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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124970	ENR	Sara Burton	2002-10-11	UHC-27884-88	3443107527	2996 Palm Dr, Charlotte, NC, 28210	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
CLM-432612	CLM	Jacob Espinoaz	1943-03-01	—	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.66	Two-digit birth year Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-404530	CLM	Heathr Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114603	ENR	Jessica Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-135617	ENR	Susan F Owens	1941-08-12	UHC-37768-97	3195353887	3394 Sunset Blvd, Plano, TX, 75077	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-103401	ENR	Tyleer Williamson	1950-05-10	UHC-91437-30	4544822416	4011 Spring St # 114, Tampa, FL, 33674	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59738	TPA	Janet Ryan	1948-04-08	—	—	1484 Mesa Dr, San Antonio, TX, 78203	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-111364	ENR	Carl J Butler	1996-12-15	UHC-90670-59	8725634420	1591 Lincoln Way, Chandler, AZ, 85242	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-104381	ENR	Michelle Carroll	2006-03-04	UHC-82924-06	6109801666	6882 Valley View Dr, Nashville, TN, 37265	0.66	ZIP+4 trimmed Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-107532	ENR	Matthew A Fuller	1986-01-08	UHC-61724-23	—	3540 Apache Blvd, Austin, TX, 78704	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-118518	ENR	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-404442	CLM	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr Apt 31, Miami, FL, 33159	0.66	Unit split from street State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-138535	ENR	Roger V Taylor	1996-10-18	UHC-26029-98	6877346758	4847 Church St, Dallas, TX, 75292	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-412727	CLM	Ann Welch	1990-11-23	UHC-96949-18	—	5773 Grand Ave, Seattle, WA, 98173	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-111698	ENR	Angela Guzman	1958-01-27	UHC-35394-38	8578799408	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-139575	ENR	Megan Reyas	1978-11-12	UHC-34680-22	3872232350	3696 Central Ave, Miami, FL, 33111	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52604	TPA	Emily Singh	1991-07-23	UHC-65155-15	—	4040 Jefferson Ave, Columbus, OH, 43230	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-106983	ENR	Olivia P Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave # 317, Fresno, CA	0.66	Name re-cased Unit split from street ZIP missing Email lower-cased+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-114298	ENR	Lucia Baker	1967-03-22	UHC-34302-14	4875046963	7093 River Rd, Houston, TX, 77035	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120194	ENR	Gabriel Cruz	1997-09-17	UHC-57724-99	5227360272	4464 Jefferson Ave, Jacksonville, FL, 32289	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114469	ENR	Brenda Lawrence	1970-05-05	UHC-93316-10	8499546047	2471 Grand Ave, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+1 more
ENR-118185	ENR	Wayne Ryan	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123445	ENR	Jack Calson	—	UHC-19117-46	5393683855	4608 Main St, Nashville, TN, 37208	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131861	ENR	Bowman Maria	1966-12-13	UHC-86900-82	5894314577	6396 Indian School Rd, Eden Prairie, MN, 55375	0.66	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-139526	ENR	Patrick D Torres	—	UHC-30389-16	3029839746	9888 Sunset Blvd, Los Angeles, CA, 90000	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117752	ENR	Jerry L Dean	1971-12-28	UHC-44157-23	—	1126 Highland Ave, San Diego, CA, 92123	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-107048	ENR	Danielle M Parker	1958-01-03	UHC-09719-62	9126186315	1498 Lincoln Way, Atlanta, GA, 30340	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-100110	ENR	Fatima A Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.66	Phone reformatted ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-120478	ENR	Kathryn T Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-130799	ENR	Anthony J Ross	1946-11-11	UHC-68058-93	—	8723 Lake View Rd, Glendale, AZ, 85390	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-128726	ENR	Mary Kelly	—	UHC-83955-93	4249532086	5109 Lake View Rd, Houston, TX, 77029	0.66	Name split from “Last, First”Date of birth unreadable Email lower-cased Plan code upper-cased+1 more
ENR-113879	ENR	Bobby O Ross	1967-11-13	UHC-01407-06	2136622926	7493 Grand Ave, Scottsdale, AZ, 85216	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+1 more
ENR-109797	ENR	Cheryl Y Murphy	1980-10-27	UHC-27069-71	—	3441 Oak St Apt 11, Nashville, TN, 37202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116877	ENR	Ethan H Johnson	2007-03-24	UHC-83697-77	7905475265	306 Maple Ave Apt 20, Los Angeles, CA, 90036	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410524	CLM	Ann W Hudson	1944-06-11	—	—	1546 Highland Ave, Nashville, TN, 37278	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-110693	ENR	Evelyn Welch	2007-03-11	UHC-73227-82	—	7638 Central Ave, Scottsdale, AZ, 85262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-129625	ENR	Jonathan Garrett	1961-02-22	UHC-48138-96	9173091687	5631 Church St, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126104	ENR	Randy J Guzman	1967-11-04	UHC-25385-67	5368285274	5574 Elm St # 116, Houston, TX, 77011	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-28682	PRV	Aisha McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-118699	ENR	Helen Mitchell	1956-12-03	UHC-66688-12	2765796551	7898 Mountain View Dr, Orlando, FL, 32892	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-103901	ENR	Betty L Sullivan	1949-01-03	UHC-92313-03	7915438656	14 Lake View Rd, Minneapolis, MN, 55416	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-131720	ENR	Patricia L Gibson	1952-10-13	UHC-08082-86	7217943477	8177 Ocean Ave, Dallas, TX, 75248	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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
ENR-138063	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd # 572, San Antonio, TX, 78232	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136997	ENR	Russell Fowler	1968-06-10	UHC-69971-22	7237017922	8038 Elm St # 484, Sacramento, CA, 95898	0.66	Date of birth reformatted Unit split from street State name converted to code Plan code upper-cased+1 more
ENR-105281	ENR	Frank V Ramos	2007-03-20	UHC-88144-65	—	8047 Indian School Rd, Charlotte, NC, 28232	0.66	Name split from “Last, First”Phone missing area code Email lower-cased Plan code upper-cased+1 more
ENR-105899	ENR	Terry H Diaz	1939-05-15	UHC-77144-47	2984482979	4080 Palm Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28675	PRV	Richard Carpenter	1973-01-14	—	7212280784	1751 Elm St, Fresno, CA, 93766	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
CLM-429900	CLM	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Plan code upper-cased+1 more

3,278 rows, page 26 of 66Previous Next