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 missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419207	CLM	Adam Roberts	1976-02-27	UHC-76557-89	—	5241 Lincoln Way, Minneapolis, MN, 55413	0.64	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+2 more
CLM-406401	CLM	Elijah X West	1967-12-05	UHC-13763-06	—	1172 Mesa Dr, Tampa, FL, 33658	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-415272	CLM	Kimberly Marquez	1942-05-15	UHC-94929-40	—	1432 Valley View Dr, Las Vegas, NV, 89170	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-431877	CLM	Patrick Y Padilla	1968-02-15	UHC-49823-74	—	4783 Oak St, Mesa, AZ, 85264	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-412880	CLM	Randy H Montgomery	1973-12-01	—	—	1863 Desert Sky Blvd, Houston, TX, 77044	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-421472	CLM	Arjun Reynolds	1987-10-08	UHC-54196-28	—	5920 Willow Ct, Glendale, AZ, 85382	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
CLM-407514	CLM	Timothy S McDonald	1984-02-20	UHC-03894-18	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-407927	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	—	5668 Church St, Tempe, AZ, 85276	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-427410	CLM	Gloria Ward	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423526	CLM	Ruth Clark	1982-10-24	UHC-55596-08	—	2811 Apache Blvd, Nashville, TN, 37260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427202	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.66	Phone missing area code Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-404690	CLM	Ahmad Vega	2002-10-16	—	—	3061 Maple Ave, Tucson, AZ, 85739	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412045	CLM	Lorri E Perkins	1969-01-03	UHC-69897-97	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-413956	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	—	—	0.66	Phone missing area code Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-413020	CLM	Juan Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.66	Phone missing area code Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-400750	CLM	Victoria Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427177	CLM	Samantha Spencer	1998-11-24	UHC-00058-48	—	6140 Grand Ave, Eden Prairie, MN, 55307	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-422790	CLM	Sharon Garza	—	UHC-74021-28	—	9247 Highland Ave, Columbus, OH, 43298	0.66	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
CLM-403882	CLM	Timothy Reed	1952-01-06	UHC-12264-39	—	6718 Lincoln Way, Miami, FL, 33103	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-429321	CLM	Katherine Porter	1998-09-10	UHC-66665-29	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Phone missing area code SSN last four extracted City re-cased+1 more
CLM-418268	CLM	Lucia Jensen	1961-09-25	UHC-79734-63	—	217 Park Pl, San Diego, CA, 92124	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-418514	CLM	Kelly Praker	1956-06-27	UHC-71577-37	—	8069 Palm Dr, Dallas, TX, 75235	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-404222	CLM	Janet Ross	2007-08-11	UHC-36044-21	—	4119 Bayshore Dr, Charlotte, NC, 28251	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403493	CLM	Maria Burns	1978-03-19	—	—	—	0.66	Two-digit birth year Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-429824	CLM	Scott Matrin	2007-07-10	UHC-42759-81	—	3618 Cedar Ln, Dallas, TX, 75214	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419374	CLM	Christine Duncan	2004-09-21	—	—	5366 Canyon Rd, Minneapolis, MN, 55465	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420324	CLM	DianaJunk	1996-05-28	—	—	—	0.66	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared+1 more
CLM-425634	CLM	Joyce Williams	1955-08-15	UHC-83998-13	—	2809 Union St, Seattle, WA, 98144	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417763	CLM	Masno Rose	1948-06-12	—	—	1468 Central Ave, Phoenix, AZ, 85021	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-406146	CLM	Joyce Griffin	1968-07-25	—	—	6425 Ocean Ave, Tampa, FL, 33676	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411473	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-411472	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-422747	CLM	Elizabeth S Reeyes	1944-11-12	—	—	6171 Spring St, Fresno, CA, 93733	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-424605	CLM	Boyd Frrances	1980-05-19	—	—	1016 Mesa Dr, Seattle, WA, 98113	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-414300	CLM	Maria A Kim	1946-06-22	UHC-55425-51	—	1529 Market St, Tempe, AZ, 85233	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-422617	CLM	Stephanie Day	1968-05-02	UHC-13402-27	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-432715	CLM	Randy Riley	1975-07-01	—	—	2611 Jefferson Ave, Plano, TX, 75054	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406086	CLM	Brandon Hyll	1984-07-26	UHC-22856-42	—	9744 Maple Ave, Scottsdale, AZ, 85223	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413171	CLM	Susan Thompson	1978-07-14	UHC-86388-83	—	3690 Cedar Ln, Mesa, AZ, 85291	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-426936	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
CLM-403643	CLM	Elijah Stephens	1961-12-16	UHC-35712-96	—	6193 Cedar Ln, Eden Prairie, MN, 55393	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405192	CLM	Benjamin Hunt	1993-07-05	—	—	8179 Indian School Rd, Atlanta, GA, 30372	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417870	CLM	Heather Sanchez	1996-06-03	—	—	3323 Park Pl, Chandler, AZ, 85293	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415576	CLM	Barbara Fisher	1938-06-16	—	—	4226 Church St, Orlando, FL, 32822	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-400159	CLM	Scott Ortega	1964-08-05	UHC-63453-39	—	7581 Ocean Ave, Tempe, AZ, 85295	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-414421	CLM	Carl C Mitchell	1939-12-08	—	—	1902 Mesa Dr, Minneapolis, MN, 55408	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-411918	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-420896	CLM	Deniel Hernandez	1951-02-04	UHC-42476-16	—	2788 Ocean Ave, Minneapolis, MN, 55423	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+1 more
CLM-408319	CLM	Raymond McDonald	1965-06-24	—	—	8053 Broadway, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more

505 rows, page 6 of 11Previous Next