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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126170	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.66	Name split from “Last, First”Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-117776	ENR	Sophia V Roberts	1977-02-18	UHC-64051-25	6162537893	2565 Forest Ave, Plano, TX, 75065	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134658	ENR	Carol D King	1980-12-06	UHC-51452-61	6226563870	4013 Union St, Nashville, TN, 37285	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120724	ENR	Nancy B Myers	1991-06-05	UHC-82208-74	—	5117 Indian School Rd, Minneapolis, MN, 55429	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-115416	ENR	Danielle Romero	1957-12-04	UHC-39500-83	6017669330	4258 Bayshore Dr, Atlanta, GA, 30383	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103024	ENR	Philip Fox	1939-12-22	UHC-70122-50	3515121697	2501 Valley View Dr, Tampa, FL, 33629	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-108260	ENR	Philip Z Barry	1944-09-03	UHC-06254-11	3583435972	1544 Pine Dr, Sacramento, CA, 95812	0.66	City re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-123246	ENR	Jordan Duncan	1994-04-05	UHC-98291-52	6474868687	3252 Ridge Rd, Houston, TX, 77060	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-138212	ENR	Margaret Z Freeman	2007-05-19	UHC-69240-19	—	2160 Sunset Blvd, Tucson, AZ, 85789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-122769	ENR	Olivia Morgan	1954-04-18	UHC-69683-92	6516959529	4590 Grand Ave, Las Vegas, NV, 89113	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108735	ENR	Mary O Vazquez	1982-03-12	UHC-64707-24	8814085262	9688 Elm St, Austin, TX, 78706	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100031	ENR	Janice Z Patterson	1995-04-03	UHC-67938-73	8716311335	7423 Mesa Dr, Gilbert, AZ, 85209	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137123	ENR	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107053	ENR	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-136656	ENR	Charlotte G Wells	1985-06-05	UHC-61324-56	—	7601 Mesa Dr, Eden Prairie, MN, 55317	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108865	ENR	Diana James	1952-05-22	UHC-12444-24	3729253890	3640 Sage Ct, Glendale, AZ, 85358	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106024	ENR	Sara Cruz	2001-01-20	UHC-57937-69	9178258192	2379 Cedar Ln, San Diego, CA, 92105	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134963	ENR	Natalie U Warren	2007-12-13	UHC-66564-15	9533352615	576 Spring St, Las Vegas, NV, 89136	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-121304	ENR	Maria H Castro	1973-08-17	UHC-68892-31	7587053617	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-126273	ENR	Gloria S Lee	1988-09-05	UHC-33495-99	5609335158	2438 Sunset Blvd, Los Angeles, CA, 90068	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101347	ENR	Zachary Stune	1976-11-21	UHC-90615-72	6405415078	4221 Harbor Blvd, San Antonio, TX, 78275	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131701	ENR	Mairana Hert	1940-09-21	UHC-29629-37	5906139619	4802 Union St, Gilbert, AZ, 85265	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128510	ENR	Kyle Burns	1946-02-23	UHC-52612-93	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-143048	ENR	Brian I Vazquez	1956-09-26	UHC-89900-10	3542605010	6606 Oak St, Austin, TX, 78766	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-135332	ENR	Juan N Hunter	1965-09-22	UHC-72781-38	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113201	ENR	Arthur Lane	1971-08-10	UHC-60748-08	—	7691 Elm St, Fresno, CA, 93720	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-139304	ENR	Allen Stephanie	1996-11-20	UHC-14842-48	7759644173	2928 Main St, Tucson, AZ, 85715	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132583	ENR	Jeffrey G Jenkins	1992-05-11	UHC-38887-29	8399898724	413 Baseline Rd, Houston, TX, 77084	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
ENR-108952	ENR	Emma Patel	1973-04-09	UHC-89997-32	—	2279 Mountain View Dr, Columbus, OH, 43237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115033	ENR	Olvia M Wright	1949-07-26	UHC-55221-95	4502946841	3681 Baseline Rd, Tucson, AZ, 85786	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-103091	ENR	Debra Romero	1946-06-10	UHC-12831-60	9009946349	1512 Central Ave, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-119704	ENR	Keith G Vasquez	2000-09-04	UHC-43961-56	6526820405	3840 Elm St, Scottsdale, AZ, 85259	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112528	ENR	Amanda T Nunez	1973-09-04	UHC-71122-93	5696669380	9286 Grand Ave, Fresno, CA, 93764	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138622	ENR	Scott M Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.66	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-115943	ENR	Laura Alvarado	1944-03-03	UHC-10614-33	5424878919	1141 Jefferson Ave, Houston, TX, 77096	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105141	ENR	Bobby Cooper	1998-12-01	UHC-84475-10	4882831996	379 Church St, Chandler, AZ, 85278	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139836	ENR	Hiroshi Tran	1986-02-04	UHC-69597-53	2873701322	5710 Jefferson Ave, Tempe, AZ, 85226	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108598	ENR	Diane F Ward	1997-09-08	UHC-11834-77	—	2021 Park Pl, Columbus, OH, 43292	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-143005	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101705	ENR	Carl X Le	1963-04-28	UHC-61492-71	3307599290	3325 Church St, Tempe, AZ, 85248	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124128	ENR	Frank A Phillpis	1966-04-13	UHC-90331-76	—	614 Valley View Dr, Miami, FL	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-127114	ENR	Alexis R Gilbert	1999-09-26	UHC-90693-78	9575972892	103 Park Pl, Nashville, TN, 37265	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-132868	ENR	Brian H Franklin	1951-10-06	UHC-33533-77	6106088020	2149 Park Pl, Los Angeles, CA, 90057	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-126366	ENR	Terry Burns	1971-09-12	UHC-17911-64	7059912831	8343 Main St, Tampa, FL, 33601	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102966	ENR	Charlotte V Matthews	2007-07-19	UHC-58416-57	—	9592 Harbor Blvd, Nashville, TN, 37273	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-142188	ENR	Kelly D Boyyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-137266	ENR	Sofia T Walker	1938-06-11	UHC-82632-05	6896354189	7867 Park Pl, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-120210	ENR	Sara Y Carter	1968-05-03	UHC-10224-44	2378449565	8769 Cedar Ln, Gilbert, AZ, 85200	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-105845	ENR	Carol W Cunningham	1982-08-01	UHC-63509-20	9423164227	6317 Spring St, Orlando, FL, 32828	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117084	ENR	Julie M Armstrong	1995-02-28	UHC-49553-83	3706638063	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

7,326 rows, page 88 of 147Previous Next