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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110041	ENR	Patrcik Garcia	1998-12-01	UHC-86364-52	4932639086	1849 Ocean Ave, San Diego, CA, 92199	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-107329	ENR	Nicole Duncan	1958-08-01	UHC-54826-05	—	630 Central Ave, Houston, TX, 77047	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-55023	TPA	Madison Moreno	1946-08-02	—	—	4686 Ocean Ave, Eden Prairie, MN, 55326	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
ENR-126212	ENR	Lawrence Jacson	1972-10-08	UHC-33336-58	4302933514	3008 Ocean Ave, Austin, TX, 78710	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104955	ENR	Luis Hughes	1987-03-13	UHC-16328-06	6547174157	8374 Sunset Blvd, Seattle, WA, 98119	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-419629	CLM	Diego Holmes	2001-07-14	UHC-44088-21	2757353063	6248 Baseline Rd, Los Angeles, CA, 90061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-130559	ENR	Patrick N Hawkins	2007-10-27	UHC-18890-29	3895432306	4154 Baseline Rd, Charlotte, NC, 28207	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127211	ENR	Karen Y Perez	1955-07-03	UHC-23729-08	4983433474	2263 Palm Dr, Nashville, TN, 37250	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112869	ENR	Charlotte L Salazar	1975-09-06	UHC-57911-24	7403680028	6582 Central Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140340	ENR	Mason I Garcia	1960-03-04	UHC-19404-68	4716982248	1453 Broadway, Fresno, CA, 93744	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
TPA-58245	TPA	Lawrence Cruz	1994-02-12	—	—	8376 Church St Apt 38, Orlando, FL, 32866	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
CLM-427620	CLM	Robert Bryant	2006-01-01	UHC-52468-82	—	7872 Ridge Rd, Las Vegas, NV, 89121	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140771	ENR	Christine F Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128646	ENR	Nancy Wong	2006-05-23	UHC-74984-66	8725633120	3630 Camelback Rd, Houston, TX, 77066	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24988	PRV	Jeffrey Q Mendzoa	1965-08-12	UHC-92808-15	6374715196	3159 Canyon Rd, Dallas, TX, 75221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-127918	ENR	Jerry McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-412764	CLM	Debra Feilds	1973-06-12	UHC-12024-33	—	1358 Pine Dr, Phoenix, AZ, 85093	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431663	CLM	James R Porteer	1948-06-18	UHC-83196-09	—	8111 Ocean Ave, Atlanta, GA, 30316	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-410428	CLM	Anna Dunn	1979-05-15	—	—	1087 Hillcrest Rd, Miami, FL, 33155	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22140	PRV	Lauren Howard	2002-10-01	UHC-36100-80	9186796560	5084 River Rd, Gilbert, AZ, 85251	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59152	TPA	Alexander Derba	1976-05-03	—	—	4973 Palm Dr, Chandler, AZ, 85262	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-419191	CLM	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126275	ENR	Priya J Dncan	1990-06-08	UHC-97186-66	—	2247 Bayshore Dr, Austin, TX, 78724	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-112753	ENR	Christian Woods	1949-11-26	UHC-54667-79	4828551573	9237 Main St, Plano, TX, 75076	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426070	CLM	Ann R Bans	1996-06-14	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-57134	TPA	Brandon Garcia	1945-12-04	—	9413637070	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-100421	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-413479	CLM	Carol Gonzalez	1989-12-08	—	5494614146	6677 Cedar Ln, Phoenix, AZ, 85098	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50396	TPA	Raymond Walker	2005-07-26	—	—	1409 Washington St, Mesa, AZ, 85247	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-103926	ENR	Juan Reyes	1941-04-23	UHC-82658-05	2772949122	7663 Forest Ave, Dallas, TX, 75262	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-105869	ENR	Benjamin C Bowman	1992-05-21	UHC-41086-49	4765240260	8468 Willow Ct, Columbus, OH, 43269	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-109953	ENR	Charles Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-425989	CLM	Kevin V Knight	1953-01-22	UHC-45883-68	—	7111 Ridge Rd, Minneapolis, MN, 55444	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413037	CLM	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd # 916, Sacramento, CA, 95866	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-53684	TPA	Jackie Grant	1978-12-02	UHC-43018-83	—	925 Indian School Rd, Minneapolis, MN, 55418	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108370	ENR	Ajun Contreras	1953-10-11	UHC-84795-06	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
ENR-134678	ENR	Scott Garcia	1938-10-27	UHC-93685-32	5284304823	5651 Market St, Mesa, AZ, 85228	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-64252	TPA	Amy C Bowman	2001-08-19	UHC-43285-35	—	6542 Valley View Dr, Eden Prairie, MN, 55368	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-126410	ENR	Isabella A Wallake	1955-09-12	UHC-49350-55	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-112409	ENR	Samuel Schmidt	2003-03-14	UHC-76684-77	8313416842	2878 Indian School Rd, Dallas, TX, 75218	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140868	ENR	Wei Robertson	1975-04-07	UHC-55856-93	8473506912	3146 Main St, Las Vegas, NV, 89135	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424152	CLM	Ann Harper	1944-02-20	—	—	9213 Camelback Rd, Austin, TX, 78776	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52576	TPA	David Lewis	1981-04-09	—	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-429265	CLM	Terry Russell	1940-06-04	—	—	8387 Apache Blvd, Charlotte, NC, 28204	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-114968	ENR	Sufia U Moore	1961-12-14	UHC-86635-12	—	5368 Ridge Rd, Columbus, OH, 43203	0.66	Two-digit birth year Phone missing area code City re-cased Email lower-cased+1 more
ENR-118834	ENR	Andrew K Dean	1943-03-23	UHC-47206-76	3585817310	5529 Church St, Houston, TX, 77018	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-27800	PRV	Gerald K Robertson	1945-09-20	UHC-52253-14	—	2789 Palm Dr, Phoenix, AZ	0.66	Two-digit birth year Member ID reformatted ZIP missing Whitespace trimmed+1 more
TPA-55072	TPA	Juan Beell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58559	TPA	Jeffrey Wells	1992-03-12	—	—	6803 Apache Blvd, San Antonio, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-139987	ENR	Emily T Gonzalez	1986-09-26	UHC-10003-89	6078871437	4296 Willow Ct, San Antonio, TX, 78260	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

6,661 rows, page 73 of 134Previous Next