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-142693	ENR	Jdy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-112280	ENR	Lauren Z Fox	1994-11-10	UHC-60152-94	9654283186	7262 Sage Ct, Denver, CO, 80220	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-414078	CLM	Jesse U Ward	2002-03-04	UHC-08488-60	2216734126	1208 Elm St, Nashville, TN, 37290	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21548	PRV	Robert Hoffman	1985-03-22	—	5276517126	17 Palm Dr, Mesa, AZ, 85243	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-29246	PRV	Jack Gray	1966-11-25	UHC-88547-19	9105895781	6736 Church St, Sacramento, CA, 95837	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-60413	TPA	Eiljah Hunter	1992-05-21	—	—	9432 Broadway, Minneapolis, MN, 55466	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-133840	ENR	Scott Z Duncan	1970-06-06	UHC-34340-60	2014421258	71 Bayshore Dr, Los Angeles, CA, 90071	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-401294	CLM	Kevin Ford	1946-09-25	UHC-90193-21	—	3596 Broadway, Houston, TX, 77069	0.78	Two-digit birth year Member ID reformatted Address re-cased Whitespace trimmed+1 more
ENR-128707	ENR	Andrea B Marquez	2008-10-18	UHC-63854-86	6473618372	7039 Grand Ave, Houston, TX, 77056	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-139485	ENR	Natalie O Robers	1974-11-07	UHC-16923-99	5052145273	755 Bayshore Dr, Sacramento, CA, 95879	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-111089	ENR	Marilyn N Meyer	1969-04-26	UHC-34872-28	4338874914	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-51298	TPA	Brittany Kim	1958-12-16	—	3514706707	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-102822	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd, Tampa, FL, 33696	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
TPA-52232	TPA	Albert Hoffman	1961-07-26	—	7908808463	9423 Hillcrest Rd, Los Angeles, CA, 90002	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-117691	ENR	Sandra Q Murphy	1982-09-27	UHC-50635-15	2742103081	6860 Ocean Ave, Las Vegas, NV, 89198	0.78	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased+1 more
PRV-25540	PRV	Yuki Hanson	1981-03-04	UHC-02203-04	5829358898	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-56051	TPA	Frank Walsh	1944-01-16	—	5598254807	6557 Church St, Tampa, FL, 33624	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409181	CLM	Brandon Lane	1947-09-08	—	9649246918	581 Lincoln Way, Chandler, AZ, 85219	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-410854	CLM	Edward Powell	1968-08-27	UHC-15445-60	7008664825	1518 Indian School Rd, Tucson, AZ, 85731	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-56118	TPA	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.78	Name re-cased Two-digit birth year Address re-cased Whitespace trimmed+1 more
CLM-425283	CLM	Christina Green	1969-11-10	—	—	8203 Jefferson Ave, Glendale, AZ, 85351	0.78	Name re-cased Two-digit birth year City re-cased Plan code upper-cased+1 more
ENR-112243	ENR	Laura D Wallace	1947-12-10	UHC-16225-98	6426149549	9541 Indian School Rd, Austin, TX, 78733	0.78	Two-digit birth year Phone reformatted Email lower-cased Plan code upper-cased+1 more
TPA-56501	TPA	Juan Lopez	1968-10-05	UHC-13601-93	2795763102	8639 Highland Ave, Columbus, OH, 43244	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-20860	PRV	Noah M Morales	1958-04-26	UHC-68816-49	3374582516	8322 Maple Ave, San Antonio, TX, 78212	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-103690	ENR	Emily V Long	1966-10-03	UHC-52182-81	6226019706	9499 Bayshore Dr, Orlando, FL, 32815	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-413159	CLM	Samuel Lynch	1981-12-12	UHC-18157-27	7306344799	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-102866	ENR	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd, Chandler, AZ, 85263	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-119417	ENR	Sofia Clark	1987-06-19	UHC-19964-84	3607268580	6761 Forest Ave, Gilbert, AZ, 85262	0.78	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
ENR-141814	ENR	Natalie K Daniels	1951-11-18	UHC-67354-43	6543049510	1690 Pine Dr, Eden Prairie, MN, 55375	0.78	Two-digit birth year City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-120958	ENR	Jordan Y Young	2006-12-19	UHC-11243-09	2956700581	4637 Highland Ave, Fresno, CA, 93791	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
PRV-23375	PRV	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-111463	ENR	Hannah Fernandez	1948-06-07	UHC-91041-43	6576908162	2300 Park Pl, Denver, CO, 80270	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
CLM-415395	CLM	Kathy Watkins	1972-05-26	UHC-19886-37	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-131760	ENR	Samuel Walker	1960-09-03	UHC-47130-43	5952425340	2385 Lincoln Way, Gilbert, AZ, 85216	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-111061	ENR	Matthew F Payne	1985-11-08	UHC-29793-81	6454657355	5751 Ocean Ave, Chandler, AZ, 85252	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-120850	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-120851	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-415942	CLM	Abigail Olson	1944-07-07	UHC-32653-35	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-21096	PRV	Dot Clark	1989-03-13	—	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137215	ENR	Adams Brenda	1971-07-01	UHC-43768-97	7124530519	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-406038	CLM	Larry Y Barnes	1958-04-09	UHC-76599-05	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-106944	ENR	Diana O Hill	1999-04-05	—	8165362298	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-123989	ENR	Adam Z Guerrero	1946-07-21	UHC-17075-25	5666721877	7702 Ridge Rd, Los Angeles, CA, 90084	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-24302	PRV	Frank Walker	1952-01-25	—	7333134220	9876 Spring St, Mesa, AZ, 85228	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-53379	TPA	Grace Santiago	2002-12-09	—	8919238749	776 Forest Ave, Seattle, WA, 98118	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-424173	CLM	Gregory Price	1991-07-24	UHC-11694-58	—	3676 Harbor Blvd, Tampa, FL, 33699	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-136404	ENR	Mei N Weber	1972-04-05	UHC-59687-49	3757063051	2369 Park Pl, Minneapolis, MN, 55402	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-54939	TPA	Henry Rodriguez	1959-05-24	—	6267414210	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-104824	ENR	Edward I Ross	2007-06-16	UHC-62595-15	2248493785	7706 Forest Ave, Las Vegas, NV, 89113	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-421181	CLM	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more

6,661 rows, page 108 of 134Previous Next