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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110388	ENR	Helen Anderson	1998-12-21	UHC-20220-42	7563174037	581 Meadow Ln, Charlotte, NC, 28245	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138333	ENR	Samuel Allen	1941-06-13	UHC-12876-11	8054020204	6831 Meadow Ln, Houston, TX, 77081	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115810	ENR	Adam Howell	1974-11-22	UHC-31921-91	8287821582	7943 Willow Ct, Jacksonville, FL, 32219	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119011	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	—	8001 Pine Dr, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127731	ENR	Scott Watson	1992-01-15	UHC-47529-27	—	616 Mesa Dr # 518, Miami, FL, 33115	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-127532	ENR	Hiroshi Montgomery	—	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
ENR-114267	ENR	Bruce H Perkins	1997-04-11	UHC-22797-74	9886056822	2502 Church St, Orlando, FL, 32874	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142793	ENR	Ethan Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115754	ENR	Megan S Herrera	—	UHC-91109-19	7087172970	4453 Indian School Rd Apt 6, Denver, CO, 80228	0.64	Date of birth missing Phone reformatted Unit split from street City re-cased+2 more
ENR-119125	ENR	Michael Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141360	ENR	Lucia V Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd, Tucson, AZ, 85764	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119952	ENR	Marcus V Carr	1942-10-28	UHC-56477-42	4574149849	2952 Jefferson Ave, Tampa, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108349	ENR	Ryan G Peters	2000-11-19	UHC-85255-92	—	7810 Baseline Rd, Mesa, AZ, 85288	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139718	ENR	Terry Walker	2005-11-15	UHC-13254-77	—	6348 Palm Dr, Phoenix, AZ, 85070	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-103186	ENR	Billy V Tailor	1951-02-19	UHC-31776-49	—	1258 River Rd, Nashville, TN, 37256	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-130129	ENR	Jen Cooper	1983-07-28	UHC-07292-09	6908108370	8673 Elm St # 583, Denver, CO, 80270	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-139252	ENR	Charlotte X Ramos	1996-05-05	UHC-26786-04	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133369	ENR	Lauren R Burke	—	UHC-68889-27	4243271590	6008 Mesa Dr, Phoenix, AZ, 85096	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-124408	ENR	Beverly Z Carpenter	1983-06-13	UHC-54880-54	3409960421	5989 Willow Ct, San Diego, CA, 92170	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105970	ENR	Roger Guerrero	2007-05-28	UHC-47048-77	2509268708	5799 Church St, Minneapolis, MN, 55455	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103162	ENR	Carlos Dixno	1975-08-26	UHC-94027-58	7554125648	5208 Indian School Rd, Columbus, OH, 43245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123430	ENR	Sharon Cox	1949-11-02	UHC-14494-39	—	4839 Ridge Rd, San Antonio, TX, 78224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112780	ENR	Lawrence Banks	1978-09-08	—	5354229068	8422 Jefferson Ave, Columbus, OH, 43264	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106937	ENR	Deborah Z Torres	1955-03-14	UHC-39822-20	3832279156	9173 Ridge Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136017	ENR	Steve I Stone	1977-07-11	UHC-05330-78	7778480843	3084 Meadow Ln, Glendale, AZ, 85370	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131464	ENR	George Schmidt	1938-02-14	UHC-87968-01	—	4919 Washington St, Las Vegas, NV, 89112	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124252	ENR	Diego T Snyder	1949-08-27	UHC-88457-52	—	8410 Valley View Dr, Columbus, OH, 43259	0.64	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-122439	ENR	Gabriel Perkins	1979-01-25	UHC-10345-15	8139464457	3375 Lake View Rd Apt 38, Orlando, FL, 32836	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-139308	ENR	Raymond P Wood	1988-01-25	UHC-06749-57	3584464354	2432 Camelback Rd, Miami, FL, 33143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137010	ENR	Julia K Wright	1961-08-26	UHC-97703-86	—	9015 Sage Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114774	ENR	Billy Hill	1988-05-04	UHC-24705-10	—	7097 Ridge Rd # 814, Houston, TX, 77002	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-133336	ENR	Emily Warren	1946-02-20	—	8193325044	4996 Maple Ave, Atlanta, GA, 30381	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123590	ENR	Ann Ford	1943-01-09	UHC-08240-81	6003800885	3659 Ridge Rd Apt 14, Houston, TX, 77081	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108761	ENR	Mason R Lawson	1971-03-21	UHC-62672-36	4573357209	2497 Cedar Ln # 616, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134229	ENR	Douglas K Edwards	—	UHC-17771-69	—	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
ENR-110188	ENR	Jordan N Allen	1950-04-10	UHC-98523-56	2929447650	7388 Meadow Ln Apt 3, Columbus, OH, 43212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121202	ENR	Frances Reed	1990-02-14	UHC-43006-53	7397858502	9448 River Rd, Glendale, AZ, 85372	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105574	ENR	Weaver Randy	1958-01-23	UHC-09967-04	4906481293	2388 Canyon Rd, Charlotte, NC, 28269	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128173	ENR	Victoria R Carroll	1948-01-02	UHC-24385-84	—	8671 Central Ave, Gilbert, AZ, 85273	0.64	Name re-cased SSN last four extracted State name converted to code Plan code upper-cased+2 more
ENR-108553	ENR	Linda I Myers	1975-11-06	UHC-19783-34	2465836521	8146 Church St, Phoenix, AZ, 85039	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-108616	ENR	Lori Y Weber	1995-02-02	UHC-09665-51	2816623520	432 Ridge Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132743	ENR	Ronald K Thomas	1962-03-05	UHC-27173-66	3967019209	703 Union St, Phoenix, AZ, 85071	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101014	ENR	Stephen V Spencer	1972-06-27	UHC-01478-55	—	334 Spring St, Austin, TX, 78785	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140752	ENR	Daniel W Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135360	ENR	Wei Ruiz	1962-05-15	UHC-43378-20	—	4731 Canyon Rd, Sacramento, CA, 95879	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114135	ENR	Charles P Jensen	1970-06-01	UHC-37460-17	—	9793 Palm Dr, San Diego, CA, 92106	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-112476	ENR	Camila Kim	1985-10-22	UHC-32872-19	—	9150 Central Ave, Fresno, CA, 93754	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105186	ENR	Ahmed W Montgomery	1977-03-04	UHC-51952-62	—	5749 Baseline Rd, Gilbert, AZ, 85233	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135293	ENR	Frank Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St, Denver, CO	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more

16,916 rows, page 90 of 339Previous Next