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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63329	TPA	Kyle Kennedy	1994-02-14	—	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432586	CLM	Jose Walker	1967-09-02	UHC-06820-75	—	687 Baseline Rd # 629, Dallas, TX, 75246	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410100	CLM	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128376	ENR	Stephen Bowman	1994-02-08	UHC-77717-89	4615451229	8981 Pine Dr, Plano, TX, 75080	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60627	TPA	Gerald Ellis	1997-07-28	—	—	3286 Washington St, Phoenix, AZ, 85033	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109692	ENR	Stephanie T Bishop	1982-12-17	UHC-68940-41	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-424232	CLM	Stephanie Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138347	ENR	Alan E Nelson	1946-12-20	UHC-18575-50	8652042292	5466 Canyon Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403304	CLM	David Garcia	2008-01-09	UHC-62582-34	2635653685	6698 Mesa Dr, San Diego, CA, 92147	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124400	ENR	Walter Hoffman	1965-04-17	UHC-83616-67	3763337955	1445 Meadow Ln, Tempe, AZ, 85232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112021	ENR	Ana Jackson	1950-11-11	UHC-49207-26	5348613124	9519 Indian School Rd, Tucson, AZ, 85768	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-407930	CLM	Diego Bryant	1939-09-25	—	8308195467	1522 Willow Ct, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432242	CLM	Priya S Williams	1972-03-23	UHC-70691-50	—	6515 Willow Ct, Charlotte, NC, 28247	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-25027	PRV	Jacob J Smith	1974-05-08	—	2059242625	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404597	CLM	Gary Hansen	1975-05-10	—	—	4171 Bayshore Dr, Minneapolis, MN, 55423	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132083	ENR	William Allen	2006-07-18	—	8033117613	9630 Mountain View Dr, Miami, FL, 33163	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421703	CLM	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59308	TPA	Gabriel Castro	1994-09-24	—	—	6936 Spring St, Atlanta, GA, 30322	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-57099	TPA	Gerald Yang	1963-07-07	—	2459276170	533 Baseline Rd, Columbus, OH, 43261	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-55566	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55567	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-130800	ENR	Jerry Webb	1992-10-06	UHC-72023-82	6563385071	6340 Apache Blvd, Charlotte, NC, 28259	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413259	CLM	Dennis P Brooks	1956-10-04	UHC-34952-16	2699782765	4878 Camelback Rd Apt 28, Austin, TX, 78767	0.50	Name split from “Last, First”Phone reformatted Unit split from street State code upper-cased+3 more
ENR-138664	ENR	Ryan Price	1972-08-09	UHC-22613-78	8555782591	6961 Market St, Mesa, AZ, 85290	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407407	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-123761	ENR	Donna Q Marquez	1942-02-24	UHC-23095-78	3948879379	6518 Cedar Ln, Miami, FL, 33163	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20656	PRV	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27640	PRV	Christine Fernandez	1973-04-23	—	9493379792	9101 Washington St, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108818	ENR	Maria Robinson	1962-12-03	UHC-39058-94	2829200240	717 Grand Ave, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-102122	ENR	Lori E Carlson	1945-09-28	UHC-83409-06	8613804519	2001 Elm St, Scottsdale, AZ, 85270	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418497	CLM	Isabella P McDonald	1967-08-02	UHC-60298-72	4816262445	7667 Pine Dr Apt 20, Columbus, OH, 43247	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414141	CLM	Ray Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN, 55344	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142281	ENR	Justin Ortiz	1979-01-21	UHC-85757-15	2407956489	6818 Ridge Rd, Charlotte, NC, 28209	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Email lower-cased+3 more
TPA-60447	TPA	Brenda Munoz	1979-05-11	—	3998985380	6309 Park Pl, San Antonio, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-125215	ENR	Angela E Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428170	CLM	Kevin Matthews	1965-08-15	—	6616038237	6609 Mesa Dr, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-136587	ENR	Kyle L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431916	CLM	Amy H Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd # 611, Houston, TX, 77040	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-59848	TPA	Judy Carroll	—	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113426	ENR	Jennifer J Nunez	1981-07-17	UHC-84002-20	4029078641	2821 Grand Ave, Eden Prairie, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59347	TPA	Steve Alvarez	2007-02-25	—	7799760516	6594 Spring St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138061	ENR	Sophia F Carroll	1994-02-22	UHC-95494-80	6867873544	1654 Highland Ave, Miami, FL, 33187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51600	TPA	Isabella N Harris	1996-01-27	—	4905638104	3768 Mesa Dr, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106293	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd Apt 13, Nashville, TN, 37270	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-28545	PRV	Walter Gomez	1945-05-22	—	5906943061	2117 Camelback Rd # 570, Chandler, AZ, 85299	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-53541	TPA	Deborah Freeman	1943-02-20	—	—	1889 Market St, Orlando, FL, 32832	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-138234	ENR	Alice I Hart	1957-07-10	UHC-33459-59	7732208712	1510 Valley View Dr, Nashville, TN, 37218	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-125631	ENR	Bruce Gardner	2004-09-23	UHC-64895-23	3323250616	5610 Hillcrest Rd, Fresno, CA, 93761	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128870	ENR	Matthew V Singh	1993-08-04	UHC-24784-52	3115496451	1811 Indian School Rd, Charlotte, NC, 28257	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135527	ENR	Zachary M Watkins	1994-12-18	UHC-59413-90	6412762106	1963 Highland Ave, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

9,980 rows, page 33 of 200Previous Next