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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103299	ENR	Anna Chapman	1947-10-17	—	3139061549	1007 Main St, Charlotte, NC, 28228	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405740	CLM	Bobby Mason	2003-05-20	UHC-43823-71	—	2306 Mesa Dr Apt 12, Charlotte, NC, 28203	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-51621	TPA	Charles Bryant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125589	ENR	Arthur R Washington	1978-04-20	UHC-16202-78	8788071825	4585 Mesa Dr, San Antonio, TX, 78214	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102974	ENR	Laura E Willis	1946-03-19	UHC-57630-65	2516774992	3014 Jefferson Ave, San Diego, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112697	ENR	Willie P Hoffman	1963-05-05	UHC-26483-10	3829388058	5145 Mesa Dr # 515, Denver, CO, 80241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-104911	ENR	Dilan Arnold	1964-03-17	UHC-34868-16	2825056090	7544 Pine Dr, Jacksonville, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104451	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104450	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-118655	ENR	Kayla Alvarez	1965-02-05	UHC-80479-03	2013970498	2707 Church St, Seattle, WA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114882	ENR	DebraJunk	1947-12-10	UHC-73580-79	3066553236	9195 Hillcrest Rd, Sacramento, CA, 95870	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422792	CLM	Julie M Guzman	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+4 more
TPA-62249	TPA	Gary Z Burns	1984-11-19	—	7963136037	5738 Meadow Ln, Mesa, AZ, 85253	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
CLM-401732	CLM	Priya M Bryant	1995-09-20	—	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-122884	ENR	Shirley Griffin	2008-09-22	UHC-80810-02	—	3836 Oak St, Denver, CO, 80262	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-104860	ENR	Willie W Phillips	1991-11-15	UHC-87487-87	2262724213	7567 Grand Ave, Charlotte, NC, 28265	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110202	ENR	Noah Miller	—	UHC-00633-60	8687041115	468 Bayshore Dr, Scottsdale, AZ, 85250	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428680	CLM	Lori Franklin	1982-04-15	UHC-98775-39	—	3386 Washington St, Jacksonville, FL, 32272	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411346	CLM	Will Dunn	1953-06-10	UHC-72312-69	7783642545	702 Palm Dr, Atlanta, GA, 30319	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124863	ENR	Russell Valdez	1968-04-09	UHC-94337-10	6368216455	5367 Pine Dr, Miami, FL, 33107	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-402869	CLM	Jennifer Phillips	—	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420317	CLM	Lori Black	1953-07-21	UHC-24306-35	4089533436	4320 River Rd, Fresno, CA, 93743	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406359	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-112853	ENR	George Banks	1987-07-19	UHC-71568-86	—	8067 Washington St, Columbus, OH, 43209	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-27123	PRV	Omar Morgan	1977-12-03	UHC-44342-53	5577667877	9037 River Rd, Sacramento, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407564	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	—	962 Valley View Dr, Dallas, TX, 75228	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-416814	CLM	Lori J Cruz	1990-04-25	UHC-87156-17	—	6582 Sage Ct # 449, Eden Prairie, MN, 55387	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-111925	ENR	Samantha Ward	1944-06-01	UHC-62356-35	4934563545	6034 Ridge Rd, Miami, FL, 33186	0.48	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+4 more
ENR-130369	ENR	Edward X Valdez	2006-10-03	UHC-62382-43	8678365610	608 Church St Apt 2, Chandler, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-427645	CLM	Sofia Arnold	1973-09-13	UHC-41265-38	6218378889	423 Market St, Sacramento, CA, 95843	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-415950	CLM	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-130634	ENR	Mariana I Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132279	ENR	Diane P Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-141081	ENR	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	6507 Bayshore Dr, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128704	ENR	Joan L Sanchez	1975-05-08	UHC-91458-47	7865919001	179 Highland Ave, Los Angeles, CA, 90083	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133540	ENR	Samantha L Bryant	1996-10-03	UHC-70891-58	8625351356	7358 Indian School Rd, Seattle, WA, 98163	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110117	ENR	John D Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107676	ENR	Marina X Vega	1952-12-03	UHC-12595-74	4653251232	5684 Church St Apt 6, Tucson, AZ, 85749	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-425528	CLM	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.48	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-101528	ENR	Amber Jimenez	—	UHC-80329-77	7878524581	9003 Camelback Rd, Glendale, AZ	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-104963	ENR	DJunk	1995-01-26	UHC-47283-19	6999370930	2816 Hillcrest Rd, Fresno, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123599	ENR	Cox Mary	1974-07-26	UHC-49025-41	5476980395	8749 Indian School Rd, Seattle, WA, 98151	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-102690	ENR	Brittany J Reyes	2005-12-07	UHC-09394-82	6403240460	2192 Maple Ave, Austin, TX, 78737	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109080	ENR	Natalie C Riley	1951-12-26	UHC-39071-71	7339481649	9343 Ridge Rd, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63647	TPA	Priya Dunn	1959-05-05	—	—	7821 Oak St Apt 20, Las Vegas, NV, 89148	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-430627	CLM	Edward A Hunt	1999-06-24	—	9463364219	2783 Bayshore Dr # 610, Atlanta, GA, 30385	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-113410	ENR	Denise Q Guerrero	1997-11-18	UHC-92483-29	5847113510	4184 Highland Ave, Tucson, AZ, 85734	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25652	PRV	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave, Houston, TX, 77030	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138813	ENR	Ashley Rivera	1996-08-18	UHC-34802-94	5224495365	2309 Apache Blvd Apt 22, Tempe, AZ, 85227	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-422114	CLM	Gloria Brooks	1946-03-27	—	—	9448 Cedar Ln Apt 27, Orlando, FL, 32813	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more

55,824 rows, page 67 of 1,117Previous Next