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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422644	CLM	Timothy Rois	1974-03-18	UHC-68272-84	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-412902	CLM	Barbara Boyyd	1966-09-24	UHC-51193-31	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.82	Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-414929	CLM	Abigail Phillips	1964-04-10	UHC-38548-43	3385271065	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-107700	ENR	Sean P Dunn	1951-12-02	UHC-23236-10	5354306602	3008 Valley View Dr, Fresno, CA, 93799	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-60360	TPA	Justin Johnson	2006-12-05	—	—	1128 Sage Ct, Tampa, FL, 33669	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53697	TPA	Jacqueline Adams	1996-06-09	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401460	CLM	Pat Bishop	1974-10-03	UHC-93699-11	9306936920	7761 Grand Ave, Fresno, CA, 93762	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422691	CLM	Richard Santiago	1986-05-09	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-59349	TPA	Mariana Park	1948-07-02	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-405416	CLM	Roger Carroll	1972-03-04	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
PRV-27861	PRV	Cynthia Stephens	1957-04-06	UHC-44022-07	2173893906	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-142767	ENR	Zachary W Mitchell	1987-08-27	UHC-77378-20	4269049941	5449 Jefferson Ave, Charlotte, NC, 28278	0.82	Two-digit birth year Phone reformatted City re-cased
ENR-111127	ENR	Ralph Carpenter	1967-06-11	UHC-69808-22	—	9818 Baseline Rd, Jacksonville, FL, 32236	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63741	TPA	Kevin Austin	1968-05-06	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401793	CLM	Jorddan Armsttrong	1990-06-22	UHC-21547-04	—	5162 Bayshore Dr, San Antonio, TX, 78276	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418312	CLM	Lawrence W Lane	2006-08-09	UHC-10400-82	9502398303	2237 Camelback Rd, Los Angeles, CA, 90083	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-118376	ENR	Julia B Banks	1976-02-19	UHC-01502-60	9153209843	7179 Elm St, Atlanta, GA, 30361	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
TPA-59413	TPA	Tyler Hudson	1972-02-12	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-405766	CLM	Ralph Burns	1949-01-14	—	8579749999	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-428093	CLM	Mei Bradley	1948-05-14	UHC-56645-43	8238646148	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402420	CLM	Austin Z Palmer	1987-05-14	UHC-12179-42	9546747694	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-419653	CLM	Amy Turner	1963-08-27	UHC-56570-28	—	5707 Lincoln Way, Orlando, FL, 32869	0.82	Two-digit birth year City re-cased Whitespace trimmed
TPA-57496	TPA	Ruth Ross	1973-06-03	—	—	4968 Lincoln Way, Chandler, AZ, 85285	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411241	CLM	Camila Long	2003-12-20	UHC-01659-73	6722120176	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-120875	ENR	Victoria F Nelson	1941-06-07	UHC-05862-84	6445060431	9289 Sage Ct, Eden Prairie, MN, 55387	0.82	Two-digit birth year City re-cased Whitespace trimmed
CLM-412535	CLM	Andrea King	1981-08-14	UHC-59243-19	—	1431 Broadway, Minneapolis, MN, 55482	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-118177	ENR	Judith P Cooper	1987-11-05	UHC-87105-36	6887301195	1575 Pine Dr, Jacksonville, FL, 32210	0.82	Two-digit birth year Phone reformatted Email lower-cased
ENR-118178	ENR	Judith P Cooper	1987-11-05	UHC-87105-36	6887301195	1575 Pine Dr, Jacksonville, FL, 32210	0.82	Two-digit birth year Phone reformatted Email lower-cased
ENR-105541	ENR	Evelyn B Gomez	1964-11-10	UHC-57767-40	7547276835	9527 Broadway, Orlando, FL, 32876	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
CLM-415560	CLM	Ryan Pena	2001-06-09	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-100603	ENR	Pat D Jensen	1979-11-07	UHC-29674-55	6515849272	5738 Forest Ave, Houston, TX, 77068	0.82	Two-digit birth year Email lower-cased Plan code upper-cased
CLM-428819	CLM	Arthur Daniels	1969-08-03	UHC-25990-74	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25396	PRV	Judith Cunningham	1986-06-05	—	7135194974	244 Broadway, Sacramento, CA, 95828	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-51208	TPA	Kimberly Ryan	2004-10-07	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419428	CLM	Shirley Shaw	1981-11-18	—	—	2333 Apache Blvd, Jacksonville, FL, 32269	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-124212	ENR	Laura X Fowler	1995-10-11	UHC-12216-11	—	2359 Maple Ave, Minneapolis, MN, 55440	0.82	Two-digit birth year City re-cased Whitespace trimmed
PRV-25699	PRV	Laura B Hunt	1954-12-01	UHC-31779-73	5058741492	2200 Canyon Rd, Tucson, AZ, 85759	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-404775	CLM	Albert Griffin	1953-03-15	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415967	CLM	Charles V Murphy	1953-02-10	—	—	2992 Market St, Seattle, WA, 98162	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-426625	CLM	Wayne Y Williams	1985-03-11	UHC-69696-29	—	5571 Sunset Blvd, Mesa, AZ, 85272	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-120001	ENR	Timothy L Owens	2005-08-28	UHC-45967-71	7954185228	2153 Baseline Rd, Nashville, TN, 37210	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
ENR-126729	ENR	Edward F Vega	1945-10-13	UHC-56818-42	4397552927	7488 Broadway, Atlanta, GA, 30315	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
TPA-52241	TPA	Santiago Kelly	2003-06-14	—	3477558957	1154 Desert Sky Blvd, Miami, FL, 33145	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-106917	ENR	Gary Gardner	1976-05-15	UHC-29492-38	6055889136	6989 Mountain View Dr, Chandler, AZ, 85267	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
ENR-137431	ENR	Robert Chavez	1990-07-28	UHC-35393-55	9503680220	1593 Bayshore Dr, Glendale, AZ, 85358	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-402052	CLM	Nancy Munoz	1947-05-03	UHC-50527-20	—	—	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-411479	CLM	Margaret Cruz	2001-01-09	UHC-61807-71	7919638151	—	0.82	Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-403838	CLM	Omar Knigght	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
TPA-55085	TPA	Michelle Hudson	1939-08-23	—	—	3593 Main St, Los Angeles, CA, 90017	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-120074	ENR	Robert Knight	1974-11-08	—	7698021759	7235 Spring St, Minneapolis, MN, 55483	0.82	Two-digit birth year Phone reformatted Placeholder values cleared

6,661 rows, page 127 of 134Previous Next