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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105015	ENR	Ken Burns	1940-06-22	UHC-20662-45	—	7495 Hillcrest Rd, Fresno, CA, 93731	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121112	ENR	Kathryn A Hayes	1971-09-11	UHC-11060-89	5584057733	9284 Cedar Ln, Jacksonville, FL, 32261	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130146	ENR	Kelly P Martinez	1990-06-13	UHC-07938-36	8199160639	8023 Canyon Rd, Glendale, AZ, 85311	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-134858	ENR	Vincent Moore	1979-05-25	—	5623219512	7776 Market St, Miami, FL, 33145	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124535	ENR	Anna Y Luna	2001-08-13	UHC-47812-78	8599159442	964 Apache Blvd, Las Vegas, NV, 89108	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130187	ENR	Mei Ferguson	1944-11-16	—	5014273554	—	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-118258	ENR	Janet Stone	1994-05-27	UHC-04296-62	2176928382	5916 Sage Ct, Sacramento, CA, 95888	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103754	ENR	Randy Fisher	1954-06-16	UHC-20190-20	9122256517	8930 Mesa Dr, Jacksonville, FL, 32276	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112781	ENR	Joshua I Howell	1972-11-06	UHC-65629-91	7699618385	927 Indian School Rd, Austin, TX, 78794	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120648	ENR	Brian N Cunningham	1968-01-05	UHC-12586-89	—	5219 Spring St, Austin, TX, 78742	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105628	ENR	Jose S Nguyen	1954-07-10	UHC-83323-78	5789380836	3544 Sage Ct, Tucson, AZ, 85788	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135616	ENR	Santiago Gilbert	2003-11-21	UHC-00968-50	4299295907	7534 Valley View Dr, Las Vegas, NV, 89165	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109174	ENR	Anna Burton	1951-06-22	UHC-34712-64	—	3373 Valley View Dr, Atlanta, GA, 30362	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126711	ENR	Maria George	1948-01-05	UHC-78517-83	—	8471 Cedar Ln, Glendale, AZ, 85386	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107038	ENR	Sandra A Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135271	ENR	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-121903	ENR	Richard Burke	2002-09-27	UHC-80410-81	9707262675	3768 Washington St, Charlotte, NC, 28295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129078	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	760 Willow Ct, Plano, TX, 75011	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Email lower-cased+2 more
ENR-109238	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-125121	ENR	Jesse K Wood	1995-03-01	UHC-53279-40	2524971008	6327 Indian School Rd, Miami, FL, 33114	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118579	ENR	Matthew F Lewis	1980-08-11	UHC-42467-38	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137580	ENR	Carlos Henry	1980-07-13	UHC-01106-07	—	1706 Jefferson Ave, Minneapolis, MN, 55419	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132992	ENR	Paul Lee	1963-01-17	UHC-95741-07	7956322109	129 Canyon Rd, Dallas, TX, 75244	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-110839	ENR	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA, 30397	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118661	ENR	William Q Shaw	1996-04-14	UHC-04735-42	8937442699	6955 Park Pl, Los Angeles, CA, 90062	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132501	ENR	Jeffrey C Lewis	1986-09-17	UHC-63121-17	2329633658	6230 Hillcrest Rd, Dallas, TX, 75268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122247	ENR	Lucia Weebb	2006-07-08	UHC-93124-77	3492096884	8138 Highland Ave, Nashville, TN, 37286	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112408	ENR	Brandon Pena	1938-08-08	UHC-11986-61	7198143774	3328 Ridge Rd, Plano, TX, 75069	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129632	ENR	Jacqueline Flores	1974-06-19	UHC-20775-72	6676841267	8905 Washington St, San Diego, CA, 92173	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-124577	ENR	Karen C Freeman	1979-04-06	UHC-48570-94	2126142445	3627 Ocean Ave, Miami, FL, 33190	0.76	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased+2 more
ENR-142035	ENR	Billy L Andrews	1960-09-05	UHC-76583-70	2299863398	4549 Bayshore Dr, Tempe, AZ, 85298	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-133453	ENR	Gabriel Howell	1996-09-27	UHC-17290-08	7608406550	5303 Palm Dr, Jacksonville, FL, 32285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130697	ENR	Bruce Lawson	1972-04-09	UHC-96032-28	2163356716	9241 Sage Ct, Houston, TX, 77012	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100417	ENR	Thomas Holmes	1959-01-24	UHC-61592-18	4305092185	9118 Elm St # 591, Nashville, TN, 37233	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-124977	ENR	Barbara Y Gibson	1951-10-28	UHC-17543-83	4345733827	6723 Forest Ave, Los Angeles, CA, 90063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104919	ENR	Mateo Wallace	1968-04-26	UHC-02296-86	8318233647	5689 Sage Ct, Minneapolis, MN, 55498	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115564	ENR	Donald Soto	1959-11-02	UHC-45288-97	6379378398	5142 Union St, Atlanta, GA, 30385	0.76	Name re-cased City re-cased State code upper-cased Gender normalised+2 more
ENR-115570	ENR	Ann Hayes	1987-03-12	UHC-95817-72	4885140799	1144 Valley View Dr, Miami, FL, 33100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111827	ENR	Nicole Perry	1983-02-16	UHC-59844-57	6065518728	8679 Jefferson Ave, Phoenix, AZ, 85068	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111020	ENR	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128430	ENR	Jess U Gutierrez	1974-10-27	UHC-24342-90	6817862168	1699 Valley View Dr, Los Angeles, CA, 90068	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104665	ENR	Alan Q Freeman	1974-01-04	UHC-34673-92	9694213041	9883 Washington St, Charlotte, NC, 28200	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121875	ENR	Arjun F Patel	1973-01-16	UHC-11372-33	3587842801	2930 Maple Ave, Jacksonville, FL, 32249	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113968	ENR	Christian Valdez	1953-10-13	UHC-68399-45	3939100553	3007 Ridge Rd, Gilbert, AZ, 85212	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120125	ENR	Albert W Richardds	1994-01-03	UHC-91600-43	—	3265 Church St, Chandler, AZ, 85246	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-137804	ENR	Carlos V Bryant	1954-09-18	UHC-52690-27	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133464	ENR	Douglas M Gutierrez	2005-03-01	UHC-07621-24	6147637752	25 Broadway, Plano, TX	0.76	Name re-cased Address re-cased ZIP missing Email lower-cased+2 more
ENR-104622	ENR	Teresa Wilson	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ, 85775	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137434	ENR	Mei Oliver	1949-11-07	UHC-34114-97	4259761454	5698 Meadow Ln, Denver, CO, 80299	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139759	ENR	Alxis X Morrison	1981-10-24	UHC-67872-19	5282545437	9552 Forest Ave, Austin, TX, 78712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 165 of 339Previous Next