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
CLM-422384	CLM	Teresa Gonzales	1942-04-21	UHC-97031-33	2152347945	7497 Park Pl, Austin, TX, 78716	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-432249	CLM	Alan S Lynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St # 345, Orlando, FL, 32886	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-405805	CLM	Smuel Wilson	—	UHC-53403-90	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-423952	CLM	Ann Reed	1969-04-14	UHC-75559-79	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414821	CLM	Jack Salazar	—	UHC-24125-50	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-61391	TPA	Lucia Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21499	PRV	Charlotte D Pierce	1952-11-13	—	—	6045 Meadow Ln, San Antonio, TX, 78265	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-404660	CLM	Scott F Bradley	1952-02-24	UHC-01675-10	—	1227 Lincoln Way, Mesa, AZ, 85224	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
TPA-58281	TPA	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
CLM-429350	CLM	Beverly Ortega	1950-07-16	UHC-09931-26	—	830 Bayshore Dr, Dallas, TX, 75209	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-22576	PRV	Alexander N Hall	1964-08-13	UHC-37831-18	—	1436 River Rd, Nashville, TN, 37292	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-142434	ENR	Emma Fields	1966-05-24	UHC-10590-48	2403114282	7907 Church St, Plano, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
CLM-402670	CLM	Gary Ryan	1948-02-13	UHC-57701-74	4496817231	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-125968	ENR	Helen Snyder	1977-02-01	UHC-56443-63	6339724359	2599 Willow Ct, Atlanta, GA, 30371	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-135133	ENR	Bradley Weber	1990-06-17	UHC-33663-44	7224829611	6986 Pine Dr, Miami, FL, 33102	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-60789	TPA	Tyler B Wagner	1977-08-17	UHC-29723-33	4056658474	8116 Willow Ct, San Antonio, TX, 78239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-105897	ENR	Joyce T Howard	1947-04-16	UHC-93627-09	6928326263	572 Baseline Rd, Plano, TX, 75093	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-421691	CLM	Willima Olson	1938-04-23	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421124	CLM	Carolyn Day	1973-03-06	UHC-57139-59	4683562322	3750 River Rd, Seattle, WA, 98170	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-429809	CLM	Denise E Lynch	1965-06-12	—	—	4354 Sunset Blvd, Phoenix, AZ, 85059	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-137165	ENR	Kayla M Lopez	1945-01-14	UHC-30538-95	6433552843	9395 Valley View Dr, Plano, TX, 75077	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-105765	ENR	Hawkins Jordan	2005-02-03	UHC-41842-89	8509682789	5341 Sunset Blvd, Jacksonville, FL	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
TPA-50546	TPA	Mark McDonald	1989-02-06	—	—	1238 Park Pl, Seattle, WA, 98192	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-111260	ENR	Philip Wright	1998-04-12	UHC-98948-34	6736256120	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-120369	ENR	Anthony Y Lee	1964-05-27	UHC-74962-92	6876201169	2628 Central Ave, Scottsdale, AZ, 85259	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-140186	ENR	John V Maldonado	1943-04-02	UHC-04570-68	5012699231	1029 Sage Ct, Mesa, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
TPA-62169	TPA	Sofia Mitkhell	1969-05-08	—	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-130300	ENR	Cheryl D Bradley	1945-12-01	UHC-34997-97	5899285779	1312 Valley View Dr, Seattle, WA, 98196	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-419665	CLM	Beverly Lynch	1919-04-16	UHC-58484-01	—	7879 Washington St, Sacramento, CA, 95867	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411084	CLM	Mei Gibson	1977-07-16	UHC-57095-09	—	4459 Mesa Dr, Los Angeles, CA, 90095	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25036	PRV	Wil Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
PRV-21608	PRV	Brian X Martin	1955-12-12	—	2929755523	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-55663	TPA	Judy Ortega	1963-10-09	—	9313430829	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-135428	ENR	Alexander Lynch	1963-07-08	UHC-82665-74	2856495559	2382 Market St # 594, Eden Prairie, MN, 55384	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-123879	ENR	Joseph F Wong	1958-03-21	UHC-41583-44	4473636447	3089 Lake View Rd, Scottsdale, AZ, 85258	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-21269	PRV	Scott Moreno	1984-10-06	—	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-403512	CLM	Ronald Alvarado	—	—	5806000138	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-121119	ENR	Charles C Parker	1940-12-10	UHC-67874-16	2854236757	2129 Washington St, Sacramento, CA, 95861	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-130027	ENR	Arthur Q Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
ENR-105004	ENR	Anna Armtrong	2002-07-05	UHC-24555-91	4383975442	2216 Willow Ct, Plano, TX, 75064	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-103942	ENR	Mason R Lawrence	1980-03-04	UHC-24473-72	—	7666 Baseline Rd, Scottsdale, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised
CLM-427784	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-419112	CLM	Jacqueline Nelson	1956-08-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
ENR-110728	ENR	Thoams Bryant	1993-01-01	UHC-72524-32	3132051846	5839 Lake View Rd, Miami, FL, 33133	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
TPA-57697	TPA	Jack Hart	2004-03-07	—	6623531282	5071 Hillcrest Rd, Plano, TX, 75086	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-427959	CLM	Kyle Wislon	1956-10-22	UHC-49295-41	—	834 Oak St, Nashville, TN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408792	CLM	Angela Moreno	1953-07-10	—	—	5173 Broadway, Atlanta, GA, 30357	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-134422	ENR	Kelly K Mitchell	1991-07-13	UHC-46965-75	2523108532	256 Sunset Blvd, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-118613	ENR	Kathryn Ortiz	1976-06-15	UHC-01209-57	8023072830	2638 Indian School Rd, Austin, TX, 78777	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-422466	CLM	Joshua Brown	1941-01-13	UHC-44263-86	8452489238	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared

9,980 rows, page 130 of 200Previous Next