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

Enrollment, 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
ENR-124213	ENR	Omar Park	1975-11-13	UHC-01183-85	4828045607	4331 Palm Dr, Gilbert, AZ, 85291	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122930	ENR	Herny Wang	1956-10-11	UHC-73333-83	5465842721	9589 Forest Ave, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131209	ENR	Nicole King	1969-03-10	UHC-75840-72	8848891767	6954 Pine Dr, Phoenix, AZ, 85091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138669	ENR	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122767	ENR	Christina D Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd, Houston, TX, 77052	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134239	ENR	Dorothy Cook	1982-07-23	UHC-19060-90	8492320783	5326 Union St Apt 37, Minneapolis, MN, 55408	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135215	ENR	Ethan Wood	1996-02-07	UHC-49596-34	5045775803	7948 Main St, Charlotte, NC, 28249	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120529	ENR	Janet T Hoffman	1977-04-21	UHC-00217-94	—	9782 Valley View Dr, Dallas, TX, 75231	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-112008	ENR	Maeo Armstrong	1979-02-15	UHC-54870-93	8868558811	1841 Bayshore Dr, Los Angeles, CA, 90069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132433	ENR	Randy R Wallace	1987-05-26	UHC-72706-79	9032230751	415 Indian School Rd # 782, Mesa, AZ, 85296	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142460	ENR	Deborah N Chapman	1938-10-27	UHC-03542-11	2535724174	6636 Canyon Rd, Houston, TX, 77028	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130000	ENR	Benjamin H Rozs	1945-12-11	UHC-24918-60	3618549079	8110 Spring St Apt 38, Denver, CO, 80295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142564	ENR	Lawrence Porter	1986-05-26	UHC-43623-95	9002071179	4902 Camelback Rd, Miami, FL, 33145	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116091	ENR	Ana K Gutierrez	1950-06-21	UHC-96937-07	7933649446	6563 Elm St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121528	ENR	Timothy Y Aguilar	1996-11-08	UHC-28975-92	5002713314	1629 River Rd, Las Vegas, NV, 89123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112299	ENR	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132214	ENR	Sharon Cunningham	2003-10-05	UHC-87424-59	9002823968	8900 Mountain View Dr, Minneapolis, MN	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106927	ENR	Sandra A Weber	1963-07-13	UHC-22732-27	7909447106	525 Canyon Rd, Mesa, AZ, 85278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133146	ENR	Ahmed M McDonald	1956-06-08	UHC-73330-87	4726009833	3492 Union St, Atlanta, GA, 30364	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109295	ENR	Margaret B Brown	1948-06-19	UHC-88357-09	3716453111	5224 Central Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109233	ENR	Mariana Roberts	1979-06-21	UHC-18824-99	5537990805	3135 Market St Apt 17, San Diego, CA, 92189	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119185	ENR	Omar H Morales	1973-10-04	UHC-38951-87	5228854789	6303 Park Pl, Tempe, AZ, 85224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118434	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118435	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139848	ENR	Christien McDonald	1997-12-12	UHC-77835-85	8739923399	6840 Spring St, Charlotte, NC, 28275	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127080	ENR	Theresa Green	1965-10-27	UHC-90230-78	3037512221	949 Canyon Rd, San Diego, CA, 92115	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107219	ENR	Mei N Watkins	1986-04-13	UHC-62597-73	8613746117	2223 Apache Blvd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113474	ENR	Jim Johnson	1945-07-21	UHC-22933-11	4115459412	9124 Grand Ave, Tempe, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118642	ENR	Walter G Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109039	ENR	Ronald N Gutierrez	1959-08-02	UHC-84184-60	2622094736	7935 Palm Dr Apt 33, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108519	ENR	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-133996	ENR	Steven Edwards	1943-10-14	UHC-25642-74	6739835407	1488 Hillcrest Rd # 665, San Diego, CA, 92172	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-124745	ENR	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-133861	ENR	Joe Ford	1948-09-25	UHC-81018-84	5497989992	6634 Canyon Rd, Minneapolis, MN, 55415	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102521	ENR	Carol U Richardson	2001-02-20	UHC-63269-96	3386124631	350 River Rd # 191, Orlando, FL, 32896	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-140427	ENR	Lisa F Rogers	1955-05-21	UHC-24194-21	2286130576	6526 Park Pl, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128608	ENR	Charles O Fuller	1942-11-20	UHC-40826-72	2699632658	227 River Rd, Charlotte, NC, 28221	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-136533	ENR	Cheryl L Peterson	1958-03-10	UHC-22463-54	8344099831	8368 Hillcrest Rd, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114818	ENR	Mei Ford	2003-10-10	UHC-16602-17	9017563128	9236 Sage Ct, Dallas, TX, 75268	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122986	ENR	Kathy Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109864	ENR	Samantha L Perez	1996-03-25	UHC-74382-23	6823511706	5062 Ridge Rd, Houston, TX, 77040	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130650	ENR	Hannah Vazquez	2008-07-21	UHC-72499-69	4685775622	5714 River Rd, Dallas, TX, 75295	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105454	ENR	Ahmed Rice	1994-04-07	UHC-03543-90	3435426191	273 Main St, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108619	ENR	Helen Vazquez	1980-06-04	UHC-23011-57	—	1526 Market St, Houston, TX, 77084	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-126318	ENR	Maria Holmes	1944-06-28	UHC-41418-76	—	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111621	ENR	Jack C Pierce	1958-12-15	—	4954680794	4710 Jefferson Ave, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118701	ENR	Henry Wells	1994-05-08	UHC-34465-23	2483558215	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141198	ENR	Bradley Dunn	1950-02-10	UHC-63013-82	4057801523	4893 Mountain View Dr, Minneapolis, MN, 55480	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138125	ENR	Lawrence Y Andrews	1972-09-22	UHC-44841-77	4253777826	5488 Spring St, Eden Prairie, MN, 55320	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-136678	ENR	Elijah Padilla	2006-09-07	UHC-90343-90	4285014942	5747 Willow Ct, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

13,989 rows, page 36 of 280Previous Next