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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411864	CLM	Naalie Garza	1984-06-04	UHC-86293-53	—	6728 Elm St, Austin, TX, 78794	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416257	CLM	Philip Marshall	1941-02-24	UHC-91665-33	7685352956	3565 Broadway, Tucson, AZ, 85734	0.76	Phone reformatted Member ID reformatted Address re-cased City re-cased+2 more
ENR-122537	ENR	Aaron Thompson	1947-01-05	UHC-65884-32	9619456052	4921 Ridge Rd, Chandler, AZ, 85230	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108268	ENR	Judy Q Alexander	1990-09-12	UHC-75403-09	6615096490	6007 Grand Ave Apt 2, Dallas, TX, 75261	0.76	Member ID reformatted Unit split from street State code upper-cased Email lower-cased+2 more
ENR-113585	ENR	Dylan Q Bailey	1962-07-08	UHC-11302-77	5308859968	8382 Jefferson Ave, Las Vegas, NV, 89144	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126582	ENR	Kile M Moore	1984-03-11	UHC-18856-78	7619379297	870 Indian School Rd, Orlando, FL, 32805	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-20079	PRV	Arthur Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117677	ENR	Vincent Richards	1995-05-02	UHC-98920-61	4348719199	3023 Pine Dr, Houston, TX, 77060	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401383	CLM	Diana Stephens	1983-08-17	UHC-94285-82	5686410072	6739 Elm St, Tempe, AZ, 85228	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410393	CLM	Lucia M Simpson	2000-07-06	UHC-91128-71	3045690763	7597 Ocean Ave, Atlanta, GA, 30376	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-29087	PRV	Karen Yeng	1977-08-27	UHC-84529-42	9749064192	1854 Elm St, Orlando, FL, 32873	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110657	ENR	William Weaver	2005-10-15	UHC-50237-81	5262984540	8974 Indian School Rd, Atlanta, GA, 30355	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-418367	CLM	Philip Larson	1953-11-19	UHC-32280-28	4609465524	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-406212	CLM	Angela Nichols	—	UHC-66882-67	—	4796 Washington St, Sacramento, CA, 95863	0.76	Date of birth reformatted Date of birth unreadable Member ID reformatted City re-cased+2 more
ENR-130435	ENR	Keitth Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-141286	ENR	Benjamin Parker	1988-03-13	UHC-84178-73	3706255922	8088 Maple Ave, Orlando, FL, 32861	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-108430	ENR	Arjun Garrett	1942-05-08	UHC-62192-78	3862969095	5055 Forest Ave, San Diego, CA, 92140	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114879	ENR	Patrick Jones	2003-05-09	UHC-55180-83	3567096013	3171 Cedar Ln, Plano, TX, 75021	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111471	ENR	Evelyn Nguyen	2006-09-24	UHC-71046-85	7148466990	4117 Desert Sky Blvd, San Diego, CA, 92192	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25073	PRV	Wayne Moorris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-103919	ENR	Emily N Perkins	1988-03-16	UHC-46822-89	8845902415	8902 Union St, San Antonio, TX, 78206	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125725	ENR	Vincent M Guerrero	1965-09-01	UHC-79757-63	2012751580	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-120785	ENR	Jeffrey P Cruz	1971-02-10	UHC-77455-14	7045959291	452 Elm St, Nashville, TN, 37285	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110555	ENR	Olivia Peterson	1977-10-24	UHC-16205-24	7146992656	9616 Market St, Minneapolis, MN, 55487	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103648	ENR	Stephanie Murray	1990-09-14	UHC-72107-30	3452038252	3576 Central Ave, Eden Prairie, MN, 55316	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418311	CLM	Rebecca R Young	1958-07-26	UHC-29880-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-105015	ENR	Ken Burns	1940-06-22	UHC-20662-45	—	7495 Hillcrest Rd, Fresno, CA, 93731	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130146	ENR	Kelly P Martinez	1990-06-13	UHC-07938-36	8199160639	8023 Canyon Rd, Glendale, AZ, 85311	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
PRV-29329	PRV	Olivia M Adams	1961-12-26	UHC-25800-62	2612751520	6363 Hillcrest Rd, Minneapolis, MN, 55402	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22997	PRV	Terry Sms	1938-08-05	UHC-54059-41	3879544581	2868 Elm St, Phoenix, AZ, 85023	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-431563	CLM	Beverly T Geogre	1939-04-15	UHC-34719-91	—	9835 Palm Dr, Plano, TX, 75088	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116671	ENR	Maria T Schmidt	2002-05-17	UHC-09093-90	3618646924	4327 River Rd, Los Angeles, CA, 90070	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425733	CLM	Amber O Jordan	1985-02-17	UHC-29175-45	9313022259	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-103754	ENR	Randy Fisher	1954-06-16	UHC-20190-20	9122256517	8930 Mesa Dr, Jacksonville, FL, 32276	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120648	ENR	Brian N Cunningham	1968-01-05	UHC-12586-89	—	5219 Spring St, Austin, TX, 78742	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135271	ENR	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-416113	CLM	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122459	ENR	Scott H Edwards	1971-04-11	UHC-59117-62	2598129744	7568 Valley View Dr, Gilbert, AZ, 85285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-403513	CLM	Ronald Alvarado	1971-07-17	UHC-24064-83	5806000138	431 Lake View Rd, Mesa, AZ, 85294	0.76	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
ENR-123132	ENR	Albert Cruz	1991-04-19	UHC-10019-54	9256270179	8046 Camelback Rd, Seattle, WA, 98137	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133475	ENR	Willie D James	1944-08-28	UHC-58960-36	8412927550	3802 Lincoln Way, Denver, CO, 80279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-420191	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-121876	ENR	Isabella Wallace	1940-01-09	UHC-21839-17	9137400231	2483 Bayshore Dr, Dallas, TX, 75253	0.76	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-427927	CLM	Kevin T Guerrero	1956-03-23	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA, 93783	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
CLM-428536	CLM	Victoria Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ, 85292	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425240	CLM	Isabella Garrett	1940-11-15	UHC-46454-70	9362653325	571 Camelback Rd, Plano, TX, 75096	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111827	ENR	Nicole Perry	1983-02-16	UHC-59844-57	6065518728	8679 Jefferson Ave, Phoenix, AZ, 85068	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20295	PRV	Kathryn L Vasquez	1985-08-26	UHC-16182-62	8316704889	1861 Cedar Ln, Los Angeles, CA, 90060	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-119231	ENR	Tyler L Burke	1956-11-01	UHC-27256-39	7277823447	4247 Cedar Ln, Sacramento, CA, 95892	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-126050	ENR	Lucia E Parker	1955-11-12	UHC-17810-44	3165746391	5680 Elm St, Austin, TX, 78704	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 81 of 155Previous Next