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-61336	TPA	Moreno Scott	1943-03-17	—	—	2645 Park Pl, Sacramento, CA, 95841	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-114453	ENR	Keith Palmer	1984-02-21	UHC-38493-61	6806927523	7266 Meadow Ln, Columbus, OH, 43211	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-102315	ENR	Susan Q Perkins	1949-04-14	UHC-42064-44	3207650907	6181 Sunset Blvd, San Diego, CA, 92138	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-429572	CLM	Jonathan Bryant	1976-08-16	—	—	8590 Apache Blvd, San Antonio, TX, 78225	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-135517	ENR	Sarah Garcia	1948-11-24	UHC-21658-64	3949503282	4211 Market St, Eden Prairie, MN, 55326	0.92	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed
ENR-107011	ENR	Barbara Simmons	1966-11-20	UHC-72880-67	9159561852	3632 Sunset Blvd, Houston, TX, 77080	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408271	CLM	Matthew I Hamilton	1992-09-05	UHC-62583-91	—	6539 Highland Ave, Plano, TX, 75036	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-120297	ENR	Mariana Peterson	1979-12-19	UHC-50156-37	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
PRV-23871	PRV	Martha B Campbell	1939-01-15	UHC-30282-20	4762731071	4725 Highland Ave, Plano, TX, 75075	0.92	Member ID reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-119688	ENR	Drew Morris	1975-07-12	—	7305586492	7043 Central Ave, Fresno, CA, 93713	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-401830	CLM	Teresa Chavez	1953-05-09	UHC-36535-42	—	1648 Valley View Dr, Eden Prairie, MN, 55343	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-424407	CLM	Adam Contreras	1964-09-08	UHC-57383-50	—	5403 Broadway, Tampa, FL, 33659	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422190	CLM	Timothy Harris	1960-08-08	UHC-02413-69	—	1631 Lincoln Way, Los Angeles, CA, 90003	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-407792	CLM	Carol C Garrett	1971-02-27	—	—	5161 Valley View Dr, Fresno, CA, 93785	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-27892	PRV	Matthew Warren	1958-10-03	UHC-53986-45	—	6845 Lake View Rd, San Diego, CA, 92154	0.92	Date of birth reformatted Member ID reformatted State code upper-cased Placeholder values cleared
TPA-50679	TPA	Christine Jacobs	1969-02-18	UHC-30563-75	5256623509	6688 Hillcrest Rd, Jacksonville, FL, 32268	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-129100	ENR	Joyce K Reynnolds	1963-10-28	UHC-87463-27	4222081837	3813 Harbor Blvd, Sacramento, CA, 95891	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
CLM-408065	CLM	Emily Marrtin	1997-05-14	—	9666136576	3958 Elm St, Miami, FL, 33109	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-429508	CLM	Betty Marshall	1957-11-08	—	9419199010	9766 Mesa Dr, Gilbert, AZ, 85212	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-135912	ENR	Karen Lne	1961-03-24	UHC-82536-31	—	2769 River Rd, Nashville, TN, 37228	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-127569	ENR	Donna Woods	1993-02-11	UHC-78088-90	3496141350	4147 Cedar Ln, Miami, FL, 33143	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28918	PRV	Ahmed James	1988-02-08	—	8457303632	818 Jefferson Ave, Austin, TX, 78754	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400249	CLM	Sofia Woods	1961-10-28	UHC-13736-25	—	6262 Forest Ave, Chandler, AZ, 85238	0.92	Date of birth reformatted State code upper-cased Plan code upper-cased Placeholder values cleared
ENR-131371	ENR	Victoria D Schmidt	1993-04-02	UHC-78530-25	2554482929	82 Canyon Rd, Orlando, FL, 32861	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
CLM-428038	CLM	Doris Rogers	2008-12-28	UHC-47330-63	7198238952	7281 Meadow Ln, Glendale, AZ, 85324	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-121466	ENR	Sandra Ortega	1980-12-26	UHC-68680-76	8608262700	7314 Hillcrest Rd, Tucson, AZ, 85779	0.92	Name re-cased Phone reformatted Member ID reformatted State code upper-cased
ENR-140939	ENR	Priya Matthews	1962-05-08	UHC-39612-05	7805368504	1255 Grand Ave, Gilbert, AZ, 85244	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
PRV-20055	PRV	Ann N Flores	1978-10-19	UHC-43456-24	3674327305	5599 Broadway, Nashville, TN, 37234	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-119259	ENR	Alan J Ellis	1946-01-13	UHC-70988-35	9427220019	491 Mesa Dr, Gilbert, AZ, 85284	0.92	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed
TPA-56600	TPA	Laura Watkins	1961-02-15	UHC-86062-54	—	2762 Willow Ct, Mesa, AZ, 85231	0.92	Name re-cased City re-cased State code upper-cased Placeholder values cleared
CLM-421747	CLM	Joesph B Hicks	1952-12-20	UHC-60781-76	—	3341 Broadway, Minneapolis, MN, 55439	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412269	CLM	David Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
ENR-103578	ENR	Carol Y Johnston	1943-08-12	UHC-93026-58	5617775468	130 Elm St, Seattle, WA, 98143	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
CLM-422558	CLM	Margaret Padilla	1959-08-02	UHC-17002-98	5472604197	9577 Broadway, Chandler, AZ, 85276	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-103682	ENR	Alexander Payne	1942-05-02	UHC-97475-62	5669779485	3178 Cedar Ln, Scottsdale, AZ, 85230	0.92	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed
ENR-113332	ENR	Cheryl E Vazquez	1985-11-15	UHC-23636-43	6724130143	8857 Mountain View Dr, Gilbert, AZ, 85239	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
TPA-57975	TPA	Richard Harrison	1987-09-11	—	—	3041 Broadway, Atlanta, GA, 30364	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131269	ENR	Maria A Nguyen	2004-10-13	UHC-52881-07	—	5263 Lincoln Way, San Antonio, TX, 78236	0.92	City re-cased State code upper-cased Email lower-cased Placeholder values cleared
TPA-62882	TPA	Lauren Brown	2002-02-20	UHC-26064-48	5444221328	4201 Lincoln Way, Glendale, AZ, 85315	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-130093	ENR	Joe Kennedy	1960-08-10	UHC-16753-86	5083071820	9326 Spring St, Denver, CO, 80262	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-130094	ENR	Joe Kennedy	1960-08-10	UHC-16753-86	5083071820	9326 Spring St, Denver, CO, 80262	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-125864	ENR	Elizabeth U Moreno	1965-12-24	UHC-58804-83	7747650251	1996 Park Pl, Seattle, WA, 98130	0.92	Name re-cased Phone reformatted City re-cased State code upper-cased
CLM-407392	CLM	Ahmed R Castillo	1958-10-11	UHC-03288-31	—	8556 Hillcrest Rd, Las Vegas, NV, 89187	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429628	CLM	Christopher Brown	1999-03-11	—	4246296015	9888 Lake View Rd, Los Angeles, CA, 90034	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-54707	TPA	Carl Gilbert	1966-08-23	—	5783226069	2361 Camelback Rd, San Diego, CA, 92186	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-118993	ENR	Katherine P Hamilton	1972-08-14	UHC-31549-54	4827739947	3029 Maple Ave, Austin, TX, 78711	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
TPA-56256	TPA	Emma Hudson	1975-12-12	—	—	5153 Sunset Blvd, Phoenix, AZ, 85085	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-426940	CLM	Andrew M Ray	1959-12-12	UHC-74730-74	—	1611 Jefferson Ave, Tempe, AZ, 85278	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-128211	ENR	Debra U Wells	2008-11-18	UHC-67715-92	9755265061	3738 Lake View Rd, San Diego, CA, 92122	0.92	Date of birth reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-136499	ENR	Ryan Z Williamson	1945-11-13	UHC-58370-80	9318938953	2884 Indian School Rd, Orlando, FL, 32824	0.92	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased

4,010 rows, page 74 of 81Previous Next