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
PRV-23827	PRV	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ, 85229	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61804	TPA	Janice Duncan	2003-08-22	UHC-43398-21	—	1469 Central Ave, Los Angeles, CA, 90099	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418691	CLM	Billy Anderson	1984-05-10	UHC-19774-93	7867473559	6050 Park Pl Apt 37, Sacramento, CA, 95881	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-138633	ENR	Jacob Rice	1997-05-27	UHC-69188-90	—	209 Park Pl, Miami, FL, 33125	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423525	CLM	Pamela Patel	1970-03-25	—	—	5691 Palm Dr, San Antonio, TX, 78230	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135827	ENR	Daniel Nunez	1954-01-09	UHC-37947-01	2176217578	580 Church St, Glendale, AZ, 85333	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127674	ENR	David Ray	2006-09-26	UHC-63175-31	5379777346	8279 Mountain View Dr, Phoenix, AZ, 85014	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27685	PRV	Jean Campbell	1944-11-22	—	7872370494	3206 Sage Ct, Dallas, TX, 75214	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106361	ENR	Robert S Dunnn	1951-07-20	UHC-95326-41	3987553995	6341 Baseline Rd, Houston, TX, 77003	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-130706	ENR	Theresa Lynch	1959-04-14	UHC-62297-36	3799758159	4893 Apache Blvd, Chandler, AZ, 85267	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400906	CLM	Adam Walsh	1956-08-01	—	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429448	CLM	Christina Garcai	1969-02-11	UHC-73700-75	4336748812	7938 Church St, Houston, TX	0.66	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
ENR-114971	ENR	Brandon Vazquez	1956-10-03	UHC-22701-62	6102459596	2328 Elm St, Austin, TX, 78789	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21237	PRV	Yuki Carter	1955-09-25	UHC-07808-75	5249797747	4834 Central Ave, San Diego, CA, 92122	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423499	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr # 970, Los Angeles, CA, 90060	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-410138	CLM	Samuel Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-104818	ENR	Karen C Sanders	1938-12-05	UHC-22618-73	5833940764	2097 Union St, Chandler, AZ, 85273	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28361	PRV	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-106346	ENR	John V Diaz	1973-02-15	UHC-09680-90	2097273612	1634 Willow Ct, Sacramento, CA, 95877	0.66	Name re-cased State name converted to code Email lower-cased Gender normalised+1 more
TPA-55250	TPA	Olivia Anderson	1990-05-17	—	—	4847 Bayshore Dr, Tucson, AZ, 85760	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-410970	CLM	Bryan Reynolds	1958-08-23	UHC-54408-06	—	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-21840	PRV	Emily Cruz	2006-02-24	—	7376475456	9514 Spring St, Mesa, AZ, 85245	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21362	PRV	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140160	ENR	Laura McDonald	1991-03-11	UHC-97504-92	7148041271	8336 Market St, Miami, FL, 33146	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421675	CLM	Justin Barnes	1994-06-25	—	7834906567	2955 Elm St, Mesa, AZ, 85228	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-58732	TPA	Emma Dean	1989-04-24	—	9285827900	1260 Ocean Ave, Orlando, FL, 32827	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21712	PRV	Kelly P Aguilar	1938-11-04	UHC-52255-77	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122359	ENR	Douglas D Howell	1959-05-10	UHC-59326-05	7455862120	275 Apache Blvd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-61238	TPA	Mariana Patel	1956-02-11	—	—	2743 Apache Blvd, Gilbert, AZ, 85230	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-125191	ENR	Michelle Mason	1990-12-28	UHC-20548-45	9224131844	4639 Forest Ave, Seattle, WA, 98194	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402353	CLM	Ralph Woods	1967-07-26	—	—	6887 Spring St, Tampa, FL, 33671	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132303	ENR	Joe Thomas	1975-10-17	UHC-78254-13	8457618659	9108 Washington St, San Antonio, TX, 78215	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428805	CLM	Douglas Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln, Dallas, TX, 75222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419658	CLM	Kimberly Henderson	—	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.66	Date of birth unreadable Phone reformatted City re-cased State name converted to code+1 more
ENR-103223	ENR	Gregory Wheeler	1949-09-13	UHC-48536-70	—	2451 Valley View Dr, Gilbert, AZ, 85299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113913	ENR	Dorothy A Lwarence	1989-01-19	UHC-50425-91	6036224255	9067 Desert Sky Blvd, Phoenix, AZ, 85072	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58141	TPA	Justin X Schultz	1985-08-09	—	—	6556 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-57245	TPA	Andrew T Griffin	1956-09-07	—	—	644 Palm Dr, Atlanta, GA, 30388	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-116272	ENR	Tim W Olson	1938-01-07	UHC-91075-61	—	6827 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Plan code upper-cased+1 more
CLM-428586	CLM	Arjun Gonzalez	1947-02-08	UHC-75702-24	—	3951 Park Pl, Atlanta, GA, 30369	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
TPA-54495	TPA	Michael Evans	2006-09-04	—	—	2201 Elm St, Nashville, TN, 37245	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401246	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-401245	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-100867	ENR	Thomas A Arnold	2006-02-21	UHC-89089-69	2027408513	1279 Forest Ave, Miami, FL, 33181	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411302	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-127526	ENR	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-128956	ENR	Frances G Hicks	1963-04-27	UHC-99257-33	8352650587	2571 Desert Sky Blvd, Chandler, AZ, 85225	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-112737	ENR	Kayla W Gray	1963-10-09	UHC-69276-35	6977496815	9706 Lake View Rd, Scottsdale, AZ, 85214	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-131109	ENR	Arthur Sims	1953-05-18	UHC-45701-84	4998883626	7908 Broadway, Charlotte, NC, 28208	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-121438	ENR	Teresa Martinez	1976-02-26	UHC-30493-45	9614786866	332 Cedar Ln, Tucson, AZ, 85752	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

9,084 rows, page 123 of 182Previous Next