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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403399	CLM	Katherine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401070	CLM	Eric Jimenez	—	—	—	3062 Meadow Ln, Chandler, AZ, 85250	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-429711	CLM	Robert Walker	1988-05-09	UHC-76321-65	—	1063 Mesa Dr, San Antonio, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-429739	CLM	Austin L Nguyen	1939-12-26	—	3168952643	7868 Highland Ave, Jacksonville, FL, 32279	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402056	CLM	Walter Ortega	1960-11-18	—	7589864166	3191 Elm St, San Antonio, TX, 78296	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420013	CLM	Terry Burns	1971-09-12	UHC-17911-64	—	8343 Main St, Tampa, FL, 33601	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-419537	CLM	Henry Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430908	CLM	Juse Pena	1972-04-18	—	3673780961	1513 Indian School Rd, Los Angeles, CA, 90056	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429677	CLM	Madison U Franklin	1975-01-16	UHC-89354-81	2728366963	6733 Oak St, Tucson, AZ, 85711	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410111	CLM	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd # 492, Orlando, FL, 32841	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-424342	CLM	Janet Anderson	2002-10-24	UHC-16486-01	—	3028 Willow Ct # 487, San Antonio, TX, 78204	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424803	CLM	Fatima Ford	1970-04-08	UHC-30010-11	9453198203	5826 Pine Dr # 698, Mesa, AZ, 85205	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402489	CLM	Charlotte Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400264	CLM	Charlotte Ortiz	2002-10-16	UHC-52389-49	4594479762	7944 Canyon Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405691	CLM	Santiago Mendoza	1939-10-25	—	8258697914	4106 Central Ave, San Diego, CA, 92124	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400005	CLM	Jesse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN, 37230	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-427735	CLM	Beverly Padilla	1940-02-20	UHC-77581-82	—	5745 Grand Ave, Las Vegas, NV, 89191	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409410	CLM	Carlos F Mendez	1967-01-27	—	—	9858 Elm St, San Antonio, TX, 78288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403741	CLM	Mei A Griffin	1958-01-25	UHC-58308-51	—	7654 Mesa Dr, Sacramento, CA, 95860	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409579	CLM	Brian Pallmer	—	UHC-03330-36	—	4587 Sunset Blvd, Charlotte, NC, 28256	0.62	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-432223	CLM	QJunk	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-400924	CLM	Peter Carter	—	—	5982547530	8215 Market St, Fresno, CA, 93755	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-407008	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401785	CLM	Amy I Rice	1991-06-04	UHC-66150-22	—	7485 Highland Ave, Denver, CO, 80265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426052	CLM	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426133	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	—	3626 Indian School Rd, Plano, TX, 75018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416575	CLM	Ethan Welch	1949-09-13	—	—	1962 Mesa Dr, San Antonio, TX, 78221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430390	CLM	Keith Kennedy	2007-04-08	UHC-38492-32	4048591532	8920 Palm Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411736	CLM	Vincent Oliver	1992-04-28	UHC-78409-83	6274030658	9366 Main St, San Antonio, TX, 78264	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-430591	CLM	Frank Willis	1973-10-01	—	6417264275	9768 Spring St, Tucson, AZ, 85755	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430481	CLM	Alan Lopez	1983-04-13	—	—	6719 Union St Apt 38, Gilbert, AZ, 85295	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-411102	CLM	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406331	CLM	Betty Richards	1964-11-14	UHC-44493-32	—	3269 Apache Blvd Apt 29, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412059	CLM	Lisa Soto	1980-08-16	UHC-28518-82	8755444993	264 Elm St, Sacramento, CA, 95876	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416958	CLM	Sharon Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430115	CLM	Isabella Gardner	1997-09-23	—	7438452183	2017 Sunset Blvd, Dallas, TX, 75208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422211	CLM	VincentJunk	1986-08-06	—	6019759013	6852 Union St, Phoenix, AZ, 85097	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416675	CLM	Dbera Wilson	1992-06-22	UHC-67369-44	—	5727 River Rd, Glendale, AZ, 85358	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420015	CLM	Trery Burns	1971-09-12	—	—	8343 Main St # 102, Tampa, FL, 33601	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407683	CLM	Robertson Mark	1956-05-14	UHC-79068-41	—	3376 Indian School Rd, Phoenix, AZ, 85053	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431099	CLM	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA, 92114	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429806	CLM	Jessica L Hunt	—	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420297	CLM	Catherine Gonzeles	1976-10-27	UHC-71670-98	—	8551 Lake View Rd, Los Angeles, CA, 90032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-417015	CLM	Alice Soto	1970-05-14	—	6696781003	3964 Baseline Rd, Eden Prairie, MN, 55306	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412261	CLM	Ralph Fox	1970-06-04	UHC-07336-81	—	2658 Indian School Rd, Orlando, FL, 32800	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412713	CLM	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415133	CLM	Jeremy Long	—	UHC-77442-78	7567850188	2147 Market St, Miami, FL, 33138	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-424541	CLM	Noah O Dixon	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427440	CLM	Danielle Crawford	2002-09-25	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415331	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	4354516706	9841 Meadow Ln, Chandler, AZ, 85236	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

16,411 rows, page 77 of 329Previous Next