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-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
CLM-425222	CLM	Jacqueline Hayes	1983-05-03	—	—	—	0.54	Name split from “Last, First”Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-423817	CLM	Yuki T Johnson	—	UHC-34539-08	—	—	0.54	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
CLM-415022	CLM	Jeremy K Franklin	1984-05-15	UHC-73727-24	—	4598 Canyon Rd, Tempe, AZ, 85243	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416432	CLM	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA, 93786	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-419417	CLM	Jimmy Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-412016	CLM	StephanieJunk	1941-07-06	UHC-12127-52	—	478 Oak St, Mesa, AZ, 85259	0.54	Name re-cased Phone missing area code ZIP+4 trimmed Placeholder values cleared+1 more
CLM-421559	CLM	Greg S Luna	1953-02-15	UHC-66734-89	—	7307 Camelback Rd, Minneapolis, MN, 55495	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
CLM-402449	CLM	Betsy V Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO, 80200	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426935	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-428715	CLM	Frances Spencer	1992-07-12	—	—	—	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-405994	CLM	Mei B White	—	UHC-02392-26	—	8916 River Rd, Jacksonville, FL, 32273	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-427480	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
CLM-427481	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
CLM-416403	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-416402	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-416636	CLM	Ann G Stewart	1946-07-10	—	—	6460 Valley View Dr, Gilbert, AZ, 85295	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423835	CLM	Alan Schmidt	1992-10-27	—	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429753	CLM	Joseph Brooks	1949-02-20	UHC-78973-47	—	4944 Lake View Rd, Tampa, FL, 33658	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-425884	CLM	Raymond Jenkins	2004-03-16	—	—	669 Washington St, Plano, TX, 75097	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-415342	CLM	Soia Wislon	2004-06-18	UHC-06608-41	—	3482 River Rd, San Diego, CA, 92138	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405133	CLM	Richhard Silva	2000-07-04	—	—	1302 Meadow Ln Apt 23, San Diego, CA, 92143	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-411493	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ, 85279	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410740	CLM	Anna Scott	1966-07-27	UHC-14025-28	—	5407 Harbor Blvd, San Diego, CA, 92101	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408650	CLM	Jerry I Price	1995-10-18	—	—	7498 Forest Ave Apt 3, San Antonio, TX, 78292	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421240	CLM	Anthony Collins	1995-05-10	UHC-10472-57	—	6148 Washington St, Houston, TX, 77071	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432461	CLM	Martha Z Williamson	1995-08-06	UHC-86118-06	—	364 Broadway # 411, Plano, TX, 75094	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-406874	CLM	Jonathan Ferguson	1945-06-13	UHC-93124-89	—	8474 River Rd # 349, San Diego, CA, 92190	0.56	Phone missing area code Unit split from street Street suffix standardised Address re-cased
CLM-403649	CLM	Becky Q Williams	1972-11-15	UHC-01047-48	—	5115 Elm St, Dallas, TX	0.56	Name split from “Last, First”Phone missing area code ZIP missing Placeholder values cleared
CLM-422923	CLM	Jennifer Burton	1969-06-02	UHC-57790-33	—	7210 Ocean Ave, Gilbert, AZ, 85230	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Placeholder values cleared
CLM-405162	CLM	George Franklin	1964-06-09	UHC-98768-47	—	4658 Indian School Rd, San Diego, CA, 92133	0.56	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased
CLM-408141	CLM	Elizabeth Edwards	2004-12-03	UHC-73277-83	—	2881 Bayshore Dr Apt 6, Phoenix, AZ, 85007	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
CLM-411134	CLM	Maria Kelly	1970-02-25	UHC-02887-02	—	—	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
CLM-417598	CLM	Jason Garrett	1978-04-08	UHC-04664-80	—	7286 Baseline Rd, Phoenix, AZ, 85081	0.56	Two-digit birth year Phone missing area code Gender normalised Placeholder values cleared
CLM-416834	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-416835	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-411624	CLM	George Day	1963-09-28	—	—	6255 River Rd, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-431690	CLM	Jacqueline Richards	2004-09-10	—	—	2754 Main St, Dallas, TX, 75298	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-403760	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	—	1279 Bayshore Dr, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-426432	CLM	Abigail W Baks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-402886	CLM	Mark V Cloe	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-412652	CLM	Evelyn I Stewart	1997-03-04	UHC-37643-23	—	8320 Union St, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-401530	CLM	Henry Patick	1975-08-15	UHC-39305-02	—	4132 Palm Dr, Glendale, AZ, 85350	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-402654	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-432635	CLM	Jordan Rivera	1972-02-16	UHC-42809-73	—	9207 Park Pl, Fresno, CA, 93752	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419897	CLM	Linda Hill	1999-06-21	UHC-06589-71	—	1446 Bayshore Dr, Denver, CO, 80222	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-428692	CLM	Lucia Rios	1939-04-02	UHC-92720-51	—	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410790	CLM	—Junk	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.62	Date of birth reformatted Phone missing area code City re-cased State code upper-cased+3 more

505 rows, page 4 of 11Previous Next