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

All sources, 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
CLM-419354	CLM	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX, 78761	0.56	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised
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
CLM-416032	CLM	Marc J Tucker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
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
CLM-421006	CLM	Adam McDoonald	1986-08-22	—	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.58	Name re-cased Date of birth reformatted Phone 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
PRV-23662	PRV	Ethan Walsh	1941-03-07	—	5622377660	5428 Mountain View Dr, Tampa, FL, 33633	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+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
CLM-406441	CLM	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 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
CLM-412453	CLM	Joey Ward	1957-04-24	UHC-28293-97	—	6443 Bayshore Dr, Glendale, AZ, 85367	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-418646	CLM	Cynthia Perkins	1954-01-11	UHC-57488-40	7882885535	3711 Mountain View Dr, Plano, TX, 75017	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-426744	CLM	Brenda Butler	1947-12-28	UHC-40588-93	—	3051 Church St, Los Angeles, CA, 90027	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-420053	CLM	Austin R Martinez	2003-05-20	—	—	2801 Park Pl, Los Angeles, CA, 90064	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+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
CLM-423651	CLM	Mei George	1968-04-10	UHC-01431-93	9509884722	9607 Pine Dr, Plano, TX, 75050	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-405121	CLM	Steve Knight	2004-04-20	—	8995510778	3377 Apache Blvd, Nashville, TN, 37202	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+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
CLM-412557	CLM	Roy Sanders	1941-06-11	UHC-81923-33	5337453822	1470 Willow Ct, Orlando, FL, 32818	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-410960	CLM	Ynag Valentina	1943-08-22	—	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-24316	PRV	Benjamin U Hansen	1939-12-09	—	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-59304	TPA	Elijah Carlson	1990-07-25	—	—	7199 Broadway Apt 31, Miami, FL, 33181	0.60	Date of birth reformatted SSN last four extracted Unit split from street Address re-cased+4 more
TPA-51517	TPA	David Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+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
CLM-417804	CLM	Saan F Wright	2002-05-23	UHC-54869-17	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-21434	PRV	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-402749	CLM	Fuller Serah	1989-03-28	UHC-79653-16	4578390304	5473 Hillcrest Rd, Plano, TX, 75076	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more

2,817 rows, page 22 of 57Previous Next