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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113284	ENR	Olivia Franklin	1960-02-15	UHC-59523-42	4372832173	5392 Apache Blvd, San Diego, CA, 92148	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126155	ENR	Justin Mendez	1971-04-01	UHC-91853-28	5952611585	7514 River Rd, Orlando, FL, 32813	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138069	ENR	Kyle Howell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111131	ENR	Jacobs Bobby	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 866, San Antonio, TX, 78285	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120067	ENR	Dennis H Bailey	1962-09-08	UHC-66574-58	5855393602	8646 Lake View Rd, Atlanta, GA, 30342	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115222	ENR	Elijah L Matthews	1953-03-16	UHC-77956-45	4108434974	8477 Pine Dr, Sacramento, CA, 95859	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112813	ENR	Thomas Kniht	1978-07-28	UHC-83731-45	—	6318 Mountain View Dr, Las Vegas, NV, 89122	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112812	ENR	Thomas Kniht	1978-07-28	UHC-83731-45	—	6318 Mountain View Dr, Las Vegas, NV, 89122	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118007	ENR	Laura Snyder	1957-10-19	UHC-51993-56	9555388965	927 Washington St, Plano, TX, 75057	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130824	ENR	Gaary Owens	1976-10-19	UHC-31774-69	4075179620	3992 Park Pl, Gilbert, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141616	ENR	Carol Lane	1971-04-14	UHC-55885-02	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115297	ENR	Brandon A Park	1957-07-13	UHC-88620-39	6249068280	1620 Willow Ct, Scottsdale, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141672	ENR	Kyle N Oliver	1974-12-19	UHC-64045-01	5853066769	16 Mesa Dr, Minneapolis, MN, 55428	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139100	ENR	Kathy Herrera	1945-05-12	UHC-75560-68	3895554600	3859 Forest Ave, San Antonio, TX, 78231	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106199	ENR	Mei Martin	1980-01-22	UHC-88675-81	5439217086	223 Union St, Las Vegas, NV, 89110	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138811	ENR	Victoria Lynch	1983-07-12	UHC-47902-51	3868037372	5827 Indian School Rd, Sacramento, CA, 95821	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126455	ENR	Maria G Carr	1975-01-13	UHC-29916-28	4375047952	9203 Cedar Ln, Orlando, FL, 32835	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135790	ENR	Samuel F Weaver	1995-11-10	UHC-59511-37	—	7528 Central Ave, Mesa, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121349	ENR	Stephen D Robertson	1988-10-19	UHC-23721-99	4486576904	5751 Meadow Ln, Charlotte, NC, 28244	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115821	ENR	Jessica V Carpenter	1953-06-08	UHC-87434-60	—	6742 Spring St, Mesa, AZ, 85254	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136944	ENR	Jerry J Edwards	1958-03-13	UHC-16590-26	—	1159 Cedar Ln # 235, Orlando, FL, 32815	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-124903	ENR	Mei J Stevens	1990-07-27	UHC-83269-31	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108271	ENR	Emily Cruz	2006-02-24	UHC-88304-23	7376475456	9514 Spring St, Mesa, AZ, 85245	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-112157	ENR	Megan K Meer	1945-04-12	UHC-75159-75	7098695661	4769 Park Pl, Atlanta, GA, 30330	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106740	ENR	Martha Jones	1984-08-03	UHC-13088-20	7917926535	4291 Market St, San Diego, CA, 92187	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110843	ENR	Isabella R Fernandez	1972-07-11	UHC-47886-84	8914937823	4521 Jefferson Ave, Orlando, FL, 32843	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129171	ENR	Amber V Hamilton	1988-09-26	UHC-84817-87	3644457321	3555 Forest Ave, Mesa, AZ, 85274	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142622	ENR	Donald Simpson	1976-07-23	UHC-22050-94	5643816326	2920 Central Ave, Denver, CO, 80253	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116364	ENR	William Alvarez	1944-01-18	UHC-21112-93	6799397104	8942 Ridge Rd, Plano, TX, 75085	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142263	ENR	Christopher B Jacobs	1992-05-18	UHC-75100-85	4729840307	432 Washington St, Eden Prairie, MN, 55359	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139544	ENR	Matthew Franklin	1990-09-14	UHC-71460-58	2342281651	5388 Canyon Rd, Tampa, FL, 33624	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113115	ENR	George Murray	1964-10-14	UHC-21404-02	5265528474	2753 Central Ave, Columbus, OH, 43225	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101517	ENR	Mark Gomez	1962-09-20	UHC-29262-82	4849056405	5250 Indian School Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102264	ENR	James Herrera	1964-03-16	—	8598833508	7979 Sage Ct, Gilbert, AZ, 85267	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119297	ENR	Elijah Murphy	1978-04-02	UHC-76725-58	—	409 Harbor Blvd, Charlotte, NC, 28228	0.74	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-118318	ENR	Gary V Jensen	1950-07-25	UHC-59114-40	3903753976	104 Oak St, Gilbert, AZ, 85236	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111993	ENR	Theresa U Cunningham	2004-01-18	UHC-57506-28	9613903662	8763 Washington St, Tempe, AZ, 85277	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-111808	ENR	Thomas Mtathews	2002-01-14	UHC-82481-42	8153314166	9134 Oak St, Dallas, TX, 75287	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136478	ENR	Sean Kelly	2003-08-08	UHC-24159-74	2784826768	4766 Grand Ave, Eden Prairie, MN, 55307	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127640	ENR	Ruth Wheeler	1972-10-02	UHC-22832-36	5974299157	1019 Valley View Dr, Las Vegas, NV, 89114	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-121747	ENR	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	412 Palm Dr, Austin, TX, 78728	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114295	ENR	Laura Johnson	1981-01-03	UHC-73708-61	2892278574	184 Meadow Ln, San Antonio, TX, 78203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118296	ENR	Rebecca V Cooper	1954-10-28	UHC-13701-22	7979222692	4303 Forest Ave, Glendale, AZ, 85366	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105202	ENR	Ann P Stephens	1940-06-06	UHC-89522-57	8103015570	2592 Grand Ave, Atlanta, GA, 30307	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105201	ENR	Ann P Stephens	1940-06-06	UHC-89522-57	8103015570	2592 Grand Ave, Atlanta, GA, 30307	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122206	ENR	Daniels N Douglas	1950-09-15	UHC-51404-66	7387710146	2988 Maple Ave, Jacksonville, FL, 32209	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101783	ENR	Bryan Cruz	1941-08-23	UHC-52766-32	5412833470	2664 Park Pl, Eden Prairie, MN, 55330	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128351	ENR	Ronald Bishop	1970-05-16	UHC-47399-18	5736367394	3977 Mesa Dr, Mesa, AZ, 85279	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142097	ENR	Helen Rivera	1960-06-28	UHC-98891-36	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141810	ENR	Alan G Guzman	1939-12-13	UHC-08812-07	4178895294	6807 Sage Ct, Orlando, FL, 32829	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

8,934 rows, page 89 of 179Previous Next