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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414312	CLM	Stephanie Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428646	CLM	Madisoon J Johnston	1967-12-21	—	—	5120 Palm Dr, Phoenix, AZ, 85010	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-406735	CLM	Christian Z Santiago	1987-03-15	—	—	3993 Jefferson Ave, San Antonio, TX, 78202	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402460	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX, 78733	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430256	CLM	Albert Lynch	1976-06-16	—	—	3732 Sage Ct, Denver, CO, 80275	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403773	CLM	Bryan A Guerrero	1988-06-06	—	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404519	CLM	Alexis Harvey	1991-02-11	UHC-56292-04	5996190088	6202 Bayshore Dr, Nashville, TN, 37211	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420158	CLM	—Junk	1946-11-05	UHC-87019-89	—	3708 Apache Blvd, Scottsdale, AZ	0.66	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared+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
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
CLM-412409	CLM	Willie Armmstrong	1957-11-18	UHC-69417-66	2388015433	5056 Market St, Las Vegas, NV, 89173	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+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
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
CLM-425906	CLM	Kyle P Fields	1952-05-23	UHC-45606-15	—	7188 Broadway, Plano, TX, 75098	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-420677	CLM	Roger Carr	1985-11-04	UHC-61108-95	—	5490 Sunset Blvd, Mesa, AZ, 85209	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420948	CLM	Jason Murray	1983-04-12	—	—	4758 Market St, Dallas, TX, 75278	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408558	CLM	Nathan Guerrero	1992-10-27	—	7887717478	8022 Sunset Blvd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401946	CLM	Christina Nguyen	2003-04-20	UHC-52000-64	—	9150 Harbor Blvd, San Diego, CA, 92182	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427185	CLM	Albert Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-412478	CLM	Dorothy Padilla	2002-12-01	UHC-67215-44	—	412 River Rd, Tucson, AZ, 85751	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428625	CLM	Douglas Kelly	1995-05-25	UHC-63043-26	9644424332	9857 Washington St, Charlotte, NC, 28231	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414888	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414887	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429222	CLM	Aisha Laron	1949-09-22	UHC-69901-39	—	3250 Broadway, Eden Prairie, MN, 55381	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-408684	CLM	Elijah Vega	1948-05-08	—	—	925 Spring St, Chandler, AZ, 85215	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421470	CLM	William V Pyne	—	UHC-94750-48	—	6262 Sunset Blvd, Charlotte, NC, 28204	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416983	CLM	Walter C Washington	1981-12-16	—	—	6312 Park Pl, Nashville, TN, 37285	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416585	CLM	Stephen Meyer	1994-05-10	UHC-06552-81	—	3258 Ridge Rd, San Diego, CA	0.66	State code upper-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-430946	CLM	Sara Brown	1977-11-21	UHC-51882-45	7182971671	3994 Broadway, Los Angeles, CA, 90068	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-410914	CLM	Diana Chapman	2000-02-08	—	—	1885 Pine Dr, Dallas, TX, 75277	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422279	CLM	Juidth Palmer	1997-02-02	—	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-421476	CLM	Ahmed Perkins	1948-08-28	UHC-16952-84	4799482546	3105 Main St, Glendale, AZ, 85324	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410187	CLM	Kyle Dominguez	1954-02-12	—	—	2026 Elm St, Minneapolis, MN, 55438	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412357	CLM	Marcus Cooper	1952-08-23	UHC-91372-60	—	1213 Indian School Rd, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
CLM-405359	CLM	Keith P Guzman	1998-01-10	UHC-44567-20	6027198695	6289 Main St, Phoenix, AZ, 85062	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-424435	CLM	DJunk	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.66	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared+1 more
CLM-407967	CLM	Evelyn Perry	1955-01-16	—	7919756841	4210 Ridge Rd, Fresno, CA, 93734	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411276	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-417625	CLM	Keith Bell	1989-12-22	—	3155023429	9563 Willow Ct, Tempe, AZ, 85268	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432089	CLM	Brittany Garrett	1970-01-05	UHC-07264-35	—	3896 Hillcrest Rd # 801, Los Angeles, CA, 90031	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432554	CLM	Sandra Sccott	1974-11-01	—	—	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-410653	CLM	Scott Chapman	1985-07-03	UHC-81314-71	—	1910 Washington St, Scottsdale, AZ, 85297	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404649	CLM	Mary Wilson	2008-01-16	—	9513909554	5888 Canyon Rd # 349, Los Angeles, CA, 90079	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426296	CLM	Dorothy Smith	2003-10-07	UHC-01581-36	—	4335 Baseline Rd, Denver, CO, 80299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432806	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-432807	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-419284	CLM	Gary C Powll	1946-02-02	UHC-27498-35	2497318290	—	0.66	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-413167	CLM	Logan Phillips	1966-04-21	—	—	3710 Mountain View Dr, Orlando, FL, 32851	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423347	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405618	CLM	Willie L Schmidt	1978-04-21	UHC-26025-53	—	5446 Forest Ave, Charlotte, NC, 28201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

18,771 rows, page 119 of 376Previous Next