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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105385	ENR	Marcus V Espinoza	—	UHC-91355-40	5416345250	9019 Washington St, Scottsdale, AZ, 85288	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-143041	ENR	Barb H Weber	—	UHC-47935-63	4698026237	9537 Market St, Seattle, WA, 98140	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
CLM-429065	CLM	Lauren Silva	—	UHC-22401-06	2487498456	7322 Ocean Ave, Phoenix, AZ, 85099	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135926	ENR	Nicholas B Park	—	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-136048	ENR	Logan Ortiz	—	UHC-98629-39	7818450255	2251 Grand Ave, Las Vegas, NV, 89141	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-403887	CLM	Gabriel Fisher	—	—	3335423218	3157 Baseline Rd, Chandler, AZ, 85283	0.66	Name re-cased Date of birth missing Phone reformatted State name converted to code+1 more
PRV-22659	PRV	Raymond Pierce	—	—	—	9508 Market St, Eden Prairie, MN, 55328	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
ENR-100751	ENR	Jdy Y Ellis	—	UHC-47073-62	2819730834	3931 Main St, Seattle, WA, 98194	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-53419	TPA	Brian Wang	—	—	—	2019 Valley View Dr, Eden Prairie, MN, 55356	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137081	ENR	Thomas Laura	—	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
CLM-432030	CLM	Matthew Banks	—	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108428	ENR	Ruht U McCoy	—	UHC-07944-69	—	1090 Maple Ave, San Antonio, TX, 78253	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410788	CLM	Deborah McDonald	—	—	—	—	0.66	Name re-cased Date of birth missing Gender normalised Plan code upper-cased+1 more
ENR-107672	ENR	Elizabeth U Butler	—	UHC-16951-63	9053973498	4272 Sage Ct, Denver, CO, 80246	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57346	TPA	Matthew Munoz	—	—	8454127928	9083 Main St, Las Vegas, NV, 89138	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422471	CLM	Ruth W Jordan	—	UHC-15673-95	—	2396 Ridge Rd, Nashville, TN, 37230	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110596	ENR	Ronald Long	—	UHC-84729-66	7645249278	2173 Ocean Ave, Fresno, CA, 93727	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401193	CLM	Kathleen Cox	—	—	3426041160	2530 Mountain View Dr, Jacksonville, FL, 32216	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-404084	CLM	Jacqueline Black	—	UHC-52048-14	7868549331	3673 Apache Blvd, Tucson, AZ, 85721	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-416361	CLM	Betty Rodriguez	—	—	—	9758 Forest Ave, Houston, TX, 77037	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29415	PRV	Alexis T Nunez	—	—	2929832165	9582 Grand Ave, Denver, CO, 80210	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-26739	PRV	Sharon T Sims	—	—	8278218280	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-135035	ENR	Anglea Spencer	—	UHC-86461-94	7412617270	3168 Hillcrest Rd, Gilbert, AZ, 85203	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112573	ENR	Stephanie Henderson	—	UHC-71447-86	4776563789	2267 Sage Ct, Sacramento, CA, 95811	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142954	ENR	Doris West	—	UHC-47060-88	8859966541	1429 Canyon Rd, San Diego, CA, 92179	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127803	ENR	Beverly G Garrett	—	UHC-15577-19	—	6080 Harbor Blvd, Austin, TX, 78765	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135469	ENR	Austin B Alexander	—	UHC-32759-98	2819645834	9257 Oak St, Seattle, WA, 98162	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103021	ENR	Philip Murgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN, 55432	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421057	CLM	Samuel Bennett	—	—	—	6650 Mountain View Dr, Tampa, FL, 33617	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
CLM-428735	CLM	Patricia Coleman	—	UHC-71949-76	—	6613 Apache Blvd, Atlanta, GA, 30344	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-413118	CLM	Yuki Ortega	—	UHC-69924-78	9248764797	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-420578	CLM	Juan Lewis	—	—	—	4772 Jefferson Ave, Scottsdale, AZ, 85207	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-50408	TPA	Catherine Anderson	—	—	9527434729	2226 Oak St, San Antonio, TX, 78272	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414373	CLM	Kimberly H George	—	UHC-06108-11	3043669565	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-128899	ENR	Fatima Y Thoams	—	UHC-12199-64	4776529298	9534 Sage Ct, Scottsdale, AZ	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-400863	CLM	Joan I Lane	—	—	—	573 Willow Ct, Plano, TX, 75001	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-124510	ENR	Anna P Edwards	—	UHC-19151-80	—	3858 Willow Ct, Seattle, WA, 98135	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113395	ENR	Cheryl K Murray	—	UHC-17856-63	2627120325	8800 Union St, Nashville, TN, 37293	0.66	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
PRV-25406	PRV	Sharon Cole	—	—	7412675111	3762 Cedar Ln, Tempe, AZ, 85229	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110908	ENR	Rachel Bowman	—	UHC-15361-15	4682948896	6730 Sunset Blvd, Jacksonville, FL, 32292	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23587	PRV	Shirley R Howard	—	—	3086782307	9430 Lincoln Way, Charlotte, NC, 28274	0.66	Date of birth missing Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
ENR-101574	ENR	Brittany K Hawkins	—	UHC-72035-60	—	4053 Pine Dr, Charlotte, NC, 28241	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118819	ENR	Jacqueline J Montgomery	—	UHC-04000-77	6598798371	4351 Harbor Blvd, Eden Prairie, MN, 55344	0.66	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427617	CLM	Madison Taylor	—	—	—	3153 Oak St, Fresno, CA, 93751	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407335	CLM	Virginia Weber	—	UHC-10635-06	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-409244	CLM	Emma G Robertson	—	—	7425016743	434 Pine Dr, Tempe, AZ, 85242	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109275	ENR	Eugene J Payne	—	UHC-90395-97	2367729599	9042 Ridge Rd, Denver, CO, 80225	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-128903	ENR	Stephen D Rose	—	UHC-80010-57	—	8862 Park Pl, Plano, TX, 75069	0.66	Name split from “Last, First”Date of birth missing Member ID reformatted Whitespace trimmed+1 more
ENR-116250	ENR	Karen L Pena	—	UHC-22275-28	3254978420	1941 Harbor Blvd, Charlotte, NC, 28298	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Email lower-cased+1 more

990 rows, page 13 of 20Previous Next