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-134958	ENR	Laura Q Cllins	1953-05-24	UHC-74766-94	2935447716	9697 Ridge Rd, Scottsdale, AZ, 85292	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131268	ENR	Karen V Dominguez	1973-11-12	UHC-46479-04	4584982118	6164 Baseline Rd, Denver, CO, 80253	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126412	ENR	Alan O Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
CLM-407376	CLM	Diana Jacobs	2008-11-10	—	8883737288	5990 Mountain View Dr, Orlando, FL, 32818	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50781	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409001	CLM	Alice Reid	1950-07-06	UHC-19821-29	2507012884	3716 Harbor Blvd, Orlando, FL, 32861	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402587	CLM	Jennifer Oliver	1972-06-16	—	6606920658	9553 Highland Ave, Seattle, WA, 98153	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407780	CLM	Benjamin Wbb	1967-03-24	UHC-91181-73	—	9584 Hillcrest Rd, San Diego, CA, 92173	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400892	CLM	Amber Johnston	1946-08-06	—	—	1914 Maple Ave, Atlanta, GA, 30303	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424200	CLM	Jacob B Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-425385	CLM	Roger V Warren	1962-09-09	UHC-99655-23	2674836157	6569 Mountain View Dr, Nashville, TN, 37282	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414156	CLM	Danny Benett	2008-08-12	UHC-66829-88	—	9592 Market St, Glendale, AZ, 85308	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-143015	ENR	Tyler Lewis	1972-06-24	—	2676143133	2862 Forest Ave, Los Angeles, CA, 90080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-27461	PRV	George Bishop	1998-03-28	UHC-09489-36	9042857970	1650 Grand Ave, Plano, TX, 75052	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21670	PRV	Anthony Fox	1958-07-09	—	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432187	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-423856	CLM	Jacob Turner	1993-10-01	UHC-72094-54	6622507133	5366 Church St, Nashville, TN, 37234	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23453	PRV	Nicole Vasquez	1951-02-03	UHC-78209-60	7984068344	1687 Mesa Dr, Scottsdale, AZ, 85258	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137915	ENR	Heather F Williams	1996-05-03	UHC-30599-26	2039086858	3186 Canyon Rd, Glendale, AZ, 85335	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-106267	ENR	Nncy Elliott	2004-10-04	UHC-74232-48	6607440616	4488 Washington St, Houston, TX, 77051	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-52300	TPA	Keith Hernandez	1998-11-21	—	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-25442	PRV	Isabella N Guerrero	1993-10-01	UHC-86915-27	4148118317	1635 Church St, Sacramento, CA, 95841	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106947	ENR	Julia Simmons	1964-04-28	UHC-63294-43	3178231711	1215 Washington St, Phoenix, AZ, 85070	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138195	ENR	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-131594	ENR	Susan Contreras	1964-09-27	UHC-68573-55	4612140376	1830 Maple Ave, San Diego, CA, 92196	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128343	ENR	Wei V Delgado	1988-10-21	UHC-25539-41	6085835617	5989 Washington St, Eden Prairie, MN, 55384	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413394	CLM	Elliott Tyler	1954-01-14	UHC-10283-58	6192587292	6868 Hillcrest Rd, Plano, TX, 75038	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122016	ENR	Ralph Sullivan	1944-12-18	UHC-55195-82	9322756294	19 Washington St, Orlando, FL, 32867	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429578	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO, 80256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423049	CLM	Alan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135967	ENR	Eric Li	1944-12-19	UHC-57535-49	7063619511	7760 Union St, Jacksonville, FL, 32249	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421853	CLM	Eric Watson	2005-01-05	UHC-38780-55	6615613429	—	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-124894	ENR	Willie O Cruz	1971-07-16	UHC-94163-61	3236039794	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-115911	ENR	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431673	CLM	Jacqueline Singh	2006-02-07	—	5796103169	4215 Church St, Tampa, FL, 33693	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121669	ENR	Aisha X Gibson	1941-12-19	UHC-35385-80	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129796	ENR	Paul L King	1938-01-15	UHC-40438-30	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61650	TPA	Hannah Nguyan	1939-07-28	—	9458314352	8600 Lincoln Way, Los Angeles, CA, 90071	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-129813	ENR	Kim U Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429436	CLM	Scutt Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25277	PRV	Wayne Simpson	1996-12-17	UHC-80007-46	5759495120	1873 Ridge Rd, Chandler, AZ, 85208	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-59353	TPA	Brian B Cook	1997-03-07	—	7973394249	3174 Market St, Columbus, OH, 43224	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64422	TPA	Mary McCoy	2002-02-19	—	—	52 Harbor Blvd, Phoenix, AZ, 85079	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424767	CLM	Daniel Elliott	1941-12-11	UHC-11181-26	8857090985	4953 Washington St, Eden Prairie, MN, 55370	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28132	PRV	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ, 85732	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-404304	CLM	Beverly Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114937	ENR	Mariana B Edwards	1962-05-15	UHC-92193-98	6193700629	5454 Camelback Rd, Jacksonville, FL, 32242	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130605	ENR	David D Barnes	1972-09-09	UHC-38781-88	3847053053	8997 Pine Dr, Charlotte, NC, 28203	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142668	ENR	Barbara Montgmoery	1940-07-04	UHC-47451-46	4798634206	6648 Palm Dr, Eden Prairie, MN, 55310	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401241	CLM	Lina V Riley	1982-07-15	—	7425941177	1557 Central Ave, Seattle, WA, 98123	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

6,661 rows, page 50 of 134Previous Next