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-424114	CLM	Janice Ortega	1989-12-12	UHC-16709-37	2542846424	7739 Canyon Rd, Orlando, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401423	CLM	Maria Singgh	1983-05-20	UHC-69979-70	5963582387	8998 Jefferson Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413765	CLM	Virginia Park	1957-02-18	UHC-36087-66	9038891474	8609 Canyon Rd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405285	CLM	Daniel Perkins	2003-03-06	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410051	CLM	Ahmed Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400106	CLM	Charles Hall	1983-05-04	UHC-31175-80	5664880620	9101 Sage Ct, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428465	CLM	Lisa Yang	1972-07-13	UHC-51154-51	—	5461 Valley View Dr, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416591	CLM	Randy Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429181	CLM	Megan I Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-423840	CLM	Noah Ortiz	1988-06-04	—	6593427028	3793 Park Pl, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425413	CLM	Sean Perkins	1943-10-17	UHC-05438-97	8696495934	2758 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421697	CLM	Eric Morgan	1995-05-07	UHC-37404-89	7144826159	798 Ocean Ave, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417328	CLM	Michael R Flores	2000-05-13	—	7163171886	7802 Oak St, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414241	CLM	Gabriel B Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-431080	CLM	Mei Vega	2008-01-22	—	4669632303	641 Highland Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428574	CLM	Nicholas Tran	2001-01-25	—	—	4942 Hillcrest Rd, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405273	CLM	Heather Meyer	1963-07-01	UHC-25788-86	2884500634	5511 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427460	CLM	Lori U Ellis	1947-10-21	UHC-66036-03	6647841979	7470 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402938	CLM	Diaz Joshua	1988-04-04	UHC-17950-82	8385028773	693 Central Ave, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415661	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421309	CLM	Carol Rose	1975-01-26	—	7904889698	4217 Willow Ct, Tampa, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-410894	CLM	Julie B Perry	1941-11-10	UHC-61280-68	6024678671	7330 Canyon Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403547	CLM	Teresa Wilosn	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432427	CLM	Justin Cruz	1944-09-18	UHC-59406-30	4196778148	2917 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-429711	CLM	Robert Walker	1988-05-09	UHC-76321-65	—	1063 Mesa Dr, San Antonio, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-402489	CLM	Charlotte Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400264	CLM	Charlotte Ortiz	2002-10-16	UHC-52389-49	4594479762	7944 Canyon Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432195	CLM	Alexis Hicks	1950-12-06	UHC-23659-31	9864133426	7538 Market St Apt 30, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-430390	CLM	Keith Kennedy	2007-04-08	UHC-38492-32	4048591532	8920 Palm Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411102	CLM	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416958	CLM	Sharon Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412493	CLM	Yuki Morris	2003-08-09	UHC-25204-23	3484771748	7731 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411638	CLM	Abigail Hill	1992-09-20	—	7665323188	6087 Grand Ave, Charlotte, NC	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401271	CLM	Mason Porter	1984-11-16	UHC-76399-31	—	9563 Ocean Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420583	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	—	7983 Hillcrest Rd # 180, Plano, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-413570	CLM	Linda Wang	1979-05-24	—	4636538677	528 Sage Ct, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421198	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-417022	CLM	Peter Arnold	1994-08-02	—	8313924397	1574 Oak St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415962	CLM	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402251	CLM	Nancy Bennett	1940-03-16	—	—	7655 Bayshore Dr, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406572	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420834	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429497	CLM	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429993	CLM	Terry Henderson	1940-10-05	—	4433182087	6152 Meadow Ln, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428776	CLM	Jacob W Grant	1969-10-22	UHC-57440-22	3084346185	3053 Harbor Blvd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429961	CLM	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409134	CLM	Don Taylor	2000-01-13	—	—	1401 Hillcrest Rd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-417954	CLM	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd # 259, Denver, CO	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more

2,072 rows, page 17 of 42Previous Next