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
CLM-409285	CLM	Sandra Fox	1971-01-19	—	2352875157	8751 Washington St, Las Vegas, NV	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-139969	ENR	Mariana T Cook	1990-12-09	UHC-97803-20	5075454453	7964 Bayshore Dr, Columbus, OH	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
TPA-57372	TPA	Brayn H Wood	1953-06-28	—	—	8221 Willow Ct # 383, Mesa, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-115528	ENR	Gary V Espynoza	1948-04-18	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-122552	ENR	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-27063	PRV	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-112364	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	—	9290 Forest Ave, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-129274	ENR	Ethan Oliver	1938-11-05	UHC-62085-27	2193289700	646 Ridge Rd, Sacramento, CA	0.68	Phone reformatted City re-cased ZIP missing Gender normalised
CLM-403713	CLM	Diana Meeyer	—	UHC-82280-75	9075198026	5374 Sunset Blvd, Tucson, AZ	0.68	Date of birth unreadable Phone reformatted ZIP missing Placeholder values cleared
CLM-427642	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN	0.68	Phone missing area code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137291	ENR	John I Lewis	1949-04-11	UHC-21433-81	2516206762	2158 Sunset Blvd, Las Vegas, NV	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
TPA-62936	TPA	Austin Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
PRV-23851	PRV	Laura Gonzalez	2003-10-20	—	8575461907	4629 Spring St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-108785	ENR	Christian Z Santiago	1987-03-15	UHC-53310-24	3947703248	3993 Jefferson Ave Apt 11, San Antonio, TX	0.68	Member ID reformatted Unit split from street State code upper-cased ZIP missing
TPA-62269	TPA	Lucia White	1997-06-02	—	—	8826 Cedar Ln, Jacksonville, FL	0.68	State code upper-cased ZIP missing Gender normalised Placeholder values cleared
TPA-58221	TPA	Ashley Mitchell	1994-09-14	—	—	181 Grand Ave, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-56152	TPA	Joyce Reyes	2008-12-04	—	—	1156 Broadway, Dallas, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-422031	CLM	Julie Flores	2005-12-02	—	—	354 Lake View Rd, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-114010	ENR	Bobby A Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA	0.68	Two-digit birth year Phone reformatted City re-cased ZIP missing
ENR-137190	ENR	Sandra Johnston	1987-04-23	UHC-41175-12	3706406971	8467 Sunset Blvd, Austin, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
TPA-54111	TPA	Mariana Jimenez	1965-07-21	—	—	4008 Church St, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
ENR-109606	ENR	Carolyn Morales	1953-04-20	UHC-97852-59	9635074445	395 Church St, Austin, TX	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-106662	ENR	Sandra A Adams	1983-12-04	UHC-23338-39	8084253324	589 Pine Dr, Dallas, TX	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-423258	CLM	Mark Howell	2000-01-15	—	—	8095 Bayshore Dr, San Diego, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
TPA-52699	TPA	Lisa Fster	1995-08-24	—	—	1012 Broadway, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-56341	TPA	Arjun Arnold	1960-06-05	UHC-91721-44	—	9660 Broadway, Orlando, FL	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
PRV-20450	PRV	Janice Rice	1938-12-26	UHC-09502-63	—	8888 Palm Dr, Tucson, AZ	0.68	City re-cased State name converted to code ZIP missing Placeholder values cleared
ENR-119737	ENR	Arjun P Knight	1947-05-20	UHC-49813-17	9459840769	5006 Palm Dr, Eden Prairie, MN	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
PRV-29175	PRV	Deennis E Nelson	1961-03-27	UHC-29756-86	—	4709 Ridge Rd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-105984	ENR	Brenda B Collins	1981-05-04	UHC-88962-02	2179688368	1070 Ridge Rd, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-103755	ENR	Sarah Ruiz	1991-05-08	UHC-76266-90	6904455644	3307 Maple Ave, Charlotte, NC	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
ENR-125533	ENR	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
TPA-59520	TPA	Dick H Hamilton	2000-10-03	UHC-08968-49	—	4119 Highland Ave # 996, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-109780	ENR	Ana Hunter	2008-10-04	UHC-68356-50	—	6740 Hillcrest Rd, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-126086	ENR	Hunt Noah	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-418702	CLM	Paul Martinez	1953-03-19	—	8315175723	2801 Grand Ave, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-105181	ENR	Santiago S Rogers	1986-03-10	UHC-55016-31	5982147136	9622 Ocean Ave, Denver, CO	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
CLM-406406	CLM	Marcus Munoz	1972-08-23	UHC-39935-89	—	1896 Baseline Rd, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-410326	CLM	Brian W Roberts	—	UHC-10708-73	—	4456 River Rd, Tucson, AZ	0.68	Date of birth missing ZIP missing Whitespace trimmed Placeholder values cleared
CLM-413977	CLM	Lisa Garrett	1941-11-08	—	—	4103 Sage Ct, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137003	ENR	Dorothy L Bennett	1974-05-27	UHC-39271-92	—	7575 Broadway, Gilbert, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Whitespace trimmed
ENR-110895	ENR	Walter Weber	1988-01-16	UHC-22039-25	8752661980	3286 Hillcrest Rd, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-136936	ENR	Jacob Romero	1953-11-04	UHC-62450-79	3183286700	6080 Market St, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-429921	CLM	Richard Hall	1969-05-12	—	—	9227 Camelback Rd, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-406204	CLM	Nicole Snyder	1950-01-09	—	—	1353 Elm St, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-414658	CLM	Sandra Taylor	2006-11-26	UHC-73410-51	—	93 Church St, Austin, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
ENR-104059	ENR	Mei S Brooks	1986-10-23	UHC-98539-12	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-102431	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-102430	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-100142	ENR	Dennis V Berry	1965-03-22	UHC-82134-43	7207646563	384 Bayshore Dr, Eden Prairie, MN	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared

7,146 rows, page 111 of 143Previous Next