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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430290	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	862 Valley View Dr Apt 20, Chandler, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26833	PRV	Dylan Martin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd # 279, Tampa, FL, 33622	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-103356	ENR	Ann Z Shaw	1970-06-27	UHC-79774-48	3556298164	9422 Grand Ave, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140822	ENR	Gary Daniels	2007-01-19	UHC-24336-40	4364137189	2076 Lincoln Way, Nashville, TN, 37261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423765	CLM	Margaret Stevens	1981-12-12	—	5066262864	7419 Baseline Rd, Atlanta, GA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124585	ENR	Heather JJunk	1979-10-22	UHC-85304-14	3157239515	9293 Apache Blvd, Chandler, AZ, 85240	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100792	ENR	Isabella A Herrera	1994-01-06	UHC-23502-35	—	3105 Highland Ave, San Antonio, TX, 78207	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-108110	ENR	Camila M Webb	1977-10-18	UHC-57634-72	8864779404	4854 Bayshore Dr, Scottsdale, AZ, 85206	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131495	ENR	Nathan T Myers	1951-12-17	UHC-34928-07	—	2856 Spring St, Charlotte, NC, 28297	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-50642	TPA	Roger A Ortiz	1945-02-12	—	—	7876 Forest Ave # 812, Orlando, FL, 32897	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-101235	ENR	Carolyn Lewis	1996-08-27	UHC-83255-14	7738625543	5024 Spring St, Charlotte, NC, 28254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28161	PRV	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV, 89150	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53324	TPA	Judith O Boyd	—	—	7178099671	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-105252	ENR	Henry R Mills	1943-07-24	UHC-00734-23	5723372649	4169 Church St, Tempe, AZ, 85222	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118500	ENR	Hannah S Robertson	1957-12-15	UHC-70400-39	7626412917	6030 Hillcrest Rd, Houston, TX, 77047	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125846	ENR	Timothy S Tran	1968-02-05	UHC-74571-52	2228275548	1174 Canyon Rd, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135117	ENR	Katherine Brant	1946-11-11	UHC-82369-83	9557593856	7987 Apache Blvd Apt 18, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-53773	TPA	Ahmed Peters	1946-01-14	—	7319567631	9559 Spring St # 849, Seattle, WA, 98172	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410141	CLM	Kayla Jenkins	1941-11-12	—	9663585153	8645 Hillcrest Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139015	ENR	Lauren Harrison	1939-06-04	UHC-42762-07	5346917206	3981 Grand Ave, Tempe, AZ, 85253	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427279	CLM	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104283	ENR	Diego U Willis	1976-12-04	UHC-87330-63	3998853867	5065 Ocean Ave, Chandler, AZ, 85274	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-104284	ENR	Diego U Willis	1976-12-04	UHC-87330-63	3998853867	5065 Ocean Ave, Chandler, AZ, 85274	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-133287	ENR	Megan Ferguson	1988-08-10	UHC-02328-78	—	3570 Grand Ave, Seattle, WA, 98152	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115928	ENR	Judith Q Stephens	1965-01-01	UHC-37396-05	7492547758	250 Lincoln Way, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26234	PRV	Francas Diaz	1972-11-19	UHC-60722-75	6888686172	5477 Hillcrest Rd, Houston, TX	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-59254	TPA	Jessica Carter	1977-08-02	UHC-74848-26	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408212	CLM	Blily Olson	1974-06-21	—	7064463924	8096 River Rd, Mesa, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137839	ENR	Lucia B Watkins	1984-02-13	UHC-64281-09	3277331491	952 Bayshore Dr, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403910	CLM	Sofia Jones	2001-11-04	—	9017350749	4940 Canyon Rd, Jacksonville, FL, 32221	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429697	CLM	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137128	ENR	Mari Little	1941-06-21	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120981	ENR	Alexander B Marc	1987-11-15	UHC-89293-82	4999021320	1390 Valley View Dr, Tempe, AZ, 85294	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141418	ENR	Amanda O Li	1967-03-22	UHC-98440-07	4057045202	8177 Ridge Rd, Gilbert, AZ, 85282	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125005	ENR	Douglas Scott	1972-11-23	UHC-87164-66	5747645660	4134 Jefferson Ave, Las Vegas, NV, 89168	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419335	CLM	Gregory F James	1971-03-22	UHC-64701-90	2062741907	8867 Hillcrest Rd, Charlotte, NC, 28249	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138353	ENR	Soofia J Alvarez	1970-01-10	UHC-12565-68	4097160451	3305 Mesa Dr, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426807	CLM	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103501	ENR	Lucia L Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22565	PRV	Willie Webb	2006-09-24	—	3536897247	7251 Willow Ct, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27735	PRV	Ahmed B Lewis	1971-06-27	UHC-60945-08	9306282183	6845 Indian School Rd, Columbus, OH, 43216	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25366	PRV	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-405884	CLM	Ethan Robertson	1965-10-29	UHC-07705-11	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20440	PRV	Larry Ortega	1970-10-10	UHC-13292-28	3102216691	6320 Baseline Rd, Eden Prairie, MN, 55358	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417890	CLM	Ryan Wright	1953-03-20	UHC-72160-97	7902801373	2436 Maple Ave, San Diego, CA, 92120	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-418112	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418113	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430736	CLM	Brenda Grant	1974-07-20	—	—	6156 Washington St, Chandler, AZ, 85211	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-28048	PRV	Martha Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24114	PRV	Jon I Estrada	2004-11-27	—	—	1699 Hillcrest Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

32,400 rows, page 76 of 648Previous Next