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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-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-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-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-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-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-403013	CLM	Elizabeth Carr	—	—	—	8111 Bayshore Dr, San Antonio, TX, 78246	0.64	Date of birth reformatted Date of birth unreadable SSN last four extracted City re-cased+2 more
CLM-401670	CLM	Ahmed Hart	1960-03-01	UHC-53428-16	—	4445 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416907	CLM	Bobby Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway, Gilbert, AZ, 85238	0.64	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
CLM-402652	CLM	Rice Brandon	1986-03-14	UHC-75050-61	5098666317	9531 Mountain View Dr, Fresno, CA, 93773	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-402061	CLM	Barb R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415103	CLM	Oliver Ralph	1995-03-26	UHC-98397-43	—	1949 Spring St, Los Angeles, CA, 90061	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-422915	CLM	Maria D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-426276	CLM	Christopher Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400048	CLM	Doris F Garza	1957-12-18	—	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-417354	CLM	Eric Bailey	1988-04-01	UHC-24801-64	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410768	CLM	Ahmed Soto	1938-03-10	UHC-22956-92	—	8663 Lake View Rd, Tucson, AZ, 85743	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-432827	CLM	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407553	CLM	Josh Turner	2005-08-27	UHC-57288-86	—	7345 Cedar Ln # 264, Eden Prairie, MN, 55377	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-425662	CLM	Benjamin Turner	1986-11-22	—	—	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417124	CLM	Wayne Moris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-416699	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407574	CLM	Jonathan Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416578	CLM	Deb Price	—	UHC-27304-07	—	6605 Highland Ave, Phoenix, AZ, 85095	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-400908	CLM	Ronald Cooper	1946-10-28	UHC-75874-34	—	9401 Union St, Las Vegas, NV, 89132	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-424204	CLM	Kayla U Wood	1999-01-05	UHC-10376-99	—	834 Highland Ave, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-404921	CLM	Jeszica Tores	1971-07-02	—	—	1126 Elm St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401601	CLM	Michelle Greene	1957-03-15	—	6157187595	3486 Camelback Rd, Eden Prairie, MN, 55341	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-423350	CLM	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404909	CLM	Kathryn Carpenter	1943-01-12	—	—	9041 Palm Dr, Gilbert, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411213	CLM	Stephanie Z Torres	2006-11-14	UHC-99975-09	—	3934 Forest Ave, Mesa, AZ, 85295	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-405734	CLM	Beverly Hughes	1988-06-28	—	—	3148 Cedar Ln, Plano, TX, 75003	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
CLM-421841	CLM	Philip Owens	2004-08-19	—	—	391 Sunset Blvd, Fresno, CA, 93797	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
CLM-419473	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St, Gilbert, AZ, 85227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431831	CLM	Maria Hart	1957-06-22	—	—	6164 Oak St, Tempe, AZ, 85263	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-423230	CLM	Judith Hicks	1972-05-26	UHC-95621-67	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430851	CLM	Gabriel Snyder	1939-07-15	—	—	3508 Broadway, Miami, FL	0.64	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-419823	CLM	Randy J Guzman	1967-11-04	UHC-25385-67	—	5574 Elm St, Houston, TX, 77011	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414294	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone missing area code City re-cased ZIP missing+2 more
CLM-427457	CLM	Stephen Wallace	1940-10-19	—	4376485714	8935 Willow Ct, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408460	CLM	Brenda Garrett	1985-09-28	—	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-407764	CLM	Kim Robinson	—	UHC-32138-49	8852559584	1348 Mountain View Dr, Minneapolis, MN, 55428	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

5,235 rows, page 37 of 105Previous Next