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-130141	ENR	Sam Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-122125	ENR	Julie Dixon	1945-09-20	UHC-40675-42	7113209296	1881 Willow Ct, Charlotte, NC, 28263	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-106700	ENR	RJunk	2007-10-14	UHC-62604-42	7694062116	4464 Ridge Rd, Seattle, WA, 98162	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased No usable name (quarantined)
ENR-138553	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	—	5114 Forest Ave Apt 26, Fresno, CA, 93769	0.68	Unit split from street State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-116257	ENR	Abby Wright	1993-07-15	—	8367543780	8897 Ocean Ave, Austin, TX, 78758	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-131984	ENR	Juddith Sullivan	1948-01-23	UHC-14136-74	5306664110	5778 Spring St, Houston, TX, 77098	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-131985	ENR	Juddith Sullivan	1948-01-23	UHC-14136-74	5306664110	5778 Spring St, Houston, TX, 77098	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138237	ENR	Joe L Armstrong	1965-12-08	UHC-91183-10	—	2153 Meadow Ln, Austin, TX, 78721	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-116105	ENR	Ahmed Matthews	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL, 33649	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-124936	ENR	Teresa Rios	1954-07-26	UHC-47910-64	9165310438	7980 Ocean Ave, Miami, FL, 33130	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-111944	ENR	Logan Z Vega	1999-02-16	UHC-11562-55	—	2873 Cedar Ln, Austin, TX, 78767	0.68	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-129071	ENR	Evelyn X Graham	—	UHC-18366-77	5897556703	551 Washington St, Sacramento, CA, 95807	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed
ENR-105356	ENR	Alexander F Berry	1967-05-21	UHC-08426-20	3816504355	806 Apache Blvd, Los Angeles, CA, 90048	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed
ENR-116382	ENR	Rachel V Gibsun	2008-01-16	UHC-55095-33	5839797916	6950 Elm St, Glendale, AZ, 85357	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-126263	ENR	Doris Q Jordan	1991-06-26	UHC-58784-91	—	8975 River Rd, Chandler, AZ, 85217	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-126509	ENR	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl Apt 22, Eden Prairie, MN, 55347	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-131840	ENR	Logan Young	1962-05-02	UHC-67733-21	4048507011	7731 Main St, Dallas, TX, 75285	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Whitespace trimmed
ENR-119914	ENR	Justin Delgado	—	UHC-04114-56	6744949509	1540 Valley View Dr, Jacksonville, FL, 32247	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
ENR-142086	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-142085	ENR	Thomas N Meeyr	2001-10-01	UHC-55702-01	7506869766	1824 Canyon Rd, Gilbert, AZ, 85206	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-130630	ENR	Justin W Fields	2004-07-17	UHC-25760-99	—	6799 Mesa Dr, Chandler, AZ, 85288	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-116555	ENR	Gabriel Owens	1978-10-24	UHC-71828-02	—	4505 Forest Ave, Miami, FL, 33130	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-103485	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 7, Atlanta, GA, 30382	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-117667	ENR	Hannah Brown	1961-10-21	UHC-26443-88	—	5454 Sunset Blvd, Houston, TX, 77080	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-100250	ENR	Paul J Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-134363	ENR	Nathan Mendoza	2004-08-10	UHC-18219-11	8696064665	1975 Mountain View Dr, Miami, FL, 33120	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-142886	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142887	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-139566	ENR	Elijah Santiaog	1991-12-11	UHC-99665-89	6108597902	5365 Hillcrest Rd, Fresno, CA, 93798	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-118669	ENR	Andrew Hicks	1956-02-16	UHC-20492-19	9615690860	7761 Apache Blvd, Phoenix, AZ, 85077	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-139374	ENR	Carolyn Patel	1948-08-01	UHC-70506-50	4277477862	9476 Jefferson Ave, Jacksonville, FL, 32221	0.68	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-107177	ENR	Keith J Marshall	1990-04-01	UHC-06379-96	4777835742	2852 Main St, Atlanta, GA, 30380	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-119639	ENR	Gabrel U Sullivan	1967-12-04	UHC-51151-71	8038223466	4637 Main St, Fresno, CA, 93796	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-127947	ENR	Gabriel Shaw	1975-05-15	UHC-14473-31	4667579911	2479 Grand Ave, Plano, TX, 75003	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-134268	ENR	Ann U Bailey	2005-01-06	UHC-83511-18	—	6633 Oak St, Chandler, AZ, 85210	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-129046	ENR	Matthew Anderson	1991-06-22	UHC-25095-70	9553681219	1620 Broadway, Tampa, FL, 33697	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-136960	ENR	Wayne B Tran	1961-12-03	UHC-70630-07	5129895991	1576 Meadow Ln, Charlotte, NC, 28280	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
ENR-104968	ENR	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd, Mesa, AZ, 85269	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-136435	ENR	Michelle E Simmons	1942-11-16	UHC-30970-20	—	8165 Sunset Blvd, Sacramento, CA, 95828	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-134883	ENR	Theresa Y Rios	2008-07-20	UHC-59751-66	7099412606	3083 Sage Ct, Houston, TX, 77063	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-131798	ENR	Juan Richards	1950-12-23	UHC-97275-09	2185230309	8633 Highland Ave, Glendale, AZ, 85316	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed
ENR-137825	ENR	Patrick Q Valdez	1970-06-23	UHC-10431-25	5049032515	1679 Mesa Dr, Sacramento, CA, 95897	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-105292	ENR	Linda Reynolds	1985-02-26	UHC-23832-33	9184405972	8419 Central Ave, Eden Prairie, MN, 55322	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-118104	ENR	Carlos R Fields	2005-11-05	UHC-08061-71	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-125197	ENR	Omar Tran	1958-03-04	UHC-82234-71	—	3320 Jefferson Ave, Gilbert, AZ, 85283	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-134495	ENR	Zachary W Kim	1976-02-18	UHC-16228-32	9457782819	4358 Ridge Rd, Denver, CO, 80248	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-122445	ENR	Lori Nunez	2002-06-18	UHC-64875-75	2807529601	5216 Meadow Ln, Plano, TX, 75053	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-117209	ENR	Henry X Hanson	1963-10-24	UHC-69978-70	2155471729	8735 Bayshore Dr, Houston, TX, 77067	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-115543	ENR	Arjun Jackson	1988-01-06	UHC-19640-97	8265469652	5869 Market St, Plano, TX, 75061	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
ENR-102276	ENR	Cynthia W Nichols	1963-03-16	UHC-36208-79	9597012319	7549 Main St, Mesa, AZ, 85292	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed

3,951 rows, page 60 of 80Previous Next