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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104739	ENR	Nciholas Q Carlsno	1975-09-13	UHC-70811-71	4556286156	—	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
ENR-110930	ENR	Debra Z Hughes	1995-05-03	UHC-05036-97	7328806564	6193 Washington St, Tucson, AZ, 85771	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-116297	ENR	Linda A Perkins	2004-01-21	UHC-11519-51	3203538246	2599 Indian School Rd, Eden Prairie, MN, 55342	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-101008	ENR	Christina Peters	1943-10-27	UHC-28826-82	3535380503	6835 Lincoln Way, Orlando, FL, 32833	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-127495	ENR	Megan U Young	1948-12-18	UHC-21896-85	7185716491	2273 Park Pl, Glendale, AZ, 85302	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-131976	ENR	Lawrence Q Romero	1970-10-18	UHC-27180-85	—	—	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-121758	ENR	Nathan Z Gonzalez	1979-02-06	—	4147942031	4917 Market St, Fresno, CA, 93700	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-131058	ENR	Jacqueline Wang	1950-06-12	UHC-56688-73	—	3858 Park Pl, Miami, FL, 33108	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-110457	ENR	Madison K Jordan	1940-07-06	UHC-68885-63	—	3870 Church St, Chandler, AZ, 85281	0.80	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed
ENR-119661	ENR	Elizabeth Y Stewart	1943-05-13	UHC-96283-54	7255720680	4434 Elm St, San Antonio, TX, 78229	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
ENR-109404	ENR	Ana Price	1949-12-07	UHC-64901-14	5512031933	605 Broadway, Jacksonville, FL, 32257	0.80	Name re-cased Two-digit birth year Phone reformatted Address re-cased
ENR-117145	ENR	Kathryn V Jimenez	1964-06-07	UHC-75324-70	5588609167	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-105790	ENR	Dylan Robertson	1975-12-12	UHC-45403-96	9466921447	2897 Canyon Rd, Fresno, CA, 93782	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-101647	ENR	Katherine W Robertson	1977-02-16	UHC-26141-96	9442618023	2864 Lake View Rd, Plano, TX, 75013	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-129821	ENR	Julie M Guzamn	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-135598	ENR	Roger X Bowman	1987-05-28	UHC-86290-80	3489247156	328 River Rd, Charlotte, NC, 28286	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-107031	ENR	Christina Knight	1973-12-23	UHC-83863-67	8484496717	7331 Broadway, Tucson, AZ, 85796	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-134625	ENR	Ethan Watson	1977-12-07	UHC-77561-28	2389202282	4309 Valley View Dr, Tampa, FL, 33626	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-122782	ENR	Brittany Aguilar	2000-11-16	UHC-06610-34	—	4574 Willow Ct, Gilbert, AZ, 85208	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-110573	ENR	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
ENR-108050	ENR	Tyler R Ortega	1977-10-05	UHC-92950-23	—	3839 Apache Blvd, Charlotte, NC, 28205	0.80	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed
ENR-137203	ENR	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-109403	ENR	Maria Rivera	1950-06-19	UHC-52757-67	2558532356	6699 Valley View Dr, San Diego, CA, 92153	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-131550	ENR	Juan T Morris	2008-10-17	UHC-99012-31	4495801407	2005 Church St, Los Angeles, CA, 90059	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-115929	ENR	Daniel Hansen	1942-12-22	UHC-80355-44	2868118561	5594 Willow Ct, Tampa, FL, 33655	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-108382	ENR	Sarah Flores	1990-11-24	UHC-21130-56	4568005123	6483 Lincoln Way, Los Angeles, CA, 90058	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-133570	ENR	Austin O Lee	2000-05-26	UHC-81303-45	—	5117 Hillcrest Rd, San Antonio, TX, 78200	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-131400	ENR	Marcus M Ramirez	1978-04-23	UHC-97185-04	8822519158	8995 Sage Ct, Mesa, AZ, 85298	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
ENR-102016	ENR	Wayne Mitchell	1969-03-13	UHC-39406-06	9322550645	6633 Central Ave, Fresno, CA, 93789	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-123244	ENR	Olivia S Gilbert	1944-05-17	UHC-20851-36	3075504591	3145 Willow Ct, Gilbert, AZ, 85229	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-141204	ENR	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	4451 Grand Ave, Eden Prairie, MN, 55344	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-105542	ENR	Evelyn Gomez	1964-11-10	UHC-57767-40	7547276835	9527 Broadway, Orlando, FL, 32876	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-126614	ENR	Mark Castillo	1985-09-07	UHC-24588-06	4628388480	1800 Central Ave, Orlando, FL, 32856	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-134871	ENR	Roger Z Gardner	2006-09-08	UHC-32127-88	5328751699	—	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-136428	ENR	Emily T Lane	2002-08-21	UHC-37845-55	4249583285	6688 Washington St, Glendale, AZ, 85325	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-106016	ENR	Sandra J Jimenez	1972-03-07	UHC-84347-38	4215174284	5372 Sunset Blvd, Columbus, OH, 43263	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-133223	ENR	Mason Y Chavez	1977-11-05	UHC-05258-48	3813841263	4773 Highland Ave, Eden Prairie, MN, 55366	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-129357	ENR	Joshua Payne	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-135955	ENR	Ruth F Hudson	1982-05-13	UHC-03330-53	4178980532	7750 Washington St, Scottsdale, AZ, 85243	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-131376	ENR	Karen Harrison	1987-01-26	UHC-86250-15	—	718 Canyon Rd, Jacksonville, FL, 32207	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-110565	ENR	Arjun M Wang	2008-11-20	UHC-07319-18	3436525362	—	0.82	Two-digit birth year Phone reformatted Email lower-cased
ENR-124283	ENR	Stephanie Ellis	1967-04-18	UHC-58296-03	3234108268	3400 Jefferson Ave, Austin, TX, 78769	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-142266	ENR	Keith F Rce	1991-07-18	UHC-84777-32	5092057851	1580 Lake View Rd, Tampa, FL, 33675	0.82	Name re-cased Two-digit birth year Whitespace trimmed
ENR-115809	ENR	Santiago Y Moreno	1984-07-10	UHC-44550-38	4388177433	9824 Oak St, Seattle, WA, 98164	0.82	Name re-cased Two-digit birth year Email lower-cased
ENR-141125	ENR	Noah Morales	1943-09-11	UHC-85737-27	5702049363	9318 Broadway, Orlando, FL, 32807	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-111241	ENR	Mateo P Hill	1970-07-15	UHC-13418-23	8406903357	2581 Elm St, Eden Prairie, MN, 55315	0.82	Name re-cased Two-digit birth year Whitespace trimmed
ENR-121444	ENR	Logan Y Smith	1947-11-08	UHC-44906-76	8869540830	2643 Bayshore Dr, Plano, TX, 75091	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-115086	ENR	Victoria O Cooper	1960-10-11	UHC-00539-49	3323998149	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-129342	ENR	Carlos Q Rios	1975-03-10	UHC-99107-83	4964129845	8347 Pine Dr, Glendale, AZ, 85391	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-104222	ENR	Dorothy Porter	1993-02-02	UHC-87180-08	5457450390	1891 Park Pl, Eden Prairie, MN, 55393	0.82	Name re-cased Two-digit birth year Phone reformatted

2,874 rows, page 53 of 58Previous Next