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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28111	PRV	Grace Wong	2000-12-03	UHC-13056-47	7356676010	3571 Spring St, Sacramento, CA, 95834	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-405869	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405870	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-126905	ENR	Patricia Vazquez	—	UHC-82404-02	2269004875	4205 Market St, Houston, TX, 77098	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425281	CLM	Susan Adams	1989-09-14	UHC-28024-94	—	1582 Lake View Rd, Tampa, FL, 33644	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-105576	ENR	James Harris	1988-03-07	UHC-94692-86	8776538169	1558 Harbor Blvd Apt 24, Dallas, TX, 75292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28468	PRV	Vincent N Knight	1984-07-24	UHC-99113-10	3082349708	2594 Sunset Blvd, Phoenix, AZ, 85002	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431426	CLM	Lucia Fooster	1941-02-06	—	—	9138 Lincoln Way, Las Vegas, NV, 89127	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-142218	ENR	Harrison U Katherine	1970-04-13	UHC-60204-56	6159054082	2321 Apache Blvd, Nashville, TN, 37212	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-400685	CLM	Arthur R Hunt	1994-12-18	UHC-77473-21	—	9247 Sage Ct, Nashville, TN, 37269	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-401949	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	4463054175	696 Sage Ct, Los Angeles, CA, 90016	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-410391	CLM	Steven Parker	1949-06-25	UHC-34642-01	9399111135	7981 Spring St, Phoenix, AZ, 85070	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20292	PRV	Catherine Hoffman	1949-01-28	—	4744385613	5813 Indian School Rd # 831, San Diego, CA, 92113	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119237	ENR	Sean N Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX, 75205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-127257	ENR	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-61254	TPA	Roger Hawkins	1973-01-24	—	—	1000 Baseline Rd, Las Vegas, NV, 89173	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401725	CLM	Emma Patel	1988-09-21	UHC-14814-27	—	3616 Indian School Rd, Phoenix, AZ	0.64	Name split from “Last, First”City re-cased State code upper-cased ZIP missing+2 more
ENR-114972	ENR	Nathan R Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
PRV-26033	PRV	Mason P Foster	1975-03-14	—	4662759937	8369 Bayshore Dr, Eden Prairie, MN, 55344	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427873	CLM	Amanda Ford	1946-05-22	UHC-93605-25	6678105602	251 Baseline Rd, Tucson, AZ, 85726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429440	CLM	Timothy Jacobs	1971-04-01	UHC-40832-18	—	507 Bayshore Dr, Sacramento, CA	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56087	TPA	Theresa A Cook	1987-01-13	—	—	8803 Mountain View Dr, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127134	ENR	Julie G Black	1942-09-23	UHC-88045-62	9534362811	6399 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104151	ENR	Steveen Patel	1985-09-21	—	2462632700	1866 Baseline Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410628	CLM	Ronald Olson	1939-10-04	—	6949207624	9584 Maple Ave, Dallas, TX, 75248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132135	ENR	Roy T Vargas	1967-08-07	UHC-26736-82	9003522427	2645 Baseline Rd, Dallas, TX, 75265	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410077	CLM	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-129308	ENR	Arjun L Hughes	1992-06-19	UHC-93331-57	2946077681	7089 Camelback Rd, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-50281	TPA	Harold McDonald	2006-09-18	—	—	1397 Bayshore Dr, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111381	ENR	Ruth L Robertson	—	UHC-18376-75	9714784272	9595 Ridge Rd, Phoenix, AZ, 85049	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134245	ENR	Amanda Lawwson	1970-05-26	UHC-41813-77	5695892242	2019 Highland Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-110486	ENR	Jeremy W Hill	—	UHC-25891-17	6125007852	6424 Harbor Blvd, Glendale, AZ, 85341	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425461	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-425460	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-138644	ENR	Anna M Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-430579	CLM	Matthew Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ, 85358	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430578	CLM	Matthew Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ, 85358	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
PRV-25713	PRV	Walter Y Richards	1971-02-20	—	5676154464	1942 Highland Ave, Chandler, AZ, 85251	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116197	ENR	Catherine V Henderson	1986-01-17	UHC-95700-75	7679563869	4276 Church St, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104616	ENR	Dorothy L Holmes	2006-10-05	UHC-62284-90	7419377608	6486 Palm Dr, Jacksonville, FL, 32266	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23274	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-23086	PRV	Ahmed Robertson	1973-04-27	—	—	9758 Valley View Dr, Sacramento, CA, 95848	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-130829	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130830	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136793	ENR	Joyce M Ramirez	1983-06-25	UHC-92711-12	8258373093	5983 Park Pl, Orlando, FL, 32899	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more

4,010 rows, page 23 of 81Previous Next