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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53769	TPA	Cynthia Chen	2008-03-08	—	—	7374 Lake View Rd, Charlotte, NC, 28200	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432159	CLM	Amber Greene	1990-06-27	UHC-89256-42	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-403179	CLM	Roy Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.78	Name re-cased City re-cased State code upper-cased Gender normalised+1 more
ENR-113638	ENR	Gary A Gardner	1958-08-07	UHC-00424-04	4824322013	1219 Palm Dr, Scottsdale, AZ, 85247	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-24203	PRV	Henry Jeknins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-413880	CLM	Kathryn Sandoval	—	—	—	6364 Maple Ave, Seattle, WA, 98142	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-118402	ENR	Brenda Thomas	2004-12-21	UHC-66666-47	2602676605	734 Canyon Rd, San Diego, CA, 92142	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-140069	ENR	Luri Espinoza	1971-10-10	UHC-27604-26	3344635852	7801 Lincoln Way, Mesa, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-126065	ENR	Sharon P Owens	1964-06-15	UHC-46430-01	5063076752	7973 Desert Sky Blvd, Los Angeles, CA, 90033	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-136183	ENR	Ralhp E Santos	1963-02-15	UHC-15104-31	5924202471	81 Highland Ave, Tempe, AZ, 85293	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108957	ENR	Laura K Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX, 75220	0.78	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-101133	ENR	Carol Porter	1945-05-28	UHC-59014-76	5038348350	3041 Market St, Glendale, AZ, 85302	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58197	TPA	Becky Jordan	1941-10-12	—	8646408446	277 Forest Ave, Chandler, AZ, 85278	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-431327	CLM	Michelle Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-129120	ENR	Sharon J Carr	1958-11-24	UHC-66922-52	8258282367	3330 Ridge Rd, Phoenix, AZ, 85090	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52328	TPA	Diana Hill	1999-04-05	—	—	3644 Sunset Blvd, Atlanta, GA, 30364	0.78	Name split from “Last, First”State code upper-cased Email lower-cased Whitespace trimmed+1 more
PRV-24517	PRV	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-122766	ENR	Christina Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd Apt 1, Houston, TX, 77052	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
ENR-125093	ENR	Martha B Moore	2008-06-02	UHC-35380-55	9028019585	511 Baseline Rd, Denver, CO, 80297	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116477	ENR	Camila James	1946-05-03	UHC-19721-31	9037463637	6031 Oak St, Eden Prairie, MN, 55354	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-105024	ENR	Raymond W Ramos	2003-12-14	UHC-67665-29	5749491412	2185 Church St, Minneapolis, MN, 55488	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-27028	PRV	Aissha Brooks	1951-06-13	—	2563247034	3747 Canyon Rd # 880, Jacksonville, FL, 32260	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-100745	ENR	Catherine Hill	1964-12-24	UHC-14417-58	—	3566 Sage Ct, Las Vegas, NV, 89176	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-119814	ENR	Nataliie Cox	1970-06-19	UHC-74879-57	—	6215 Baseline Rd, Glendale, AZ, 85397	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-423358	CLM	Billy Fisher	1981-08-20	—	—	696 Union St, Nashville, TN, 37259	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-420403	CLM	Carol Ortega	1996-01-15	—	—	5241 Central Ave # 820, Tampa, FL, 33612	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-117363	ENR	Arjun C Cruz	2002-01-18	UHC-63818-91	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117364	ENR	Arjun C Cruz	2002-01-18	UHC-63818-91	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129225	ENR	Jacob C Anderson	1939-07-06	UHC-85935-92	5025547768	2590 Maple Ave, Seattle, WA	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-100108	ENR	Patricia N Anderson	1974-04-15	UHC-82903-23	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-25827	PRV	Nicole Woods	1980-02-02	UHC-75934-69	8952114696	6428 Mesa Dr, Chandler, AZ, 85222	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
TPA-57384	TPA	Samuel Montgomery	1946-10-24	—	—	1004 Pine Dr, Sacramento, CA, 95879	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-104329	ENR	Alexis Garcia	1951-06-27	UHC-88771-94	7847261760	9065 Desert Sky Blvd, Charlotte, NC, 28215	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-405341	CLM	Arjun Nunez	1967-01-13	UHC-00482-13	5899143537	1279 Bayshore Dr, Nashville, TN, 37214	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51334	TPA	Nicholas Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137677	ENR	Danielel Chapman	1999-07-14	UHC-95208-34	8683447811	611 Mesa Dr, Los Angeles, CA, 90051	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115613	ENR	Carolyn A King	1965-06-16	UHC-10826-38	9654440229	3074 River Rd, Las Vegas, NV, 89111	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116631	ENR	George P Vasquez	2007-11-14	UHC-45591-16	2568951862	7870 River Rd, Plano, TX, 75085	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-127439	ENR	William C Castro	1978-03-24	UHC-34758-35	8628238259	5084 Park Pl, Eden Prairie, MN, 55342	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-129593	ENR	Jerry V Howward	1964-11-01	UHC-23716-07	7605309171	7324 Meadow Ln # 345, Los Angeles, CA, 90066	0.78	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-142642	ENR	Dylan Hansen	2006-12-04	UHC-66853-55	4332691893	4894 Union St Apt 37, Tempe, AZ, 85246	0.78	Date of birth reformatted Unit split from street State code upper-cased Email lower-cased+1 more
ENR-105130	ENR	Jennifer A Jonees	1940-12-22	UHC-53450-73	—	3202 Highland Ave, Jacksonville, FL, 32271	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432579	CLM	Zachary Mitchell	1987-08-27	UHC-77378-20	—	5449 Jefferson Ave, Charlotte, NC, 28278	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59297	TPA	Maria Fields	2001-09-12	—	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-62182	TPA	Donald Adams	1946-11-07	—	—	9804 Sunset Blvd, Plano, TX, 75003	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134284	ENR	Lori P Daniels	1983-08-06	UHC-46838-73	—	5843 Baseline Rd, Fresno, CA, 93704	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-142301	ENR	Kathryn V Bryant	1968-01-25	UHC-78247-83	3027216377	4127 Pine Dr, Plano, TX, 75066	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-427064	CLM	Santiago Garcia	1962-01-10	UHC-07974-07	8355253960	203 Park Pl, Nashville, TN, 37243	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-432719	CLM	Mrac Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-402934	CLM	Elijah Porter	1950-09-15	UHC-37005-15	—	1753 Desert Sky Blvd, Plano, TX, 75042	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more

4,010 rows, page 52 of 81Previous Next