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-135844	ENR	Henry T Lopez	1949-01-06	UHC-23309-08	9468077307	5336 River Rd, Sacramento, CA, 95812	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114433	ENR	Rachel H Nguyen	1986-07-20	UHC-54649-71	7016512598	6457 Washington St, Scottsdale, AZ, 85219	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137568	ENR	Sam Bennett	1966-09-22	UHC-78204-06	3779255829	5671 Indian School Rd, Minneapolis, MN, 55440	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138070	ENR	Kyle Howell	1987-12-25	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-103526	ENR	Austin Harper	2008-05-17	UHC-23577-59	7283051094	8699 Willow Ct, Sacramento, CA, 95811	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141429	ENR	Rebecca Payne	1939-03-10	UHC-73170-37	6297749005	1740 Union St, Nashville, TN, 37257	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-133212	ENR	Denny R Rivera	2005-10-17	UHC-30220-58	6092903189	937 Maple Ave, Tampa, FL, 33618	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132241	ENR	Jean F Pena	1952-11-26	UHC-63144-44	6825226386	2729 Market St, San Antonio, TX, 78227	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139922	ENR	Vincent Meyer	1984-12-22	UHC-47578-50	3678386470	237 Sage Ct, Plano, TX, 75014	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124403	ENR	Ruth I Maldonado	1989-07-03	UHC-16291-48	4896594682	1565 Lake View Rd, Plano, TX, 75097	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108879	ENR	Bobby P Fowler	1992-05-05	UHC-04956-87	3266808727	7072 Harbor Blvd, Plano, TX, 75045	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118226	ENR	Scott Z Richards	1991-01-23	UHC-45156-18	8747946288	4546 Oak St, Nashville, TN, 37202	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105723	ENR	Stephen Y Hicks	2003-03-01	UHC-10555-56	3595564090	2494 Oak St, Austin, TX, 78782	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111668	ENR	Dorothy U Turner	1977-09-01	UHC-22932-26	9079898363	7948 Sunset Blvd, Los Angeles, CA, 90059	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132004	ENR	Donald Gray	1950-08-23	UHC-42611-30	3386577713	1411 Mountain View Dr, Glendale, AZ, 85384	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123759	ENR	Amy M Hart	1973-11-08	UHC-53824-38	—	3562 Mountain View Dr, Houston, TX, 77092	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111141	ENR	Timothy U Lynch	1976-10-20	UHC-17134-18	2686015298	5599 Highland Ave, Miami, FL, 33124	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139486	ENR	Natalie O Roberts	1974-11-07	UHC-16923-99	5052145273	755 Bayshore Dr, Sacramento, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-126049	ENR	Catherine Burton	2006-07-19	UHC-81313-35	8464371580	7930 Market St, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121414	ENR	Carl Q Wang	1944-04-05	UHC-10871-24	2029146447	8827 River Rd, Orlando, FL, 32800	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102166	ENR	Douglas Myers	1966-09-14	UHC-94916-06	9527471969	3251 Pine Dr, Columbus, OH, 43229	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117817	ENR	Cralos Le	1944-10-15	UHC-07359-80	5644707042	7655 Lake View Rd, Charlotte, NC, 28252	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105489	ENR	Jonathan E Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110292	ENR	Wayne Johnston	1957-08-18	UHC-17323-63	7913779801	4906 Central Ave, Denver, CO, 80276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128448	ENR	Kenneth Gordon	1988-08-27	UHC-87982-02	3697759207	9879 Union St, Atlanta, GA, 30361	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124677	ENR	Ethan V Reid	1958-02-10	UHC-93522-79	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106986	ENR	Sofia Y Hart	2007-01-01	UHC-60364-39	3126488737	346 Meadow Ln, Tampa, FL, 33655	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117529	ENR	Anrew P Ramos	1951-09-27	UHC-09140-27	9076343928	2590 Market St, Dallas, TX, 75211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117530	ENR	Anrew P Ramos	1951-09-27	UHC-09140-27	9076343928	2590 Market St, Dallas, TX, 75211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116775	ENR	Sharon Z Gomez	1967-02-08	UHC-34933-75	8193243211	5413 Sunset Blvd, Las Vegas, NV, 89177	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131531	ENR	Beverly O Chavez	1961-04-02	UHC-99149-25	4809535522	6863 Palm Dr, Plano, TX, 75022	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127403	ENR	Andrew L Vargas	1971-04-25	UHC-37792-68	6149201419	9409 Cedar Ln, Dallas, TX, 75283	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111765	ENR	Stephanie L Nunez	1990-07-27	UHC-67933-56	2958829860	6072 Elm St, Glendale, AZ, 85347	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109313	ENR	Jacqueline H Powell	1951-10-10	UHC-16538-48	8682768132	7462 Palm Dr, Las Vegas, NV, 89115	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103450	ENR	Madison Jones	1997-09-09	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.74	Name re-cased Date of birth reformatted City re-cased Email lower-cased+3 more
ENR-135195	ENR	Anthony L Nguyen	1975-01-21	UHC-17522-25	4299488608	9455 Jefferson Ave, Tucson, AZ, 85762	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100682	ENR	Rachel Martinez	1967-04-19	UHC-62495-82	9564975888	5776 Church St, Tampa, FL, 33668	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120416	ENR	Arthur A White	1988-04-07	UHC-10188-33	—	2059 Main St, Austin, TX, 78772	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135824	ENR	Kelly O Tucker	1999-01-03	UHC-00488-72	4184230530	4186 Central Ave, Chandler, AZ, 85219	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121123	ENR	Arjun K Diaz	1971-02-25	UHC-03518-52	6319345952	3806 Elm St, Tempe, AZ, 85215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125224	ENR	Sandra D Stephens	2004-05-28	UHC-87125-33	8892592402	6751 Elm St, Jacksonville, FL, 32282	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107924	ENR	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA, 30397	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138878	ENR	Christopher W Brown	1999-03-11	UHC-50638-68	4246296015	9888 Lake View Rd, Los Angeles, CA, 90034	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100761	ENR	Mateo B Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave, Austin, TX, 78798	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-135973	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134971	ENR	Carlos V Greene	1990-12-22	UHC-01781-13	7097750003	8753 Highland Ave, Atlanta, GA, 30307	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113224	ENR	Lori N Aguilar	1983-07-12	UHC-63540-68	9524124075	1976 Spring St, Charlotte, NC, 28204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120421	ENR	Charlotte Obrien	1944-12-04	UHC-09453-36	8398329182	2619 Central Ave, San Diego, CA, 92110	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124690	ENR	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	7117 Central Ave, Gilbert, AZ, 85287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111880	ENR	Joan Mills	1957-12-16	UHC-84014-04	8845115773	1972 Hillcrest Rd, Scottsdale, AZ, 85214	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 122 of 280Previous Next