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

Claims, 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
CLM-421393	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402885	CLM	Noah Chapman	2002-04-15	—	—	397 Palm Dr, Phoenix, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-429084	CLM	Mariena Williamson	1967-04-01	—	4858857683	2955 Church St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407177	CLM	Ahmed T Wallace	1970-07-11	—	—	4100 Cedar Ln, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-421447	CLM	Dylan Lewis	1941-12-03	UHC-60307-39	—	5083 Elm St Apt 37, Scottsdale, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424078	CLM	Hannah Bradley	1971-09-11	—	—	3317 Elm St, Houston, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-432114	CLM	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-420148	CLM	Susan Yang	2000-01-13	UHC-21009-42	—	3414 Church St, Jacksonville, FL	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414140	CLM	Raymond Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-402226	CLM	Alice Singh	1983-02-16	—	—	4384 Main St, San Antonio, TX	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415125	CLM	Harrison M Adm	2008-10-07	UHC-57645-54	—	2956 Sage Ct, Minneapolis, MN	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year ZIP missing+2 more
CLM-416312	CLM	Kathleen Johnston	1964-01-05	—	6596069361	1204 Highland Ave, Los Angeles, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415910	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415911	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411854	CLM	Christine Ortiz	1975-01-27	UHC-56393-98	—	9138 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421795	CLM	Andrew Hunt	2008-11-21	UHC-90052-31	—	7960 Meadow Ln, Mesa, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422973	CLM	Melissa Owens	1972-03-18	UHC-20322-63	—	7251 Sunset Blvd # 673, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-424268	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St # 920, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410139	CLM	Samuel Tucker	1993-06-19	—	2689716961	5881 Apache Blvd, Chandler, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432558	CLM	Mariana Henderson	1986-11-02	UHC-16259-95	—	8672 Highland Ave, Orlando, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420054	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	—	750 Church St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407067	CLM	Mariana Roberts	1979-06-21	UHC-18824-99	—	3135 Market St # 785, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423107	CLM	Raymond Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426178	CLM	Jose Jordan	1947-12-06	UHC-22708-92	5628054075	2093 Oak St, Dallas, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-413262	CLM	Edward Alvarez	1948-01-05	UHC-92725-88	8786178484	9770 Highland Ave, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411892	CLM	Ryan Fuller	1965-12-23	—	7176395510	9460 Elm St, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415141	CLM	Jacqueline Munoz	1961-08-13	UHC-96980-74	3046147732	9815 Ocean Ave # 632, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432405	CLM	Micehlle Alvarez	2007-03-11	UHC-56884-74	—	9370 Hillcrest Rd, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-406174	CLM	Jean Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423404	CLM	Scott Duncan	1997-10-26	UHC-47476-28	—	4543 Indian School Rd, Gilbert, AZ	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426803	CLM	Hannah Chavez	1968-07-28	UHC-39743-86	6913674694	2210 Park Pl, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423575	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-403501	CLM	Lori N Duncan	1965-10-18	UHC-77386-40	8769816175	2740 Oak St, Plano, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-408422	CLM	Lauren Roberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-417149	CLM	Maria Hansen	1977-08-11	—	—	7203 Central Ave, Los Angeles, CA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410036	CLM	Reecca H Tucker	—	UHC-44298-25	—	1044 Harbor Blvd, Austin, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429901	CLM	Mark Nelson	1957-10-06	—	—	3833 Desert Sky Blvd, Las Vegas, NV	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-421897	CLM	Martha Watson	1963-10-20	—	—	3899 Spring St # 106, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412291	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412290	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404191	CLM	Logan Elliott	1951-02-03	UHC-52877-90	—	3366 Harbor Blvd, Los Angeles, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403519	CLM	Pemela E Thompson	1981-12-15	—	—	99 Valley View Dr, Glendale, AZ	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
CLM-416119	CLM	Camila W Walsh	1960-01-13	UHC-89214-02	7716885768	2775 Harbor Blvd, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-423105	CLM	Donald B Weaver	1967-07-01	—	—	9560 Valley View Dr, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419145	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419144	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-407504	CLM	Julie Lee	1985-06-28	—	9624847955	7238 Main St # 929, Tucson, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

2,072 rows, page 10 of 42Previous Next