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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102274	ENR	Julia V Hudson	1973-04-10	UHC-14027-60	5103754706	6316 Forest Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-136526	ENR	Henderson N Helen	1991-03-05	UHC-85422-78	4003665826	3936 Apache Blvd, Tempe, AZ, 85215	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416488	CLM	Anthony Weaver	1999-03-14	—	—	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-101594	ENR	Jordaan G Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128451	ENR	Carlos K Obrien	1994-07-22	UHC-49623-35	6919413807	5567 Sunset Blvd, Seattle, WA, 98198	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405813	CLM	Jordan A Munoz	—	UHC-64719-86	6424777794	—	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-21057	PRV	Natalie Sandoval	1989-05-08	UHC-85144-55	8458762184	3009 River Rd, Sacramento, CA, 95887	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-411375	CLM	Heather Garza	1983-04-15	—	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-125976	ENR	Marcus Burns	1966-09-19	UHC-37882-51	4782927645	2113 Washington St, Columbus, OH, 43279	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-60470	TPA	Alexis Edwards	2002-05-11	—	—	2299 Cedar Ln, Atlanta, GA, 30320	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133437	ENR	Donna Cole	1963-10-15	UHC-91826-55	6244676373	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133436	ENR	Donna Cole	1963-10-15	UHC-91826-55	6244676373	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138646	ENR	Martha A Cook	1983-01-04	UHC-59990-86	9853291648	948 Highland Ave, Plano, TX, 75019	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51532	TPA	Diego O Castillo	2007-02-09	—	—	3312 Maple Ave, Houston, TX, 77038	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60513	TPA	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-112020	ENR	Fox Samantha	1949-02-21	UHC-12498-71	6685554407	—	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
CLM-419661	CLM	Robert Webb	1999-07-16	—	2977999298	7762 Mountain View Dr, Las Vegas, NV, 89110	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-423547	CLM	Scott Marshall	—	—	7816414872	6184 Church St, Glendale, AZ, 85347	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-124794	ENR	Willie T Franklin	1940-10-21	UHC-53624-98	8794406786	8439 Harbor Blvd, Dallas, TX, 75242	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401196	CLM	Noah West	2008-12-14	—	3956248427	5602 Central Ave, Denver, CO, 80264	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61339	TPA	Mei Maldonado	1945-11-02	—	—	7457 Park Pl, Houston, TX, 77082	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410209	CLM	Sarah B Edwards	1940-04-27	—	—	7813 Main St, San Diego, CA, 92118	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109563	ENR	Gerald C Gommez	2004-12-16	UHC-71792-78	8383783808	8799 Harbor Blvd, Miami, FL, 33112	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413044	CLM	Brandon Kim	1962-06-04	—	—	4843 Meadow Ln, Fresno, CA, 93719	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-413292	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-413291	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-411719	CLM	Elijah Jones	1972-02-16	—	7966434909	9888 Jefferson Ave, Tampa, FL, 33678	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137509	ENR	Sara A Vega	1971-11-12	UHC-61662-93	8964138417	3538 Elm St Apt 19, Charlotte, NC, 28298	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
TPA-63304	TPA	Charlotte Vasquez	1941-01-08	—	8603504635	5356 River Rd, Mesa, AZ, 85280	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-142222	ENR	Karen X Porter	2006-01-11	UHC-88749-65	5637341816	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129358	ENR	Joshua Panye	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426450	CLM	Evelyn Palmer	1997-04-03	UHC-50583-39	—	8011 Church St, Tucson, AZ, 85758	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-20572	PRV	Sarah D Grannt	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
TPA-55955	TPA	Ashley A Arnold	1960-12-17	—	—	5208 Baseline Rd, Sacramento, CA	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-56324	TPA	Luis Miller	1998-03-25	—	—	6417 Apache Blvd, Fresno, CA, 93795	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-139543	ENR	Joe Rojas	1982-01-06	UHC-25331-20	—	7841 Sage Ct, Phoenix, AZ, 85047	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131721	ENR	Amber Garcia	1954-01-01	UHC-22263-66	2219880977	7793 Harbor Blvd, San Diego, CA, 92101	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111106	ENR	Sophia U Wright	1999-04-21	UHC-97117-15	—	6459 Palm Dr, Atlanta, GA, 30341	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135479	ENR	Jack Q Ricards	1959-01-12	UHC-88698-83	7584848084	5859 Lake View Rd, Atlanta, GA, 30359	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419201	CLM	Kyle Carroll	1954-06-25	—	5273683776	3655 Indian School Rd, Chandler, AZ, 85288	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103866	ENR	Rebecca Fuller	1984-01-12	UHC-74098-79	9694639040	6752 Ocean Ave, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27901	PRV	Andrea Mendoza	1939-05-07	UHC-86485-66	4854877644	3886 Sunset Blvd, Scottsdale, AZ, 85234	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54967	TPA	Amber Young	1990-08-06	—	—	5945 River Rd, Nashville, TN, 37218	0.66	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-128174	ENR	Chris I Jackson	1958-04-13	UHC-69793-47	3233825689	4347 Meadow Ln, Austin, TX, 78768	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401570	CLM	David X Graham	2003-09-12	—	—	2470 Lincoln Way, Plano, TX, 75031	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27019	PRV	Yuki Johnson	1960-07-06	—	2568028066	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54245	TPA	Samuel Carr	1956-02-23	—	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-130050	ENR	Maria Lane	—	UHC-74882-55	6837669912	6254 Forest Ave, Jacksonville, FL, 32295	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
PRV-21702	PRV	David Lewis	1981-04-09	UHC-05353-85	4563288585	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100023	ENR	Noah Y Estrada	1992-02-10	UHC-20005-72	5425061837	6313 Desert Sky Blvd, Eden Prairie, MN, 55315	0.66	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

16,828 rows, page 199 of 337Previous Next