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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109241	ENR	Judy D Elliott	1971-04-05	UHC-82303-32	6653081200	3769 Sage Ct, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135223	ENR	Thomas Q Oliver	1969-05-12	UHC-30268-27	3389560838	2143 Elm St, Sacramento, CA, 95806	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120398	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140159	ENR	Sophia J Patel	2007-09-07	UHC-74674-41	4509419466	6789 Apache Blvd, Denver, CO, 80206	0.64	Name re-cased Member ID reformatted State name converted to code Email lower-cased+2 more
ENR-140137	ENR	Alexis Hawkins	2000-11-03	UHC-64557-63	4977365840	9371 Spring St, Tempe, AZ, 85258	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115352	ENR	William Z Bailey	1967-01-23	UHC-20733-89	7724623314	5117 Park Pl, Houston, TX, 77055	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115836	ENR	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-113666	ENR	Patrick Hlil	1944-02-18	UHC-12559-16	6039784586	2042 Central Ave, Atlanta, GA, 30355	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115860	ENR	Nathan Black	1977-10-02	UHC-58673-95	—	6520 Pine Dr, Los Angeles, CA, 90011	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104814	ENR	Raymond K Young	1965-05-13	UHC-75134-62	4598987820	1448 Grand Ave, Phoenix, AZ, 85015	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129143	ENR	Martha Gomez	1956-06-20	UHC-28216-33	4342182361	2048 Oak St, Orlando, FL, 32888	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-103768	ENR	Zachary A Wheeler	1991-01-13	UHC-43929-28	2993185230	3086 Sage Ct, Mesa, AZ, 85243	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111924	ENR	Bobby W Ortiz	1951-11-28	UHC-28257-23	—	8007 Cedar Ln, Houston, TX, 77037	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108269	ENR	Nathan W Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105533	ENR	Anna Willis	1963-11-06	UHC-02375-50	7695472625	7346 Grand Ave, Seattle, WA, 98119	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121348	ENR	Timothy B Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103023	ENR	Cheryl Henry	2000-07-14	UHC-35872-51	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137475	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-108647	ENR	Christina U Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St, Tempe, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130166	ENR	Amy E Andrews	1944-02-27	UHC-03390-19	—	3903 Bayshore Dr, Jacksonville, FL, 32265	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101028	ENR	Bobby C Guzman	1994-02-25	UHC-75753-62	9747353534	2609 Sage Ct, Plano, TX, 75026	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104341	ENR	Rachel Gonzalez	1973-10-17	UHC-89828-42	3444094592	2830 Valley View Dr, Orlando, FL, 32893	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-126503	ENR	Adam O Peterson	1997-05-01	UHC-80659-23	4463593442	782 Palm Dr, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111955	ENR	Robert T Yang	1997-08-15	UHC-85622-65	5959409130	1172 Oak St, Orlando, FL, 32866	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125010	ENR	Donald A Olson	2000-09-12	UHC-43659-72	9876461848	1670 Maple Ave, Gilbert, AZ, 85203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140623	ENR	Jaocb Sandoval	1999-07-07	UHC-89969-12	3937201192	1111 Mesa Dr, Atlanta, GA, 30330	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-141588	ENR	Patrick Vega	1954-11-11	UHC-95424-04	9166261139	3555 Willow Ct, Nashville, TN, 37212	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122640	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123284	ENR	Abigail Reyes	1975-02-23	UHC-26677-78	5468270667	6533 Sunset Blvd, Gilbert, AZ, 85222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140411	ENR	Ryan V Chavez	1977-07-23	UHC-53432-15	7969983431	640 River Rd, Miami, FL, 33127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110273	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110272	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123042	ENR	Patrick B Morgan	1978-04-07	UHC-69976-20	5134115944	8062 Mesa Dr, Houston, TX, 77015	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-110146	ENR	Gloria P Gomez	1941-11-24	UHC-96827-74	—	8179 Washington St, San Diego, CA, 92118	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109098	ENR	Jaen P Hudson	1964-09-02	UHC-23947-41	7814822206	2624 Elm St, Eden Prairie, MN, 55365	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106568	ENR	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142215	ENR	Terry Mendez	1991-02-24	UHC-96145-71	3077499141	3968 Grand Ave, Plano, TX, 75009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128385	ENR	Gabriel L Vasquez	1948-02-04	UHC-66335-80	9487201788	6909 Apache Blvd, Minneapolis, MN, 55417	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116435	ENR	Emily Peterson	1996-08-21	UHC-82743-71	2067735035	8912 Camelback Rd, Miami, FL	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
ENR-107844	ENR	Albert Maaldonado	1950-08-11	UHC-67117-85	2213895260	3570 Main St, Scottsdale, AZ, 85290	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103796	ENR	Tyler E Lewis	1939-12-16	UHC-32237-45	3989958377	9100 Cedar Ln, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-135008	ENR	Maria Castillo	1980-12-25	UHC-87221-64	5948873546	5756 Baseline Rd, Las Vegas, NV, 89133	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139477	ENR	Walter F Burns	1996-10-24	UHC-85668-20	3558812378	739 Valley View Dr, Seattle, WA, 98183	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135771	ENR	Ronald Tran	2007-09-13	UHC-51631-71	9755080090	9300 Broadway Apt 22, Las Vegas, NV, 89195	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-138715	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114458	ENR	Bruce M Ramos	1996-10-20	UHC-19662-94	—	3462 Apache Blvd, Chandler, AZ, 85258	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-120296	ENR	Mason E Wagner	1961-12-20	UHC-25712-26	7124809239	868 Lincoln Way, Nashville, TN, 37238	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more

4,296 rows, page 50 of 86Previous Next