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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115506	ENR	Teresa Knight	1969-10-26	—	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103950	ENR	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd # 281, Tampa, FL, 33696	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107327	ENR	Wayne Payne	1944-02-02	UHC-86755-25	2794497156	8680 Elm St, Seattle, WA, 98118	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111234	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116476	ENR	Arthur V Santiago	1957-01-17	UHC-93303-99	4239085680	8326 Main St, Tempe, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108165	ENR	Kathryn Ramirez	—	UHC-00624-02	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139588	ENR	Catherine Riley	1999-11-09	UHC-20404-24	5239039881	7227 Canyon Rd, Mesa, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-111577	ENR	Karen F Jackson	1947-05-22	UHC-05379-68	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114138	ENR	Lauren Perry	—	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-124461	ENR	Debra Y Ortega	1998-11-09	UHC-53202-94	2993726462	3452 Meadow Ln, Orlando, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106646	ENR	Diana O Harrison	1966-08-06	UHC-09874-03	4013185529	7744 Central Ave, Gilbert, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105038	ENR	Timothy P Reed	1952-01-06	UHC-12264-39	—	6718 Lincoln Way, Miami, FL, 33103	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-141053	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St, Orlando, FL, 32803	0.48	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+4 more
ENR-102759	ENR	Cynthia L George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA, 90033	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-136602	ENR	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140890	ENR	Isabella Parrk	1943-09-21	UHC-62319-56	8943437923	2082 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111204	ENR	Gregory Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127510	ENR	Elijah Phillips	1995-11-21	UHC-93293-77	9525091543	2832 Baseline Rd # 432, Sacramento, CA, 95820	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119428	ENR	Barbara K Lynch	1961-05-26	UHC-36424-15	4008244818	6512 Sage Ct, Nashville, TN, 37258	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-117825	ENR	Fatima Espinoza	1944-08-11	UHC-02164-70	6835467499	7168 Church St, Denver, CO, 80221	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114015	ENR	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138552	ENR	Michael N Montgomery	1992-03-02	UHC-33107-34	2234460888	3406 Union St, Nashville, TN, 37273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132685	ENR	Mason O Bradley	1986-07-19	UHC-43681-03	5299320007	2852 Apache Blvd, Minneapolis, MN, 55414	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103675	ENR	Martha G Sanchez	—	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-142646	ENR	Cheryl Gibson	1999-05-15	UHC-20991-85	2944819018	6044 Willow Ct, Los Angeles, CA	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-123609	ENR	Sophia Q Robertson	1962-08-17	UHC-54909-88	2744978695	7990 Church St, Atlanta, GA, 30395	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116294	ENR	Brandon Munoz	—	UHC-58272-47	—	7696 Highland Ave, Tempe, AZ, 85265	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-123966	ENR	Noah Gutierrez	2005-12-01	UHC-54159-41	2576707157	179 Meadow Ln, Miami, FL, 33101	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108475	ENR	Jason S Ortiz	1967-02-28	UHC-90014-42	3334955952	6807 Highland Ave, Chandler, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135931	ENR	Priya Collins	1942-04-01	UHC-11691-57	9786028568	6339 Baseline Rd Apt 24, Mesa, AZ, 85246	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107997	ENR	George R Fernandez	1959-03-23	UHC-61162-85	8189960415	5931 Union St, Columbus, OH, 43208	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113178	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100053	ENR	Maria W McCoy	1980-10-08	UHC-49836-32	8744916428	9418 Forest Ave Apt 32, Orlando, FL, 32835	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-124457	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd, Nashville, TN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112468	ENR	Jack Z Mendoza	1978-09-13	UHC-85398-59	—	6468 Camelback Rd, Chandler, AZ, 85243	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-100499	ENR	Bryan M Lucas	1993-06-22	UHC-39542-79	4226425082	487 Harbor Blvd, Los Angeles, CA, 90026	0.48	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-137532	ENR	Joeph E Porter	—	UHC-13992-81	8177127121	1656 Church St, Orlando, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-139179	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd Apt 19, Denver, CO, 80268	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-132451	ENR	Jerry Thompson	—	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-132607	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	—	5420 Market St, Eden Prairie, MN, 55374	0.48	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132023	ENR	Charlotte Matthews	1979-09-26	UHC-91604-76	9234670934	7380 Lincoln Way, Miami, FL, 33180	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-132380	ENR	Stephanie B Jenkins	1972-11-19	UHC-66957-95	—	3598 Hillcrest Rd, Tempe, AZ, 85273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-114444	ENR	Debra Fernandez	1977-09-23	UHC-61165-26	6043178586	3489 Ridge Rd, Jacksonville, FL, 32236	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-133756	ENR	Marcus P Thompson	—	UHC-71607-73	4012247216	4858 Apache Blvd, Atlanta, GA	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-119232	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave # 221, Houston, TX, 77030	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-112310	ENR	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-123608	ENR	Ryan P Rogers	1988-02-01	UHC-87700-61	7372214903	8822 Cedar Ln, Atlanta, GA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-119190	ENR	Nicole Robertson	1976-07-12	UHC-67797-47	4732463823	3505 Sage Ct, Los Angeles, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107623	ENR	Jacob J Reed	—	UHC-01120-63	5806639194	9349 Meadow Ln, Columbus, OH	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more

8,423 rows, page 11 of 169Previous Next