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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126932	ENR	Kathleen B Rice	—	UHC-07246-94	6175107121	9857 Main St, Tampa, FL, 33653	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-130655	ENR	Megan Q Snyder	1964-08-06	UHC-93058-54	7374686179	6921 Camelback Rd, Sacramento, CA, 95897	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63948	TPA	Natalie Ryan	2004-06-05	—	—	9790 Washington St # 404, Minneapolis, MN	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
CLM-426593	CLM	Amanda Patterson	1977-02-24	UHC-12161-92	—	5482 Desert Sky Blvd # 778, Chandler, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110607	ENR	Mark Cunningham	1985-07-21	UHC-57907-05	6224496832	5277 Park Pl, Scottsdale, AZ, 85225	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118161	ENR	Jacob T Olson	1974-05-07	UHC-08496-94	7593862778	1616 Lake View Rd, Las Vegas, NV, 89131	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117203	ENR	Kelly L Guerrero	—	UHC-67014-51	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-109613	ENR	Michael J Bishop	1994-10-07	UHC-91419-82	8286672415	8711 Apache Blvd # 216, Los Angeles, CA, 90058	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
PRV-26601	PRV	Judith Mittchell	—	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-418581	CLM	Samuel Santiago	1960-07-21	UHC-56570-42	—	2697 Cedar Ln, Las Vegas, NV, 89186	0.52	Name re-cased Member ID reformatted SSN last four extracted State name converted to code+2 more
ENR-116896	ENR	Carol N Russell	2000-08-10	UHC-46311-72	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122117	ENR	Gloria F Roberts	1966-06-16	UHC-36740-98	—	1681 Spring St, Austin, TX	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142485	ENR	Linda V Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28854	PRV	Virginia Hansen	1944-07-06	—	—	3692 Sunset Blvd Apt 30, Jacksonville, FL, 32220	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-121567	ENR	Christian Reid	1972-02-24	UHC-73377-60	6214125299	1703 Broadway, Miami, FL, 33157	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-111200	ENR	Carroll K Roger	1938-09-05	UHC-33517-97	2234954526	5997 Lincoln Way, Plano, TX, 75033	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57168	TPA	Alice I Sanders	2002-07-10	—	—	1418 Forest Ave, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57167	TPA	Alice I Sanders	2002-07-10	—	—	1418 Forest Ave, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61310	TPA	Ahmed I Li	—	—	—	9424 Park Pl, Eden Prairie, MN, 55361	0.52	Name re-cased Date of birth missing State name converted to code Gender normalised+2 more
TPA-61489	TPA	Valentina Morris	2000-09-25	UHC-14927-47	—	1890 Mesa Dr, Austin, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59776	TPA	Nancy Austin	1950-10-02	—	—	3707 Valley View Dr # 833, Austin, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414975	CLM	Keith Vasquze	2000-09-04	UHC-43961-56	—	3840 Elm St, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401563	CLM	Richard Stewart	1997-01-27	—	—	524 Mountain View Dr, Miami, FL	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124974	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61902	TPA	James Gardner	1993-12-01	—	—	4528 Desert Sky Blvd, Nashville, TN	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120404	ENR	Diego U Schmidt	1989-02-24	UHC-25673-02	5554641793	6886 Forest Ave Apt 36, Miami, FL, 33187	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-408080	CLM	Marcus Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102816	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-429482	CLM	Denise Obrien	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd Apt 23, Nashville, TN, 37280	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
TPA-55424	TPA	Sharon Davis	1962-12-16	—	—	5576 Highland Ave, Fresno, CA, 93750	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416764	CLM	Ralph Sullivan	1943-12-18	UHC-55195-82	—	19 Washington St # 885, Orlando, FL, 32867	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424128	CLM	Justin Boyd	2007-09-17	—	—	3999 Pine Dr, Tempe, AZ, 85268	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-57062	TPA	Carl Schmidt	—	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-114353	ENR	Carl N Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22901	PRV	Henry T Espinoza	1959-07-26	—	—	1745 Church St, Austin, TX	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-128414	ENR	Sophia Ray	1999-10-03	UHC-48513-75	7377922231	707 Valley View Dr # 825, Austin, TX	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136633	ENR	JamesJunk	1966-02-24	UHC-52508-51	—	9781 Harbor Blvd, Phoenix, AZ	0.52	Name re-cased State name converted to code ZIP missing Whitespace trimmed+2 more
PRV-28914	PRV	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-137590	ENR	William T Woong	1980-05-15	UHC-15878-72	4207455743	7700 Palm Dr Apt 8, Scottsdale, AZ, 85254	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-418577	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418576	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
TPA-63777	TPA	Steeve Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62454	TPA	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd # 908, Las Vegas, NV, 89199	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431732	CLM	Yuki Williamson	—	UHC-67835-34	2598489270	4914 Sage Ct, Jacksonville, FL, 32270	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-116489	ENR	Janet Mason	1993-12-07	UHC-60080-69	—	5646 Highland Ave, Fresno, CA, 93769	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138991	ENR	Tim Simmons	1957-09-16	UHC-07596-21	6864441659	4725 Ocean Ave, Orlando, FL, 32872	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117899	ENR	Ruth Brooks	1962-11-18	UHC-73684-25	4472187387	298 Church St, Denver, CO, 80237	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141305	ENR	Charles Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd # 250, Austin, TX, 78767	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20942	PRV	Arthur M Hall	1938-11-24	—	2655323170	686 Church St, Glendale, AZ, 85360	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

39,996 rows, page 64 of 800Previous Next