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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406233	CLM	Victoria Schmidt	1988-06-12	UHC-00189-24	—	7090 Harbor Blvd, Tempe, AZ, 85278	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Email lower-cased+1 more
ENR-132391	ENR	John Baker	1971-08-27	UHC-48505-28	3176542254	7516 Church St, Austin, TX, 78767	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134147	ENR	Benjamin E Edwards	2006-02-21	UHC-48597-31	5843188990	986 Hillcrest Rd, Los Angeles, CA, 90045	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-110191	ENR	Betsy D Castro	1966-07-10	UHC-35024-26	8217442326	133 Main St, San Diego, CA, 92150	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-111934	ENR	Arjun Medina	1957-05-03	UHC-70863-29	5427948552	3720 Spring St, Orlando, FL	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-60409	TPA	Elijah Hoffman	1974-10-18	—	7838701525	1333 Spring St, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-20490	PRV	Gloria Cahpman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
PRV-20448	PRV	Becky Jacobs	1993-02-24	—	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-131806	ENR	Pamela Taylor	1964-10-09	UHC-54051-45	5728062649	6513 Mountain View Dr, Denver, CO, 80237	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-113424	ENR	Maria Martin	1974-12-05	UHC-06183-65	5267433029	6768 Baseline Rd, Plano, TX, 75081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405243	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	—	—	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-113879	ENR	Bobby O Ross	1967-11-13	UHC-01407-06	2136622926	7493 Grand Ave, Scottsdale, AZ, 85216	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+1 more
CLM-411416	CLM	Diana P Howard	1956-12-13	UHC-95898-65	7584887544	1940 Apache Blvd, Fresno, CA, 93727	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425382	CLM	Ann Fernandez	1999-10-22	UHC-30255-20	—	6009 Apache Blvd, San Antonio, TX, 78230	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-110611	ENR	Rayymond L Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St, Plano, TX, 75061	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404704	CLM	Jesse Walker	1941-05-04	—	—	5667 Camelback Rd, Columbus, OH, 43286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129178	ENR	Judy A Spencer	1940-02-27	UHC-36174-76	8475129918	9868 Elm St, Nashville, TN, 37200	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
TPA-56668	TPA	Samuel Morgan	2008-03-20	—	9597124132	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-400409	CLM	Mary Lucas	1972-07-10	—	—	6062 Harbor Blvd, San Diego, CA, 92182	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106782	ENR	Judith Morrison	1991-10-09	UHC-95511-59	5369611386	3244 Union St, Denver, CO, 80270	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60258	TPA	Willie Hill	1954-02-17	—	—	6950 Camelback Rd, Gilbert, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403600	CLM	Judy Burke	1968-03-10	UHC-81539-57	—	7561 Broadway, Columbus, OH, 43282	0.66	Name split from “Last, First”Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27851	PRV	Lawrence Wallace	1975-10-13	—	8466865142	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-134592	ENR	Mary B Hanson	1958-05-14	UHC-40770-25	4053626007	1207 Mountain View Dr, Plano, TX, 75075	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123146	ENR	Joyce Jenkins	1994-12-27	UHC-89318-82	4985396573	5673 Lincoln Way, Charlotte, NC, 28235	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-405492	CLM	Theresa Harvey	1953-09-10	—	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-111953	ENR	Allbert S Hicks	2008-09-12	UHC-44473-39	8072677151	6396 Sage Ct # 768, Sacramento, CA, 95898	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-103679	ENR	Omar Vazquez	1953-09-15	UHC-33790-46	2076527212	753 Camelback Rd, Tucson, AZ, 85752	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432188	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-136418	ENR	Abiagil Daniels	1969-05-18	UHC-73907-78	3617580033	6875 Indian School Rd, Los Angeles, CA, 90059	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-405178	CLM	Kathy Ortiz	2002-12-20	UHC-91659-15	3888039820	8356 Indian School Rd, Charlotte, NC, 28241	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-101694	ENR	Judith Z Aguilar	1940-03-28	UHC-01588-51	2082900874	4131 Mesa Dr, Scottsdale, AZ, 85272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120360	ENR	Aisha A Hall	1972-04-20	UHC-14319-53	9372141821	3795 Baseline Rd, Los Angeles, CA, 90012	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-425976	CLM	George Smith	2008-06-25	UHC-87014-69	—	8472 Cedar Ln, Fresno, CA, 93783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123667	ENR	Jacqueline U Baker	1995-07-20	UHC-58335-95	6606386938	838 Mesa Dr, Nashville, TN, 37247	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
TPA-63136	TPA	Karen Nichols	1995-12-25	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Email lower-cased+1 more
CLM-402518	CLM	Ethan Estrada	1966-04-28	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60755	TPA	Amy Medina	1997-03-22	—	—	4249 Apache Blvd, San Diego, CA, 92133	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52188	TPA	Jerry Q Jimenez	1998-09-15	—	—	3727 Maple Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Whitespace trimmed+1 more
PRV-28317	PRV	Frances Berry	1968-02-08	UHC-64195-37	—	384 Highland Ave, Minneapolis, MN, 55406	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61889	TPA	Jean Sanchez	1991-03-04	—	4144641991	6271 Camelback Rd, Las Vegas, NV, 89168	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27588	PRV	Jason Ruiz	2000-12-27	—	5813823891	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415929	CLM	Hawkins Lucia	2008-01-14	—	—	6889 Ocean Ave, Tempe, AZ, 85218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53528	TPA	Arjun Wang	2008-11-20	—	3436525362	8548 Cedar Ln, Nashville, TN, 37274	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-115188	ENR	Jack N Carter	1997-04-23	UHC-51126-87	—	9198 Mountain View Dr, Tucson, AZ, 85754	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408246	CLM	Jack Martinez	2006-09-24	UHC-79485-18	—	5313 Forest Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-114697	ENR	Helen Q Lawrence	—	UHC-80612-08	—	6412 Grand Ave, Mesa, AZ, 85276	0.66	Name split from “Last, First”Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
CLM-414373	CLM	Kimberly H George	—	UHC-06108-11	3043669565	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
PRV-26585	PRV	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more

9,980 rows, page 122 of 200Previous Next