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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404826	CLM	Marcus Hart	1983-11-13	—	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-132333	ENR	Grace S Barnes	2001-12-22	UHC-02610-34	7532302229	3180 Harbor Blvd, Orlando, FL, 32868	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419654	CLM	Lisa Vargas	1939-02-28	—	—	3295 Meadow Ln, Atlanta, GA, 30367	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
TPA-50169	TPA	Mark Stevens	1987-08-18	UHC-76775-97	—	3343 Apache Blvd, Sacramento, CA, 95882	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107725	ENR	Nancy Stephens	2007-05-08	UHC-48987-01	—	5003 Pine Dr, San Diego, CA, 92149	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110195	ENR	Priya I Price	1954-04-23	UHC-37982-54	6957102574	846 Spring St, Gilbert, AZ, 85240	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140354	ENR	Logan E Carr	1978-06-08	UHC-66549-87	—	5888 Valley View Dr, Atlanta, GA, 30393	0.66	Phone missing area code City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-103261	ENR	Jennifer A Baker	1956-02-01	UHC-93710-38	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24111	PRV	Paul Gilbert	1952-08-21	UHC-18539-67	6952328172	6577 Ridge Rd, Houston, TX, 77048	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27889	PRV	Charlees Carpenter	2006-07-15	UHC-19993-86	7419839128	7072 Highland Ave, Denver, CO, 80202	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413148	CLM	Lucia Owens	2008-07-17	UHC-32020-14	—	4476 Pine Dr, Charlotte, NC, 28268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24630	PRV	Peter Baker	2001-04-28	UHC-99981-31	—	9241 Sunset Blvd, Fresno, CA, 93757	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127970	ENR	Stephanie B Alvarado	1994-11-24	UHC-14676-12	—	7956 Camelback Rd, Las Vegas, NV, 89197	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100234	ENR	Olivia R Carr	2001-04-06	UHC-45696-36	7447903673	7218 River Rd, Mesa, AZ, 85201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60459	TPA	Amanda Martinez	1962-06-21	—	5305175038	700 Church St Apt 38, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-110574	ENR	Janice Fisher	1939-10-25	UHC-18024-58	2708942994	7148 Spring St, Los Angeles, CA, 90096	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-407365	CLM	Brian Jenkins	2006-11-01	UHC-85971-66	—	7721 Palm Dr, San Diego, CA, 92165	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-421582	CLM	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-403439	CLM	Sofia Jimenez	2000-07-28	UHC-48462-32	2117655769	1804 Canyon Rd, Orlando, FL, 32855	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419779	CLM	Virginia Santos	1963-04-24	UHC-04585-66	—	4794 Mountain View Dr, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419778	CLM	Virginia Santos	1963-04-24	UHC-04585-66	—	4794 Mountain View Dr, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403734	CLM	Gbariel Gonzalez	1997-11-09	—	6343952193	7576 Valley View Dr, Jacksonville, FL, 32236	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-413043	CLM	Kelly Little	2008-11-24	UHC-49705-38	—	1047 Palm Dr, Austin, TX, 78762	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425553	CLM	Emily White	1942-09-14	—	—	208 Apache Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103978	ENR	Roy Howell	1951-03-05	UHC-50013-23	4359597506	8604 Lake View Rd, San Diego, CA, 92194	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60206	TPA	Philip J Morrison	1945-03-05	—	—	4733 Meadow Ln, Las Vegas, NV, 89102	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402818	CLM	Beth Porter	1971-02-24	—	—	4206 Indian School Rd, Gilbert, AZ, 85274	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23107	PRV	Brittany Q Fowler	1948-04-11	—	7738311115	4303 Lake View Rd, San Antonio, TX, 78274	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-432066	CLM	David Green	1962-05-06	UHC-37765-37	—	3728 Jefferson Ave, Tucson, AZ, 85733	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121366	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121365	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410304	CLM	Emma Wagner	1944-08-22	—	—	5589 Broadway, Orlando, FL, 32855	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-50036	TPA	Austin O Aguilar	1993-07-28	—	—	3665 River Rd, Los Angeles, CA, 90049	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103603	ENR	Timothy Wilson	1995-03-24	UHC-70158-96	6073712460	9453 Central Ave, Orlando, FL, 32816	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-427371	CLM	Wayne Brown	1946-04-03	UHC-91030-40	—	7841 River Rd, Columbus, OH, 43280	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138990	ENR	Marcus R Luna	1955-03-12	UHC-01356-25	2348831994	5242 Lake View Rd, Tampa, FL, 33623	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24034	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24033	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100691	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400687	CLM	Freeman Z Lauren	1958-04-09	UHC-00648-13	4195094219	2778 Bayshore Dr, Eden Prairie, MN, 55388	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22921	PRV	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave Apt 16, Tampa, FL, 33639	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+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
ENR-119456	ENR	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+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
TPA-53025	TPA	Rutth Harvey	1940-10-13	UHC-80628-18	—	5958 Main St, Gilbert, AZ, 85225	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133154	ENR	Tom Q Matthews	2002-08-28	UHC-58466-91	8473193831	8141 Mountain View Dr, Miami, FL, 33161	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108820	ENR	Gary Harvey	—	UHC-53525-01	7039308215	3688 River Rd, Gilbert, AZ, 85222	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed 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-410759	CLM	Ahmed Wells	1988-02-11	UHC-76495-59	—	7072 Central Ave, Columbus, OH, 43298	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,263 rows, page 108 of 166Previous Next