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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123165	ENR	Helen Thomsa	1941-02-13	UHC-76001-68	4405197634	3663 Sage Ct, Tempe, AZ	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-126998	ENR	Bradley J Foster	1992-10-12	UHC-61179-72	3692183356	7079 Washington St, Los Angeles, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23386	PRV	Melissa Jordan	1981-10-21	—	6308822653	1628 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-111001	ENR	Gloria G Le	1940-08-28	UHC-26291-93	—	1542 Highland Ave, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-118937	ENR	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58079	TPA	Bboby E Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-408679	CLM	Janice K Burton	1956-04-03	UHC-20074-87	2265109137	5988 Baseline Rd, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113958	ENR	Bryan Gonzzales	1962-12-13	UHC-64837-64	8196102698	6016 Market St, Tampa, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-431281	CLM	Hananh Ramos	1952-09-18	UHC-51097-46	5717159596	8140 Broadway, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-125573	ENR	Johnny S Warren	1944-05-13	UHC-88283-73	3683154755	3903 Sage Ct, Tampa, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113775	ENR	Joyce Nunez	1996-12-11	UHC-97671-06	7512565227	3734 Palm Dr, Fresno, CA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122357	ENR	Willei Ray	1962-02-03	UHC-57120-48	3673968182	4022 Grand Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126110	ENR	Benjamin Miller	1975-05-18	UHC-93960-60	8959993321	778 Ridge Rd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105736	ENR	Mei I Roberts	1976-01-12	UHC-45527-73	—	6782 Spring St, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128100	ENR	Anthony N Moore	1999-01-02	UHC-26830-07	8385953722	8792 Highland Ave, Plano, TX	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-135376	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-135375	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-139168	ENR	Amber Jemes	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412550	CLM	Diane Daniels	1940-12-16	UHC-73681-72	—	8712 Forest Ave, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-114469	ENR	Brenda Lawrence	1970-05-05	UHC-93316-10	8499546047	2471 Grand Ave, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+1 more
ENR-136581	ENR	Arjun B Fields	1962-03-12	UHC-53153-49	4899725136	2949 Sunset Blvd, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-21958	PRV	Gabriel Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-100247	ENR	Charlotte Wheeler	1964-03-13	UHC-02876-57	6745373346	8691 Spring St, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419799	CLM	Diane Reid	1954-02-03	UHC-19446-14	—	2365 Sage Ct, Houston, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-54780	TPA	Rebecca Vasquez	2002-07-27	—	—	8831 Canyon Rd, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410893	CLM	Munoz Hiroshi	1976-06-14	—	—	7710 Elm St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-416590	CLM	Evelyn G Bakar	1953-06-08	UHC-01180-54	—	2621 Union St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-26534	PRV	Marilyn Daniels	1964-06-17	—	9025455044	2712 Canyon Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116865	ENR	Roy D Davis	1964-08-14	UHC-14130-19	4816131637	8252 Church St, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-101444	ENR	Gregory P Salazar	1967-09-26	UHC-24529-54	6639038016	7702 Apache Blvd, Seattle, WA	0.66	City re-cased ZIP missing Email lower-cased Gender normalised+1 more
ENR-102902	ENR	Alice F Sims	2004-07-27	UHC-22903-96	7647357522	6681 Ridge Rd, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117342	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126530	ENR	Theresa Tucker	1972-03-03	UHC-63388-86	8127805521	6849 Grand Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51359	TPA	Ralph Clark	1960-06-27	—	—	6348 Indian School Rd, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-100235	ENR	Maria Davis	2007-03-12	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-51547	TPA	Marilyn Hayes	1971-05-03	—	—	9800 Grand Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413707	CLM	Santiago Moure	1963-11-19	—	—	3960 Spring St, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120853	ENR	Tony Hunter	1973-04-17	UHC-25320-77	5148688083	3011 Park Pl, Seattle, WA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62168	TPA	Willie Valdez	1988-02-17	—	—	5816 Washington St, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413140	CLM	Johnny S Gomez	1972-08-27	UHC-33926-12	—	8803 Pine Dr, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419944	CLM	Rob Price	1967-04-12	UHC-60747-77	—	1156 Meadow Ln, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-121257	ENR	Anthony N Reed	1942-05-02	UHC-08812-20	8332751534	6410 Cedar Ln, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124856	ENR	Anna Ward	1958-06-16	UHC-32019-99	6014215132	1243 Oak St, Minneapolis, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139183	ENR	Valentina Pery	1958-07-19	UHC-68447-74	6945792409	4222 Maple Ave, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25945	PRV	Dorothy Weaver	1941-10-26	—	3279370475	916 Jefferson Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63353	TPA	Stephen Armstrong	1947-08-05	—	—	6996 Spring St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54333	TPA	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-124999	ENR	William J Bell	1963-09-15	UHC-87525-57	3137789555	2811 Church St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-135523	ENR	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way Apt 4, Glendale, AZ	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
TPA-58397	TPA	Theresa Thompson	1998-04-21	—	3065372127	7858 Palm Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 100 of 143Previous Next