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-102215	ENR	Jacqueline B Mills	1940-08-26	UHC-93734-06	3212349441	3447 Park Pl, Plano, TX, 75029	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142510	ENR	Kelly King	1960-09-10	UHC-20472-86	—	2448 Broadway Apt 25, Nashville, TN, 37233	0.66	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-134066	ENR	Valentina C Welch	—	UHC-93033-26	8166164652	6400 Sunset Blvd, Denver, CO, 80289	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-133084	ENR	Victoria F Gaham	1970-12-07	UHC-64777-70	4406610192	2255 Cedar Ln, Las Vegas, NV, 89185	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-118275	ENR	Grace M Day	2000-10-09	UHC-20352-60	—	6305 Lincoln Way, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113633	ENR	Janice Dunn	1953-04-18	UHC-55442-35	6909012854	9735 Palm Dr, Minneapolis, MN, 55443	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-141861	ENR	Diego Evans	1964-06-28	UHC-07580-34	4486606449	5946 Mountain View Dr # 677, Eden Prairie, MN, 55392	0.66	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
ENR-141935	ENR	Lucia K Mitchell	1987-07-22	UHC-78144-93	—	7787 Canyon Rd, Eden Prairie, MN, 55396	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100361	ENR	Ronald A Estrada	1972-07-19	UHC-61133-79	2736186183	8013 Market St, Mesa, AZ, 85296	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
ENR-121508	ENR	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ, 85279	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-138066	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-113536	ENR	Andrew X McDonald	2000-08-21	UHC-38489-91	4374342555	4462 Camelback Rd, Orlando, FL, 32836	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127200	ENR	Billy N Ramirez	1964-04-15	UHC-43295-81	9705343969	773 Union St, Charlotte, NC, 28213	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-115293	ENR	Andrew C Ramirez	2005-02-13	UHC-07301-34	—	6236 Hillcrest Rd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142770	ENR	Mateo Carlson	1973-10-22	UHC-62488-93	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103514	ENR	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-124202	ENR	Jennifer J Castro	1961-01-05	UHC-56669-12	6174975385	5284 Main St, Tucson, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100646	ENR	Ruth C Chapman	1979-08-23	UHC-66165-93	—	862 Palm Dr, Jacksonville, FL, 32297	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126666	ENR	Scot D Daniels	1995-07-08	UHC-86146-39	7302217424	1872 Lincoln Way, San Antonio, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-123197	ENR	David Z Larson	1973-08-03	UHC-00642-38	3494710651	194 Camelback Rd, Sacramento, CA, 95806	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104420	ENR	Jeremy V Burke	1955-08-08	UHC-49049-12	7923206147	845 Meadow Ln, Fresno, CA, 93753	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-114672	ENR	Rebecca W George	1977-02-07	UHC-12353-35	8895679413	7053 Maple Ave, Eden Prairie, MN, 55377	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135916	ENR	Gloria W Ward	1968-09-02	UHC-82962-29	4968924413	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137850	ENR	Kathleen Boyd	1948-11-05	UHC-93061-53	7916350971	253 Oak St, San Diego, CA, 92153	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-109815	ENR	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr, San Antonio, TX, 78268	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-111879	ENR	Eugene S Collins	2005-05-18	UHC-77997-41	8643502892	1653 Highland Ave # 646, Tempe, AZ, 85221	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-114822	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-114823	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-129752	ENR	Albert I Hughes	1942-06-20	UHC-56108-84	2625017162	6509 Apache Blvd, Tucson, AZ, 85710	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-142194	ENR	Jeffrey B Hill	1960-04-04	UHC-46715-47	5809044336	6875 Park Pl, Tucson, AZ, 85772	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126895	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-126896	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-140926	ENR	Gabriel Y Lawson	1987-05-24	UHC-73253-04	8477213153	4123 River Rd, Miami, FL, 33158	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136516	ENR	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106833	ENR	Anna Y Henry	1994-09-07	UHC-94202-84	3565924567	7054 Forest Ave Apt 31, Phoenix, AZ, 85039	0.66	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-121553	ENR	Doris Martinez	1942-07-07	UHC-12388-79	3893513963	4617 Sunset Blvd, Glendale, AZ, 85314	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-121873	ENR	Ryn Thomas	2005-11-23	UHC-13638-92	—	4152 Grand Ave, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134441	ENR	Nancy Y Valdez	2002-06-24	UHC-34666-58	3923898239	3019 Park Pl # 455, Tucson, AZ, 85734	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
ENR-112601	ENR	Donald B Reyes	1953-08-27	UHC-02730-79	8712659474	3204 Forest Ave # 696, Houston, TX, 77041	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106580	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd Apt 29, Eden Prairie, MN, 55368	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140111	ENR	Alexander J Lawrence	1974-03-07	UHC-18319-88	—	4292 Grand Ave, Jacksonville, FL, 32279	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-128913	ENR	Sandra Murray	1980-07-06	UHC-89474-88	5844666546	6907 Meadow Ln, Plano, TX, 75094	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134838	ENR	Scott Robertson	2002-06-03	UHC-77048-48	2086287340	862 River Rd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-126035	ENR	Deborah Sanders	1957-09-31	UHC-37538-29	7423787788	3107 Market St, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136083	ENR	Stephen Le	1969-06-13	UHC-20135-30	6429512670	4470 Jefferson Ave, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130961	ENR	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
ENR-118880	ENR	Tyler A Perez	2003-05-23	UHC-26538-21	—	2874 Meadow Ln, Orlando, FL, 32885	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-140614	ENR	Bruce Y Chavez	1984-06-11	UHC-48974-50	7836690851	1757 Maple Ave Apt 11, Denver, CO, 80297	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-130347	ENR	Barbara T Simmons	1958-11-02	UHC-80555-20	6637665646	5646 Indian School Rd, Las Vegas, NV, 89124	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

13,989 rows, page 104 of 280Previous Next