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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110703	ENR	Stephen Peterson	1943-06-12	UHC-22151-31	5229834977	6606 Jefferson Ave Apt 1, San Antonio, TX, 78242	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131316	ENR	Sandra U Reed	1985-04-05	UHC-49852-21	4217610275	4807 Central Ave Apt 37, Columbus, OH, 43264	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-142025	ENR	Jordan H King	1988-12-18	UHC-47443-28	4537075331	4951 Palm Dr # 526, Tampa, FL, 33609	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117301	ENR	Matthew Z Rios	1960-04-19	UHC-47062-87	2394061505	96 Baseline Rd # 682, Phoenix, AZ, 85052	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-129150	ENR	Patrick Phillips	2007-04-08	UHC-92658-26	—	1604 Church St # 179, Chandler, AZ, 85262	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131862	ENR	Anna Morris	1960-03-24	UHC-60990-54	7842599576	3498 Willow Ct # 779, Columbus, OH, 43293	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-125440	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125441	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123734	ENR	Madison A Salazar	1984-11-24	UHC-03727-81	7146505589	1081 Pine Dr Apt 37, Tempe, AZ, 85220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115921	ENR	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave # 110, Columbus, OH, 43274	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115132	ENR	Mary Martin	1983-10-15	UHC-02890-69	2564091693	9709 Union St # 493, Orlando, FL, 32850	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111724	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	—	1179 Bayshore Dr # 129, Los Angeles, CA, 90058	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113019	ENR	Ana Bryant	1953-06-02	UHC-45828-50	6166322980	2839 Lincoln Way # 328, Charlotte, NC, 28235	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-139137	ENR	Arthur K Rivera	1979-06-17	UHC-96827-66	7894735637	8110 Oak St Apt 10, Eden Prairie, MN, 55319	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139133	ENR	Alexys M Lewis	1957-09-08	UHC-96321-26	9232407930	6090 Oak St # 550, Orlando, FL, 32839	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114020	ENR	Thomas Q Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd Apt 35, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107713	ENR	Randy I Hawkins	1963-06-06	UHC-99256-51	4508173685	8060 Central Ave Apt 30, Austin, TX, 78758	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123802	ENR	Melissa Padilla	1977-01-17	UHC-97545-77	2992239486	2592 Oak St # 207, Mesa, AZ, 85231	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128728	ENR	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	3695 Maple Ave Apt 33, Houston, TX, 77045	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137961	ENR	Kevyn C Willis	1977-08-28	UHC-76668-92	—	8245 Valley View Dr # 827, San Diego, CA, 92101	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105806	ENR	Emma A Ramirez	2002-04-01	UHC-73494-10	6469786811	6283 Willow Ct # 499, Sacramento, CA, 95879	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137209	ENR	Waltr Wang	1979-05-02	UHC-11747-41	6956390188	2283 Meadow Ln Apt 25, Jacksonville, FL, 32220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101307	ENR	Kathryn J Waatson	1970-03-27	UHC-76128-80	7755763943	5070 Mountain View Dr # 696, Seattle, WA, 98130	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129217	ENR	Brenda Larson	1967-06-24	UHC-66176-92	7619704000	5505 Mountain View Dr Apt 6, Nashville, TN, 37258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109826	ENR	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct Apt 3, Tampa, FL, 33675	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-111891	ENR	Jacqueline H Lynch	1986-06-13	UHC-82861-34	8542469399	9254 Mesa Dr Apt 17, Tucson, AZ, 85726	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-120135	ENR	Teresa Day	1944-02-07	UHC-03686-98	8856257840	3322 Cedar Ln Apt 24, San Diego, CA	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
ENR-124838	ENR	Joey P Webb	2008-01-15	UHC-44238-24	9022505861	838 Washington St # 194, Minneapolis, MN, 55477	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138380	ENR	Diana Bradley	1967-01-01	UHC-18488-60	9658987005	2234 Oak St Apt 33, Austin, TX, 78771	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-108074	ENR	Donna Diiaz	1997-08-21	UHC-14269-08	9388890393	1140 Elm St Apt 38, Miami, FL, 33115	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108417	ENR	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr Apt 28, Atlanta, GA, 30314	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122521	ENR	Jerry A Thompson	1999-10-16	UHC-09925-69	3374655040	3270 Ocean Ave # 634, Jacksonville, FL, 32246	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105051	ENR	Henry M Tran	1977-01-13	UHC-54488-12	9314824456	4058 Palm Dr # 607, Miami, FL, 33124	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141018	ENR	Nicholas Holmes	1951-03-17	UHC-73414-91	9767401116	6938 Bayshore Dr # 941, Eden Prairie, MN, 55373	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114796	ENR	Luis O Watson	2006-09-15	UHC-32214-62	—	265 Spring St Apt 19, Los Angeles, CA, 90034	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-115682	ENR	Olivia I Anerson	1990-05-17	—	—	4847 Bayshore Dr Apt 23, Tucson, AZ, 85760	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115511	ENR	Joe Young	1970-04-15	UHC-47202-94	4936769926	6460 Grand Ave # 673, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-135777	ENR	Kelly F Guzzman	1953-06-04	UHC-32090-31	4833704606	337 Church St # 300, Fresno, CA, 93721	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130374	ENR	Ahmed A Ortiz	1974-12-11	UHC-30129-78	5692420152	8727 Broadway # 355, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-125246	ENR	Laura M Price	1977-09-21	UHC-86279-58	5088657931	6260 Valley View Dr # 308, Sacramento, CA, 95827	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133229	ENR	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd # 231, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138966	ENR	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd # 284, Miami, FL, 33155	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111308	ENR	Tim George	1951-04-03	UHC-97376-17	6778141778	397 Sage Ct Apt 38, Denver, CO, 80240	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124678	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd Apt 8, Miami, FL, 33146	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-105446	ENR	Richarrd U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd Apt 23, Orlando, FL, 32857	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

3,345 rows, page 39 of 67Previous Next