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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142800	ENR	Kenneht Day	2008-07-12	UHC-80408-04	7268510027	8020 Main St, Fresno, CA, 93787	0.84	State name converted to code Placeholder values cleared
CLM-413876	CLM	Henry Reynolds	1964-10-26	UHC-48672-91	—	3404 Central Ave, Fresno, CA, 93797	0.84	State name converted to code Placeholder values cleared
TPA-59805	TPA	Lisa Ferguson	1965-10-13	—	—	4972 Cedar Ln, Eden Prairie, MN, 55370	0.84	State name converted to code Placeholder values cleared
ENR-137102	ENR	Eddward Jenkis	1963-01-15	UHC-64529-19	5799065259	7380 Oak St, Sacramento, CA, 95847	0.84	Name re-cased State name converted to code
ENR-125639	ENR	Nathan Day	1973-08-11	UHC-96207-66	9135715049	3247 Maple Ave, Chandler, AZ, 85245	0.84	Date of birth reformatted State name converted to code
ENR-124286	ENR	Kayla Brooks	1954-09-14	UHC-28082-88	5992514981	2690 Oak St, Los Angeles, CA, 90007	0.84	Phone reformatted State name converted to code
TPA-50538	TPA	Dylan Dunn	1949-10-18	UHC-33426-39	—	2524 Highland Ave, Glendale, AZ, 85311	0.84	State name converted to code Placeholder values cleared
ENR-122375	ENR	Dylan Clark	1998-10-11	—	6553692711	3398 Apache Blvd, Eden Prairie, MN, 55367	0.84	Phone reformatted State name converted to code
ENR-114696	ENR	Wei Russell	1960-12-15	UHC-94091-65	2856332761	7732 Highland Ave, San Antonio, TX, 78290	0.84	Phone reformatted State name converted to code
ENR-109718	ENR	Diego Rose	1964-09-02	UHC-50574-79	4114915835	6107 Jefferson Ave, Tucson, AZ, 85795	0.84	State name converted to code Whitespace trimmed
ENR-111383	ENR	Valentina F Mitchell	1995-06-21	UHC-63873-04	7586010060	9613 Lincoln Way, Miami, FL, 33130	0.84	Phone reformatted State name converted to code
CLM-423143	CLM	Olivia Tucker	1946-05-01	UHC-36764-81	—	6613 Highland Ave, Tucson, AZ, 85780	0.84	State name converted to code Placeholder values cleared
ENR-100397	ENR	Lauren Castro	1964-01-22	UHC-22462-88	6675055998	2191 Pine Dr, Sacramento, CA, 95812	0.84	Phone reformatted State name converted to code
ENR-100396	ENR	Lauren Castro	1964-01-22	UHC-22462-88	6675055998	2191 Pine Dr, Sacramento, CA, 95812	0.84	Phone reformatted State name converted to code
CLM-428534	CLM	Richard Tran	1938-07-21	UHC-09404-57	—	7877 Oak St, Plano, TX, 75003	0.84	State name converted to code Placeholder values cleared
CLM-405997	CLM	Donna Moore	1983-06-07	UHC-26588-38	—	5727 Lake View Rd, Plano, TX, 75090	0.84	State name converted to code Placeholder values cleared
TPA-62850	TPA	Katherine Jackson	1955-02-11	—	—	6509 Lincoln Way, Dallas, TX, 75280	0.84	State name converted to code Placeholder values cleared
ENR-132212	ENR	Lisa Santiago	1960-07-19	UHC-34126-35	3366521773	5504 Main St, Austin, TX, 78774	0.84	Phone reformatted State name converted to code
ENR-119778	ENR	Reymond Padilla	1948-06-08	UHC-70470-12	8847657530	2094 Broadway, Columbus, OH, 43299	0.84	Phone reformatted State name converted to code
TPA-63246	TPA	Dylan Warren	1952-05-22	—	—	2857 Main St, San Diego, CA, 92134	0.84	State name converted to code Placeholder values cleared
CLM-400408	CLM	Aaron Harper	2008-11-02	—	2896341496	3658 Market St, Scottsdale, AZ, 85237	0.84	State name converted to code Placeholder values cleared
ENR-103443	ENR	Juan K Wheeler	1984-09-25	UHC-16090-07	7875147822	1189 Ocean Ave, Scottsdale, AZ, 85274	0.84	Date of birth reformatted State name converted to code
ENR-129451	ENR	Brian A Griffin	1992-12-12	UHC-46829-96	—	5142 Mountain View Dr, Tucson, AZ, 85798	0.84	State name converted to code Placeholder values cleared
ENR-101609	ENR	Aisha T Holmes	2002-05-07	UHC-50329-53	4512548878	6354 Lincoln Way, San Diego, CA, 92129	0.84	State name converted to code Whitespace trimmed
CLM-415934	CLM	Benjamin I Dunn	1962-04-25	UHC-22640-53	7507349160	3300 Oak St, Eden Prairie, MN, 55319	0.84	State name converted to code Placeholder values cleared
ENR-101867	ENR	Samuel E Hayes	1995-07-12	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL, 32245	0.84	Date of birth reformatted State name converted to code
ENR-124930	ENR	Evelyn Fernandez	1971-11-25	UHC-23197-98	9458267722	4248 Valley View Dr, San Antonio, TX, 78244	0.84	Name re-cased State name converted to code
CLM-432018	CLM	Nicholas I Cunningham	1971-07-18	UHC-89997-78	—	7483 Canyon Rd, Phoenix, AZ, 85089	0.84	State name converted to code Placeholder values cleared
TPA-61920	TPA	Peter Tucker	1978-02-05	—	—	5174 Hillcrest Rd, Houston, TX, 77035	0.84	State name converted to code Placeholder values cleared
ENR-121815	ENR	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	2684 Grand Ave, Jacksonville, FL, 32209	0.84	Phone reformatted State name converted to code
PRV-29502	PRV	Noah N Fuller	1992-09-24	UHC-26908-10	5162435322	443 Broadway, Houston, TX, 77060	0.84	State name converted to code Placeholder values cleared
CLM-406797	CLM	Doris Cooper	1969-06-21	—	—	4151 Valley View Dr, Glendale, AZ, 85374	0.84	State name converted to code Placeholder values cleared
ENR-121437	ENR	Logan Chapman	1905-12-16	UHC-47300-35	8882039199	3708 Park Pl, Plano, TX, 75051	0.84	Name re-cased State name converted to code
PRV-24125	PRV	Mateo Wright	1949-05-26	—	—	4302 Harbor Blvd, Columbus, OH, 43234	0.84	State name converted to code Placeholder values cleared
CLM-412189	CLM	Mary Ellis	1954-11-08	—	—	5588 Palm Dr, Jacksonville, FL, 32282	0.84	State name converted to code Placeholder values cleared
ENR-110192	ENR	Santiago Daniels	1973-12-11	UHC-64305-41	8643262900	7002 Apache Blvd, Nashville, TN, 37249	0.84	Date of birth reformatted State name converted to code
ENR-131973	ENR	Kyle F Dean	1965-08-09	UHC-48145-73	2803642333	7843 Baseline Rd, Fresno, CA, 93766	0.84	Date of birth reformatted State name converted to code
CLM-412494	CLM	Cynthia Watkins	2002-08-03	UHC-69888-49	—	5861 Highland Ave, Orlando, FL, 32875	0.84	State name converted to code Placeholder values cleared
ENR-105079	ENR	Saraah Williams	2001-09-16	UHC-18323-04	6166631163	1699 Market St, Jacksonville, FL, 32282	0.84	Phone reformatted State name converted to code
CLM-422978	CLM	Kaya Greene	1982-03-06	UHC-73169-03	—	545 Palm Dr, Sacramento, CA, 95849	0.84	State name converted to code Placeholder values cleared
TPA-55790	TPA	Logan A Phillips	1966-04-21	UHC-58593-18	—	3710 Mountain View Dr, Orlando, FL, 32851	0.84	State name converted to code Placeholder values cleared
CLM-420705	CLM	Juan Hunter	2000-02-24	UHC-89743-30	—	7276 Lake View Rd, Mesa, AZ, 85266	0.84	State name converted to code Placeholder values cleared
ENR-122133	ENR	Jeremy I Perez	1951-09-25	—	3987319892	38 Washington St, Denver, CO, 80207	0.84	Phone reformatted State name converted to code
ENR-133366	ENR	Julie Pea	1975-02-28	UHC-11736-49	4366378174	2236 Maple Ave, Fresno, CA, 93702	0.84	State name converted to code Whitespace trimmed
PRV-25252	PRV	Cheryl Cunningham	1963-02-20	—	—	9223 Elm St, Seattle, WA, 98192	0.84	State name converted to code Placeholder values cleared
ENR-130581	ENR	Barbara O Patel	1958-02-05	UHC-36010-48	2108121415	6265 Bayshore Dr, Houston, TX, 77093	0.84	State name converted to code Whitespace trimmed
CLM-408930	CLM	Kevin Powell	1944-02-06	UHC-92591-12	—	8193 Union St, Tucson, AZ, 85762	0.84	State name converted to code Placeholder values cleared
CLM-417052	CLM	Amanda Campbell	1940-10-01	UHC-80536-94	—	8762 Indian School Rd, Orlando, FL, 32834	0.84	State name converted to code Placeholder values cleared
ENR-139382	ENR	Nicholas Simmons	1992-07-13	UHC-41669-47	2019613426	9698 Lincoln Way, Austin, TX, 78715	0.84	Date of birth reformatted State name converted to code
ENR-127975	ENR	Jon M Mason	1979-10-23	UHC-65716-57	7702168246	7737 Desert Sky Blvd, Eden Prairie, MN, 55384	0.84	State name converted to code Whitespace trimmed

9,084 rows, page 180 of 182Previous Next