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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120740	ENR	Michael C Anderson	1966-05-26	UHC-95902-85	7839580515	8542 Willow Ct, Jacksonville, FL, 32260	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22762	PRV	Aisha H Price	1939-08-27	UHC-23862-75	4062283541	2027 Ocean Ave, Miami, FL, 33124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138529	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
CLM-417855	CLM	Joan Kennedy	1999-02-03	UHC-90448-89	—	1032 Highland Ave, Minneapolis, MN, 55478	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131236	ENR	Patricia Perry	1989-03-08	UHC-27329-83	7002009863	3217 Desert Sky Blvd, Plano, TX, 75074	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-102040	ENR	Megan D Peters	1991-08-14	UHC-36325-47	3128568242	3173 Lake View Rd, Sacramento, CA, 95821	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135820	ENR	Harold I Harrera	1958-11-09	UHC-89206-91	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404442	CLM	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr Apt 31, Miami, FL, 33159	0.66	Unit split from street State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
ENR-121828	ENR	Rachel X Soto	1973-05-28	UHC-29420-03	—	198 Central Ave, Tampa, FL, 33680	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21753	PRV	Heather Q Taylor	1945-07-23	UHC-41950-84	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-25559	PRV	Julie Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd Apt 23, San Antonio, TX, 78208	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
PRV-20591	PRV	Mei F Etrada	1958-06-13	UHC-89965-96	9867750981	8211 Church St, Tempe, AZ, 85267	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115734	ENR	Emmily Z Mills	1940-12-24	UHC-19723-89	7489166156	2201 Union St, Houston, TX, 77061	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135549	ENR	Betty Graham	1992-12-20	UHC-83929-04	5584222148	2502 Spring St, Gilbert, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403887	CLM	Gabriel Fisher	—	—	3335423218	3157 Baseline Rd, Chandler, AZ, 85283	0.66	Name re-cased Date of birth missing Phone reformatted State name converted to code+1 more
PRV-24139	PRV	Chris Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420793	CLM	Diane Lewis	2003-08-05	UHC-27291-77	7765354065	566 Baseline Rd # 329, Atlanta, GA, 30328	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
ENR-131925	ENR	Andrea Braynt	1955-03-03	UHC-85336-01	4953335604	2442 Church St, Las Vegas, NV, 89118	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-409118	CLM	Freeman Joe	2007-11-17	UHC-44075-78	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-407978	CLM	Edward X Cunningham	1941-03-16	UHC-34122-98	6177554470	2332 Broadway, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-416880	CLM	Richard Grant	—	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-117809	ENR	Jacqueline Espinoza	1991-11-25	UHC-52185-69	3828214879	5551 River Rd, Miami, FL, 33153	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-124563	ENR	Bradley Rivera	1941-11-01	UHC-50599-32	3763119928	300 Apache Blvd, Orlando, FL, 32896	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404860	CLM	Virginia Munoz	1964-08-23	UHC-21025-48	—	4537 Oak St, Los Angeles, CA, 90018	0.66	Member ID reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400945	CLM	Amy Torres	1959-05-04	UHC-10546-53	7654556388	5688 Cedar Ln, Austin, TX, 78783	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55117	TPA	Samuel Williamson	1960-08-28	—	—	1245 Sage Ct, Orlando, FL, 32837	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-61331	TPA	Jesse Ramos	2008-04-13	—	—	7233 Park Pl, Fresno, CA, 93758	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422156	CLM	Douglas Jensen	1974-04-27	UHC-04832-19	7262998344	3849 Valley View Dr, San Diego, CA, 92169	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409650	CLM	Billy J Homles	1941-01-13	—	—	1950 Valley View Dr, Charlotte, NC, 28241	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130477	ENR	Noah B Garza	1957-02-21	UHC-37538-43	9017443548	4314 Canyon Rd, Scottsdale, AZ, 85285	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56130	TPA	Kathryn Sims	1967-11-06	—	—	9716 River Rd, Minneapolis, MN, 55478	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-110837	ENR	Sarah Spencer	2001-06-11	UHC-56619-38	7296822004	1763 Ridge Rd, Eden Prairie, MN, 55316	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26632	PRV	Scott Thomas	1979-06-10	—	7138305068	3750 Bayshore Dr, Chandler, AZ, 85239	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-21980	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-117717	ENR	Will Fowler	1940-08-11	UHC-89221-28	6689393287	9182 Bayshore Dr, San Diego, CA, 92186	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141154	ENR	Tyler Y Boyd	1962-12-16	UHC-40388-88	7456403119	4037 Valley View Dr, Orlando, FL, 32847	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107664	ENR	Hiroshi Y Price	1975-01-23	UHC-21169-37	4393906066	702 Main St Apt 31, San Diego, CA, 92166	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-128190	ENR	Brittany Snyder	1940-04-21	UHC-32000-14	9547843216	1147 Forest Ave, Las Vegas, NV, 89163	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20143	PRV	Santiago Peters	1999-11-21	UHC-16126-85	—	8248 Willow Ct, San Antonio, TX, 78210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403125	CLM	Nick Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127337	ENR	Anna N Reyes	1996-06-11	UHC-26722-38	5613191706	8428 Central Ave, Houston, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-402730	CLM	Ronald P Howard	1974-04-01	UHC-34914-04	—	3729 Sage Ct, Glendale, AZ, 85322	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-112370	ENR	Deborah C Burke	2004-01-15	UHC-80344-90	2577482631	6650 Spring St, Nashville, TN	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-131791	ENR	Sofia I Murray	1982-01-09	UHC-35621-02	3165912096	679 Harbor Blvd, San Diego, CA, 92150	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-29365	PRV	Virginia Fowler	1958-10-27	UHC-04162-62	5828842421	9688 Union St, Las Vegas, NV, 89126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51741	TPA	Kate Dean	1958-12-09	—	5045412694	2022 Canyon Rd, Denver, CO, 80279	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-110848	ENR	Olivia Stephens	1966-10-25	UHC-83378-94	5776906962	2367 Desert Sky Blvd, San Diego, CA, 92136	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430611	CLM	Alan Perkins	1961-10-26	—	—	3907 Desert Sky Blvd, Eden Prairie, MN, 55336	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117314	ENR	Rogers Christian	1938-09-13	UHC-98160-36	9252559574	5617 Mesa Dr, Tampa, FL, 33610	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

9,084 rows, page 126 of 182Previous Next