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 “Whitespace trimmed”, junk only, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127204	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-127205	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-409345	CLM	—Junk	1980-06-04	UHC-22345-18	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-132779	ENR	Jose FJunk	1944-12-07	UHC-68537-23	7116963335	590 Sunset Blvd, Minneapolis, MN, 55486	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402072	CLM	—Junk	2002-08-25	—	6695645536	—	0.64	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+2 more
ENR-137253	ENR	George MJunk	1956-12-02	UHC-50698-43	—	5175 Indian School Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-52810	TPA	JudithJunk	1940-07-01	—	—	7317 Sage Ct, Minneapolis, MN, 55427	0.64	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+2 more
ENR-136543	ENR	Nanyc YJunk	1982-09-21	UHC-42872-27	7393750301	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
TPA-62771	TPA	JaniceJunk	1962-07-21	—	—	4623 Highland Ave, Chandler, AZ, 85234	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-115022	ENR	Virrginia TJunk	1950-01-25	UHC-50653-70	7482726254	4695 Market St, Los Angeles, CA, 90035	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57123	TPA	BillyJunk	1964-12-16	—	—	9252 Market St, Tucson, AZ, 85708	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-134246	ENR	PJunk	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-115995	ENR	BJunk	1938-01-16	UHC-99688-07	4662553930	1739 Cedar Ln, Tampa, FL, 33669	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28297	PRV	—Junk	1985-02-21	UHC-13034-08	5565850121	2552 Maple Ave, Jacksonville, FL, 32230	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-117460	ENR	—Junk	1950-04-26	UHC-72427-35	4664492461	6655 Elm St, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
CLM-430323	CLM	—Junk	1956-01-06	—	—	2593 Spring St, Charlotte, NC, 28232	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-122390	ENR	JudyJunk	2005-11-10	UHC-30219-86	8574103686	3662 Maple Ave, Fresno, CA, 93797	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132409	ENR	Justin HJunk	1988-03-01	UHC-82612-26	3783913676	2293 Union St, Denver, CO, 80284	0.64	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-111558	ENR	WJunk	1960-07-07	UHC-18558-36	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.66	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137001	ENR	—Junk	1972-02-02	UHC-11771-53	5497566064	3973 Union St, Jacksonville, FL, 32200	0.66	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56314	TPA	—Junk	1938-09-25	—	—	9144 Desert Sky Blvd, Orlando, FL, 32860	0.66	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-403387	CLM	—Junk	1948-06-07	UHC-54129-77	—	5967 Grand Ave, Mesa, AZ, 85206	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-138349	ENR	AmberJunk	1967-08-17	UHC-90032-57	4436973155	4942 Pine Dr, Phoenix, AZ, 85084	0.66	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared+1 more
TPA-53388	TPA	Alice EJunk	1950-07-12	—	8735422059	6473 Central Ave, Los Angeles, CA, 90044	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
ENR-118462	ENR	—Junk	1982-10-01	UHC-19613-91	6646926110	1738 Main St, Atlanta, GA, 30312	0.66	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
ENR-119907	ENR	Adam MJunk	2008-10-07	UHC-57645-54	2343159020	2956 Sage Ct, Minneapolis, MN, 55474	0.66	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-420324	CLM	DianaJunk	1996-05-28	—	—	—	0.66	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared+1 more
CLM-430249	CLM	BettyJunk	1959-02-22	—	—	6648 Mountain View Dr, Tucson, AZ, 85710	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
PRV-20648	PRV	—Junk	1963-12-16	—	9434918669	6990 Sunset Blvd, Dallas, TX, 75285	0.66	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared+1 more
TPA-58856	TPA	—Junk	1966-06-07	—	—	723 Camelback Rd, Chandler, AZ, 85211	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-404173	CLM	—Junk	1957-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.66	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430425	CLM	JacquelineJunk	1990-02-14	UHC-51173-49	—	6121 Cedar Ln # 799, Las Vegas, NV, 89110	0.66	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-128624	ENR	VincentJunk	1957-12-21	UHC-53779-43	—	6662 Valley View Dr, San Diego, CA, 92194	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-404386	CLM	VJunk	1955-05-06	—	9878442270	5141 Mesa Dr, Orlando, FL, 32849	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-125532	ENR	—Junk	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr, Tempe, AZ, 85259	0.66	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53505	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-53504	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
CLM-420158	CLM	—Junk	1946-11-05	UHC-87019-89	—	3708 Apache Blvd, Scottsdale, AZ	0.66	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared+1 more
CLM-424435	CLM	DJunk	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.66	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared+1 more
TPA-60456	TPA	—Junk	2000-09-03	UHC-97938-47	—	7552 Sunset Blvd, Scottsdale, AZ, 85263	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
TPA-59154	TPA	—Junk	1971-06-08	—	—	7465 Forest Ave, Austin, TX, 78779	0.66	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
ENR-119883	ENR	Ralph XJunk	1995-03-26	UHC-98397-43	—	1949 Spring St, Los Angeles, CA, 90061	0.66	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107681	ENR	FJunk	1992-05-19	UHC-36150-61	4604583191	3691 Lincoln Way, Minneapolis, MN, 55469	0.66	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
ENR-104430	ENR	Elijah YJunk	1998-08-01	UHC-03448-16	2913653384	5442 Desert Sky Blvd, Denver, CO, 80244	0.66	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108219	ENR	Brandon CJunk	1988-10-02	UHC-70838-03	—	573 Canyon Rd, Gilbert, AZ, 85232	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
TPA-60005	TPA	PJunk	1994-02-05	—	—	9247 Highland Ave, Columbus, OH, 43298	0.68	Gender normalised Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-405091	CLM	PJunk	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA	0.68	ZIP missing Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-128658	ENR	MichelleJunk	1987-05-23	UHC-91927-63	2016381151	272 Meadow Ln, Orlando, FL, 32800	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
ENR-137157	ENR	UJunk	1982-11-20	UHC-21392-85	—	8890 Church St, Las Vegas, NV, 89163	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)

268 rows, page 4 of 6Previous Next