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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124583	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-107317	ENR	Jacqueline Reynolds	1982-11-20	UHC-88771-87	2869903127	5254 Main St, Las Vegas, NV, 89174	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed
TPA-57752	TPA	Alexanedr O Williams	1964-05-18	—	3415249761	9121 Lincoln Way, Los Angeles, CA, 90058	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
CLM-407083	CLM	Bryan Carter	1973-11-26	—	3859541310	2538 Valley View Dr, Austin, TX, 78720	0.56	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised
CLM-422424	CLM	Judy A Carroll	2006-05-24	UHC-24401-98	—	2492 Mountain View Dr, San Diego, CA, 92157	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-415577	CLM	Harold Murray	—	UHC-51489-92	—	188 Baseline Rd, Austin, TX, 78753	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-422923	CLM	Jennifer Burton	1969-06-02	UHC-57790-33	—	7210 Ocean Ave, Gilbert, AZ, 85230	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Placeholder values cleared
TPA-53665	TPA	Mariana Fields	1960-11-22	—	—	3511 Main St, Phoenix, AZ, 85023	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-57624	TPA	Adam P Dunn	—	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-142189	ENR	George N Berry	2006-06-25	UHC-53417-41	—	2479 Broadway, San Diego, CA, 92135	0.56	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-127786	ENR	Gary Guerrero	1985-12-10	UHC-18725-71	4105945149	5571 Jefferson Ave, Los Angeles, CA, 90070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-101465	ENR	Adm Z Torres	1994-02-07	UHC-94361-64	2337449903	7693 Forest Ave # 677, San Antonio, TX, 78240	0.56	Date of birth reformatted Unit split from street State name converted to code ZIP+4 trimmed
CLM-432616	CLM	Ann Lewis	1960-10-11	UHC-05814-43	—	7741 Mesa Dr Apt 10, Tampa, FL, 33681	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-137741	ENR	John Banks	1954-12-04	UHC-23402-48	2033575143	6295 Jefferson Ave, Houston, TX, 77006	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
ENR-101570	ENR	Mateo Snyder	1984-08-13	UHC-26840-16	7647397988	7355 Pine Dr # 524, Dallas, TX, 75240	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-108547	ENR	Joan Estrada	1989-09-22	UHC-34172-38	7264451391	5173 Highland Ave # 435, Nashville, TN, 37298	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-128312	ENR	Andrea Y Grant	1989-02-09	UHC-84060-65	6242416008	4241 Baseline Rd, Dallas, TX, 75270	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-101691	ENR	Lisa G Soto	1954-12-01	UHC-72865-77	9312285367	8026 Bayshore Dr, Miami, FL, 33186	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
TPA-62294	TPA	Carol G Baker	1956-10-28	—	—	3917 Maple Ave, Houston, TX, 77006	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-122607	ENR	Jerry Richadrson	1966-12-11	UHC-82086-33	—	8049 Broadway, Denver, CO, 80214	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-138290	ENR	Adam Fox	1964-01-19	UHC-51786-36	3937826133	9484 Indian School Rd, Mesa, AZ, 85216	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-57131	TPA	Elizabeth Li	1954-02-01	—	—	3590 Willow Ct, Eden Prairie, MN, 55392	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-108411	ENR	Angela J Marquez	1950-05-12	UHC-98892-42	7614825835	4396 Maple Ave, Mesa, AZ, 85251	0.56	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised
CLM-431152	CLM	Jordan Munoz	2007-05-27	—	—	4852 Mountain View Dr, Mesa, AZ, 85211	0.56	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-111129	ENR	Larry Willis	1967-01-25	UHC-23228-90	6269209877	9590 Oak St, Las Vegas, NV, 89105	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-104548	ENR	Vincent Bell	1981-05-27	UHC-76478-57	9532051986	6419 Lake View Rd, Seattle, WA, 98163	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-56447	TPA	Rayomnd Nelson	1955-03-01	—	—	8292 Sunset Blvd Apt 8, Houston, TX, 77058	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-137579	ENR	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-109296	ENR	Martha E Walker	1970-07-15	UHC-37027-99	9368287611	8272 Washington St, Houston, TX, 77080	0.56	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed
CLM-423280	CLM	—Junk	1942-11-23	UHC-80279-32	—	3751 Forest Ave # 346, Los Angeles, CA, 90061	0.56	Unit split from street ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
ENR-139714	ENR	Albert I Lynch	—	UHC-43210-65	—	3732 Sage Ct, Denver, CO, 80275	0.56	Date of birth unreadable State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-419422	CLM	Sharon Sanchez	1996-03-09	UHC-45305-19	—	6949 Canyon Rd, Tempe, AZ, 85271	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-140660	ENR	Dennis Mendez	1934-04-26	UHC-45203-64	—	1631 Canyon Rd, Phoenix, AZ, 85093	0.56	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed
ENR-131041	ENR	Emily Y Hill	2004-10-21	UHC-56455-83	—	7166 Hillcrest Rd # 498, Denver, CO, 80213	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-125647	ENR	Olivia B Dunn	1956-09-23	UHC-37209-76	2505111244	7987 Central Ave, Columbus, OH, 43235	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-138873	ENR	Jordan H Washingon	1964-12-26	UHC-77857-53	—	6428 Washington St, Atlanta, GA, 30336	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-429573	CLM	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 10, Mesa, AZ, 85280	0.56	Unit split from street ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-57805	TPA	Janice Tucker	2005-12-03	—	—	1178 Palm Dr, Sacramento, CA, 95825	0.56	State name converted to code ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-51584	TPA	Evelyn Ray	1941-10-09	—	2313290812	1967 Camelback Rd, Eden Prairie, MN, 55330	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-102287	ENR	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.56	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-405686	CLM	Jerry Lynch	1978-12-27	UHC-81730-62	—	5218 Broadway Apt 32, Miami, FL, 33112	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-107741	ENR	Stephanie Cooper	1971-11-02	UHC-79625-84	4183282238	9795 Broadway, Columbus, OH, 43291	0.56	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed
ENR-139020	ENR	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.56	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed
ENR-111531	ENR	Charles Russell	—	UHC-62543-15	9579743410	7797 Central Ave, Tempe, AZ, 85253	0.56	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-50523	TPA	Amy Gonzalez	2008-11-09	—	—	492 Bayshore Dr, Glendale, AZ, 85309	0.56	Name split from “Last, First”Phone missing area code ZIP+4 trimmed Placeholder values cleared
TPA-57507	TPA	Gerald Hamilton	1986-10-02	—	—	6006 Spring St Apt 21, San Antonio, TX, 78237	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-136374	ENR	Terry Ellis	—	UHC-09830-87	—	2093 Indian School Rd, Chandler, AZ, 85228	0.56	Date of birth missing Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-139054	ENR	Walter Schultz	1969-11-16	UHC-56300-70	4718451263	8527 Desert Sky Blvd, Denver, CO, 80284	0.56	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed
ENR-128340	ENR	Isabella X Pena	1952-12-15	UHC-37201-24	4054670229	6705 Grand Ave, San Antonio, TX, 78297	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
ENR-112531	ENR	Valentina Rios	1989-10-21	UHC-36880-73	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more

8,263 rows, page 54 of 166Previous Next