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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131696	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-113703	ENR	Jerry Woods	1995-08-03	UHC-83700-12	—	3422 Oak St, Jacksonville, FL, 32280	0.56	Name split from “Last, First”SSN last four extracted State name converted to code Placeholder values cleared
ENR-121152	ENR	Angela E Bailey	1948-09-23	UHC-80041-28	7426405263	8818 Lincoln Way, Atlanta, GA, 30327	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-101691	ENR	Lisa G Soto	1954-12-01	UHC-72865-77	9312285367	8026 Bayshore Dr, Miami, FL, 33186	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
ENR-133631	ENR	Nancy U Peterson	1982-01-24	UHC-74186-80	6675051234	4126 Highland Ave # 214, Los Angeles, CA, 90052	0.56	SSN last four extracted Unit split from street Street suffix standardised Address re-cased
ENR-137035	ENR	Aisha Jimenez	1974-11-06	UHC-92482-06	4683840148	9077 Highland Ave, Minneapolis, MN, 55423	0.56	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased
ENR-103259	ENR	Larry Powell	1947-08-03	UHC-73284-38	2379584871	2276 Church St, Las Vegas, NV, 89106	0.56	SSN last four extracted Street suffix standardised Address re-cased State name converted to code
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-121741	ENR	Patrick Pena	2005-10-25	UHC-91383-46	5034340464	364 Oak St, Sacramento, CA, 95867	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-116390	ENR	Denise Daniels	1958-09-09	UHC-62235-28	—	6821 Meadow Ln, Dallas, TX, 75235	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-129149	ENR	Hioshi U Schultz	1978-07-23	UHC-49624-39	—	2330 Palm Dr, Phoenix, AZ, 85079	0.56	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased
ENR-119323	ENR	Shirley W Adams	1972-07-20	UHC-91288-40	9159511274	8927 Ridge Rd, Houston, TX, 77070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-131956	ENR	Scutt Z Lawrence	2002-08-06	UHC-34761-11	5983835297	823 Valley View Dr # 845, Tempe, AZ, 85281	0.56	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street
ENR-128769	ENR	Randy O Williams	1972-03-18	UHC-07902-34	7604390396	2660 Mountain View Dr, Columbus, OH, 43231	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-128744	ENR	Jeremy T Flores	1973-01-23	UHC-14635-78	7528652778	8701 Highland Ave, Columbus, OH, 43291	0.58	Two-digit birth year SSN last four extracted State name converted to code
ENR-124076	ENR	Julie B Riley	1941-02-10	UHC-35425-25	—	6520 Central Ave, Gilbert, AZ, 85244	0.58	Phone missing area code SSN last four extracted ZIP+4 trimmed
ENR-134628	ENR	Aaron N Barnes	1945-11-27	UHC-75608-11	8092818450	9539 River Rd, Columbus, OH, 43270	0.58	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-129712	ENR	Eric G Perkins	1999-11-12	UHC-46947-79	5103145653	3992 Lincoln Way, Dallas, TX, 75229	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-139963	ENR	Frances F Ortega	1967-12-23	UHC-57356-50	6367187785	5402 Valley View Dr, Charlotte, NC, 28275	0.58	Two-digit birth year SSN last four extracted Gender normalised
ENR-114061	ENR	Virginia M Freeman	1960-09-05	UHC-43411-25	4076903566	9052 Cedar Ln, Nashville, TN, 37275	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-104766	ENR	Gary Bennett	1958-11-07	UHC-18269-27	7322457242	2135 Lake View Rd, Orlando, FL, 32883	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-129347	ENR	David G Hicks	1957-12-18	UHC-45736-97	2069213253	3403 Sage Ct, San Diego, CA, 92159	0.58	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-112378	ENR	Carlos F Mendez	1966-01-27	UHC-00585-43	3467332084	9858 Elm St, San Antonio, TX, 78288	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-110032	ENR	Mason Thomas	1992-11-14	UHC-48966-12	5329930151	4433 Washington St, Denver, CO, 80263	0.58	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed
ENR-100377	ENR	Brian S Gonzalez	1967-08-14	UHC-11415-22	5546163147	7198 Mountain View Dr, Eden Prairie, MN, 55365	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-101749	ENR	Angela I Hawkins	1940-08-24	UHC-86812-10	5688248155	975 Lincoln Way, Minneapolis, MN, 55432	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-105865	ENR	Hannah Dunn	1997-04-14	UHC-06542-72	8167955693	7528 Willow Ct, Plano, TX, 75065	0.60	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-140116	ENR	Jacob S Hayes	1982-11-11	UHC-47437-62	2512518074	5141 Camelback Rd, Phoenix, AZ, 85073	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-142930	ENR	Kimberly Y Lynch	1951-01-19	UHC-86014-86	4918880384	3986 Spring St, Chandler, AZ, 85268	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-110152	ENR	Wayne Matthews	2002-04-24	UHC-65459-63	4313290000	3219 Desert Sky Blvd, Los Angeles, CA, 90027	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139221	ENR	Washington Laura	1987-02-21	UHC-91264-39	6884193503	6061 Camelback Rd, Miami, FL, 33108	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-115477	ENR	Peter Ray	1961-06-26	UHC-85737-12	3374655033	7039 Grand Ave, Fresno, CA, 93788	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-115041	ENR	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	4469 Union St, Plano, TX, 75049	0.60	Name re-cased Phone reformatted SSN last four extracted City re-cased+4 more
ENR-108519	ENR	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131917	ENR	Samantha Y Rose	1989-04-19	UHC-87146-46	8297950727	5577 Washington St, Tucson, AZ, 85710	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-124745	ENR	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108619	ENR	Helen Vazquez	1980-06-04	UHC-23011-57	—	1526 Market St, Houston, TX, 77084	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-114289	ENR	Chuck Dunn	1993-10-24	UHC-26801-85	9608153372	4956 Meadow Ln, Columbus, OH, 43288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127073	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117702	ENR	Ryan X Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd, Orlando, FL, 32877	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-106250	ENR	Jacob P Carr	1969-11-15	UHC-37195-05	4344197742	7246 Maple Ave, Seattle, WA, 98117	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-116258	ENR	Heather X Sims	1986-06-13	UHC-21954-04	7628443339	2595 Elm St, Austin, TX, 78756	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131168	ENR	Raymond Torres	2007-03-02	UHC-11215-39	6008236456	6610 Pine Dr, Austin, TX, 78714	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-139193	ENR	Logan Payne	1986-04-08	UHC-81447-44	2884325587	279 Apache Blvd, Orlando, FL, 32830	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-105155	ENR	Melissa B Jacobs	1955-02-20	UHC-37569-88	8698779773	2514 Grand Ave, Austin, TX, 78738	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-141358	ENR	Coleman Justin	1977-12-02	UHC-72290-95	8784173750	6753 Baseline Rd, San Diego, CA, 92138	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-126669	ENR	Sarah Hall	1963-09-18	UHC-42069-39	7335977930	7399 Park Pl, Gilbert, AZ, 85205	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-126668	ENR	Sarah Hall	1963-09-18	UHC-42069-39	7335977930	7399 Park Pl, Gilbert, AZ, 85205	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100795	ENR	Brnadon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more

1,767 rows, page 15 of 36Previous Next