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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123759	ENR	Amy M Hart	1973-11-08	UHC-53824-38	—	3562 Mountain View Dr, Houston, TX, 77092	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100722	ENR	Arjun F Ellis	1992-08-11	UHC-70282-36	—	4288 Main St, Denver, CO, 80201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111141	ENR	Timothy U Lynch	1976-10-20	UHC-17134-18	2686015298	5599 Highland Ave, Miami, FL, 33124	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126329	ENR	Juan Aguilar	1939-07-19	UHC-53683-04	2443341989	608 Forest Ave, Las Vegas, NV, 89164	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120660	ENR	Diiego Jimenez	1957-09-14	UHC-50115-97	7204520066	4020 Canyon Rd, Minneapolis, MN, 55487	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110292	ENR	Wayne Johnston	1957-08-18	UHC-17323-63	7913779801	4906 Central Ave, Denver, CO, 80276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121589	ENR	Eric X Black	1968-05-28	UHC-97916-81	2308733701	1433 Valley View Dr, Mesa, AZ, 85286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106986	ENR	Sofia Y Hart	2007-01-01	UHC-60364-39	3126488737	346 Meadow Ln, Tampa, FL, 33655	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116775	ENR	Sharon Z Gomez	1967-02-08	UHC-34933-75	8193243211	5413 Sunset Blvd, Las Vegas, NV, 89177	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127403	ENR	Andrew L Vargas	1971-04-25	UHC-37792-68	6149201419	9409 Cedar Ln, Dallas, TX, 75283	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103450	ENR	Madison Jones	1997-09-09	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.74	Name re-cased Date of birth reformatted City re-cased Email lower-cased+3 more
ENR-135195	ENR	Anthony L Nguyen	1975-01-21	UHC-17522-25	4299488608	9455 Jefferson Ave, Tucson, AZ, 85762	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125224	ENR	Sandra D Stephens	2004-05-28	UHC-87125-33	8892592402	6751 Elm St, Jacksonville, FL, 32282	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109032	ENR	Emily X Greene	1972-11-07	UHC-54979-01	2975559707	4133 Willow Ct, Chandler, AZ, 85286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107924	ENR	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA, 30397	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103478	ENR	Charles Sandoval	1941-07-17	UHC-96190-89	8272435738	733 Harbor Blvd, Atlanta, GA, 30339	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135973	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113224	ENR	Lori N Aguilar	1983-07-12	UHC-63540-68	9524124075	1976 Spring St, Charlotte, NC, 28204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120421	ENR	Charlotte Obrien	1944-12-04	UHC-09453-36	8398329182	2619 Central Ave, San Diego, CA, 92110	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108011	ENR	Philip P White	1962-09-19	UHC-62738-03	7557676011	9889 Canyon Rd, Chandler, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-114030	ENR	Meyer Donna	1994-07-12	UHC-48251-19	3464947192	740 Park Pl, Tucson, AZ, 85769	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129587	ENR	Bradley Z Torres	1969-02-06	UHC-41314-35	5477534269	9217 Park Pl, Tempe, AZ, 85236	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123876	ENR	Rob Mendez	1966-03-15	UHC-01213-61	7077265275	1095 Forest Ave, Phoenix, AZ, 85072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140709	ENR	Lori Z Medina	1976-08-11	UHC-96205-84	4032000790	1249 Elm St, Mesa, AZ, 85228	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139062	ENR	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	7931 Forest Ave, Plano, TX, 75052	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117474	ENR	Emily Palmer	1942-09-07	UHC-08252-68	8917301969	8543 Desert Sky Blvd, Miami, FL, 33115	0.74	Name re-cased Date of birth reformatted Phone 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
ENR-101393	ENR	Amy Daniels	1973-11-25	UHC-00521-44	8127270983	9089 Forest Ave, Los Angeles, CA, 90061	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
ENR-102512	ENR	Ralph R Perry	2003-07-19	UHC-41084-85	8495004457	775 Union St, Phoenix, AZ, 85069	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127694	ENR	Sara V Gorodn	1947-05-25	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.74	Name re-cased Phone 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-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-124019	ENR	Vincent Gutierrez	1941-03-03	UHC-14218-79	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-103045	ENR	Matthew Allen	1988-07-11	UHC-24160-93	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123375	ENR	Alice Ford	1992-11-15	UHC-51724-46	8392648378	2562 Meadow Ln, Gilbert, AZ, 85264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136894	ENR	Sandra Lane	1941-02-01	UHC-33329-64	6703601291	3444 Canyon Rd, Fresno, CA, 93799	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118413	ENR	Sophia Hart	1944-01-04	UHC-60761-45	6904705630	4177 Grand Ave, Las Vegas, NV, 89109	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
ENR-109156	ENR	Juan Burton	1964-08-28	UHC-41210-57	3049306488	7543 Ridge Rd, Los Angeles, CA, 90005	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121610	ENR	Ruth A Peterson	1959-09-25	UHC-83645-72	3878364232	2019 River Rd, Denver, CO, 80270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112292	ENR	Stephen D McCoy	1972-04-28	UHC-59843-65	2713403520	7456 Harbor Blvd, Glendale, AZ, 85371	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142744	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St, Columbus, OH, 43251	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114582	ENR	Scutt A Brown	1993-02-07	UHC-85303-69	8308421400	5537 Main St, Miami, FL, 33123	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105999	ENR	Donald Torres	1997-12-14	UHC-22457-76	7844289930	8591 Central Ave # 822, San Diego, CA, 92186	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141895	ENR	Omar I Meyer	1997-04-26	UHC-76229-33	4886600187	6245 Market St, Dallas, TX, 75202	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128196	ENR	Robert A Parkar	1970-10-07	UHC-31239-17	8226750838	7061 Bayshore Dr, Phoenix, AZ, 85069	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103284	ENR	Karen T Johnston	1998-12-24	UHC-95810-35	8999727622	5990 Palm Dr, Miami, FL, 33168	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,934 rows, page 86 of 179Previous Next