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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432725	CLM	Ana M Adams	1999-09-22	—	2344895727	8157 Harbor Blvd, Orlando, FL, 32887	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-423743	CLM	Gloria N Pierce	1960-09-19	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-426575	CLM	Jeremy Alexander	1938-02-12	UHC-93768-64	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-400900	CLM	Gary Valdez	1976-01-06	—	3934751100	3151 Ocean Ave, Mesa, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-402205	CLM	Lucia Sims	2001-05-28	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-402895	CLM	Bradley Q Hayes	1942-07-10	UHC-38901-87	2463906813	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424724	CLM	Daniel Garcia	1976-12-04	UHC-29220-65	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-418493	CLM	Alexander Porter	—	—	2322803488	5975 Pine Dr, Chandler, AZ, 85274	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-410208	CLM	Maria Myers	—	UHC-25623-45	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-414074	CLM	Roy Vega	1970-07-13	UHC-75367-91	—	301 Oak St Apt 19, Tampa, FL, 33678	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-418986	CLM	Ahmed Sanders	—	UHC-07701-06	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-407817	CLM	Keith Rsos	1943-09-18	—	—	6704 Lincoln Way, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-406553	CLM	Evelyn Green	2006-05-03	UHC-78882-43	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-409735	CLM	George Baker	1944-02-06	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-417687	CLM	Rebecca Salazar	1960-03-16	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-410471	CLM	Mariana Herrera	1979-09-25	UHC-47508-09	3016989214	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-406923	CLM	Samuel Williamson	2003-01-11	UHC-27141-39	—	8488 Valley View Dr # 297, Austin, TX, 78798	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-414231	CLM	Jason Greene	1940-04-15	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-409120	CLM	Donald Williamson	1973-09-21	UHC-85616-98	—	1094 Jefferson Ave, San Antonio, TX, 78238	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-407322	CLM	Black Jean	2006-07-24	UHC-16293-86	—	7087 Lincoln Way, Nashville, TN, 37274	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-424680	CLM	David N Ortiz	1976-07-04	UHC-76176-84	—	80 Lake View Rd # 855, Dallas, TX, 75289	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-411792	CLM	Donald Vazquez	2006-12-21	UHC-90411-84	—	4164 Palm Dr Apt 18, Chandler, AZ, 85266	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-418552	CLM	Luis U Adams	1983-06-10	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-418979	CLM	Mei Singh	1995-02-07	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-404861	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424813	CLM	Daniel Greeen	1995-11-06	UHC-96827-16	—	4827 Lake View Rd, Orlando, FL, 32838	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-415327	CLM	Melissa Fisher	1988-09-10	UHC-89139-26	—	7841 Willow Ct, Miami, FL, 33114	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-404080	CLM	Ana Fuller	1978-10-18	UHC-64825-97	—	9872 Spring St, Phoenix, AZ, 85042	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-405748	CLM	Jacob Obrien	1949-07-03	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-423331	CLM	Paul Murphy	1957-04-01	—	5048823269	516 Apache Blvd, Phoenix, AZ, 85061	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-419413	CLM	Charlotte Weber	1964-03-02	UHC-81561-06	—	—	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-428390	CLM	Frank Fernandez	2001-10-12	UHC-22171-96	5739008842	6733 Pine Dr, Nashville, TN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-427567	CLM	Isabella Reed	1987-08-24	UHC-76255-44	—	8519 Main St, Gilbert, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-410972	CLM	Sadra X Peterson	1970-06-24	UHC-01975-42	—	9822 Washington St, Los Angeles, CA, 90097	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-414857	CLM	Katherine Tucker	1948-10-27	UHC-50556-18	4682820604	7176 Maple Ave, Chandler, AZ, 85272	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-410310	CLM	Wei Berry	1983-09-09	UHC-57906-75	7145231338	1615 Indian School Rd, Eden Prairie, MN, 55342	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-416780	CLM	Charles Riley	1955-10-23	UHC-04747-28	—	9365 Valley View Dr, Denver, CO, 80237	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-407595	CLM	Rachel Cunningham	1955-11-06	UHC-55213-29	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-430489	CLM	Lucia Welch	1987-03-03	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-427089	CLM	James S Banks	1999-03-22	UHC-39366-98	8353343174	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-405831	CLM	Barb Wallace	—	UHC-80497-35	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-415391	CLM	Mariaan Valez	1982-11-22	UHC-75813-69	—	1961 Apache Blvd, Dallas, TX, 75267	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-425811	CLM	Donald Ramirez	1983-09-22	UHC-32962-76	—	6127 Park Pl, Jacksonville, FL, 32225	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-401633	CLM	Austin Torras	1970-06-15	UHC-05553-13	—	6803 Canyon Rd, Jacksonville, FL, 32268	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-416562	CLM	Priya H Ellis	1996-01-11	—	—	7290 Lake View Rd, Miami, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-412998	CLM	Jesse Diaz	1959-10-26	UHC-17665-61	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-414473	CLM	Donna Welch	1976-06-06	UHC-78754-72	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-412521	CLM	Amber Castro	1997-08-04	UHC-44493-17	—	6391 Elm St, Atlanta, GA, 30358	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-413819	CLM	Ann Salazar	1991-01-03	UHC-52249-72	—	4627 Union St, Phoenix, AZ, 85089	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-408035	CLM	Bobby Johnson	2006-06-03	UHC-59091-27	—	3248 Mesa Dr, Atlanta, GA	0.82	Name re-cased ZIP missing Placeholder values cleared

13,120 rows, page 183 of 263Previous Next