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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426352	CLM	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	615 Lake View Rd, Dallas, TX, 75279	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404517	CLM	Henry G Walker	1993-04-15	UHC-68040-52	6929110959	3933 Grand Ave, Tucson, AZ, 85779	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403757	CLM	Justin Hansen	1988-07-23	—	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413268	CLM	Aisha Garrett	1972-06-27	UHC-15941-54	3642667966	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-404635	CLM	Philip Carpenter	1952-03-23	UHC-95540-90	—	3207 Oak St, Tucson, AZ, 85777	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411698	CLM	Jen Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd # 552, Nashville, TN, 37207	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-431587	CLM	Marilyn Dominguez	1991-04-14	UHC-83227-42	4116909711	6157 Camelback Rd, Fresno, CA, 93745	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405405	CLM	Martin Lawrence	1943-05-06	UHC-43693-23	—	204 Union St, Miami, FL, 33191	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417937	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	2722200689	2501 Mountain View Dr, Sacramento, CA, 95819	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411020	CLM	Amanda Allen	1938-10-14	—	—	3402 Market St, Atlanta, GA, 30316	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420988	CLM	David Powell	2004-04-27	UHC-50609-62	—	238 Market St, San Diego, CA, 92135	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418409	CLM	Joshuua Lynch	1958-06-06	UHC-88384-01	4394353332	1095 Camelback Rd, Austin, TX, 78725	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414361	CLM	Nathan I Fowler	2000-07-09	UHC-98829-17	4263040994	772 Union St, Denver, CO, 80217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432307	CLM	Kayla Valdez	1938-05-23	—	—	8475 Lincoln Way, Chandler, AZ, 85247	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404205	CLM	Matthew X Day	1949-03-08	UHC-38394-14	—	4162 Cedar Ln, Tempe, AZ, 85261	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426100	CLM	Beverly Morales	1955-05-12	—	7326658315	1235 Cedar Ln, San Diego, CA, 92176	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431715	CLM	Carol Lane	1971-04-14	—	—	1038 Apache Blvd, Dallas, TX, 75207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408758	CLM	Timohy Weber	2001-09-27	UHC-91272-09	8739230347	3400 Park Pl, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-429675	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 457, Tucson, AZ, 85707	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-411655	CLM	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426734	CLM	Jason W Wang	1984-12-16	UHC-18030-41	9526488227	7758 Lincoln Way, Mesa, AZ, 85288	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-411813	CLM	Lauren I Johnston	1940-03-01	UHC-02841-38	4098863695	5827 Willow Ct, Houston, TX, 77080	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432739	CLM	Paul Bell	1986-01-03	—	5754891798	6842 Lincoln Way, San Diego, CA, 92146	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412173	CLM	Richard U Rios	1951-09-27	UHC-45393-72	—	1776 Hillcrest Rd, Tempe, AZ, 85273	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405540	CLM	Bryan Patterson	1986-06-20	UHC-00042-37	—	6528 Ridge Rd, Glendale, AZ, 85321	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417275	CLM	Randy Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX, 75077	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400093	CLM	Christian Contreras	1983-07-26	—	9612516939	5376 Desert Sky Blvd, Miami, FL, 33172	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432199	CLM	Mary Mason	1942-05-25	UHC-32557-02	—	3145 Main St, Fresno, CA, 93784	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432200	CLM	Mary Mason	1942-05-25	UHC-32557-02	—	3145 Main St, Fresno, CA, 93784	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431410	CLM	Priya Santos	1993-05-09	UHC-17238-16	—	686 Canyon Rd, Tampa, FL, 33615	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431409	CLM	Priya Santos	1993-05-09	UHC-17238-16	—	686 Canyon Rd, Tampa, FL, 33615	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410714	CLM	Anna Flores	1972-04-18	—	—	6029 Grand Ave, Gilbert, AZ, 85244	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432416	CLM	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-417896	CLM	Mark Arnold	1983-10-25	UHC-55501-27	7446563855	8580 River Rd, Gilbert, AZ, 85227	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402419	CLM	Gary Z Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr, Chandler, AZ, 85219	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417734	CLM	Wayne Garza	1990-11-24	—	4467283919	7840 Forest Ave, Jacksonville, FL, 32295	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412610	CLM	Christopher Chavez	1944-04-25	—	4769815000	5415 Forest Ave, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-400193	CLM	Sharon C Patel	1955-09-08	UHC-61755-29	—	400 Washington St, Chandler, AZ, 85207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415195	CLM	Kyle Q Harrison	1967-05-15	—	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405296	CLM	Roy Price	1940-05-28	UHC-37121-77	—	267 Hillcrest Rd, Tucson, AZ, 85775	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408660	CLM	Roger Morrison	1992-03-22	UHC-69557-31	—	1173 Apache Blvd, Las Vegas, NV, 89139	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-417584	CLM	Mateo Willis	2002-03-22	—	4245419225	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429113	CLM	Santiago Stone	2008-06-10	—	—	1723 Cedar Ln, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429114	CLM	Santiago Stone	2008-06-10	—	—	1723 Cedar Ln, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414815	CLM	Bruce Hansen	1995-04-06	—	—	3759 Willow Ct, Austin, TX, 78735	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412636	CLM	Mateo Estrada	1981-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-411531	CLM	Beverly Herrera	1980-11-28	—	—	7783 Elm St, Fresno, CA, 93726	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421736	CLM	Luuis Singh	1964-03-23	UHC-80133-34	5733563977	3450 Indian School Rd, Orlando, FL, 32856	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403571	CLM	Karen Diaz	2003-12-18	—	—	9655 Grand Ave, Eden Prairie, MN, 55362	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432517	CLM	Isabella Gordon	2007-08-24	—	4819094118	752 Mountain View Dr, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more

10,559 rows, page 100 of 212Previous Next