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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141201	ENR	Logan Porter	1973-10-07	UHC-52604-17	—	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128874	ENR	Alexander I Turner	1965-08-27	UHC-98406-32	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114859	ENR	Jerry Fox	1977-06-23	UHC-41328-08	6738808182	9700 Camelback Rd, Mesa, AZ, 85245	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120545	ENR	Andrea G Richardson	2000-02-16	UHC-69913-91	9873895076	5292 Sunset Blvd # 898, Tempe, AZ, 85225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141076	ENR	Diana I Nichols	—	UHC-58971-62	9436539945	7227 Jefferson Ave, Dallas, TX, 75258	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125758	ENR	Bryan Walker	1962-11-10	UHC-62381-32	8027789037	385 Oak St, Miami, FL, 33144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133168	ENR	Jean Long	1952-07-08	UHC-19794-22	2228756796	6765 Spring St, Mesa, AZ, 85238	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-128501	ENR	Edward C Freeman	1953-10-16	UHC-67577-68	5567361739	904 Hillcrest Rd, Miami, FL	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-125777	ENR	Russell Andrea	1944-08-16	UHC-54510-32	7712889749	8847 Apache Blvd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127562	ENR	Brian Alvarado	1941-07-02	UHC-42394-48	2053595086	2574 River Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128397	ENR	Katherine M Garza	1977-12-13	UHC-34249-92	3798157969	910 Lincoln Way, Tampa, FL, 33644	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125863	ENR	Betsy U Mroeno	1965-12-24	UHC-58804-83	7747650251	1996 Park Pl, Seattle, WA, 98130	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123136	ENR	Mei L James	1951-10-22	UHC-58231-15	2762007389	911 Oak St # 484, Orlando, FL, 32883	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139087	ENR	Cynthia Q Padilla	—	UHC-07077-54	6737236532	6755 Washington St, Columbus, OH, 43269	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-109489	ENR	Phillips Jcak	2001-06-14	UHC-13542-40	6183912652	1267 Bayshore Dr, Tampa, FL, 33629	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114368	ENR	Joey A Estrada	—	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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-120054	ENR	Alexis I Marquez	1989-08-13	UHC-99462-36	3504203997	8043 Meadow Ln, Sacramento, CA, 95874	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103933	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-103932	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-114018	ENR	James Ellis	1954-09-19	UHC-94888-30	3738247195	7848 Lincoln Way, Dallas, TX, 75238	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110671	ENR	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140292	ENR	Alan Aguilar	1964-11-24	UHC-36939-26	6858170704	2959 Lake View Rd, Atlanta, GA, 30392	0.64	Phone reformatted Member ID 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-108803	ENR	Gloria Stone	1965-04-03	UHC-46016-18	—	6617 Camelback Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125207	ENR	Joyce Sone	1940-02-09	UHC-69436-04	4057693020	3693 Elm St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115517	ENR	Jesse Wang	1988-07-14	UHC-90040-34	8559966831	1755 Park Pl, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115811	ENR	Samuel Q Adams	1951-06-02	UHC-73260-83	9335347991	1053 Meadow Ln, Los Angeles, CA, 90005	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108218	ENR	Dylan Reid	2002-07-28	UHC-31001-11	4323685107	6707 Meadow Ln, Atlanta, GA, 30345	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137247	ENR	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121626	ENR	Kimberly Matthews	1995-04-26	UHC-07806-94	—	8851 Lake View Rd, Austin, TX, 78745	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109785	ENR	Vncent Adams	1942-02-11	UHC-13189-31	9709013391	3494 Indian School Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131237	ENR	Samuel Martinez	1993-03-02	UHC-63883-31	2044450890	3969 Lake View Rd, San Antonio, TX, 78262	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116349	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH, 43224	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136583	ENR	Keith X Larson	1994-01-19	UHC-83530-31	2916371340	6408 Lincoln Way, Los Angeles, CA, 90046	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120110	ENR	Willlie Fisher	1958-02-27	UHC-91303-28	8137603904	2755 Park Pl, Chandler, AZ, 85273	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121995	ENR	Peter L Bennett	1998-11-28	UHC-67821-43	—	9378 Cedar Ln, Tempe, AZ, 85255	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-123249	ENR	Alan Ward	1943-11-12	UHC-62329-22	8592678591	3751 Sunset Blvd, Houston, TX, 77046	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125386	ENR	Stephen H Alexander	2006-02-01	UHC-25900-07	2672153210	4982 Main St, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107608	ENR	Pamela U Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118394	ENR	Randy Perkins	1947-05-07	UHC-09073-11	8587259911	1802 Mesa Dr # 601, Nashville, TN, 37280	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138299	ENR	Christina Hughes	1967-06-06	UHC-93749-07	—	9781 Park Pl # 904, Minneapolis, MN, 55472	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-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
ENR-101950	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101949	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111453	ENR	John I Lee	1980-12-10	UHC-76890-70	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130935	ENR	Virginia Phillips	1958-10-25	UHC-14253-58	3372904669	3820 Church St, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-102882	ENR	Sue S Evans	1960-06-17	UHC-39153-49	8418939686	7457 Baseline Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more

26,564 rows, page 207 of 532Previous Next