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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427426	CLM	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
CLM-403817	CLM	Jesse Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402184	CLM	Billy Cunningham	1973-08-24	UHC-53069-58	9044642670	7671 Jefferson Ave, Miami, FL, 33140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401604	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421413	CLM	Steephen Jimenez	2006-09-27	UHC-39923-61	4525100958	3249 Bayshore Dr, Denver, CO, 80254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431090	CLM	Diana Dixon	1999-02-21	—	7065056555	6630 Washington St, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-425194	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425193	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-417469	CLM	Amber Hicks	2002-12-04	—	8785815836	737 Sunset Blvd, Houston, TX, 77001	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404927	CLM	Vincent H Hart	1976-04-05	—	8609390189	3166 Oak St, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-427083	CLM	Anna Ortiz	1950-04-27	—	4955288843	7138 Forest Ave, Jacksonville, FL, 32293	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419605	CLM	Amy Flores	1947-08-22	UHC-82844-75	6495102061	8713 Willow Ct, Houston, TX, 77011	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400759	CLM	Kenneth Stewart	1995-03-25	—	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-432083	CLM	Jeffrey Warren	2001-02-27	—	6464297828	7249 Lincoln Way, Tucson, AZ, 85709	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-407863	CLM	Peter Mills	2005-05-05	UHC-45739-09	2317071599	351 Central Ave, Sacramento, CA, 95881	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411564	CLM	Thomas Dean	1982-06-08	UHC-65674-50	9642354029	8694 Ocean Ave, Miami, FL, 33163	0.76	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+2 more
CLM-411310	CLM	Sophia Perkins	1993-03-16	UHC-83559-61	4344304324	8994 Harbor Blvd, Las Vegas, NV, 89156	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410063	CLM	Steven Nelson	1964-01-11	UHC-42830-85	5655606138	960 Apache Blvd, Chandler, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431308	CLM	Ana Rodriguez	1950-02-13	UHC-52673-18	3977060063	7984 Palm Dr, San Diego, CA, 92126	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410465	CLM	Luis Smith	1940-11-24	UHC-09878-93	6982923154	4992 Park Pl, Los Angeles, CA, 90054	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432487	CLM	Wallsh Steven	1954-03-24	UHC-25671-25	3194541281	5645 Meadow Ln, San Antonio, TX, 78209	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409220	CLM	Heather Rice	1947-09-12	—	7187074746	8115 Elm St, Scottsdale, AZ, 85251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430567	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430568	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-408752	CLM	Timothy Myers	1949-03-24	UHC-88645-59	3104737877	4105 Mesa Dr, Eden Prairie, MN, 55382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409197	CLM	Jeffrey Fernandez	1988-07-18	UHC-18727-96	8349720797	5524 Willow Ct, Jacksonville, FL, 32230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409851	CLM	Denise Stephens	1995-08-16	—	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410946	CLM	Beth Epinoza	1945-07-01	UHC-70832-05	8217601825	3005 Desert Sky Blvd, Glendale, AZ, 85373	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400857	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-400856	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-418090	CLM	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427435	CLM	Joan G Carroll	1970-09-19	UHC-43377-63	5684337114	6474 Indian School Rd, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-414755	CLM	Sandra S Simmons	1967-02-27	—	5082291918	469 Elm St, Seattle, WA, 98181	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408165	CLM	Philip W Black	1955-02-06	UHC-68692-47	8183431032	1873 Forest Ave, Houston, TX, 77015	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411312	CLM	Judy Rivera	1960-05-09	—	8376418707	6789 Main St, Charlotte, NC, 28209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404813	CLM	Denise Davis	1990-08-20	UHC-10523-05	8646063712	5468 Bayshore Dr, Atlanta, GA, 30340	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427914	CLM	Sarah Y Perkins	1949-06-25	—	9575198479	2882 Indian School Rd, Sacramento, CA, 95822	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403372	CLM	Brandon Burke	1978-12-18	UHC-96135-51	2189824790	7916 Meadow Ln, Gilbert, AZ, 85271	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419485	CLM	Gerald Guerrero	1960-07-06	—	8975114249	9677 Sunset Blvd, Las Vegas, NV, 89135	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423618	CLM	Harvey Austin	1988-02-02	UHC-73934-26	6203014517	8260 Main St, Denver, CO, 80245	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406368	CLM	Carls Austin	1990-08-02	—	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425850	CLM	Carl Robertson	1976-08-21	—	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406375	CLM	Arjun Contreras	1953-10-11	—	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-427757	CLM	Dennis Kelly	2005-03-19	—	5688398896	5781 Elm St, Nashville, TN, 37270	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418363	CLM	Lawrence George	1996-12-12	UHC-17614-13	5134305184	6604 Indian School Rd, Fresno, CA, 93721	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412701	CLM	Abigail Alexander	1940-03-04	—	5822914748	6190 Indian School Rd, Atlanta, GA, 30392	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426787	CLM	Lsia G Evans	1981-09-07	UHC-89181-42	5939544189	214 Elm St, Denver, CO, 80286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428165	CLM	Dylan U Kig	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411905	CLM	Jean Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401202	CLM	Maria Simpson	1939-09-04	—	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more

11,960 rows, page 107 of 240Previous Next