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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104762	ENR	Maria Dean	1987-08-11	UHC-39017-66	9643076582	8425 Broadway # 808, Dallas, TX	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
CLM-410283	CLM	Santiago Watson	1962-07-25	UHC-78715-95	8228034857	9573 Sage Ct # 487, Los Angeles, CA, 90024	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-116413	ENR	Matthew C Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd # 554, Austin, TX, 78783	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22668	PRV	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct # 203, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-60328	TPA	Ana Thomas	1983-07-19	—	—	8738 Camelback Rd Apt 36, Scottsdale, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110703	ENR	Stephen Peterson	1943-06-12	UHC-22151-31	5229834977	6606 Jefferson Ave Apt 1, San Antonio, TX, 78242	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131316	ENR	Sandra U Reed	1985-04-05	UHC-49852-21	4217610275	4807 Central Ave Apt 37, Columbus, OH, 43264	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-142025	ENR	Jordan H King	1988-12-18	UHC-47443-28	4537075331	4951 Palm Dr # 526, Tampa, FL, 33609	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61922	TPA	Evelyn P Bakker	1944-08-11	—	—	2191 Desert Sky Blvd # 394, Eden Prairie, MN, 55302	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-59264	TPA	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr # 252, Orlando, FL, 32861	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117301	ENR	Matthew Z Rios	1960-04-19	UHC-47062-87	2394061505	96 Baseline Rd # 682, Phoenix, AZ, 85052	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-419923	CLM	Ruth Stone	1994-03-21	UHC-84684-47	7103409532	8778 Sunset Blvd Apt 28, Nashville, TN, 37266	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55827	TPA	Lisa Mendez	1953-09-05	—	5005642611	9253 Jefferson Ave Apt 12, San Diego, CA, 92186	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-129150	ENR	Patrick Phillips	2007-04-08	UHC-92658-26	—	1604 Church St # 179, Chandler, AZ, 85262	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131862	ENR	Anna Morris	1960-03-24	UHC-60990-54	7842599576	3498 Willow Ct # 779, Columbus, OH, 43293	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
CLM-409677	CLM	Margaret Hernadnez	2008-07-14	UHC-56059-24	—	7702 Main St # 989, Miami, FL, 33128	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-59115	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-59114	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
CLM-425872	CLM	Austin V Evans	1974-06-26	UHC-08309-61	—	6408 Camelback Rd # 987, Houston, TX, 77068	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125440	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125441	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429991	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr # 863, Columbus, OH, 43208	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123734	ENR	Madison A Salazar	1984-11-24	UHC-03727-81	7146505589	1081 Pine Dr Apt 37, Tempe, AZ, 85220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414779	CLM	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway Apt 23, San Antonio, TX, 78200	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-418513	CLM	Bruce Jones	1974-06-19	UHC-24551-84	4538808599	6757 Church St Apt 23, Gilbert, AZ, 85254	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-55421	TPA	Lawrence Watson	1995-10-04	—	—	9551 Camelback Rd # 710, Minneapolis, MN, 55483	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57499	TPA	Charles Porter	2004-04-09	—	—	9313 Forest Ave Apt 22, Sacramento, CA, 95829	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
ENR-115921	ENR	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave # 110, Columbus, OH, 43274	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115132	ENR	Mary Martin	1983-10-15	UHC-02890-69	2564091693	9709 Union St # 493, Orlando, FL, 32850	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111724	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	—	1179 Bayshore Dr # 129, Los Angeles, CA, 90058	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428514	CLM	Julia O Ortega	1949-04-12	UHC-48319-96	2192361726	2489 Camelback Rd Apt 20, Orlando, FL, 32874	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51454	TPA	Roger L Ryan	1975-08-28	UHC-35596-61	—	5731 Ridge Rd # 723, Minneapolis, MN, 55463	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61994	TPA	Grace Davis	2000-05-18	—	—	436 Spring St Apt 1, Denver, CO, 80285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23757	PRV	Heather Pierce	1975-03-11	—	8969681540	1540 Maple Ave Apt 11, San Antonio, TX, 78253	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113019	ENR	Ana Bryant	1953-06-02	UHC-45828-50	6166322980	2839 Lincoln Way # 328, Charlotte, NC, 28235	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-139137	ENR	Arthur K Rivera	1979-06-17	UHC-96827-66	7894735637	8110 Oak St Apt 10, Eden Prairie, MN, 55319	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139133	ENR	Alexys M Lewis	1957-09-08	UHC-96321-26	9232407930	6090 Oak St # 550, Orlando, FL, 32839	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51131	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-51132	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-114020	ENR	Thomas Q Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd Apt 35, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-26341	PRV	Roger J Patterson	1985-04-25	UHC-93623-42	5027358264	6366 Washington St # 330, Atlanta, GA, 30326	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-107713	ENR	Randy I Hawkins	1963-06-06	UHC-99256-51	4508173685	8060 Central Ave Apt 30, Austin, TX, 78758	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421423	CLM	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 855, Sacramento, CA, 95863	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 80 of 140Previous Next