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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122026	ENR	Adam Gray	1986-09-23	UHC-01432-91	9278302313	6378 Hillcrest Rd Apt 22, Plano, TX, 75077	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115195	ENR	Heather W Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St # 506, Seattle, WA, 98188	0.22	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-419620	CLM	Debra Ray	1970-06-16	UHC-95973-52	7129549165	9349 Meadow Ln # 709, San Diego, CA, 92106	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-403623	CLM	Jack Knight	1955-10-20	UHC-49193-58	—	252 Sage Ct Apt 17, Nashville, TN, 37219	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+5 more
ENR-112935	ENR	KatherineJunk	1946-03-12	UHC-45309-24	2379044984	8488 Ridge Rd # 511, Orlando, FL	0.22	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
TPA-63890	TPA	Shirley Jenkins	1973-05-17	—	9095921322	7004 Washington St Apt 11, Nashville, TN, 37207	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
ENR-104447	ENR	Jessica Bennett	1957-09-24	—	4998457419	41 Indian School Rd # 527, Mesa, AZ, 85227	0.22	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
TPA-51272	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-51271	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-20511	PRV	Andrew Thomas	1938-06-26	—	6132471757	3126 Indian School Rd Apt 17, Tampa, FL, 33694	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-425440	CLM	Donald Y Lane	1974-01-25	—	9223675811	4221 Cedar Ln # 242, Denver, CO, 80291	0.22	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-51700	TPA	Margaret Kelley	1961-12-02	—	—	6289 Jefferson Ave # 671, Las Vegas, NV, 89138	0.22	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+5 more
ENR-106645	ENR	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl # 260, Las Vegas, NV	0.22	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+5 more
PRV-27090	PRV	Laura Nunez	1969-01-27	—	8584732755	3323 Harbor Blvd Apt 1, Fresno, CA, 93704	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
ENR-118357	ENR	FatimaJunk	1985-07-28	UHC-18372-48	—	7311 Sage Ct Apt 9, Fresno, CA, 93791	0.22	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+5 more
CLM-403925	CLM	Martha Jimenez	1966-11-05	UHC-80991-11	—	6213 Oak St # 872, Fresno, CA	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-107622	ENR	Jake J Reed	1945-12-18	UHC-01120-63	—	9349 Meadow Ln # 132, Columbus, OH, 43261	0.22	Middle initial moved out of first name Date of birth reformatted Phone missing area code Unit split from street+5 more
PRV-20560	PRV	Evelyn Johnston	1940-12-09	—	5663803555	5408 Willow Ct # 165, Plano, TX	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-405762	CLM	Peter Mendoza	—	UHC-10519-63	7336488244	4978 Valley View Dr Apt 11, Austin, TX, 78766	0.22	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
TPA-53157	TPA	Billy Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd # 914, Seattle, WA, 98179	0.24	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-118175	ENR	Mason Vasquez	1967-05-27	UHC-71588-63	6416859176	3053 Central Ave # 496, Los Angeles, CA, 90066	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-55523	TPA	Charlotte Bryant	2002-04-24	—	—	1933 Grand Ave # 600, Dallas, TX, 75255	0.24	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102425	ENR	Mike F Harrison	1939-02-25	UHC-19556-29	2267729842	935 Main St # 964, Los Angeles, CA	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26752	PRV	Benjamin H Brooks	2008-12-09	UHC-58222-55	—	9416 Desert Sky Blvd Apt 17, San Diego, CA, 92148	0.24	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+4 more
PRV-22591	PRV	Michelle Sullivan	1950-10-26	UHC-09307-18	—	2442 Market St # 859, Dallas, TX, 75255	0.24	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
TPA-63076	TPA	Dorothy Gray	2001-09-19	—	—	1611 Market St # 488, Denver, CO	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
PRV-25962	PRV	Carl Mruphy	1955-08-03	UHC-75191-41	5993423243	3504 Harbor Blvd Apt 27, Tucson, AZ	0.24	Unit split from street Street suffix standardised Address re-cased State name converted to code+4 more
ENR-139538	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl Apt 31, Phoenix, AZ	0.24	Middle initial moved out of first name Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-112676	ENR	Alice Bennett	1981-10-20	UHC-05340-64	4112656633	2277 Pine Dr # 829, Dallas, TX	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-114189	ENR	Nicole Richardson	2008-09-22	UHC-06257-82	—	2529 Canyon Rd Apt 30, Houston, TX	0.24	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-128977	ENR	Eric Q Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St # 311, Minneapolis, MN	0.24	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
ENR-107514	ENR	Luis K Richardson	1990-06-10	UHC-29830-20	8767752384	7253 Elm St # 531, Los Angeles, CA, 90080	0.24	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58574	TPA	Debra Cox	1993-06-22	UHC-62132-15	—	8967 Desert Sky Blvd Apt 31, Columbus, OH	0.24	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-408078	CLM	Melissa Gardner	—	UHC-81275-40	6383769295	778 Apache Blvd Apt 17, Austin, TX	0.24	Date of birth missing Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-105177	ENR	Denise G Holmes	1959-01-03	UHC-60464-69	5408440157	3183 Highland Ave # 984, Dallas, TX, 75214	0.24	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-424881	CLM	Mitchell Sarah	1992-09-26	UHC-43687-13	—	8532 Oak St # 782, Eden Prairie, MN	0.24	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-130028	ENR	Laura Anderson	—	UHC-17588-71	6426907616	3129 Sage Ct # 297, Nashville, TN, 37292	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
ENR-116243	ENR	Ralph Z Luna	1978-12-05	UHC-88942-47	—	3844 Forest Ave Apt 29, Houston, TX, 77070	0.24	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-134720	ENR	Gloria E Burtton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd # 865, Glendale, AZ, 85362	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
TPA-60833	TPA	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr # 836, Austin, TX	0.24	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
CLM-421529	CLM	Omar Webb	1939-05-23	—	—	127 Church St Apt 11, San Antonio, TX, 78272	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-401040	CLM	Denise Riley	1981-02-13	—	—	7963 Baseline Rd # 185, Denver, CO, 80228	0.24	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133323	ENR	Diego Singh	1957-02-26	UHC-30634-18	9874884930	5639 Hillcrest Rd Apt 15, Denver, CO	0.24	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107430	ENR	James E Rivera	—	UHC-90965-61	6896869435	1090 Spring St Apt 4, Glendale, AZ, 85375	0.24	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-137395	ENR	Bryan Q Espinoza	2007-05-17	UHC-24021-41	6769467110	5562 Grand Ave # 643, Scottsdale, AZ, 85231	0.24	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
CLM-424446	CLM	Angela Wheeler	1952-02-15	—	3758530687	1829 Grand Ave # 630, Jacksonville, FL	0.24	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124184	ENR	Joe V Flores	1994-08-08	UHC-97798-95	—	6068 Sunset Blvd # 859, Charlotte, NC, 28283	0.24	Phone missing area code SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-114554	ENR	Mei N Gibson	1977-07-16	UHC-57095-09	5373260077	8772 Union St # 605, Seattle, WA, 98121	0.24	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
PRV-22079	PRV	Judy Elliott	—	UHC-82303-32	6653081200	3769 Sage Ct Apt 28, Jacksonville, FL, 32293	0.24	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-110442	ENR	Ann P Howell	1972-04-19	UHC-08372-88	—	8998 Lake View Rd # 958, San Antonio, TX, 78218	0.24	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more

6,994 rows, page 2 of 140Previous Next