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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138296	ENR	Eric Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129063	ENR	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-115896	ENR	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101564	ENR	Gregory W Lawson	1983-02-02	UHC-71079-08	7327798790	3957 Grand Ave Apt 7, Denver, CO, 80261	0.70	Unit split from street City re-cased State name converted to code
ENR-126552	ENR	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130931	ENR	Kathleen Z Sanchez	1970-02-17	UHC-39770-60	9827322068	2706 Bayshore Dr, Seattle, WA, 98162	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-134075	ENR	Danielle K Palmer	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA	0.70	Phone missing area code City re-cased ZIP missing
ENR-126644	ENR	Sam E Beiley	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121056	ENR	Patrick Fisher	1985-08-03	UHC-27825-83	7773295953	7715 Baseline Rd, Mesa, AZ, 85289	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121462	ENR	Judith U Marquez	1981-11-21	UHC-17399-42	—	4571 Oak St, Nashville, TN, 37245	0.70	Phone missing area code City re-cased Gender normalised
ENR-117895	ENR	Josh Yang	2006-08-04	UHC-41387-41	5506881599	463 Palm Dr, Plano, TX, 75040	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131435	ENR	Mason Schultz	1953-01-26	UHC-06517-82	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106325	ENR	Timothy W Daniels	1950-02-21	—	4942080186	9644 River Rd, Orlando, FL, 32863	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134214	ENR	Alan J Mendez	1989-12-20	UHC-58994-94	8988638887	3528 Meadow Ln, Scottsdale, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
ENR-130539	ENR	Jordan Lucas	1941-06-17	UHC-43274-14	8999350181	3269 Apache Blvd, Phoenix, AZ, 85068	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132084	ENR	Keith Vargas	1955-03-05	UHC-17529-71	6193209775	720 Meadow Ln, Seattle, WA, 98111	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108779	ENR	Philip B Tran	1938-01-16	UHC-84025-19	8524581889	8182 Cedar Ln, Miami, FL, 33173	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118917	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128352	ENR	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX, 77094	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111725	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139570	ENR	Ryan Cambpell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117820	ENR	Arthur P Bailey	1980-11-16	UHC-24286-79	3424371609	4547 Elm St, Charlotte, NC, 28290	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105643	ENR	Eugene Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St, Tampa, FL, 33684	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101532	ENR	Valentina Luna	1960-08-21	UHC-30298-37	6635520959	3039 Camelback Rd, Tucson, AZ, 85774	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106795	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115024	ENR	Randy N Stevens	1988-10-24	UHC-04898-82	9183953557	7288 Jefferson Ave, Los Angeles, CA, 90071	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133315	ENR	Edward Hraris	2005-01-07	UHC-50295-72	7633704448	2501 Palm Dr, Las Vegas, NV, 89161	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115159	ENR	Donald V Price	1939-09-28	UHC-80700-98	2694993430	3141 Main St, Charlotte, NC, 28236	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142125	ENR	Amber Murphy	1948-03-04	UHC-50156-12	7032011060	7183 Apache Blvd, Atlanta, GA, 30364	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127028	ENR	Priya Gutierrez	2004-09-07	UHC-28590-73	6103648385	2606 Elm St, Charlotte, NC, 28279	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115213	ENR	Jennifer J Banks	1956-01-05	UHC-67222-51	5038444271	3774 Main St, Gilbert, AZ, 85281	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128186	ENR	Isabella Martinez	1976-07-13	UHC-60504-53	8144638820	7532 Apache Blvd, Jacksonville, FL, 32232	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129979	ENR	Jennifer Burton	1969-06-02	UHC-57790-33	9013974607	7210 Ocean Ave, Gilbert, AZ, 85230	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117426	ENR	Janet Oliver	1962-11-22	UHC-06147-41	4047277665	8830 River Rd, Eden Prairie, MN, 55326	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130805	ENR	Mary D Andrews	1967-06-01	UHC-13626-54	6094755452	7578 Grand Ave, Seattle, WA, 98128	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130797	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	3565609550	8405 Apache Blvd, Miami, FL, 33125	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133375	ENR	Aaron A Watkins	1967-12-08	UHC-17694-70	8098128553	7721 Maple Ave, Sacramento, CA, 95836	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116917	ENR	Doris A Medina	1957-03-27	UHC-67294-17	7188612504	7137 Ridge Rd, Miami, FL, 33164	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115781	ENR	James E Gomez	1984-08-13	UHC-15294-65	6299816310	1290 Bayshore Dr, Tempe, AZ, 85276	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142609	ENR	Roy J Carr	1976-03-23	UHC-73115-10	8946382167	8838 Cedar Ln, Tempe, AZ, 85213	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130481	ENR	Liinda A Luna	1942-03-14	UHC-49123-22	2126765937	3301 Spring St, Houston, TX, 77031	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127657	ENR	Donald Daniels	2001-05-01	UHC-99841-01	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117023	ENR	John G Ricchards	1960-04-21	UHC-18909-52	2303161535	821 Canyon Rd, Scottsdale, AZ, 85202	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126757	ENR	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100287	ENR	Kayla X Morgan	1972-12-05	UHC-94672-93	7426958646	2754 Church St, Plano, TX, 75033	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120288	ENR	Michelle Wong	1959-10-18	—	4752019065	1501 Indian School Rd, Jacksonville, FL, 32250	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115403	ENR	Elijah P Garza	1955-08-02	UHC-38088-77	3632254182	6339 Cedar Ln, Mesa, AZ, 85253	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111966	ENR	Betty Fields	1990-09-12	UHC-71045-07	8672511619	4666 Broadway, Charlotte, NC, 28275	0.72	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-106365	ENR	Thomas Kelly	2007-01-02	UHC-55132-90	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109856	ENR	Omar E Miller	1959-06-22	UHC-04745-42	—	1055 Grand Ave, Mesa, AZ, 85212	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

8,423 rows, page 75 of 169Previous Next