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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100343	ENR	Peter Henderson	1987-10-12	UHC-73899-41	—	436 Baseline Rd, Orlando, FL, 32812	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-111142	ENR	Benjamin Y Phillips	1952-12-16	UHC-99133-75	—	2754 Hillcrest Rd, Eden Prairie, MN, 55355	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-418617	CLM	Nataile Ramos	1987-04-27	UHC-03397-06	—	8649 Broadway, Seattle, WA, 98156	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
ENR-133552	ENR	Priya B Berry	1967-10-14	UHC-44279-81	5122517146	958 Main St, Los Angeles, CA, 90005	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-135282	ENR	James R Ross	1955-08-13	UHC-55032-39	8404105451	9009 Market St, Houston, TX, 77048	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
PRV-21863	PRV	Brian Hawkins	1978-08-10	UHC-30150-73	6573612030	1350 Sage Ct, Tucson, AZ	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-119892	ENR	Dylan Jenkins	2002-08-14	UHC-26712-50	—	4438 Park Pl, Dallas, TX	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-129049	ENR	Doris Schutz	1939-12-18	UHC-39821-68	—	6715 Cedar Ln, Orlando, FL, 32886	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-126458	ENR	David Pteerson	1982-03-16	UHC-64170-21	3687919880	1308 Apache Blvd, Atlanta, GA, 30308	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-120635	ENR	Kimberly Harvey	1986-05-25	UHC-10955-58	5593519059	2965 Washington St, Nashville, TN, 37299	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
PRV-24245	PRV	Raymond Ward	1972-06-13	UHC-67172-96	4636369559	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-127760	ENR	Maria Hoffman	2000-05-27	UHC-58570-09	5308692265	6203 Indian School Rd, Tampa, FL, 33658	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
ENR-112082	ENR	Carol Green	1942-04-02	UHC-99316-74	—	7623 Oak St, Tucson, AZ, 85723	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
TPA-63819	TPA	Teresa Munoz	1949-05-17	UHC-73954-80	—	4514 Broadway, Orlando, FL, 32868	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
ENR-123914	ENR	Margaret Q Bishop	—	UHC-17308-48	8076132892	153 Main St, Mesa, AZ, 85235	0.80	Date of birth missing Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-123557	ENR	Jonathan V Wang	1997-08-12	UHC-87057-53	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-431160	CLM	Brian Montgomery	1997-04-14	UHC-99370-99	—	1387 Hillcrest Rd, Miami, FL, 33116	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-427360	CLM	Evelyn Walsh	—	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX, 78224	0.80	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed
ENR-131447	ENR	Jerry I Romero	1948-11-17	UHC-76822-18	4277625950	2347 Broadway, San Diego, CA, 92198	0.80	Phone reformatted Member ID reformatted Address re-cased State name converted to code
ENR-129197	ENR	Will Moore	1990-04-22	UHC-47363-40	2807718650	2025 Bayshore Dr, Austin, TX, 78727	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-109279	ENR	Emma I Tucker	1955-10-18	UHC-67045-13	3596116766	4116 Market St, Mesa, AZ, 85245	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410457	CLM	Jack Black	1940-05-11	UHC-42214-28	2616860193	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-131378	ENR	Bradley Rvera	1986-01-09	UHC-14146-70	—	1580 Willow Ct, Jacksonville, FL, 32239	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24323	PRV	Emma K Brooks	1972-05-01	UHC-09562-95	2039757599	453 Canyon Rd, Sacramento, CA	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-100274	ENR	Edward Nelson	1939-06-15	UHC-34778-11	6672996178	5196 Union St, Denver, CO, 80233	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-132346	ENR	Amanda Chavez	2007-12-24	UHC-50326-82	2737051645	4880 Main St, Orlando, FL, 32813	0.80	Phone reformatted Member ID reformatted State name converted to code Email lower-cased
CLM-403904	CLM	Ralh Martin	1998-03-07	UHC-12107-12	—	3214 Valley View Dr, Los Angeles, CA	0.80	Member ID reformatted City re-cased ZIP missing Placeholder values cleared
ENR-103903	ENR	Bruce J Henderson	1958-05-06	UHC-02311-16	6233235415	3113 Camelback Rd, Glendale, AZ, 85318	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-123897	ENR	Diane N Jones	1991-01-09	UHC-67289-59	8124749085	301 Apache Blvd, Tampa, FL, 33675	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-122243	ENR	Thomas R King	1942-07-10	UHC-27712-67	7787200003	8575 Maple Ave, San Diego, CA, 92101	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-110915	ENR	Denise C Sinngh	1941-07-20	UHC-41176-41	—	3502 Park Pl, Jacksonville, FL	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-118506	ENR	Jonathan R Peterson	1939-09-22	UHC-80951-24	8668492621	9875 Canyon Rd, Chandler, AZ, 85279	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-125429	ENR	Austin R Cunningham	2004-12-11	UHC-71262-56	—	4366 Forest Ave, Phoenix, AZ, 85002	0.80	Phone missing area code Member ID reformatted City re-cased Whitespace trimmed
ENR-138606	ENR	Lucia Greene	1952-04-08	UHC-67461-24	—	7328 Sage Ct # 692, Atlanta, GA, 30374	0.80	Name re-cased Member ID reformatted Unit split from street Plan code upper-cased
ENR-111626	ENR	Linda Valdez	2008-05-01	UHC-06572-44	4838736910	929 Camelback Rd, San Diego, CA, 92194	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-421637	CLM	Willie Wang	1997-12-05	UHC-59116-79	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-127447	ENR	Isabella Q Perkins	1973-04-10	UHC-70483-93	8794934207	3173 Valley View Dr, Jacksonville, FL	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
CLM-428553	CLM	Edward Shaw	1980-02-19	UHC-85465-64	—	1063 Cedar Ln, Scottsdale, AZ, 85268	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
ENR-118596	ENR	Alice Walsh	1996-07-06	UHC-38676-90	—	7143 Elm St, Atlanta, GA, 30389	0.80	Name re-cased Member ID reformatted SSN last four extracted Placeholder values cleared
ENR-102968	ENR	Laura Alvarado	2006-01-12	UHC-64640-18	2185739767	9722 Hillcrest Rd, Seattle, WA, 98116	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-406634	CLM	Jeffrey J Johnston	1959-01-26	UHC-07848-72	—	7404 Sunset Blvd, Atlanta, GA, 30336	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-106984	ENR	Andrew E Fox	1955-12-28	UHC-87496-02	4742178009	4256 Union St, Phoenix, AZ, 85091	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-419411	CLM	Debra Cox	1993-06-22	UHC-62132-15	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412562	CLM	Ryan Martin	2008-09-08	UHC-11874-06	4108143067	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-425890	CLM	Randy Edwards	1967-04-07	UHC-90277-38	9118890062	1054 Washington St, Miami, FL, 33128	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-403996	CLM	Omar Stewart	1954-07-03	UHC-95053-34	—	7497 Washington St, Gilbert, AZ, 85296	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-124062	ENR	Madison I George	1973-08-01	UHC-26319-52	8604444992	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
CLM-401166	CLM	Natalie C Chavez	1950-11-12	UHC-93945-67	—	2832 Jefferson Ave, Austin, TX, 78789	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-119457	ENR	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
CLM-413621	CLM	Carlos Le	1944-10-15	UHC-07359-80	—	7655 Lake View Rd, Charlotte, NC, 28252	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased

7,723 rows, page 113 of 155Previous Next