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 “No usable name (quarantined)”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagNo usable name (quarantined)Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142502	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112043	ENR	TerryJunk	1967-05-21	UHC-10965-56	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138749	ENR	DayJunk	1938-07-11	UHC-20701-07	8129109749	6160 Church St, Denver, CO, 80250	0.62	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+3 more
ENR-104893	ENR	SamanthaJunk	2000-04-03	UHC-05248-31	6326196458	6065 Camelback Rd, Sacramento, CA, 95868	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121311	ENR	AJunk	1988-05-07	UHC-38572-50	5726152702	6987 Maple Ave, Minneapolis, MN, 55421	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101459	ENR	ZJunk	1972-12-06	UHC-93980-84	7722041842	3196 River Rd, Denver, CO, 80244	0.62	Date of birth reformatted Phone reformatted City re-cased Gender normalised+3 more
ENR-130193	ENR	—Junk	2004-06-17	UHC-98575-87	4723074932	7028 River Rd, Sacramento, CA, 95826	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136891	ENR	Keith AJunk	1963-11-18	UHC-41667-97	6913723861	5446 Union St, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130819	ENR	—Junk	1982-05-12	UHC-21771-63	3722748775	8499 Main St, Columbus, OH, 43254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120517	ENR	—Junk	1983-01-01	UHC-09349-62	8757253436	4879 Jefferson Ave, Tucson, AZ, 85717	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127931	ENR	JJunk	1957-07-09	UHC-47898-35	8826073302	7361 Main St, Columbus, OH, 43276	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-115460	ENR	MJunk	1941-03-04	UHC-03418-84	4073752239	6424 Market St, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-128907	ENR	—Junk	1994-04-06	UHC-74547-81	2939788894	2845 Market St, Columbus, OH, 43257	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140172	ENR	Carllos VJunk	—	UHC-94418-35	5712461345	5865 Mountain View Dr, Eden Prairie, MN, 55376	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-119810	ENR	Mei SJunk	1985-04-19	UHC-52374-70	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107174	ENR	Camila LJunk	1977-12-26	UHC-37268-86	8666637272	9815 Harbor Blvd, Phoenix, AZ, 85062	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140794	ENR	CarolynJunk	1988-02-20	UHC-74905-30	4269796635	2326 Palm Dr, Eden Prairie, MN, 55345	0.64	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-102944	ENR	FatimaJunk	1980-12-19	UHC-32664-63	2145664632	8974 Spring St, Los Angeles, CA, 90048	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-114248	ENR	LawrenceJunk	1995-05-16	UHC-85664-27	3438344709	3049 Broadway, Atlanta, GA, 30329	0.64	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
ENR-131160	ENR	JohnJunk	1973-04-09	UHC-51662-47	5338158149	4512 Mountain View Dr, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-114801	ENR	JJunk	1943-12-03	UHC-02814-75	—	5104 Union St, Gilbert, AZ, 85211	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108276	ENR	Sarah TJunk	1944-05-16	UHC-34036-57	4464659395	9320 Maple Ave, Orlando, FL, 32813	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127204	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-127205	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-138227	ENR	DianeJunk	1969-02-17	UHC-96344-93	9222430790	8022 Apache Blvd, San Antonio, TX, 78276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118872	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-118873	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-132779	ENR	Jose FJunk	1944-12-07	UHC-68537-23	7116963335	590 Sunset Blvd, Minneapolis, MN, 55486	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134473	ENR	Christina XJunk	1980-06-05	UHC-44252-83	—	9715 Meadow Ln, Scottsdale, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137253	ENR	George MJunk	1956-12-02	UHC-50698-43	—	5175 Indian School Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-117601	ENR	—Junk	1955-09-11	UHC-31677-40	5614516157	1438 Spring St, Houston, TX, 77023	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136543	ENR	Nanyc YJunk	1982-09-21	UHC-42872-27	7393750301	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-115022	ENR	Virrginia TJunk	1950-01-25	UHC-50653-70	7482726254	4695 Market St, Los Angeles, CA, 90035	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134246	ENR	PJunk	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-115995	ENR	BJunk	1938-01-16	UHC-99688-07	4662553930	1739 Cedar Ln, Tampa, FL, 33669	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-117460	ENR	—Junk	1950-04-26	UHC-72427-35	4664492461	6655 Elm St, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-122390	ENR	JudyJunk	2005-11-10	UHC-30219-86	8574103686	3662 Maple Ave, Fresno, CA, 93797	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132409	ENR	Justin HJunk	1988-03-01	UHC-82612-26	3783913676	2293 Union St, Denver, CO, 80284	0.64	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-124889	ENR	Hether XJunk	1986-11-05	UHC-80866-77	8963722273	3112 Grand Ave, Orlando, FL, 32823	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111558	ENR	WJunk	1960-07-07	UHC-18558-36	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.66	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141209	ENR	Bradley HJunk	1967-06-08	UHC-08456-54	2419496475	553 Highland Ave, San Diego, CA, 92129	0.66	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-137001	ENR	—Junk	1972-02-02	UHC-11771-53	5497566064	3973 Union St, Jacksonville, FL, 32200	0.66	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138498	ENR	OJunk	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared+1 more
ENR-138349	ENR	AmberJunk	1967-08-17	UHC-90032-57	4436973155	4942 Pine Dr, Phoenix, AZ, 85084	0.66	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared+1 more
ENR-118462	ENR	—Junk	1982-10-01	UHC-19613-91	6646926110	1738 Main St, Atlanta, GA, 30312	0.66	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
ENR-119907	ENR	Adam MJunk	2008-10-07	UHC-57645-54	2343159020	2956 Sage Ct, Minneapolis, MN, 55474	0.66	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-133560	ENR	MadisonJunk	1966-11-16	UHC-58752-22	3446203431	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-131924	ENR	—Junk	1969-04-08	UHC-67629-21	2869082940	95 Maple Ave, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-141771	ENR	Bruce SJunk	1979-07-16	UHC-57855-96	—	1021 Meadow Ln, Plano, TX, 75019	0.66	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared+1 more
ENR-128624	ENR	VincentJunk	1957-12-21	UHC-53779-43	—	6662 Valley View Dr, San Diego, CA, 92194	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more

230 rows, page 3 of 5Previous Next