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

All sources, 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
TPA-62229	TPA	Pamela Harvey	1953-11-17	—	—	5210 River Rd Apt 25, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403716	CLM	Mei Y Mendoza	1963-08-04	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118564	ENR	Gabriel D Cloe	2007-05-03	UHC-91900-15	—	373 Cedar Ln, Houston, TX, 77062	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-430060	CLM	Russell Gordon	1956-08-13	—	9378523195	4073 Apache Blvd, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58278	TPA	Randy Woods	1976-04-09	—	3947042040	1919 Market St, Phoenix, AZ, 85057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51442	TPA	Evelyn Montgomery	1980-09-25	—	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26561	PRV	Dylan King	1987-06-20	—	4903523959	1249 Washington St # 678, Austin, TX, 78754	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131652	ENR	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119908	ENR	Roy Ramos	1976-03-09	UHC-72382-35	4423644182	8873 Willow Ct, Austin, TX, 78767	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116406	ENR	Brandon Bans	1955-04-16	UHC-97066-54	5904177591	9580 Mesa Dr, San Antonio, TX, 78214	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404017	CLM	Betty Olson	1985-04-28	—	—	3868 Camelback Rd, Phoenix, AZ, 85037	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138531	ENR	Melissa Palmer	1968-09-20	UHC-45257-07	6479739874	4242 Camelback Rd, Columbus, OH, 43206	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50109	TPA	Jeremy Adams	1971-07-04	—	—	4817 Oak St, Austin, TX, 78775	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404805	CLM	Emma A Simpson	1966-03-13	UHC-49747-10	—	2298 Lake View Rd # 746, Charlotte, NC, 28232	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-419243	CLM	Christina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111372	ENR	Isabella S Shaw	1993-05-27	UHC-87611-44	4386905050	4412 Palm Dr, Atlanta, GA, 30369	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61027	TPA	Jason Willis	1938-04-20	—	7248061970	684 Baseline Rd, Orlando, FL, 32812	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134692	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	3986 Mountain View Dr, Miami, FL, 33178	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125824	ENR	Robert Rees	—	UHC-55341-74	3663152536	100 Canyon Rd, Seattle, WA, 98100	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-25148	PRV	Diane Kim	1961-07-22	—	2785322639	7258 Spring St, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109440	ENR	Amy Matthews	1977-12-25	UHC-25580-78	7395686519	4188 Hillcrest Rd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50965	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50964	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132867	ENR	Sara Hoffman	1944-11-21	UHC-72647-57	4095091371	4871 Forest Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53728	TPA	Brian Jensen	2001-09-21	—	2974166832	3976 Canyon Rd, Charlotte, NC, 28276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102331	ENR	Maria Castro	1997-07-28	UHC-91369-52	—	3820 Mountain View Dr, Eden Prairie, MN, 55386	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403760	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	—	1279 Bayshore Dr, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100809	ENR	Ed Williamson	1960-06-18	UHC-60200-80	9057505634	4053 Church St, Chandler, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131415	ENR	Scott Bryant	1964-06-07	UHC-34466-60	5566545472	7703 Spring St, Fresno, CA, 93731	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121009	ENR	Priya S Morales	1938-05-26	UHC-40542-36	4034626164	7223 Sunset Blvd, Chandler, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423372	CLM	Clark Deb	1985-04-10	UHC-43310-10	—	1310 River Rd, Fresno, CA, 93750	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-411991	CLM	Valentina Ortiz	1953-05-05	—	5086820139	6321 Mesa Dr, Nashville, TN, 37256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-124551	ENR	Joseph N McCoy	1967-03-26	UHC-16425-97	7926288552	5635 Meadow Ln # 710, Tucson, AZ, 85795	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25382	PRV	Bobby Banks	1976-05-12	—	4622759381	5703 Valley View Dr # 468, Eden Prairie, MN, 55306	0.62	Name re-cased Phone reformatted Unit split from street Email lower-cased+3 more
CLM-431755	CLM	Ann J Espinoza	1943-08-06	UHC-65635-70	4807905379	2040 Desert Sky Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119819	ENR	Albert Tran	2004-12-08	—	7418427978	2632 Cedar Ln # 907, Austin, TX, 78779	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125582	ENR	Shirley A Shaw	1981-11-18	UHC-36002-70	7184181521	2333 Apache Blvd, Jacksonville, FL, 32269	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-401068	CLM	Nathan Delgado	1947-12-17	—	2056078663	2913 Willow Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118836	ENR	Stephanie Mejia	1984-11-12	UHC-10286-01	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54116	TPA	Brian Hawkins	—	—	—	9646 Spring St, Nashville, TN, 37275	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-432590	CLM	Chrystina Martinez	2000-02-25	—	—	704 Central Ave, Minneapolis, MN, 55423	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-125396	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125395	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422423	CLM	Thomas U Baker	1955-02-04	UHC-94453-11	—	9431 Desert Sky Blvd, Eden Prairie, MN, 55392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-124048	ENR	Larry S Morgan	1970-12-27	UHC-28354-94	6455726478	6551 Lincoln Way, San Diego, CA, 92134	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110632	ENR	Gregory Franklin	2000-06-12	—	9023727137	5586 Pine Dr, Los Angeles, CA, 90053	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114762	ENR	Carlos Spencer	1952-05-26	UHC-03040-35	5722819371	1250 Sage Ct, Minneapolis, MN, 55429	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407584	CLM	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425135	CLM	Marcs Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-128963	ENR	Olivia Davis	1995-11-18	UHC-46336-83	2384802672	5346 Elm St, Columbus, OH, 43281	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

39,996 rows, page 104 of 800Previous Next