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-421162	CLM	Teresa Harrison	1951-12-01	—	6826369415	8615 Palm Dr, Dallas, TX, 75243	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430478	CLM	Nicholas Oliver	1967-01-18	—	—	7570 Lake View Rd, Houston, TX, 77050	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409995	CLM	Jean Williamson	1954-07-12	—	—	5902 Apache Blvd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428583	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way # 203, Fresno, CA, 93740	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-401930	CLM	Camila Gutierrez	1981-01-01	UHC-50330-47	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413866	CLM	Linda Vargas	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ, 85205	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419938	CLM	Mateo Diaz	1952-06-25	—	—	2968 Apache Blvd, Houston, TX, 77085	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405639	CLM	Ruh Herrera	1953-11-13	—	—	7181 Central Ave, Tempe, AZ, 85245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401636	CLM	Lucia Gutierrez	1993-06-18	UHC-40274-73	3536013288	9828 Maple Ave, Atlanta, GA, 30384	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404255	CLM	Jordan Ross	1975-01-26	—	—	8556 Market St, Eden Prairie, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-425021	CLM	Maria Henry	1981-02-04	—	—	4187 Central Ave, Plano, TX, 75053	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408501	CLM	Joe S Matthews	1945-05-09	UHC-80322-37	—	1238 Willow Ct, Las Vegas, NV, 89183	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-411920	CLM	Julia Adams	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418765	CLM	Tyler Vargas	1980-01-13	—	4346315874	6278 Highland Ave, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431312	CLM	Arjun Miller	1981-04-27	UHC-66412-84	8375761857	810 Spring St, Phoenix, AZ, 85040	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428884	CLM	Austin Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-406215	CLM	Jerry Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ, 85047	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402857	CLM	Omar Vazquez	1953-09-15	UHC-33790-46	—	753 Camelback Rd, Tucson, AZ, 85752	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432730	CLM	Madison U Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave, Minneapolis, MN, 55440	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420259	CLM	Sandra X Powell	1996-04-25	UHC-02733-47	9758505545	9548 Main St, Los Angeles, CA, 90026	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425096	CLM	Valentina T White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418625	CLM	Edwadr Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln # 832, Tucson, AZ, 85795	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423397	CLM	Vicky Cuok	1987-07-25	UHC-08669-16	—	2012 Ridge Rd, San Antonio, TX, 78240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423066	CLM	Frank D Diaz	1943-02-03	UHC-91487-75	8979146167	5994 Church St, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408881	CLM	Mariana D Reynolds	—	UHC-70487-07	—	5259 Palm Dr, Phoenix, AZ, 85038	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-425635	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St, Dallas, TX, 75243	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412480	CLM	George J Larson	1964-08-18	UHC-26066-39	4079564256	4673 Park Pl, Los Angeles, CA, 90047	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422177	CLM	Austin Tucker	1954-08-12	—	—	2721 Camelback Rd, Nashville, TN, 37206	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424510	CLM	Bruce I Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St # 125, Los Angeles, CA, 90008	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419898	CLM	Amy Castillo	1947-04-12	—	9766212067	3849 Apache Blvd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422819	CLM	Kathleen Fowler	2000-06-27	—	—	6825 Canyon Rd, Minneapolis, MN, 55499	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-409329	CLM	Charlotte Nunez	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420491	CLM	Margaret F Stephens	1953-06-08	—	—	1667 Park Pl # 124, Seattle, WA, 98147	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400103	CLM	Annna McDonald	1972-03-16	UHC-61383-31	—	5798 Union St, Los Angeles, CA, 90015	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406333	CLM	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417026	CLM	Gerald Hamilton	1986-10-02	—	—	6006 Spring St, San Antonio, TX, 78237	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406198	CLM	Christine Murray	2002-03-11	—	4796531114	3663 Oak St, Tempe, AZ, 85202	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418003	CLM	Betty Y Martinez	1968-04-26	—	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402472	CLM	Janice Rodriguez	1992-04-26	—	—	53 Camelback Rd # 523, Dallas, TX, 75218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400311	CLM	Kenneth Flores	1991-11-17	UHC-45261-61	8689873126	456 Meadow Ln, Glendale, AZ, 85337	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425420	CLM	Patrick Gilbert	1986-05-26	UHC-38235-14	7817051727	9878 Indian School Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429559	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-417218	CLM	Edward Gomez	1995-05-03	UHC-65993-61	—	6547 Ridge Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421296	CLM	Amanda Hall	2005-05-01	UHC-90296-30	4782432432	9017 Church St, Mesa, AZ, 85215	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431655	CLM	Ken Sims	1975-11-15	UHC-21958-69	6377579304	4019 Baseline Rd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402346	CLM	Joan Vargas	1975-09-14	UHC-56474-61	—	5951 Maple Ave, Seattle, WA, 98175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421730	CLM	Kenneth Gordon	1988-08-27	UHC-87982-02	—	9879 Union St # 283, Atlanta, GA, 30361	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429283	CLM	Brittany J Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405003	CLM	Carl Richards	1941-08-04	—	4354378572	9485 Hillcrest Rd, Phoenix, AZ, 85087	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422718	CLM	Bobby Simpson	1980-03-27	UHC-39775-45	6924850062	4772 Highland Ave # 481, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more

16,411 rows, page 127 of 329Previous Next