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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134671	ENR	Sofia Soto	1964-02-12	UHC-89751-90	5767525612	2267 Spring St, Atlanta, GA	0.82	Phone reformatted City re-cased ZIP missing
PRV-27419	PRV	Brittany Pierce	1996-11-11	UHC-41280-08	—	2934 Highland Ave, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-57919	TPA	Julie Ortiz	2006-09-17	—	—	2497 Ocean Ave, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411615	CLM	Patrick D Walsh	1998-03-25	UHC-25721-65	2203998995	3356 Apache Blvd, Jacksonville, FL	0.82	Phone reformatted State code upper-cased ZIP missing
PRV-24770	PRV	Angela Fernandez	2007-09-26	UHC-71368-61	—	2503 Church St, Miami, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427487	CLM	Ruth Flores	1999-02-18	UHC-39966-48	4807777238	7256 Valley View Dr, Gilbert, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412778	CLM	Eric K Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA	0.82	Phone reformatted City re-cased ZIP missing
CLM-428383	CLM	Patrick C Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-22356	PRV	Ahmed J Phillips	1944-01-07	UHC-63412-32	9868312555	324 Park Pl, Gilbert, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-406667	CLM	Randy Lawrence	1981-01-02	UHC-90741-18	—	8287 Highland Ave, Glendale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-115777	ENR	Aishha Bradley	1939-02-03	UHC-74637-63	8668630546	2403 Washington St, Minneapolis, MN	0.82	Date of birth reformatted Phone reformatted ZIP missing
TPA-50608	TPA	Brenda Z Wallace	1975-02-03	UHC-12466-97	—	9142 Church St, Minneapolis, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20374	PRV	Carolyn L Bell	1969-03-05	UHC-32776-84	4494201473	2347 Mesa Dr, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400900	CLM	Gary Valdez	1976-01-06	—	3934751100	3151 Ocean Ave, Mesa, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-113860	ENR	Christine Gonzales	1943-05-07	UHC-81084-47	—	1128 Valley View Dr, Miami, FL	0.82	Date of birth reformatted State code upper-cased ZIP missing
ENR-139375	ENR	Cnythia H Alvarez	1976-11-24	UHC-07033-32	8893438011	9509 Willow Ct, Nashville, TN	0.82	Phone reformatted ZIP missing Whitespace trimmed
TPA-51666	TPA	Kenneth Mitchell	1972-10-10	—	—	5912 Willow Ct, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407817	CLM	Keith Rsos	1943-09-18	—	—	6704 Lincoln Way, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-138868	ENR	Ronald Vadez	2002-06-14	UHC-47247-36	—	6556 Oak St, Fresno, CA	0.82	State code upper-cased ZIP missing Whitespace trimmed
ENR-138869	ENR	Ronald Vadez	2002-06-14	UHC-47247-36	—	6556 Oak St, Fresno, CA	0.82	State code upper-cased ZIP missing Whitespace trimmed
TPA-63367	TPA	Santiago Aguilar	1979-04-18	—	—	4797 Indian School Rd, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-135700	ENR	Teresa V Sims	1981-01-25	UHC-68801-10	3847185091	9302 Meadow Ln, Houston, TX	0.82	Name re-cased ZIP missing Whitespace trimmed
CLM-408791	CLM	Susan V Torres	1948-07-23	—	4319310485	7638 Spring St, San Diego, CA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407132	CLM	Bradley H Weaver	1986-04-15	UHC-93569-57	—	6249 Ridge Rd, Jacksonville, FL	0.82	Date of birth reformatted City re-cased ZIP missing
ENR-112795	ENR	Denise A Clark	1980-09-13	UHC-40992-88	4825152030	2864 Broadway, Scottsdale, AZ	0.82	Phone reformatted Address re-cased ZIP missing
ENR-106046	ENR	Melissa S Dominguez	1941-01-16	UHC-65469-13	8248051597	6079 Canyon Rd, Columbus, OH	0.82	Phone reformatted ZIP missing Whitespace trimmed
TPA-63870	TPA	Vincent Herrera	1954-11-26	—	—	6704 Lincoln Way, Charlotte, NC	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-131913	ENR	Charlotte M Peters	1997-05-10	UHC-50135-12	3615884195	8173 Park Pl, Tampa, FL	0.82	Name re-cased State code upper-cased ZIP missing
CLM-408867	CLM	Wallace George	1966-06-24	—	7299008365	106 Grand Ave, Nashville, TN	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-426112	CLM	Lucas C Emily	1987-03-01	UHC-93210-78	—	3260 Lincoln Way, Orlando, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
ENR-135390	ENR	Mateo B Morgan	1991-11-13	UHC-70721-13	7566602508	7118 Desert Sky Blvd, Gilbert, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
TPA-59725	TPA	Jack Lyttle	1989-06-17	—	—	7673 Pine Dr, Las Vegas, NV	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21943	PRV	Priya N Adams	2008-05-26	—	—	8489 Washington St, Orlando, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-62610	TPA	Joseph Pena	1945-01-07	UHC-35846-37	—	7383 Church St, Denver, CO	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-126931	ENR	Rebecca S Bisshop	1972-09-06	UHC-17619-13	9539981416	5679 Lincoln Way, Plano, TX	0.82	Name re-cased Member ID reformatted ZIP missing
TPA-63228	TPA	Rachel Fowler	1983-05-20	UHC-83408-02	—	8542 Forest Ave, Minneapolis, MN	0.82	ZIP missing Email lower-cased Placeholder values cleared
ENR-121637	ENR	Ruth Mlils	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-115234	ENR	Christian Price	1993-12-24	UHC-23261-68	7333050581	8885 Hillcrest Rd, Tucson, AZ	0.82	Name re-cased ZIP missing Whitespace trimmed
CLM-431880	CLM	Mateo Simpson	1994-10-16	UHC-34741-79	—	2939 Broadway, Las Vegas, NV	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411083	CLM	Gabriel Harrison	1947-08-24	—	—	2663 Meadow Ln, Jacksonville, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-110368	ENR	Robert R Walsh	2006-06-27	UHC-25042-58	6202447050	6341 Highland Ave, Nashville, TN	0.82	Date of birth reformatted Phone reformatted ZIP missing
CLM-428390	CLM	Frank Fernandez	2001-10-12	UHC-22171-96	5739008842	6733 Pine Dr, Nashville, TN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-427567	CLM	Isabella Reed	1987-08-24	UHC-76255-44	—	8519 Main St, Gilbert, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-419846	CLM	Austin Torrres	1941-04-06	UHC-31919-33	—	5369 Bayshore Dr, Tucson, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
ENR-120289	ENR	Hannah Schmidt	1956-05-13	UHC-11596-17	3887356683	294 Apache Blvd, Dallas, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-106356	ENR	Maria Andrews	1981-06-18	UHC-78082-79	9003222109	9752 Mountain View Dr, Eden Prairie, MN	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-131558	ENR	Laura Mason	1977-10-26	UHC-86903-57	5113372559	4702 Highland Ave, Seattle, WA	0.82	Name re-cased Date of birth reformatted ZIP missing
TPA-58847	TPA	Madison B Henderson	1985-12-16	—	—	2197 Highland Ave, San Diego, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-110598	ENR	Charles Wood	1991-04-16	UHC-57855-72	7284514777	3240 Market St, Orlando, FL	0.82	Name re-cased Phone reformatted ZIP missing
ENR-127169	ENR	Elizabeth L Daniels	1976-05-23	UHC-23922-02	4758121793	605 Lincoln Way, Austin, TX	0.82	Date of birth reformatted Phone reformatted ZIP missing

7,146 rows, page 137 of 143Previous Next