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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121304	ENR	Maria H Castro	1973-08-17	UHC-68892-31	7587053617	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-26217	PRV	David G Butler	—	UHC-58798-14	8576147972	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-104132	ENR	Mary U Daniels	1969-09-15	UHC-02753-64	3262426146	3406 Market St, Denver, CO, 80259	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429198	CLM	Daniel Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-424231	CLM	Stephanie B Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431765	CLM	Dylan H Alexander	2003-08-15	UHC-29580-17	—	4658 Valley View Dr # 324, Los Angeles, CA, 90028	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-60724	TPA	Amber Reed	1938-04-08	—	—	715 Valley View Dr, Miami, FL, 33183	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-119966	ENR	Martha V Green	1962-09-08	UHC-07746-98	—	6176 Harbor Blvd, Dallas, TX, 75258	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-101023	ENR	Ruth O Taylor	1947-06-13	UHC-98621-01	2802222954	5620 Jefferson Ave, Columbus, OH, 43228	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426101	CLM	Beveryl Morales	1955-05-12	UHC-59503-45	—	1235 Cedar Ln, San Diego, CA, 92176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113797	ENR	Ethan V Myers	1989-09-21	UHC-42828-10	9585583071	3475 Highland Ave, Scottsdale, AZ, 85280	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138229	ENR	Anna Y Wallace	1940-01-14	UHC-03491-04	4542033648	2854 Sage Ct, Glendale, AZ, 85304	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138228	ENR	Anna Y Wallace	1940-01-14	UHC-03491-04	4542033648	2854 Sage Ct, Glendale, AZ, 85304	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423189	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	8637155511	2778 Elm St, Miami, FL, 33109	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-418158	CLM	Christopher Cunningham	1990-03-02	UHC-09111-69	—	9136 Apache Blvd, Seattle, WA, 98120	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53055	TPA	Stephen Bryant	1977-04-15	—	—	9317 Lincoln Way, Glendale, AZ, 85384	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
ENR-132674	ENR	Thomas N Sanchez	1943-03-28	UHC-02366-75	—	9360 Highland Ave, Jacksonville, FL	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+1 more
ENR-136866	ENR	Elijah A Spencer	1968-05-13	UHC-40403-33	8616637324	3963 Forest Ave, Sacramento, CA, 95892	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114874	ENR	Maria Meija	1992-10-18	UHC-27081-15	7812477325	5673 Elm St, Scottsdale, AZ, 85293	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27587	PRV	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.66	Name split from “Last, First”City re-cased State code upper-cased Gender normalised+1 more
ENR-108598	ENR	Diane F Ward	1997-09-08	UHC-11834-77	—	2021 Park Pl, Columbus, OH, 43292	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-140693	ENR	Catherine B Lane	2007-10-27	UHC-93377-92	5895831856	3738 Apache Blvd, Sacramento, CA, 95896	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416181	CLM	Mari Castro	1973-08-17	UHC-68892-31	—	571 Maple Ave, Denver, CO, 80249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129182	ENR	Timothy Crawford	2008-10-17	UHC-93072-02	6983297596	3992 Market St, Austin, TX, 78771	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
CLM-412045	CLM	Lorri E Perkins	1969-01-03	UHC-69897-97	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-109457	ENR	Priya U Hunt	1992-04-15	UHC-90660-11	9318443808	9005 Ocean Ave, Denver, CO, 80251	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118417	ENR	Tyler B Ramrez	1947-05-20	UHC-08984-12	—	2916 Bayshore Dr, Fresno, CA, 93768	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28589	PRV	Benjamin G Wright	1974-05-17	UHC-86998-36	3266584477	9599 Ocean Ave, Orlando, FL, 32824	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-132868	ENR	Brian H Franklin	1951-10-06	UHC-33533-77	6106088020	2149 Park Pl, Los Angeles, CA, 90057	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-22816	PRV	Aisha Baker	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd, Charlotte, NC, 28210	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120210	ENR	Sara Y Carter	1968-05-03	UHC-10224-44	2378449565	8769 Cedar Ln, Gilbert, AZ, 85200	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
CLM-415285	CLM	Janice Edwarsd	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414056	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave # 624, Miami, FL, 33137	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-133978	ENR	Martha Ellis	1988-04-26	UHC-36344-06	—	9311 Maple Ave, Phoenix, AZ, 85015	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142403	ENR	Ralph Morgan	2003-03-09	UHC-92453-58	2387746351	1689 Sunset Blvd, Houston, TX, 77063	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28691	PRV	Charles McDonald	—	UHC-75613-83	—	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
ENR-121207	ENR	Adam Vargas	1979-07-24	UHC-55538-09	8482928276	8712 Cedar Ln, Eden Prairie, MN, 55350	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406217	CLM	Frank Armsrong	1977-11-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421662	CLM	Heather F Duncan	1946-05-05	UHC-86333-10	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-417859	CLM	Kevin V Walker	1985-12-27	UHC-67304-99	—	8453 Washington St, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101522	ENR	Sareh K Fields	1962-05-06	UHC-68844-17	3566270551	3602 Lake View Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134648	ENR	Maria K Domiinguez	1990-03-10	UHC-80395-08	6915059936	8958 River Rd, Orlando, FL, 32832	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-133606	ENR	Cynthia Warren	2000-02-15	UHC-54586-41	8896146275	9006 Bayshore Dr, Fresno, CA, 93751	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400255	CLM	Marcus Garcai	1986-01-10	—	3819313410	3958 Mesa Dr, Tempe, AZ, 85246	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-126319	ENR	Justin Perez	1987-02-09	UHC-26590-92	2035603784	3124 Ocean Ave, San Diego, CA, 92119	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-418637	CLM	Natalie Hoffman	1973-05-14	UHC-91848-90	—	4436 Highland Ave, Mesa, AZ, 85217	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404412	CLM	Jeffrey Jordan	1968-06-26	—	—	5488 Canyon Rd, Atlanta, GA, 30389	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103845	ENR	Amanda Y Herrera	1943-10-20	UHC-41992-22	3402102249	8284 Jefferson Ave, San Diego, CA, 92162	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23122	PRV	Josh Payne	1946-12-20	—	—	8870 Main St, Denver, CO, 80285	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-109145	ENR	Priya T Price	1961-02-12	UHC-82854-83	—	8797 Baseline Rd, Charlotte, NC, 28253	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 105 of 200Previous Next