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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56895	TPA	Maria Perry	1998-12-23	UHC-43223-30	—	8434 Union St, San Diego, CA, 92151	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-122705	ENR	Elizabeth U Diaz	2001-04-19	UHC-43655-21	2632256735	4787 Oak St, Tampa, FL, 33671	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125229	ENR	Samuel M Patterson	1990-10-05	UHC-60348-01	—	1457 Palm Dr, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-25930	PRV	Dorothy Alvarado	1954-03-14	—	8917234380	6812 Park Pl, Jacksonville, FL, 32212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416338	CLM	Albert Daniels	1954-05-11	—	6996447748	5558 Oak St # 547, Tampa, FL, 33681	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56095	TPA	Justin P Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119729	ENR	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	5356 Ridge Rd, Chandler, AZ, 85233	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414539	CLM	Boobby L Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-21699	PRV	Jacob Sullivan	2008-05-24	—	—	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54708	TPA	Henry Mejia	1952-07-19	—	7222379746	2554 Union St, Jacksonville, FL, 32237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54246	TPA	Zachary Hill	1958-01-15	—	2539570730	7404 Market St, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107415	ENR	Grace Perkins	1984-11-05	UHC-88398-03	—	9217 Lincoln Way, Sacramento, CA, 95859	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100280	ENR	Luis C Hoffman	1985-01-04	UHC-60536-53	7668064088	8572 Apache Blvd, Seattle, WA, 98166	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25092	PRV	Austin Hayes	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413061	CLM	Joshua Stone	1977-08-07	UHC-36434-33	7415293754	9296 Jefferson Ave, Plano, TX, 75096	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55508	TPA	Emily U Ford	1944-05-25	—	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402760	CLM	James Ortiz	1965-01-02	—	—	78 Willow Ct, Houston, TX, 77043	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55668	TPA	Kimberly Mitkhell	1945-05-18	—	5469420396	3292 Indian School Rd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412144	CLM	Doris Guerrero	1951-01-14	UHC-32145-61	—	1029 Spring St, Las Vegas, NV, 89147	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104455	ENR	Aisha Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln Apt 39, Minneapolis, MN, 55410	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-428846	CLM	Kelly Contreras	2004-02-22	UHC-37940-69	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109406	ENR	Brandon O Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141994	ENR	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119508	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122338	ENR	Judith B Cunningham	1999-05-20	UHC-01302-60	8107094477	2252 Mesa Dr # 158, Minneapolis, MN, 55436	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-135097	ENR	Daniel W Bennett	1976-03-28	UHC-68092-51	6123526396	1864 Market St, Austin, TX, 78761	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110697	ENR	Shirley H Welch	1944-11-10	UHC-57883-65	5096102614	5380 Washington St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-52556	TPA	Aisha Griffin	2005-09-04	—	3667842451	5361 Elm St, Chandler, AZ, 85229	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60119	TPA	Christine N Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417232	CLM	Mariana Taylor	2005-04-02	UHC-39730-46	2036779596	4501 Spring St, Orlando, FL, 32876	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131748	ENR	Valentina R Nguyen	1945-02-04	UHC-57623-18	3192308770	8963 Ridge Rd, Houston, TX, 77067	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431249	CLM	William Oliver	1951-01-11	UHC-98569-65	2492906803	9799 Pine Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429107	CLM	John Wood	1997-05-03	—	5745986144	2081 Spring St, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422274	CLM	James Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28532	PRV	Fatima X Duncan	2001-09-26	—	5236513541	2074 Cedar Ln, Los Angeles, CA, 90070	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125668	ENR	Judith N Knight	1982-11-15	UHC-42918-02	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25583	PRV	Alice Jackson	1968-01-20	UHC-04889-09	4414694338	3218 Elm St, Denver, CO, 80247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418759	CLM	Gary Vega	1996-03-01	UHC-43920-25	—	6269 Canyon Rd # 245, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418996	CLM	Anthuny Weber	1986-11-02	—	4307245735	1777 River Rd, Mesa, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125482	ENR	Wei Fisher	2004-10-11	UHC-92510-48	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125483	ENR	Wei Fisher	2004-10-11	UHC-92510-48	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426233	CLM	Russell J Holmes	1969-07-10	—	4113858348	6297 Sage Ct, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106933	ENR	Roy B Price	1940-05-28	UHC-37121-77	4459856213	267 Hillcrest Rd Apt 11, Tucson, AZ, 85775	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423831	CLM	Justin Ryan	1974-11-04	UHC-83356-98	—	1898 Camelback Rd, Plano, TX, 75018	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141395	ENR	Priya Grfifin	1991-04-14	UHC-12688-71	5859681576	7957 Elm St Apt 13, Jacksonville, FL, 32244	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104984	ENR	Joesph Z Simmons	1942-01-14	UHC-82187-94	9504454872	6762 Valley View Dr, Charlotte, NC, 28248	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104366	ENR	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd, Houston, TX, 77055	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138543	ENR	Andrew Brown	1975-10-17	UHC-87271-63	6199336966	7476 Apache Blvd, San Diego, CA, 92144	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22801	PRV	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more

32,400 rows, page 133 of 648Previous Next