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
ENR-106239	ENR	Janet L Brooks	1987-05-01	UHC-16186-03	6984443976	3317 River Rd, Austin, TX, 78749	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109333	ENR	Anrdea L Howard	1992-08-25	UHC-33305-48	4119402495	9895 Market St, Sacramento, CA, 95895	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125173	ENR	Jduy Marquez	2005-07-06	UHC-68246-94	6646744729	2121 Canyon Rd, Austin, TX, 78798	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-410820	CLM	Linda I Carter	1943-07-16	UHC-54798-57	—	4169 Indian School Rd, Jacksonville, FL, 32277	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129601	ENR	Mateo Hunter	1996-02-07	UHC-25062-14	2322488301	836 Broadway, Los Angeles, CA, 90001	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130586	ENR	Hiroshi A Greene	1999-03-25	UHC-44535-99	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142779	ENR	Alan Rivera	1953-02-27	UHC-77301-66	7012349690	838 Highland Ave, Eden Prairie, MN, 55311	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-21891	PRV	Marcus Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104291	ENR	Lucia D Simmons	1969-02-21	UHC-21359-72	4399302121	5160 Park Pl, Fresno, CA, 93748	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402695	CLM	Anthony Martin	1982-10-23	UHC-47088-15	—	2343 Oak St, Phoenix, AZ, 85045	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413994	CLM	Anna Clark	1952-04-05	UHC-98211-28	2444950357	7111 Lincoln Way, San Diego, CA, 92156	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400973	CLM	Carol Howard	1947-01-19	UHC-10532-70	—	6429 Park Pl, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
PRV-20987	PRV	David Y Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113805	ENR	Walter Moreno	1948-02-08	UHC-57962-48	2207894625	968 Park Pl, Charlotte, NC, 28220	0.74	Name re-cased Member ID reformatted City re-cased Email lower-cased+3 more
ENR-117381	ENR	Isabella I Sanchez	1958-11-22	UHC-29751-36	9355920361	7658 Canyon Rd, Tempe, AZ, 85271	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28288	PRV	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138848	ENR	Mason Carlson	1946-09-16	UHC-73897-98	7308679771	9434 Willow Ct, Orlando, FL, 32806	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112056	ENR	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139855	ENR	Sharon Gibson	2008-11-20	UHC-58719-97	7716718919	2233 Sage Ct, Jacksonville, FL, 32215	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139854	ENR	Sharon Gibson	2008-11-20	UHC-58719-97	7716718919	2233 Sage Ct, Jacksonville, FL, 32215	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102784	ENR	Eric D Rose	1971-05-28	UHC-47558-28	9399636238	3965 Elm St, Charlotte, NC, 28237	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-124813	ENR	Donna C Kelley	1989-05-24	UHC-99118-77	7537095343	719 Highland Ave, Fresno, CA, 93716	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432055	CLM	Tim Nguuyen	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl, Charlotte, NC, 28213	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139056	ENR	Vincent Q Ward	1982-04-26	UHC-40362-42	8594690912	2532 Market St, Mesa, AZ, 85201	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104875	ENR	Justin Hansen	1988-07-23	UHC-01798-59	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-52729	TPA	Patricia Diaz	1988-12-12	UHC-24304-39	2249143798	1160 Washington St, Minneapolis, MN, 55427	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101760	ENR	Alice Medina	1983-12-13	UHC-92388-97	3703194863	9171 Sunset Blvd, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120555	ENR	Justin Alexander	1980-12-11	UHC-51922-20	7163209948	1450 Mountain View Dr, Los Angeles, CA, 90068	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127893	ENR	Ethan Q Wallace	1989-01-17	UHC-58514-11	2682256350	8508 Palm Dr, Eden Prairie, MN, 55357	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-123125	ENR	Donna Graham	1968-02-06	UHC-32253-23	8736758043	4721 Ocean Ave, Seattle, WA, 98128	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422481	CLM	Jessica Reed	1945-08-10	UHC-81057-51	4493751119	3048 Cedar Ln, Minneapolis, MN, 55466	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129272	ENR	Dylan Spencer	1983-12-07	UHC-10683-64	2294911421	5183 Union St, Minneapolis, MN, 55440	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141854	ENR	Richardson L Gloria	1991-07-27	UHC-52235-63	9204472061	1011 Indian School Rd, Tempe, AZ, 85227	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133533	ENR	Santiago Graham	1960-05-11	UHC-34126-09	6497511756	4764 Park Pl, Tampa, FL, 33624	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109498	ENR	Bruce I Vega	1989-04-11	UHC-30762-11	9093221346	3482 Maple Ave, Denver, CO, 80277	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23922	PRV	Stephen Hansen	1939-05-11	UHC-67426-32	—	8089 Pine Dr, Fresno, CA, 93739	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123677	ENR	Hiroshi T Little	1973-07-28	UHC-73816-85	2134738946	1360 River Rd, Atlanta, GA, 30305	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21121	PRV	Andy Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-109344	ENR	Aaron U Mason	1955-06-21	UHC-53527-13	2874515027	7117 Jefferson Ave, Glendale, AZ, 85385	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106305	ENR	Justin D Evans	1968-06-01	UHC-25755-07	—	4255 Apache Blvd, Denver, CO, 80200	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402468	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402467	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119836	ENR	Ryan Q Freeman	1978-05-22	UHC-74150-37	6888579676	6031 Ridge Rd, Sacramento, CA, 95816	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-50917	TPA	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135396	ENR	Julia L Miller	2000-08-25	UHC-18416-24	6243097387	2014 Jefferson Ave, Tempe, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-20300	PRV	Justin Shaw	1971-02-13	UHC-36800-97	7232522359	9091 Baseline Rd, Eden Prairie, MN, 55301	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423886	CLM	Sean Garrett	1941-08-10	UHC-63417-50	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26755	PRV	Amber Nichols	2004-09-27	UHC-96274-49	4053109992	2520 River Rd, Scottsdale, AZ, 85269	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133977	ENR	Bryan I Scott	1951-05-17	UHC-42567-19	6626974982	8868 Hillcrest Rd, Austin, TX, 78736	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133608	ENR	Gloria Gilbert	1990-12-28	UHC-67983-70	3428826529	478 Sage Ct, Phoenix, AZ, 85015	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

7,723 rows, page 72 of 155Previous Next