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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409137	CLM	Teresa Munoz	1989-10-02	UHC-84425-40	8067678348	3237 Palm Dr, Orlando, FL, 32890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401530	CLM	Henry Patick	1975-08-15	UHC-39305-02	—	4132 Palm Dr, Glendale, AZ, 85350	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-413029	CLM	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406628	CLM	Anthony Collins	1966-02-19	UHC-59860-58	—	1720 Pine Dr, Charlotte, NC, 28251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426473	CLM	Deboreh Castro	1938-01-23	—	8427093348	3560 Church St # 317, Gilbert, AZ, 85256	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403666	CLM	Kenneth R Schultz	1944-12-20	UHC-13416-25	2282432552	455 Washington St # 912, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403920	CLM	Zachary G Carlson	2003-10-23	—	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-412183	CLM	Kathryn Hart	—	—	6156147128	1868 Park Pl, Jacksonville, FL, 32215	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-431915	CLM	Juan Myers	2000-11-12	—	9623449518	5401 Park Pl, Dallas, TX, 75281	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-407642	CLM	Edward Brouks	1938-02-01	UHC-00554-30	—	3916 Apache Blvd, Eden Prairie, MN, 55377	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421920	CLM	Kevin Burke	1985-11-22	—	—	5265 Main St, Eden Prairie, MN, 55387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427016	CLM	Henry Alvarado	1960-08-24	UHC-71930-79	9898795800	569 Highland Ave, Austin, TX, 78726	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403816	CLM	Jesse Alvarez	1939-04-07	UHC-20741-25	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420522	CLM	Judith Ford	1949-12-12	—	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424571	CLM	Eugene Nichols	1980-03-11	UHC-77317-26	—	1911 Palm Dr, Phoenix, AZ, 85031	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414092	CLM	Joseph S Freeman	1986-11-01	UHC-94064-09	7652221778	3239 Mesa Dr, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-426924	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402654	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409451	CLM	Rachel Walker	1986-02-06	—	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420229	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420228	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-421300	CLM	Amber Palmer	1958-05-09	UHC-28566-35	—	5064 Church St, Austin, TX, 78748	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404563	CLM	Kathryn Burns	2002-02-02	UHC-66794-95	2498568696	933 Palm Dr, Glendale, AZ, 85340	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432635	CLM	Jordan Rivera	1972-02-16	UHC-42809-73	—	9207 Park Pl, Fresno, CA, 93752	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-420364	CLM	Ashley L Ramos	1994-03-27	—	9385921902	1140 Forest Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417005	CLM	Joshua Crawford	—	UHC-22291-10	2445474690	1591 Bayshore Dr, Glendale, AZ, 85314	0.62	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
CLM-409963	CLM	Ethan Hill	—	—	2225407877	3252 Main St, Austin, TX, 78790	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-409865	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd, Charlotte, NC, 28223	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404266	CLM	Christina Y Phillips	1944-10-12	UHC-66533-38	—	5413 Canyon Rd, Scottsdale, AZ, 85230	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-429565	CLM	Robert Robinson	1988-10-05	UHC-71882-37	8587292705	6663 Bayshore Dr Apt 36, San Antonio, TX, 78288	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-416359	CLM	Gabriel Estrada	1989-03-12	UHC-50678-72	—	1134 Broadway, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Address re-cased ZIP missing+3 more
CLM-427072	CLM	Deb Obrien	1991-02-05	UHC-77787-12	—	6867 Main St, Los Angeles, CA, 90099	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431540	CLM	William Webb	1986-01-20	UHC-85317-53	—	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403331	CLM	Teresa Hayes	1962-10-05	—	2623678546	2774 Pine Dr # 533, Gilbert, AZ, 85236	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430998	CLM	Patricia J Campbell	2005-01-09	UHC-11831-88	2884738339	921 Jefferson Ave, Miami, FL, 33141	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403538	CLM	Ahmed Moore	—	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429743	CLM	Janice Nichols	1956-07-20	UHC-09999-74	—	5197 Indian School Rd # 227, Houston, TX, 77064	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430744	CLM	Larry Hansen	1999-08-13	—	—	5799 Union St, Tucson, AZ, 85752	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420571	CLM	Linda McDonald	1980-04-09	—	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425077	CLM	Elijah Williams	1959-10-23	UHC-93427-23	—	1960 Apache Blvd, Houston, TX, 77066	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401116	CLM	Camila Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425437	CLM	Eric Wang	1975-11-25	UHC-55140-35	5675630413	9887 Mountain View Dr, Austin, TX, 78797	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401105	CLM	James Sara	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405222	CLM	Welch Lisa	—	—	6327975083	7329 Maple Ave, Tempe, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404258	CLM	Julie Garza	—	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401872	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	7894 Cedar Ln, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425891	CLM	Randy Edwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414668	CLM	Doris Watson	—	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

13,120 rows, page 30 of 263Previous Next