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
ENR-114335	ENR	Lisa Robinson	1997-06-07	UHC-55537-54	9765281885	6365 Sage Ct, Jacksonville, FL, 32255	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53199	TPA	Sctot Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403380	CLM	Deborah Fox	1950-06-06	—	—	1515 Hillcrest Rd, Orlando, FL, 32891	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406265	CLM	Brandon Marquez	1988-10-02	—	6857736445	573 Canyon Rd, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424154	CLM	Joshua Vasquez	1966-07-05	—	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122725	ENR	Andrea T Lopez	1943-10-06	UHC-05099-19	—	688 Valley View Dr, Miami, FL, 33199	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-420376	CLM	Lori V Nichols	1941-10-03	UHC-19429-29	—	8962 Union St, Gilbert, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26419	PRV	Luis McDonald	1940-06-07	—	8712962148	4096 Main St, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141045	ENR	Andrew Z Lopez	2007-07-26	UHC-05043-11	8035186699	6398 Spring St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
CLM-407498	CLM	Peter Fowler	1972-04-02	—	—	646 Willow Ct, Tampa, FL, 33675	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420683	CLM	Billy Ramirez	1964-04-15	UHC-43295-81	—	773 Union St, Charlotte, NC, 28213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140399	ENR	Sean M Nguyen	1944-06-06	UHC-15110-48	7158688812	6330 Oak St, Dallas, TX, 75262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114314	ENR	Diane H Clark	1971-12-12	UHC-44245-58	3389173384	7626 Main St, Tampa, FL, 33659	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425490	CLM	Amber Baker	1975-02-20	UHC-69086-47	9582958441	8203 Bayshore Dr Apt 23, Austin, TX, 78727	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112030	ENR	Albert Wilson	1948-09-04	UHC-98937-02	2526421147	143 Meadow Ln, Fresno, CA, 93764	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409543	CLM	Stephanie Nichols	1973-03-28	UHC-36102-54	—	6263 Ocean Ave # 311, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130508	ENR	Wei Z Cruz	1987-08-12	UHC-90987-72	9696461837	677 Willow Ct, Scottsdale, AZ, 85282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420795	CLM	Aaron Y Pierce	1942-09-19	—	3482852030	7423 Park Pl, Houston, TX, 77063	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121666	ENR	Paul Perez	1955-08-24	UHC-51272-52	2376183115	4842 Cedar Ln, Seattle, WA, 98159	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23846	PRV	Karn Morrison	2000-06-28	—	4764116775	5196 Cedar Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402491	CLM	Barb C McDonald	1983-01-14	UHC-32514-51	—	2086 Washington St, Charlotte, NC, 28227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407973	CLM	Danielle Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25235	PRV	Lucia Smith	1948-03-23	—	5488750873	4835 Church St, Nashville, TN, 37261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25221	PRV	Katherine Y Perry	1959-03-27	—	—	5610 Sage Ct, Fresno, CA, 93713	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-112642	ENR	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401617	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109470	ENR	Aisha Patel	1993-11-06	UHC-68868-81	9345881712	6912 Main St # 945, Jacksonville, FL, 32218	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125730	ENR	Mason L Diaaz	1994-09-28	UHC-49435-35	3682689317	3379 Central Ave, Fresno, CA, 93710	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133370	ENR	Philip C Garrtet	2001-11-16	UHC-05207-16	3137169825	3577 Main St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
TPA-62643	TPA	Nancy G Harvey	1994-03-19	—	2437322928	4513 Palm Dr, San Diego, CA, 92169	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27516	PRV	Joseph Bradley	2005-11-16	—	6877226409	7644 Park Pl Apt 15, Charlotte, NC, 28237	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-51516	TPA	Sarah Welch	1949-09-22	—	—	8987 Sage Ct, Phoenix, AZ, 85072	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130769	ENR	Martha Q Brown	1990-10-09	UHC-75930-16	—	6434 Oak St, Las Vegas, NV, 89131	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55188	TPA	Ethan Kennedy	2000-09-12	—	3559499214	2663 Hillcrest Rd, Mesa, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-403529	CLM	Maria Chavez	1966-05-25	UHC-22088-39	—	9462 Mountain View Dr # 944, Atlanta, GA, 30318	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-131949	ENR	Kenneth Walsh	1951-03-19	UHC-35989-04	—	4265 Pine Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121738	ENR	Martha Hawkins	2004-12-04	UHC-77244-10	6187532603	3240 Baseline Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54288	TPA	Raymond Payne	1967-06-01	—	3808478937	7626 Broadway, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-416842	CLM	Mason Ferguon	1968-08-04	UHC-99590-17	—	4206 Elm St, Scottsdale, AZ, 85243	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406255	CLM	Linda Wood	2007-12-16	UHC-88685-49	5125269792	4941 Highland Ave Apt 30, Columbus, OH, 43231	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-137257	ENR	Heather Castillo	1970-03-18	UHC-37392-76	3729536856	6411 Main St, Scottsdale, AZ, 85255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135297	ENR	Edward Wallace	2004-07-12	UHC-87408-77	2644867966	9502 Valley View Dr # 183, San Diego, CA, 92102	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-28986	PRV	Rachel Wagner	1981-04-09	—	4245238136	8428 Indian School Rd # 972, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-136056	ENR	Beverly G Santos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418515	CLM	Kelly Parkr	1956-06-27	UHC-71577-37	8308015516	8069 Palm Dr, Dallas, TX, 75235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62873	TPA	Juan Murray	1960-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404485	CLM	Natalie N King	1946-01-09	UHC-53620-37	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-123889	ENR	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125562	ENR	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

32,400 rows, page 130 of 648Previous Next