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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131323	ENR	Tyler O Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St, Los Angeles, CA, 90056	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-126951	ENR	Martha D Gardner	1944-05-13	UHC-33697-52	2579837123	3192 Sunset Blvd, Gilbert, AZ, 85215	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-51104	TPA	Eric W Wright	1939-06-11	—	—	5338 Main St, Mesa, AZ, 85239	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-416444	CLM	Janice Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-108079	ENR	Austin Robertson	1968-04-21	UHC-38894-44	2078587613	8721 Palm Dr, Las Vegas, NV, 89127	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-119737	ENR	Arjun P Knight	1947-05-20	UHC-49813-17	9459840769	5006 Palm Dr, Eden Prairie, MN	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-125723	ENR	Terry Y Banks	1947-12-03	UHC-30407-95	8139397603	1760 Highland Ave, Orlando, FL, 32830	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-134544	ENR	Christian J Jenkins	—	UHC-54136-63	9337836522	5840 Broadway, Mesa, AZ, 85256	0.68	Date of birth missing Phone reformatted City re-cased Gender normalised
ENR-107953	ENR	Maria I Chapman	1965-07-03	UHC-48655-61	2043254323	3669 Spring St, Minneapolis, MN, 55466	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128563	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-128562	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-126837	ENR	Teresa N Carpenter	1939-10-25	UHC-09736-05	—	7659 Grand Ave, Glendale, AZ, 85386	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-103727	ENR	James A Pierce	1954-02-16	UHC-54069-42	6529315136	1034 Broadway, Scottsdale, AZ, 85215	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-134431	ENR	Priya Moreno	1980-07-12	UHC-43156-40	9076017066	1729 Jefferson Ave Apt 37, Nashville, TN, 37257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-116204	ENR	Cynthia H Yang	1957-04-25	—	8746108566	3749 Market St, Gilbert, AZ, 85205	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-407728	CLM	Steve Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St, Sacramento, CA, 95845	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
ENR-114898	ENR	Roy O Simmons	2005-01-21	UHC-73280-23	5586656058	1753 Baseline Rd, Scottsdale, AZ, 85272	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
TPA-57992	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57993	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-123694	ENR	Jordan Howell	1965-02-13	UHC-95053-20	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
TPA-53269	TPA	Joseph C King	—	—	7038362946	9130 Broadway, Jacksonville, FL, 32290	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
CLM-402755	CLM	Lucia Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-408225	CLM	Sandra Ryan	1995-12-02	—	—	3076 Spring St, Chandler, AZ, 85250	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-109945	ENR	Ausstin L Nguyen	1992-08-09	UHC-43885-20	2318670843	5199 Church St, Las Vegas, NV, 89131	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-103232	ENR	Mary J Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-134368	ENR	Amnada V Castillo	1973-04-21	UHC-19670-66	5673374819	8441 Jefferson Ave, San Antonio, TX, 78295	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-412683	CLM	Ethan Walsh	1941-03-07	—	—	5428 Mountain View Dr, Tampa, FL, 33633	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412684	CLM	Ethan Walsh	1941-03-07	—	—	5428 Mountain View Dr, Tampa, FL, 33633	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406684	CLM	Virginia Hoffman	1947-09-20	—	7588526273	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-104531	ENR	Melissa Brooks	1990-06-02	UHC-50029-66	6433462522	72 Park Pl, Sacramento, CA, 95896	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-142520	ENR	Hiroshi Jordan	1981-05-22	UHC-65873-95	9186570207	9545 Main St # 920, Seattle, WA, 98117	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-411229	CLM	Jacob Vasquez	1985-05-07	UHC-00788-94	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-102185	ENR	Dennis Diaz	1979-07-03	UHC-76921-70	3107474912	1812 Spring St, Charlotte, NC, 28202	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-140357	ENR	Diego L Weaver	1970-08-19	UHC-97229-55	—	6826 Lincoln Way, Jacksonville, FL, 32241	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
CLM-411940	CLM	Billy Bowman	1957-02-15	—	—	4063 Meadow Ln, Columbus, OH, 43208	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-406104	CLM	Vincent Welch	1993-09-10	UHC-82611-55	—	6269 Central Ave, Denver, CO, 80211	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-109099	ENR	Joe Carlson	2001-05-21	UHC-06730-30	4792771673	9839 Harbor Blvd, San Antonio, TX, 78297	0.68	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased
TPA-54327	TPA	Alan Nunez	2003-08-05	—	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-104533	ENR	Christopher G White	2008-10-22	UHC-49618-20	9633681676	1752 Palm Dr, Las Vegas, NV, 89110	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-55017	TPA	Beverly Schultz	1980-07-15	—	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Placeholder values cleared
CLM-403561	CLM	Margaret Long	1942-10-12	UHC-58275-24	—	3638 Lake View Rd, Fresno, CA, 93736	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-429921	CLM	Richard Hall	1969-05-12	—	—	9227 Camelback Rd, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-101481	ENR	Albert Woods	1954-07-09	UHC-81873-91	—	1380 Harbor Blvd, Denver, CO, 80213	0.68	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed
TPA-62126	TPA	Julie Garrtt	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-125254	ENR	Lawrance Davis	1957-11-08	UHC-87413-19	9357401134	5736 Willow Ct, Sacramento, CA, 95823	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-421024	CLM	Justin G Griffin	1966-09-20	—	—	—	0.68	Middle initial moved out of first name Date of birth reformatted Gender normalised Placeholder values cleared
ENR-106257	ENR	Katherine Knight	2001-03-26	UHC-38850-15	8915077707	4472 Highland Ave, Las Vegas, NV, 89186	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-112828	ENR	Patricia Phillips	1963-07-20	UHC-92486-54	—	3971 Jefferson Ave, Los Angeles, CA, 90010	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-133829	ENR	Matthew Morrison	1950-04-22	UHC-11689-47	4068912755	9655 Sunset Blvd, Eden Prairie, MN, 55399	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-61999	TPA	—Junk	1960-03-21	—	9596542063	—	0.68	Date of birth reformatted Phone reformatted Gender normalised No usable name (quarantined)

16,828 rows, page 239 of 337Previous Next