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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108716	ENR	John Little	1968-05-02	UHC-51193-40	4528658516	1768 Maple Ave, Gilbert, AZ, 85254	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131156	ENR	Wei Ortega	1955-10-09	UHC-90425-63	9729104239	933 Highland Ave, Chandler, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114973	ENR	Nthan R Gutierrez	—	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-119285	ENR	Albert W Brooks	1974-06-08	UHC-42974-77	5042098908	883 Ocean Ave, San Antonio, TX, 78221	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126184	ENR	Santiago Larson	1984-05-16	UHC-86142-96	2388644200	6526 Ocean Ave, Sacramento, CA, 95818	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128461	ENR	Kathleen Murphy	1950-06-17	UHC-54856-93	8822611864	1296 River Rd Apt 32, Charlotte, NC, 28244	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-106777	ENR	Marcus V Arnold	1966-01-02	UHC-01409-71	6249407731	4299 River Rd, Los Angeles, CA, 90071	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138445	ENR	Barb E Reed	2006-12-15	UHC-22780-50	8878931641	878 Lake View Rd, Seattle, WA, 98166	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122685	ENR	Gery H Garrett	1972-06-28	UHC-28642-31	6278802590	589 Park Pl # 749, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-139810	ENR	Tyler F Baker	—	UHC-11302-82	3818800188	4303 Elm St, Glendale, AZ, 85368	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-110840	ENR	Julia U Carroll	1972-07-10	UHC-35780-70	8312837561	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-119504	ENR	Lucia Smith	1998-06-16	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-100644	ENR	Grace A Taylor	1971-09-23	—	4154149172	7577 Camelback Rd, Atlanta, GA, 30339	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135465	ENR	Carol S Jamas	1962-09-01	UHC-43610-58	8942674287	444 Park Pl, Eden Prairie, MN	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140151	ENR	Nancy O Carpenter	1980-06-07	UHC-82726-77	6596643853	7629 Ocean Ave, Dallas, TX, 75246	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119817	ENR	Paul G Bishop	1984-08-28	UHC-76605-06	3943216505	1665 Lincoln Way, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100678	ENR	Roy Butler	—	UHC-98340-50	2856895578	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-126089	ENR	Brian Hart	1971-08-20	—	6385126569	1729 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121535	ENR	Sean W Estrada	1976-12-02	UHC-36955-36	6758554042	6902 Washington St, Atlanta, GA	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135676	ENR	Rachel C Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd Apt 39, Plano, TX, 75080	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105931	ENR	Eugene Edwards	1992-04-08	UHC-98038-11	7368954724	4452 River Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103210	ENR	Keith Mills	1940-08-12	UHC-71507-37	9135190687	2266 Jefferson Ave # 283, Los Angeles, CA, 90044	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116707	ENR	Douglas V Peterson	2005-09-15	UHC-28270-41	—	2515 Sunset Blvd, Minneapolis, MN, 55453	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129779	ENR	Beth S Reyes	1944-11-12	UHC-73785-46	3417211908	6171 Spring St, Fresno, CA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127400	ENR	Donald Z Baker	1982-01-10	UHC-82382-16	8504186524	9253 Apache Blvd # 996, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102126	ENR	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	3165 Lincoln Way, Dallas, TX, 75287	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-101842	ENR	Willie Mendoza	1987-03-03	UHC-26415-69	—	23 Meadow Ln, Tempe, AZ, 85261	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123786	ENR	Emily D Chen	1949-03-07	UHC-23290-49	6623859741	8476 Palm Dr, Glendale, AZ, 85381	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-110213	ENR	Ana Ward	2001-06-13	UHC-74459-03	5524016221	2271 Mountain View Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-131070	ENR	Gary Wells	2005-02-20	UHC-91876-74	8688662238	3046 Spring St, San Diego, CA, 92189	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124869	ENR	Joan O Sanders	1956-07-08	UHC-39294-51	8119415317	6335 Bayshore Dr, Dallas, TX, 75212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112739	ENR	Alice Foster	1950-02-28	UHC-58749-30	3505449710	61 Lake View Rd, Columbus, OH, 43274	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105658	ENR	Joshua E Vega	1996-03-27	UHC-02385-47	3669159001	2246 Mesa Dr, Dallas, TX, 75209	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131329	ENR	Aisha Y Gilbert	1971-08-08	—	—	8619 Elm St, Houston, TX, 77047	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127948	ENR	Michelle O Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St # 234, Miami, FL, 33116	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117831	ENR	Teresa H Walsh	1949-10-07	UHC-14924-54	8586571916	1450 Meadow Ln, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117346	ENR	Ann X Fields	1946-01-03	—	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123544	ENR	Elizabeth U Hanson	1962-04-16	UHC-09556-36	—	1298 Meadow Ln, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137829	ENR	Lori Fuller	1985-09-22	UHC-99756-56	7819204849	2591 Camelback Rd, Tampa, FL, 33624	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105436	ENR	Priya U Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.52	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+2 more
ENR-116470	ENR	Kyle S Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111077	ENR	Logan J Clark	1938-12-28	UHC-88925-67	5217388404	217 Elm St, Gilbert, AZ, 85265	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101354	ENR	Willie Austin	1998-09-20	UHC-42539-11	—	8903 Baseline Rd, Houston, TX, 77065	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129373	ENR	Sharon Campbell	—	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-113468	ENR	Mary Knight	1949-03-23	UHC-69884-47	—	3855 Camelback Rd, Orlando, FL, 32893	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116768	ENR	Debra K Fields	1973-06-12	UHC-12024-33	7015279901	1358 Pine Dr, Phoenix, AZ, 85093	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107073	ENR	Kathleen L Torres	—	UHC-94701-72	8166540659	6571 Desert Sky Blvd, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-111610	ENR	Alex P James	1942-04-05	UHC-26212-35	6717390757	2652 Canyon Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142519	ENR	Christian Vargas	1962-12-25	UHC-00336-95	3648718471	827 Sage Ct # 513, Columbus, OH, 43242	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more

4,309 rows, page 21 of 87Previous Next