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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135678	ENR	Carl M Duncan	2002-05-21	UHC-50959-59	4009045955	6668 Main St, Seattle, WA, 98184	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122509	ENR	Nicole J Owens	1975-09-15	UHC-86145-67	3087916257	2323 Palm Dr, Las Vegas, NV, 89178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118948	ENR	Raymond T Wegner	1982-05-17	UHC-58396-99	9412265879	3582 Ocean Ave, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124568	ENR	Kyle Wallace	1979-06-21	UHC-43398-94	2492159970	4635 Indian School Rd, Tempe, AZ, 85290	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107730	ENR	Theresa Ray	1969-11-13	UHC-50362-61	9468395360	5206 Ridge Rd, Fresno, CA, 93720	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134021	ENR	Timothy W Lee	1977-03-21	UHC-55038-67	9606702460	2155 Central Ave, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131644	ENR	Michelle Black	1997-12-14	UHC-53857-60	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129027	ENR	Albert Rivera	2004-06-04	—	2494907660	3812 Ridge Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111253	ENR	Linda V Stevens	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113285	ENR	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104328	ENR	Helen C Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100170	ENR	Nancy C Smith	1938-01-07	UHC-23880-95	6566631779	4037 Hillcrest Rd, San Diego, CA, 92118	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134995	ENR	Isabella Q Fuller	2002-06-26	UHC-89963-39	—	6088 Pine Dr, Nashville, TN, 37284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124845	ENR	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave Apt 15, Seattle, WA, 98197	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-129140	ENR	Amy Y Mills	1996-12-02	UHC-26865-47	3303423122	2109 Sunset Blvd, Gilbert, AZ, 85237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107143	ENR	Frances Butler	1986-05-07	UHC-19278-43	9457745868	4527 Union St, Chandler, AZ, 85274	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139686	ENR	Alice Daniels	1990-03-12	UHC-83756-81	—	4225 Sunset Blvd, Tucson, AZ, 85793	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-106691	ENR	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln # 826, Denver, CO, 80235	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125648	ENR	Laura Flores	1974-03-11	UHC-25734-32	3973653833	7067 Cedar Ln, Phoenix, AZ, 85018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103759	ENR	Kathy A Duncan	—	—	—	5680 Maple Ave, Nashville, TN, 37295	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-142218	ENR	Harrison U Katherine	1970-04-13	UHC-60204-56	6159054082	2321 Apache Blvd, Nashville, TN, 37212	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140261	ENR	Thoomas Hoffman	1955-07-25	UHC-66580-76	2783079432	7394 Hillcrest Rd, San Antonio, TX, 78270	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101404	ENR	Pamela Roberts	1974-04-03	UHC-83499-60	8539965085	6379 Cedar Ln, San Diego, CA, 92199	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113369	ENR	Henry I Hunter	1991-06-03	UHC-15194-32	9137236559	1192 Oak St # 167, Las Vegas, NV, 89128	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-105804	ENR	Julie N Brown	—	UHC-38980-89	6146910058	7670 Indian School Rd, San Antonio, TX, 78265	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114493	ENR	Teresa George	1956-03-25	—	8995627657	2111 Washington St, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103794	ENR	Alexander Wheeler	1942-08-26	UHC-67858-02	3046950738	7083 Grand Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125688	ENR	Ashley N Baker	2005-06-11	UHC-00076-33	7794506156	8221 Forest Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138232	ENR	Tyler O Fowler	1993-06-22	UHC-66179-73	7155884751	1887 Cedar Ln, Jacksonville, FL, 32233	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101830	ENR	Jakc U Hunt	1974-11-04	UHC-18297-25	9866281137	8639 Main St Apt 8, Miami, FL, 33144	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102813	ENR	Bryan I Mills	1951-02-23	UHC-37502-79	5378880359	978 Harbor Blvd, Tempe, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113373	ENR	Lori Mendoza	1966-08-07	UHC-22182-46	3858180499	9878 Willow Ct, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110888	ENR	Linda A Herrera	2006-10-23	UHC-61389-52	5965702528	9034 Washington St, Seattle, WA, 98139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124188	ENR	Arthur Hunt	1941-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137132	ENR	Brittany H Moore	1952-10-22	UHC-42987-12	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137041	ENR	Charles L Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129192	ENR	Kathleen Green	1975-12-10	UHC-80849-06	3022957666	8472 Palm Dr, Columbus, OH, 43260	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132090	ENR	Amber Perkins	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106043	ENR	Valentina K Roberts	2004-06-26	UHC-42409-18	9104395806	8848 Baseline Rd Apt 20, Charlotte, NC, 28222	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133444	ENR	Noah C Freeman	1985-02-04	UHC-86037-08	8763129833	5114 Grand Ave, Jacksonville, FL, 32237	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135366	ENR	Peter Vega	2002-04-06	UHC-80214-61	7925911289	3312 Ridge Rd, Fresno, CA, 93788	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121118	ENR	Grace C Patel	1979-09-18	UHC-58980-35	8918115812	971 Washington St, Orlando, FL, 32808	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117484	ENR	Hannah R Singh	1975-09-09	UHC-64293-94	3426083078	9228 Market St, Tampa, FL, 33629	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131758	ENR	Emma G Santos	2000-06-01	UHC-89792-57	3509207951	8719 Union St, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116400	ENR	Amy Williiamson	1988-06-15	UHC-93376-76	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129311	ENR	Noah L Devis	1943-04-26	UHC-45113-57	4513293861	3479 Lake View Rd # 953, Eden Prairie, MN, 55333	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-103562	ENR	Judith Ramirez	—	UHC-78656-78	—	1023 Canyon Rd, Mesa, AZ, 85283	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-100162	ENR	Joey Richarson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124499	ENR	Edward B Russell	1991-02-21	UHC-31057-94	—	7133 Meadow Ln # 302, Tucson, AZ, 85795	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-140086	ENR	Pamela Phillips	1981-08-15	UHC-56127-45	5484308049	9186 Willow Ct Apt 35, Denver, CO, 80292	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

26,564 rows, page 178 of 532Previous Next