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-412765	CLM	Steven Cook	1990-08-01	—	—	6710 Market St, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401810	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401811	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414777	CLM	Jacob Carr	1995-12-25	UHC-36540-95	—	473 Grand Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-411778	CLM	Gary Espinoza	1948-04-18	UHC-84150-57	—	7730 Lincoln Way, Gilbert, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423371	CLM	Deborah M Clark	1985-04-10	—	2334145134	1310 River Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405794	CLM	Nathan Moore	2000-08-01	—	—	2651 Central Ave, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430036	CLM	Carolyn Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
CLM-420447	CLM	Patrick Boyd	1977-05-24	—	—	7545 Mesa Dr, Mesa, AZ	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-428509	CLM	Frank Lawrence	1945-09-08	UHC-55442-75	8726626050	6136 Harbor Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-420462	CLM	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411866	CLM	Helen West	—	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ	0.66	Name re-cased Date of birth unreadable ZIP missing Whitespace trimmed+1 more
CLM-425918	CLM	Lisa Payne	1977-09-12	—	—	6546 Pine Dr, Tucson, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
CLM-402181	CLM	Catherine Silva	1991-10-18	UHC-28183-55	—	1651 Oak St, Austin, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432116	CLM	Andrea J Gray	1975-11-10	—	—	1001 Broadway, Gilbert, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-411598	CLM	Mike F Li	1994-02-04	—	—	9287 Jefferson Ave, Eden Prairie, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406942	CLM	Natalie Riley	1951-12-26	—	—	9343 Ridge Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-418327	CLM	Scott Sims	1974-05-06	UHC-03945-14	9354293768	3054 Maple Ave, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420810	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402863	CLM	Timothy Le	1982-07-08	UHC-27033-98	—	1198 Washington St, Phoenix, AZ	0.66	Name re-cased Member ID reformatted ZIP missing Gender normalised+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-420311	CLM	Sandra Kellye	1960-02-27	UHC-48028-88	—	6943 Lincoln Way, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410991	CLM	Julia Franklin	2001-03-26	UHC-21881-25	3883961290	2038 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419210	CLM	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St, Nashville, TN	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-416805	CLM	Aaron Hernandez	1991-12-10	—	—	4536 Union St, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430406	CLM	Michelle Gordon	1967-03-12	—	5074035468	5834 River Rd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401516	CLM	Alice Le	1943-01-22	—	—	845 Bayshore Dr, Charlotte, NC	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-424217	CLM	Brandon Guzman	1948-12-09	UHC-75095-65	—	3766 Sunset Blvd, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-429478	CLM	Theresa Rogers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-425472	CLM	Diana I Howell	1946-09-28	UHC-87462-48	7825517719	6018 Apache Blvd, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418245	CLM	Amy McCoy	1971-10-19	—	6462114900	7151 Broadway, Chandler, AZ	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-400142	CLM	Judy C Alvarez	1941-02-13	—	4213352596	2526 Washington St, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411185	CLM	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr, Fresno, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419165	CLM	Anthony Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-414228	CLM	Jesse Reyes	2006-02-10	—	2722119943	3997 Canyon Rd, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401003	CLM	Charles Kelly	1969-05-21	—	—	7308 Park Pl, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-416971	CLM	Jose Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404617	CLM	Linda Burton	1988-11-06	UHC-38270-36	—	3172 Baseline Rd, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422110	CLM	Emily Bennett	1981-02-04	—	—	5579 Lake View Rd, Fresno, CA	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-415168	CLM	Ana Gutirrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406768	CLM	Charlotte Sanchez	1979-02-14	UHC-10300-72	4773274381	6991 Desert Sky Blvd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-408971	CLM	Meyer Diego	1940-12-11	—	—	7254 Sunset Blvd # 940, Seattle, WA	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
CLM-401656	CLM	Albert Salazar	1970-06-22	—	—	7410 Forest Ave, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418658	CLM	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425835	CLM	Donna Silva	—	UHC-90917-79	6128482262	9374 Sage Ct, Las Vegas, NV	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-414914	CLM	Karen Reid	2007-11-19	—	—	8686 Bayshore Dr, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411954	CLM	Ruth Howard	1974-05-10	—	—	8178 Willow Ct, Nashville, TN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-428378	CLM	Cheryl Bradley	1981-08-26	—	—	1119 Lake View Rd, Orlando, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more

2,072 rows, page 26 of 42Previous Next