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-137237	ENR	Victoria T Evans	1962-08-16	UHC-91282-09	4574529704	5865 Palm Dr, Tempe, AZ, 85230	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24715	PRV	Timothy Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408175	CLM	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113265	ENR	Cheryl Y Carroll	1967-02-19	UHC-80042-98	6004780411	6440 Union St, San Antonio, TX, 78213	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28345	PRV	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	4612 Park Pl, Miami, FL, 33164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418396	CLM	Helen Oliver	1978-08-26	—	7446677328	7301 Church St, Columbus, OH, 43250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408893	CLM	Jean Carr	1969-06-27	—	—	901 Central Ave, Los Angeles, CA, 90095	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28507	PRV	Steven Cunningham	1982-11-19	UHC-73884-40	5426180439	9570 Palm Dr, Jacksonville, FL, 32217	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429759	CLM	Ana N Sendoval	1951-01-11	UHC-55976-50	9547799028	3345 Sunset Blvd, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-63944	TPA	Helen Davis	1942-02-26	—	—	9545 Apache Blvd, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59502	TPA	Sara G Howard	1967-04-09	—	9702298746	4495 Union St, San Antonio, TX, 78244	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125027	ENR	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125663	ENR	Willie X Martin	1953-11-25	UHC-69388-74	3206206265	1258 Union St, Nashville, TN, 37256	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129929	ENR	Randy Stewart	1955-03-05	UHC-05456-20	—	8689 Grand Ave, San Diego, CA, 92137	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-429580	CLM	Katherine N Ramirez	1958-09-11	—	2237033326	8202 Palm Dr, Gilbert, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108810	ENR	Megan X Le	1985-01-07	—	3237450606	3665 Washington St, Tampa, FL, 33636	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115696	ENR	Kimberly I Hunter	1983-09-07	UHC-75741-71	7283996473	3181 Forest Ave, San Antonio, TX, 78290	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-402655	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401726	CLM	Emma Patel	1988-09-21	—	5562339202	3616 Indian School Rd, Phoenix, AZ, 85021	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420115	CLM	Roger C Wang	1971-06-16	UHC-11203-29	9806840763	932 Park Pl, Denver, CO, 80289	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103159	ENR	Alexis N Nguyen	1960-09-04	UHC-40777-06	4247615077	9279 Forest Ave, Houston, TX, 77040	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108298	ENR	Billy Lopez	1986-07-01	UHC-13319-91	4766387685	5763 Hillcrest Rd, Gilbert, AZ, 85202	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124878	ENR	Maggie Banks	1980-03-24	UHC-08433-75	—	4041 Market St, Jacksonville, FL, 32234	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123322	ENR	Amy Boyd	1941-04-09	UHC-38686-34	5793209927	2242 Indian School Rd, Tampa, FL, 33655	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125481	ENR	Philip Bradley	1959-11-21	UHC-70449-36	4068911868	411 Sunset Blvd, Mesa, AZ, 85242	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-123063	ENR	Nicole Maldonado	2000-01-09	UHC-52377-23	5316962577	8288 Bayshore Dr, Orlando, FL, 32801	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52011	TPA	Lauren Miller	1990-11-25	—	—	8723 Oak St, Las Vegas, NV, 89188	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135978	ENR	Hannah Z Palmer	1971-02-15	UHC-66921-31	2983609730	3561 Oak St, Charlotte, NC, 28284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108944	ENR	Virginia Clark	1948-02-25	UHC-21787-94	9696052278	670 Sage Ct, Glendale, AZ, 85356	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136203	ENR	Kyle D Berry	1974-03-04	UHC-50009-25	7483400614	8080 Jefferson Ave, Chandler, AZ, 85226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129053	ENR	Emily Fuller	1986-02-02	UHC-95211-89	3443081489	5531 Baseline Rd, Tampa, FL, 33671	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427472	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423226	CLM	Joyce R Evans	1958-08-12	UHC-33176-99	3013811340	3579 Park Pl, San Diego, CA, 92108	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429276	CLM	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH, 43244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52888	TPA	Gerald Lopez	2004-11-18	—	3779268670	3691 Jefferson Ave, Jacksonville, FL, 32288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428291	CLM	Hannah Harris	1962-05-09	—	—	4928 Bayshore Dr, Glendale, AZ, 85356	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-137024	ENR	Jerry Dun	1993-02-22	UHC-45079-43	6789921657	5397 River Rd, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59082	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59083	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24599	PRV	Ray R Prriya	1962-05-28	—	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104506	ENR	Roger P Simmons	1941-10-03	UHC-17204-03	7784083784	2486 Highland Ave, Tempe, AZ, 85251	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54494	TPA	Shirley James	1958-03-17	—	2297023414	4874 Canyon Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128967	ENR	Julie T Wilson	1948-03-27	UHC-63663-31	7046450516	9556 Ocean Ave, Minneapolis, MN, 55416	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-50066	TPA	Austin Wong	1960-08-26	—	5719434647	2723 Grand Ave, Houston, TX, 77024	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432377	CLM	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136244	ENR	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-62789	TPA	Victoria Nunez	1991-02-24	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22973	PRV	Dylan F Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29352	PRV	Ralph R Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59512	TPA	Santiago Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

9,084 rows, page 75 of 182Previous Next