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-119662	ENR	Andy S Banks	1956-07-22	UHC-26341-52	—	4132 Willow Ct, Eden Prairie, MN, 55335	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-141397	ENR	Victoria Y Jimenez	2004-10-13	UHC-81928-43	4733961226	4112 Baseline Rd, Scottsdale, AZ, 85275	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108216	ENR	Michelle Garza	1964-01-08	UHC-34895-65	8537285666	6394 Indian School Rd, Tucson, AZ, 85740	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118600	ENR	Aaron B Kennedy	1993-12-26	UHC-04502-15	3364903606	2310 Jefferson Ave, Seattle, WA, 98163	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105137	ENR	Wayne Hayes	1955-01-27	UHC-81566-25	—	6294 Highland Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132267	ENR	Hannah Cooper	1945-03-20	UHC-05330-12	8547649675	6186 Ocean Ave, Denver, CO, 80205	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106066	ENR	Kathleen B Rogers	1951-05-14	UHC-53818-07	6805356769	6344 Valley View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130808	ENR	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	—	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-118860	ENR	Theresa B Mills	2000-03-14	UHC-17982-74	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142542	ENR	Anna I Bennett	1953-09-15	UHC-53468-90	9885113477	8268 Highland Ave, Gilbert, AZ, 85263	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135112	ENR	Angela Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr Apt 27, Jacksonville, FL, 32248	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100119	ENR	Nataie L Ferguson	—	UHC-79568-09	6239710925	8678 Pine Dr, Columbus, OH, 43202	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-141466	ENR	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 533, Sacramento, CA, 95887	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-111801	ENR	Emily Scott	1987-08-19	UHC-19898-07	9332972501	5675 Oak St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113647	ENR	Elijah Brooks	1974-10-23	UHC-94363-43	4447584070	2057 Grand Ave, Scottsdale, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126255	ENR	Brenda Ramos	1993-05-06	UHC-80032-61	3937925565	7121 Church St, Atlanta, GA, 30362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113296	ENR	Catherine Taylor	1949-01-23	UHC-76777-58	5503384257	4970 Harbor Blvd, Glendale, AZ, 85327	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131571	ENR	Dorothy C Rivera	1958-07-18	UHC-33446-42	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139211	ENR	Janice Park	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110753	ENR	Ryan Graham	1972-07-09	UHC-26938-57	3389643307	2179 River Rd, Denver, CO, 80267	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107247	ENR	Brenda O Ford	1973-10-01	UHC-27693-78	2043879970	7624 Camelback Rd, San Diego, CA, 92169	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118727	ENR	Willie R Armstrong	1938-12-04	UHC-54698-32	9326704084	9795 Sage Ct, Columbus, OH, 43276	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-128813	ENR	Camila I Bishop	2004-09-16	UHC-97812-75	8848859691	8817 Willow Ct, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142219	ENR	Richard T Burns	1955-09-02	UHC-96197-03	5407299760	1673 Camelback Rd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-125270	ENR	Bradley H Arnold	1982-06-07	UHC-81020-33	5115323711	112 Ocean Ave, Eden Prairie, MN, 55316	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102208	ENR	Anna Williams	1944-12-02	UHC-74905-69	6325720411	9835 Mountain View Dr, Tucson, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109768	ENR	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA, 90039	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103777	ENR	Ruth Young	1989-01-11	UHC-18250-65	6784433901	3975 Ridge Rd # 435, Nashville, TN, 37244	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-120568	ENR	Theresa Payne	1978-09-05	UHC-59654-15	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128878	ENR	Mary U Remirez	1986-05-21	UHC-56915-42	8607855942	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124351	ENR	Roger Boyd	2007-11-27	UHC-05609-11	2154216642	5693 Central Ave, Scottsdale, AZ, 85295	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103361	ENR	Luis P Vega	1939-07-28	UHC-18828-56	—	2560 Ocean Ave, Minneapolis, MN, 55458	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109069	ENR	Rebecca Richardson	1998-09-23	UHC-74913-63	—	5170 Lake View Rd, Eden Prairie, MN, 55316	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106828	ENR	Ryan T Warren	1981-09-17	UHC-88327-63	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114209	ENR	Justin Estrada	1999-10-01	UHC-08400-52	4545374322	6120 Maple Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105456	ENR	Christina E Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131475	ENR	Gloria Y Evans	1949-04-13	UHC-56869-18	—	8883 Union St, Columbus, OH, 43259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140769	ENR	Anthony Gibson	—	UHC-83521-36	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-140020	ENR	Morris Wayne	1956-06-07	UHC-81299-54	4189518316	6002 Baseline Rd, Charlotte, NC, 28297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128901	ENR	Gerald Parker	1953-07-26	UHC-73850-59	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141490	ENR	Bradley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103502	ENR	Fox S Christopher	1950-04-28	UHC-01934-28	3226692546	3691 Hillcrest Rd Apt 21, Atlanta, GA, 30320	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-113358	ENR	Victoria X White	1948-06-23	UHC-30480-57	2236150248	7135 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137682	ENR	Zachary P Guerrero	1961-10-11	UHC-59045-42	9617256423	9075 Desert Sky Blvd Apt 18, Chandler, AZ, 85287	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129561	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	8065654780	1799 Highland Ave, Jacksonville, FL, 32208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105616	ENR	Benjamin Romero	1978-11-02	UHC-88365-92	2784441378	614 Main St Apt 8, Los Angeles, CA, 90017	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102353	ENR	Susan Q Contreras	1944-06-18	UHC-75987-03	6519702250	2840 Grand Ave, San Diego, CA, 92177	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123535	ENR	Justin P Tran	1941-03-07	UHC-17587-12	4994592312	3195 Market St # 222, Mesa, AZ, 85232	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120639	ENR	Megan X Reyes	2004-09-04	UHC-23869-03	8309063807	1973 Ocean Ave, Seattle, WA, 98178	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-126857	ENR	Henry Olson	1960-05-17	UHC-46750-03	2673230960	4258 Mountain View Dr, Tampa, FL, 33693	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more

13,989 rows, page 84 of 280Previous Next