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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60795	TPA	Stephens Fatima	1995-07-04	—	—	1103 Main St, Sacramento, CA, 95862	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400327	CLM	Rebecca F Little	1942-01-15	UHC-55146-08	—	7903 Desert Sky Blvd, Austin, TX, 78722	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135865	ENR	Brittany Henry	2006-05-01	UHC-69980-47	2609497641	677 Highland Ave, Atlanta, GA, 30387	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-413147	CLM	Ann McCoy	1972-11-10	UHC-89695-64	—	1589 Mesa Dr, Columbus, OH, 43235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124236	ENR	James Q Torres	1979-05-03	UHC-15723-81	6245721999	1992 Central Ave, Nashville, TN, 37225	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-26211	PRV	Mason Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26212	PRV	Mason Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20104	PRV	Mary Willis	1956-06-18	—	2426780770	8319 Main St, Mesa, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402988	CLM	Joan Masno	1986-06-01	—	2026648412	3372 Hillcrest Rd, Gilbert, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419687	CLM	Diego Nguyen	1963-10-15	UHC-76302-57	—	4782 Lake View Rd, Las Vegas, NV, 89185	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
PRV-20556	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20555	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-29348	PRV	Madison Q Wilson	1946-10-13	UHC-30657-32	4765947630	1800 Lake View Rd, Atlanta, GA, 30366	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57400	TPA	Keith Burke	1951-08-19	—	—	9829 Desert Sky Blvd, Miami, FL, 33192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109449	ENR	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA, 30386	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419567	CLM	Bradley Patterson	1990-01-05	UHC-69031-53	—	859 Valley View Dr, Scottsdale, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106895	ENR	Russell Gibson	1954-06-21	UHC-03948-12	—	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55774	TPA	Christina Carter	1942-10-03	—	5076300680	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54120	TPA	Nathan Cunningham	1938-05-08	—	5242251717	8203 Lake View Rd, Atlanta, GA, 30399	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62757	TPA	Donna Russell	1981-09-22	—	—	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-59241	TPA	George Estrada	1950-05-27	—	6503148876	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-422763	CLM	Omar Freeman	1968-07-21	UHC-21072-58	—	6603 Highland Ave, Seattle, WA, 98178	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23567	PRV	Janet Sanders	1963-04-02	—	3977111586	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-409666	CLM	Barb Hansen	1980-06-28	UHC-50547-71	—	8572 Bayshore Dr, Dallas, TX, 75218	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-134171	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134170	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-413698	CLM	Klely Perez	1990-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26036	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426532	CLM	Ralph Armstrong	1957-02-11	—	—	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57251	TPA	Janet Dean	1989-12-07	—	9548175249	8717 Palm Dr, Phoenix, AZ, 85037	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109123	ENR	Austiin Flres	1945-03-14	UHC-47993-55	3758894172	571 Desert Sky Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-416605	CLM	Abigail Palmer	2007-09-23	UHC-54190-01	—	5914 Palm Dr, Dallas, TX, 75235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58890	TPA	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140467	ENR	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50485	TPA	Park Z Donald	1995-07-25	—	8936697271	8179 Church St, Miami, FL, 33175	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57295	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-126149	ENR	Julia D Mitchell	1977-01-13	UHC-57963-52	6576762561	9397 Canyon Rd, Chandler, AZ, 85284	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138203	ENR	Roger J Lawrence	1963-10-28	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126467	ENR	Sandra G Schmidt	1954-01-18	UHC-39593-67	3987053481	4122 Oak St, Phoenix, AZ, 85016	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126337	ENR	Julia P Mason	1972-01-02	UHC-75209-77	5192218721	2791 Elm St, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118071	ENR	Nathan W Barnes	1986-05-06	UHC-62649-74	4248245509	7470 Desert Sky Blvd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430270	CLM	Anna Knight	1952-02-05	UHC-17139-80	—	523 Valley View Dr, Sacramento, CA, 95866	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105404	ENR	Amanda Morrison	2003-01-12	UHC-73807-14	2494692364	6629 Indian School Rd, Tampa, FL, 33645	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121165	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107293	ENR	Alan V Park	1991-05-20	UHC-96877-42	5878253468	5012 Mountain View Dr Apt 17, Nashville, TN, 37286	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-103743	ENR	Alex V Contreras	1954-03-12	UHC-84406-53	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50023	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-64090	TPA	Alexis Reed	1955-03-05	—	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-135218	ENR	Olivia Porter	1947-09-16	UHC-19058-90	7562658673	5621 Park Pl, Houston, TX, 77017	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418464	CLM	Betty Z Gilbert	2008-10-14	UHC-74971-33	5663013126	9021 Broadway Apt 16, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more

16,828 rows, page 149 of 337Previous Next