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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115155	ENR	Michelle Hudon	1939-08-23	UHC-39161-56	—	3593 Main St, Los Angeles, CA, 90017	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430205	CLM	Sophia Lynch	1951-05-02	UHC-90674-61	6112390258	8743 Baseline Rd, Eden Prairie, MN, 55315	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130319	ENR	Brandon B Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20234	PRV	Victoria Greene	1976-07-22	UHC-12466-94	3705144850	7520 Church St, Seattle, WA, 98185	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-52513	TPA	Ruth Hanson	1985-06-06	UHC-73022-03	8265345553	3317 Church St, Tempe, AZ, 85236	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418185	CLM	William C Weaver	1971-07-06	UHC-86260-13	6229826713	2512 Church St, Houston, TX, 77015	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416275	CLM	Jacob Jensen	1944-06-02	UHC-55803-44	9828047639	3352 Mountain View Dr, Las Vegas, NV, 89159	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25422	PRV	Laura Chavez	2006-02-02	—	—	1179 Lake View Rd, Denver, CO, 80251	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134809	ENR	Evelyn Graham	1973-05-13	UHC-11403-48	4372289076	8861 Mountain View Dr, Fresno, CA, 93776	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117014	ENR	Harold Nguyen	1948-03-27	UHC-34681-89	9408992139	3845 Valley View Dr, Seattle, WA, 98189	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140318	ENR	Charlotte Le	1948-04-01	UHC-73579-53	8793365418	9232 Harbor Blvd, Phoenix, AZ, 85024	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-407542	CLM	Maria Cooper	1963-02-22	UHC-53767-89	8275767030	7528 Desert Sky Blvd, Miami, FL, 33160	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59216	TPA	Danielle Ellis	1941-03-12	UHC-67285-47	—	7010 Grand Ave, Denver, CO, 80233	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402639	CLM	Gregory Richardson	1960-04-11	—	2909667947	1687 Palm Dr, Dallas, TX, 75271	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123856	ENR	Carlos Buton	1994-11-27	UHC-79729-62	8217014596	773 Lincoln Way, Orlando, FL, 32835	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401226	CLM	Ann Lopez	1940-11-23	UHC-75662-02	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141443	ENR	Margaret Y Alvarado	1977-02-02	UHC-49401-16	6243906462	9473 Mesa Dr, Austin, TX, 78760	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141593	ENR	Martha Riley	1972-05-20	UHC-50441-12	9826901636	3498 Union St, Los Angeles, CA, 90040	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-101387	ENR	Nancy Maldonado	2003-02-08	UHC-45547-55	8716575373	9518 Maple Ave, Eden Prairie, MN, 55319	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420059	CLM	Christina Hunter	1958-08-07	—	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56238	TPA	Ana A Willis	1954-03-06	—	9596045540	7807 Apache Blvd, Chandler, AZ, 85210	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432608	CLM	Christina Williams	1996-12-21	UHC-25299-76	4427525175	9383 Ocean Ave, Tucson, AZ, 85705	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112360	ENR	Mason L Garcia	1938-08-04	UHC-80156-07	8958080038	7806 Spring St, Austin, TX, 78702	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111575	ENR	Ruth Le	1940-09-03	UHC-10988-19	6173836317	1269 Oak St, Columbus, OH, 43274	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111887	ENR	Brittany Z Wheeler	1971-09-05	UHC-55556-45	9617043830	1233 Forest Ave, Miami, FL, 33162	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106370	ENR	Laura V Alvarez	1994-01-13	UHC-59481-37	2819546655	231 Grand Ave, Glendale, AZ, 85322	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-402478	CLM	Brandon Rievra	2006-08-16	UHC-83841-16	2404264191	4526 Jefferson Ave, Gilbert, AZ, 85280	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25301	PRV	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133911	ENR	Nathen P Turner	1976-03-05	UHC-07631-83	9384694864	8594 Palm Dr, Mesa, AZ, 85285	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56609	TPA	Victoria Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-421608	CLM	Donna Vargas	1990-02-18	UHC-71106-61	3266307310	2257 Mountain View Dr, Tucson, AZ, 85776	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50971	TPA	Vincent Mendez	1961-01-26	—	3446714778	721 Sunset Blvd, Mesa, AZ, 85220	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105087	ENR	Grgeory G Morirs	1940-02-01	UHC-46319-60	5872583116	4387 Washington St, Chandler, AZ, 85216	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107718	ENR	Janice Fuller	1942-02-27	UHC-89259-59	3673125628	4572 Desert Sky Blvd, Miami, FL, 33141	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429543	CLM	Omar Boyd	1939-02-16	—	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114255	ENR	Donald O McDonald	1996-06-01	UHC-30439-22	4975156559	9776 Market St, Austin, TX, 78784	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410921	CLM	Mary Morales	1998-04-27	UHC-10683-37	9196515365	738 Broadway, Sacramento, CA, 95819	0.72	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-425697	CLM	Heatther Silva	1939-12-15	UHC-15559-59	7606036438	6414 Park Pl, Gilbert, AZ, 85237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104110	ENR	Samantha Sandoval	2002-06-25	UHC-37236-64	9028402146	330 Cedar Ln, Las Vegas, NV, 89135	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122896	ENR	Evelyn T Jensen	2005-05-28	UHC-72278-72	5616577951	9886 Sage Ct, Phoenix, AZ, 85052	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118393	ENR	Bryan Thompson	2004-04-15	UHC-92415-12	9296209004	346 Union St, Orlando, FL, 32862	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26902	PRV	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50383	TPA	Sarah Garrett	1982-06-22	—	2517175277	9114 Indian School Rd, San Diego, CA, 92186	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403844	CLM	Kimberly T Cruz	1967-03-18	—	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58491	TPA	Kenneth Bailey	2002-01-05	—	5536167156	203 Camelback Rd, Plano, TX, 75011	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56216	TPA	Jesse Wad	2002-03-04	—	2216734126	1208 Elm St, Nashville, TN, 37290	0.72	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-100334	ENR	Emmma Pena	1995-08-04	UHC-92734-43	6483489947	9035 Park Pl, Chandler, AZ, 85269	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422746	CLM	Elizabeth S Reyes	1944-11-12	—	3417211908	6171 Spring St, Fresno, CA, 93733	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113682	ENR	Albert J Stphens	1967-02-04	UHC-44227-93	2968297461	3440 Baseline Rd, Phoenix, AZ, 85097	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,850 rows, page 158 of 357Previous Next