01-28	UHC-04038-37	5946732869	1515 Maple Ave, Nashville, TN, 37291	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113342	ENR	Bruce Wason	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.60	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+4 more
ENR-129682	ENR	Marcus Kleley	1976-06-02	UHC-47572-35	8613337771	6515 Elm St, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117593	ENR	Kathleen Gutierrez	2005-02-19	UHC-47968-83	9312004744	8177 Palm Dr, Atlanta, GA, 30319	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129039	ENR	Santiago P Johnston	1951-11-11	UHC-65660-37	3096497686	2725 Washington St Apt 16, Chandler, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-129038	ENR	Santiago P Johnston	1951-11-11	UHC-65660-37	3096497686	2725 Washington St Apt 16, Chandler, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-102374	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	—	728 Central Ave, Chandler, AZ, 85268	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-120136	ENR	Danielle L Banks	1942-10-19	UHC-15373-58	7158864057	38 Forest Ave, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136244	ENR	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103320	ENR	Bryan B Estrada	1939-02-12	UHC-28517-49	4176645671	2929 Valley View Dr, Columbus, OH, 43238	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122488	ENR	Emily N Johnston	1949-03-25	UHC-39586-22	7746166825	6047 River Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-121212	ENR	Nancy B Jones	1950-05-18	UHC-53125-95	9827185668	6297 Hillcrest Rd # 320, Las Vegas, NV, 89198	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122734	ENR	Judy H Kennedy	1943-04-08	UHC-53297-06	5222167917	4863 Park Pl Apt 39, Miami, FL, 33166	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-139482	ENR	Valenttina Williams	1982-09-21	UHC-42568-28	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135744	ENR	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117329	ENR	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115720	ENR	Sofia Z Castillo	1951-06-19	UHC-61745-59	3193791070	2371 Willow Ct, Jacksonville, FL, 32241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118785	ENR	Valentina B Coleman	1984-04-09	—	6408611472	5143 Market St, Nashville, TN, 37207	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139298	ENR	Jacob M Jordan	1958-09-08	UHC-33868-33	4216759993	5985 Lake View Rd, Miami, FL, 33131	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109683	ENR	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
ENR-112592	ENR	Kelly Q Lucas	1946-08-21	UHC-43173-63	—	8042 Main St, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100973	ENR	Edward V George	1982-05-08	UHC-76499-75	7873153198	9125 Apache Blvd # 424, Houston, TX, 77090	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142313	ENR	Priya U Burke	1975-02-15	UHC-37641-26	9566659500	1398 Ridge Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114578	ENR	Gary Fisher	1962-11-10	UHC-83061-20	—	3740 Forest Ave, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102121	ENR	Pamela Gonzales	1975-11-08	UHC-32319-29	4529523413	9831 Main St, Mesa, AZ, 85280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141037	ENR	Justin Porter	2007-06-14	UHC-18677-39	3287597952	8304 Jefferson Ave, Los Angeles, CA, 90014	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102192	ENR	Joe U Lynch	1939-05-17	UHC-56172-67	5612283948	3000 Lake View Rd, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102291	ENR	Omar Z Cruz	1940-12-22	UHC-43088-14	—	6656 Desert Sky Blvd, Fresno, CA, 93740	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140271	ENR	Mary Griffin	1952-03-24	UHC-26289-73	6288710948	3078 Grand Ave, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118102	ENR	Valentina Green	1972-08-04	UHC-03315-16	—	7031 Jefferson Ave, Tucson, AZ, 85777	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124411	ENR	Evelyn Weber	1997-01-23	UHC-07516-18	4799553598	603 Mesa Dr, Los Angeles, CA, 90068	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115363	ENR	Ralph U Arnold	1951-08-10	UHC-50091-38	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137435	ENR	Nancy Miller	1980-01-18	UHC-71193-39	7974238421	1408 Central Ave, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101367	ENR	Deborah C Riso	1949-06-20	UHC-57911-73	2059064529	8210 Mountain View Dr, Las Vegas, NV, 89164	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118700	ENR	Henry Wells	1994-05-08	UHC-34465-23	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135923	ENR	Russell E Murray	1946-06-02	UHC-60882-05	—	2644 Ridge Rd, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-137594	ENR	Mason Arnold	1955-06-19	UHC-61970-31	6517860078	5848 Sage Ct, Fresno, CA, 93716	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118225	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141900	ENR	Juan G Myers	2000-11-12	UHC-57612-75	9623449518	5401 Park Pl, Dallas, TX, 75281	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-105362	ENR	Marilyn Y Jimenez	2007-08-03	UHC-04201-04	5458440152	7500 Maple Ave, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134332	ENR	Dorothy F Collins	1942-04-11	UHC-66552-94	4869286027	8752 Broadway, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+4 more
ENR-126980	ENR	Keith Diaz	1996-11-13	UHC-14729-92	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116060	ENR	Larry V Morgan	1952-06-04	UHC-19275-79	7059729318	5623 Market St, Sacramento, CA, 95874	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-111530	ENR	Albert Burton	2004-07-01	UHC-40536-65	2797710596	8988 Pine Dr # 495, Tucson, AZ, 85745	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137722	ENR	Jim R Kelley	1947-11-13	UHC-86255-50	9036209614	9773 Ocean Ave Apt 27, Tampa, FL, 33683	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111231	ENR	Charles C Morrison	1954-02-22	UHC-66990-41	7069965379	5746 Harbor Blvd, Glendale, AZ, 85353	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-142759	ENR	Andrea Kelly	1999-08-23	UHC-83502-01	7415790386	3451 Valley View Dr, San Antonio, TX, 78230	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130285	ENR	Sean G Cooper	1974-10-22	UHC-87922-42	8649372471	567 Bayshore Dr, San Antonio, TX, 78291	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102427	ENR	Patricia G Wood	1957-06-24	UHC-51254-08	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more

13,989 rows, page 43 of 280Previous Next