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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135198	ENR	Jason Q Santos	1978-09-15	UHC-97132-58	4773866876	1241 Indian School Rd, San Antonio, TX, 78207	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116267	ENR	Jean Huntter	2000-07-27	UHC-35934-76	3546454657	4074 Pine Dr, Chandler, AZ, 85229	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117011	ENR	Santiago L Knight	1991-04-06	UHC-58255-39	8228363222	8196 Apache Blvd, Gilbert, AZ, 85204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122186	ENR	Jerry K Hughes	1983-05-26	UHC-35049-87	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128650	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102197	ENR	Bryan Walsh	1980-07-19	UHC-16393-73	7556900912	5966 Central Ave, Phoenix, AZ, 85035	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-122962	ENR	James T Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140541	ENR	Cheryl G Espinoza	1991-09-17	UHC-99301-55	5225541791	2210 Cedar Ln, Houston, TX, 77017	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126886	ENR	Maria R Marshall	1961-02-19	UHC-73511-04	2403423474	5013 Forest Ave, Las Vegas, NV, 89145	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100746	ENR	Gloria S Nuez	2001-06-10	UHC-66429-14	8167391294	6281 Mesa Dr, Tucson, AZ, 85740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-128953	ENR	Ronald Csatro	1944-07-17	UHC-21772-99	5209884343	5512 Church St, Plano, TX, 75019	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-106461	ENR	Bradley W Herrera	1939-02-06	UHC-88293-14	—	9384 Ocean Ave, Sacramento, CA, 95868	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-108202	ENR	Jeremy Welker	1958-05-11	UHC-68255-89	—	7404 Lincoln Way, Seattle, WA, 98133	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-130600	ENR	Scott Duncan	1997-10-26	UHC-47476-28	5253736120	4543 Indian School Rd, Gilbert, AZ, 85261	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139655	ENR	Michael Wallace	1939-06-05	UHC-03061-34	2889408672	2841 Desert Sky Blvd, Scottsdale, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141938	ENR	Jack Snyder	1971-02-14	UHC-26546-27	9408323210	3129 Desert Sky Blvd, Austin, TX, 78787	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127611	ENR	Megn V Vazquez	1977-08-06	UHC-72536-81	7152641709	2485 Spring St, Los Angeles, CA, 90048	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115862	ENR	Mariana R Scott	1995-02-26	UHC-73872-66	7708316082	221 River Rd, Eden Prairie, MN, 55310	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111288	ENR	Olivia P Banks	1974-05-06	UHC-70286-03	4857313308	6119 Bayshore Dr, Orlando, FL, 32823	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-120245	ENR	Ethan R Little	1983-02-03	UHC-34632-67	9834112655	2244 Pine Dr, Tampa, FL, 33633	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113552	ENR	Kimberly L Lopez	1943-06-13	UHC-28888-07	7264584117	8071 Church St, Phoenix, AZ, 85026	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139500	ENR	William E Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-127803	ENR	Beverly G Garrett	—	UHC-15577-19	—	6080 Harbor Blvd, Austin, TX, 78765	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126809	ENR	Helen V Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-138414	ENR	Joyce I Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd # 798, Houston, TX, 77044	0.66	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-110059	ENR	Peter Fisher	1963-04-24	UHC-16081-29	5572959028	9174 Lincoln Way, Nashville, TN, 37215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-106835	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	4489 Union St, Las Vegas, NV, 89155	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-130436	ENR	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-116216	ENR	Frank E Daniels	1945-02-24	UHC-02600-13	5024803267	5727 Baseline Rd, San Diego, CA, 92103	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102401	ENR	Ryyan D Palmer	1964-12-15	UHC-75348-14	4425680312	452 Union St, Seattle, WA, 98167	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-139197	ENR	Carlos Grant	1982-04-25	UHC-60171-08	8495469852	7336 Union St, Sacramento, CA, 95866	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126924	ENR	Bobby Ryan	1975-03-26	UHC-70615-05	5596806656	9661 Broadway, Minneapolis, MN, 55435	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-107043	ENR	Jennifer O Berry	1953-05-01	UHC-30911-04	3217403113	6932 Ocean Ave, Chandler, AZ, 85295	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140782	ENR	Richard Espinoza	1964-11-08	UHC-63534-92	9417595001	2138 Spring St, Sacramento, CA, 95882	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122945	ENR	Larry Graham	1989-07-18	UHC-76788-10	6874061603	7319 Spring St, Scottsdale, AZ, 85253	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-102505	ENR	Cerl V Young	1960-02-05	UHC-27541-86	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141960	ENR	Priya V Thompson	1989-08-09	UHC-68026-77	8519134683	7541 Palm Dr, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118466	ENR	Tyler Y Adams	1959-02-25	UHC-63894-92	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-125248	ENR	Christina Johnson	1973-12-13	UHC-46167-60	9602075702	372 Baseline Rd, Plano, TX, 75025	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116759	ENR	Priya P Spencer	2007-01-27	UHC-46670-64	9653775496	252 Apache Blvd, Houston, TX, 77015	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-138609	ENR	Abigail Z Stephens	2008-02-02	UHC-84877-63	9509956346	3394 River Rd, Nashville, TN, 37241	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118729	ENR	Gerld Nguyen	1995-06-26	UHC-55379-89	9272375570	1542 Grand Ave, Miami, FL, 33167	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110693	ENR	Evelyn Welch	2007-03-11	UHC-73227-82	—	7638 Central Ave, Scottsdale, AZ, 85262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-133163	ENR	Betty Watkins	1994-07-17	UHC-83199-38	3932035504	6891 Palm Dr, Tempe, AZ, 85286	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134425	ENR	Stephen U Morrison	1999-05-03	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV, 89145	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119435	ENR	Caarol Peters	1985-03-27	UHC-96890-16	3553566629	9826 Baseline Rd, San Antonio, TX, 78215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-114252	ENR	Gerald I Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125106	ENR	Arjun M Ramirez	1990-05-09	UHC-84085-42	3807599608	2896 Sunset Blvd, Gilbert, AZ, 85259	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125929	ENR	Ryan V Wong	1941-03-06	UHC-57924-23	4772707195	6303 River Rd, Atlanta, GA, 30337	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106755	ENR	Alexis Q Ramirez	1964-04-18	UHC-68210-89	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more

3,951 rows, page 56 of 80Previous Next