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-423619	CLM	Diane Ramos	1951-10-02	UHC-44594-97	6556412449	131 Willow Ct, Glendale, AZ, 85350	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-402422	CLM	Lauren Carroll	1963-12-24	UHC-72475-98	8667107430	2829 Lake View Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421723	CLM	Debra Holmes	2003-01-12	UHC-55286-16	—	6762 River Rd, Eden Prairie, MN, 55326	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420041	CLM	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St # 570, San Antonio, TX, 78268	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425780	CLM	Albert Sanders	1975-04-25	UHC-20970-55	—	7144 Market St, Las Vegas, NV, 89114	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403478	CLM	Sharon Byod	1957-07-20	UHC-93216-37	—	4822 Camelback Rd, Minneapolis, MN, 55471	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-424281	CLM	Adam Taylor	1958-11-06	UHC-10122-04	—	5074 Ocean Ave, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406138	CLM	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St Apt 30, Miami, FL, 33197	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407248	CLM	Grace Hayes	—	UHC-70367-18	—	4935 Apache Blvd # 663, Orlando, FL, 32804	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-405716	CLM	Frances Davsi	2002-03-11	UHC-96294-82	—	6445 Washington St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432357	CLM	Jose Banks	1997-11-05	UHC-92182-66	—	5571 Main St, Dallas, TX, 75275	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427524	CLM	Judy Price	1995-04-04	—	7165402635	3123 Palm Dr, Las Vegas, NV, 89147	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413352	CLM	Sarah M Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421804	CLM	Natalie Mason	1992-08-24	UHC-07376-13	—	3166 Market St, Las Vegas, NV, 89179	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
CLM-423932	CLM	Sara I Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427632	CLM	Alan Evans	1941-03-07	UHC-27793-94	—	7622 Washington St # 140, Sacramento, CA, 95827	0.50	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+3 more
CLM-402856	CLM	Robert Contreras	2000-04-08	UHC-89869-73	—	4976 Harbor Blvd, Las Vegas, NV	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-414782	CLM	Abigail Schultz	2005-12-14	UHC-61086-64	—	2337 River Rd Apt 27, Chandler, AZ, 85232	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428436	CLM	Shirey Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421838	CLM	Zachary Robertson	1963-06-17	—	3365881947	9048 Jefferson Ave, Tucson, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-419124	CLM	Ray Soto	1970-08-18	—	—	9722 Spring St Apt 12, Tucson, AZ	0.50	Unit split from street Street suffix standardised Address re-cased ZIP missing+3 more
CLM-427556	CLM	Kimberly Wuod	1985-10-03	UHC-47559-10	—	6099 Cedar Ln, Tucson, AZ, 85708	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413867	CLM	—Junk	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419251	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	2238 Sage Ct # 246, San Antonio, TX, 78213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419010	CLM	Jack Mills	1971-05-18	UHC-22367-74	—	9097 Pine Dr, Dallas, TX, 75276	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-422554	CLM	Frances Long	1959-08-23	—	—	3267 Park Pl, Tucson, AZ, 85763	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400164	CLM	Charlotte Wheeler	—	UHC-02876-57	—	8961 Park Pl, Sacramento, CA, 95844	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420741	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr, Minneapolis, MN, 55467	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419611	CLM	Logan Miller	1959-06-03	UHC-02605-09	—	4889 River Rd, Miami, FL, 33161	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-407527	CLM	Alice Yang	1997-02-18	UHC-22171-25	—	3250 Forest Ave, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422418	CLM	Christian Little	1980-06-27	UHC-28282-07	—	5811 Church St, Orlando, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
CLM-406319	CLM	Alexis Wheeler	1957-05-26	UHC-74384-58	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413838	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426548	CLM	Amanda Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd, Charlotte, NC	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421487	CLM	Victoria Vasquez	1951-10-26	UHC-89929-68	—	6241 Market St, Orlando, FL, 32879	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417759	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St, San Diego, CA, 92192	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408370	CLM	Mason Maldonado	—	UHC-54625-23	—	1570 Union St, Tampa, FL, 33604	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
CLM-428303	CLM	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl Apt 6, Atlanta, GA, 30323	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424201	CLM	Jake Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-402053	CLM	Nancy Munoz	1947-05-03	—	9489508657	3307 Elm St, Plano, TX, 75094	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401836	CLM	Cynthia Ray	2001-07-12	—	—	846 Highland Ave, San Diego, CA, 92134	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-418556	CLM	Doris McCoy	1962-10-10	UHC-01922-82	3153249759	6408 Union St, Las Vegas, NV, 89146	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431123	CLM	Jacob Allen	1999-06-02	—	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404992	CLM	Andrew Wooods	2001-06-02	UHC-24692-84	—	4197 Union St Apt 15, Eden Prairie, MN, 55336	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430941	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	—	7317 Oak St, Tampa, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427691	CLM	Priya Howell	1942-08-10	UHC-99815-19	6166865195	5682 River Rd # 860, San Antonio, TX, 78288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414695	CLM	John Sims	1979-06-09	UHC-98485-42	9872394608	7970 Main St, San Diego, CA, 92138	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more

16,411 rows, page 24 of 329Previous Next