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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119251	ENR	Mark Johnston	1965-11-10	UHC-67775-91	3645912585	37 Park Pl, Columbus, OH, 43206	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-120471	ENR	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-133358	ENR	Harold J Lucas	1950-05-13	UHC-90764-36	—	9808 Park Pl, Tempe, AZ, 85287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120465	ENR	Wei U Webb	1947-02-24	UHC-46456-93	2717054061	5637 Apache Blvd, Eden Prairie, MN, 55375	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139041	ENR	Bradley Romero	1955-02-12	UHC-69707-82	3308148498	2559 Lake View Rd, Jacksonville, FL, 32282	0.74	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-130322	ENR	Kenneth James	1941-08-01	UHC-79845-73	9755603423	2485 Baseline Rd, Gilbert, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114918	ENR	Heather Carr	1962-11-20	UHC-85036-04	8508041045	3873 Mesa Dr, Scottsdale, AZ, 85220	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109458	ENR	Grace U Patterson	1983-05-26	UHC-32210-74	4177646397	3189 Maple Ave, Austin, TX, 78706	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-116360	ENR	Bobby U Watson	1997-02-10	UHC-36535-02	9432048692	9708 Palm Dr, Tampa, FL, 33656	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124730	ENR	Yuki Kelly	1968-05-04	UHC-43180-83	2135117742	1258 Mesa Dr, Atlanta, GA, 30300	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118657	ENR	Anna S Kennedy	1955-01-20	UHC-69077-72	7262828993	7360 River Rd, Charlotte, NC, 28273	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138772	ENR	Olivia E Gutierraz	1971-06-02	UHC-58273-14	3309738213	2108 Ocean Ave, Denver, CO, 80237	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129073	ENR	Mariana Franklin	1954-12-15	UHC-03542-90	8135063873	4917 Oak St, Glendale, AZ, 85365	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102933	ENR	Anna G Young	1988-03-28	UHC-69231-03	2089919527	4366 Sage Ct, Columbus, OH, 43226	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-131112	ENR	Ralph L Burke	2005-05-16	UHC-43756-46	2927301204	4678 Sunset Blvd, Eden Prairie, MN, 55375	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135809	ENR	Beverly T Vega	1976-11-08	UHC-17606-92	3298199939	9341 Forest Ave, Plano, TX, 75044	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101316	ENR	Jacob C Hart	1990-11-02	UHC-09121-64	4183970671	7461 Market St, Tampa, FL, 33625	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126789	ENR	Taylor A Jordan	1952-06-09	UHC-79885-27	6258706852	7000 Cedar Ln, Austin, TX, 78766	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106732	ENR	Sofia Obrien	1967-03-16	UHC-11144-41	7613603371	7485 Ridge Rd, Jacksonville, FL, 32286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112498	ENR	Kevin U Bell	2005-12-22	UHC-53553-91	8812532813	9392 Bayshore Dr, Tampa, FL, 33649	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103832	ENR	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118746	ENR	Aaln Gardner	2000-01-16	UHC-68686-39	5707295074	4452 Ocean Ave, Scottsdale, AZ, 85248	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114614	ENR	Sandra Ellys	1980-07-09	UHC-93359-09	3015837640	8611 Oak St, Scottsdale, AZ, 85258	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136524	ENR	Sean Patel	1995-06-09	UHC-21829-90	8137989209	4719 Camelback Rd, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136523	ENR	Sean Patel	1995-06-09	UHC-21829-90	8137989209	4719 Camelback Rd, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130306	ENR	Ryan Soto	2002-11-11	UHC-31409-02	—	8891 Union St, Tempe, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138019	ENR	Jennifer Gardner	1998-03-25	UHC-05029-52	2626058779	410 Baseline Rd, Phoenix, AZ, 85037	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119337	ENR	Ronald P Jensen	1993-08-18	UHC-79968-76	5365697663	6948 Elm St, Fresno, CA, 93771	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121746	ENR	Keith D Ortiz	1947-05-06	UHC-75701-22	9382690989	9658 Washington St, Tempe, AZ, 85276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132736	ENR	Barbara T Fox	1959-06-27	UHC-10850-41	3976114044	572 Canyon Rd, Gilbert, AZ, 85241	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-110431	ENR	Arthur Ryan	1989-10-28	UHC-78348-45	—	2752 River Rd, Tampa, FL, 33651	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121844	ENR	Alexander A Nichols	1958-06-21	UHC-34500-91	3865443086	8720 Lake View Rd, San Antonio, TX, 78294	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127676	ENR	Lori W Johnston	1998-12-05	UHC-64408-29	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128309	ENR	Victoria C Fields	1943-08-20	UHC-70359-74	6194885016	4522 Mesa Dr, Minneapolis, MN, 55473	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136393	ENR	Nancy Myers	1999-06-15	UHC-26902-60	—	1604 Sunset Blvd, Austin, TX, 78771	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140469	ENR	Jacqueline L Dean	1986-03-02	UHC-08305-88	6272726910	346 Apache Blvd, San Diego, CA, 92107	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-120734	ENR	Tyler X Banks	2001-05-24	UHC-76470-17	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132438	ENR	Elijah E Stewart	1979-05-06	UHC-98332-21	8179823271	2199 Oak St, Las Vegas, NV, 89188	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128834	ENR	Andrew D Ryan	1938-11-04	UHC-80498-57	—	5629 Pine Dr, Houston, TX, 77089	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130241	ENR	Judy G Welch	1968-06-08	UHC-74292-52	7007261911	4253 Lake View Rd, Gilbert, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-125313	ENR	Nicole Henderson	1995-05-24	UHC-56732-85	6609024464	9832 Oak St, Phoenix, AZ, 85006	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124223	ENR	Ryan Vega	1975-09-07	UHC-00054-51	7073326135	9676 Valley View Dr, Dallas, TX, 75277	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141816	ENR	Austin W Mendez	1990-06-18	UHC-14290-95	4734113246	2984 Spring St, Denver, CO, 80200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130117	ENR	Alice Green	1966-02-18	UHC-96241-04	4876959280	7806 Ocean Ave, Seattle, WA, 98186	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116630	ENR	Sara Griffin	1944-11-11	UHC-27778-14	5407593163	9828 Union St, Austin, TX, 78716	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140512	ENR	Peter E Ortega	1964-09-18	UHC-22118-94	7198514707	8810 Meadow Ln, Eden Prairie, MN, 55380	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128662	ENR	Judy F Perkins	1981-12-19	UHC-49732-53	4363363888	7070 Park Pl, Eden Prairie, MN, 55383	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114607	ENR	Carl P Thompson	1958-01-03	UHC-24596-43	4972423111	683 Spring St, Orlando, FL, 32803	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125494	ENR	Gloria M Stone	1945-12-08	UHC-35804-59	4897976147	5334 Ocean Ave, Mesa, AZ, 85249	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126438	ENR	Jacqueline Chen	1958-01-23	UHC-83800-38	6346649211	6127 Market St, Jacksonville, FL, 32217	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 88 of 179Previous Next