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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56336	TPA	Bobby Stone	1954-07-02	—	7399530508	2672 Grand Ave, Scottsdale, AZ, 85241	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103210	ENR	Keith Mills	1940-08-12	UHC-71507-37	9135190687	2266 Jefferson Ave # 283, Los Angeles, CA, 90044	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134690	ENR	Dorothy Franklin	1976-08-17	UHC-90811-84	—	1448 Desert Sky Blvd, Atlanta, GA, 30389	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-100936	ENR	Abigail H Simmons	1953-06-10	UHC-39038-39	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103719	ENR	Eugene Tran	1985-09-05	UHC-63592-24	4136552830	7045 Forest Ave, Las Vegas, NV, 89185	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137443	ENR	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126211	ENR	Lucia D Thompson	1985-12-14	UHC-83698-89	2434166660	19 Pine Dr, San Antonio, TX	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-59517	TPA	Kimberly Wright	1983-10-10	—	—	6957 Bayshore Dr, Los Angeles, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405896	CLM	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA, 93701	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116707	ENR	Douglas V Peterson	2005-09-15	UHC-28270-41	—	2515 Sunset Blvd, Minneapolis, MN, 55453	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410619	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-401136	CLM	Kayla Mejia	2003-09-22	UHC-37503-44	—	6725 Baseline Rd, Seattle, WA, 98160	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112710	ENR	Adam L Ortega	2002-10-06	UHC-52099-82	8329974087	6213 Valley View Dr, Denver, CO	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101394	ENR	Thomas Green	1980-12-23	UHC-57264-66	5085666952	6585 Desert Sky Blvd # 548, San Antonio, TX, 78271	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114327	ENR	Christine Evans	2001-12-17	UHC-01717-89	3586842432	1279 Baseline Rd, Sacramento, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129779	ENR	Beth S Reyes	1944-11-12	UHC-73785-46	3417211908	6171 Spring St, Fresno, CA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127400	ENR	Donald Z Baker	1982-01-10	UHC-82382-16	8504186524	9253 Apache Blvd # 996, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102126	ENR	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	3165 Lincoln Way, Dallas, TX, 75287	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
CLM-417846	CLM	Sean Castro	1973-07-25	UHC-78224-40	—	9846 Bayshore Dr, Tampa, FL, 33672	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413106	CLM	Henry Hanson	—	UHC-69978-70	—	8735 Bayshore Dr, Houston, TX, 77067	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-411983	CLM	Fuller Christian	1993-07-18	—	—	7702 Harbor Blvd, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101842	ENR	Willie Mendoza	1987-03-03	UHC-26415-69	—	23 Meadow Ln, Tempe, AZ, 85261	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54681	TPA	Lawrence Cunningham	1998-07-17	—	—	9321 Mesa Dr # 239, Mesa, AZ	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-430924	CLM	Emma Baker	—	UHC-19416-16	—	2129 Market St, Chandler, AZ, 85223	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-134940	ENR	Madison Snyder	2000-09-10	UHC-85917-43	—	6640 Cedar Ln, Plano, TX	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130008	ENR	Barbara P Collins	2004-05-17	UHC-85662-20	9139945612	647 Market St, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57340	TPA	Dorothy Wagner	—	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-53472	TPA	Tyler Long	1981-04-15	—	4175177821	5731 Main St, Sacramento, CA, 95888	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123786	ENR	Emily D Chen	1949-03-07	UHC-23290-49	6623859741	8476 Palm Dr, Glendale, AZ, 85381	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-142737	ENR	Charles J Wanng	1970-06-14	UHC-77837-25	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-116432	ENR	Laura Watkins	1995-07-08	UHC-10917-24	2267314736	8758 River Rd Apt 32, Las Vegas, NV, 89135	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58191	TPA	Lauren Castillo	1950-01-17	—	—	8106 Willow Ct Apt 25, Tempe, AZ, 85266	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130118	ENR	Marilyn Chavez	1983-05-23	UHC-35235-17	2733218823	2301 Union St, Scottsdale, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-139444	ENR	Arthur I Cooper	1974-01-05	UHC-91339-64	—	9829 Canyon Rd, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63699	TPA	Douglas Smith	1939-02-21	—	3554501225	6704 Valley View Dr, Seattle, WA, 98166	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-53571	TPA	Sofia Y Romero	1978-10-13	—	—	8981 Willow Ct, Glendale, AZ, 85349	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-58633	TPA	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104370	ENR	Priya Spencer	1974-11-09	UHC-43621-39	3186362486	334 Market St, Denver, CO, 80285	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-110213	ENR	Ana Ward	2001-06-13	UHC-74459-03	5524016221	2271 Mountain View Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-404963	CLM	Gary Hughes	1947-06-17	UHC-42310-56	5145358130	6761 Cedar Ln, Mesa, AZ, 85235	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411041	CLM	Charlotte I Payne	2005-01-13	—	—	2382 Grand Ave, Glendale, AZ, 85354	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430336	CLM	Diego Contreras	1948-02-23	UHC-46032-06	—	2310 Forest Ave # 235, Eden Prairie, MN, 55360	0.52	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432513	CLM	Harold Pierce	1958-09-17	UHC-59853-76	—	5371 Park Pl, Glendale, AZ, 85370	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63587	TPA	Ruth B Price	1965-03-04	—	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107891	ENR	Elijah Moore	2002-01-06	UHC-84075-79	9629855846	9244 Sunset Blvd, Seattle, WA, 98185	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142795	ENR	Eugene B Martinez	1992-01-17	UHC-33187-48	2322644018	5914 Canyon Rd Apt 30, Austin, TX	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431751	CLM	Alan Gilbert	1966-08-18	UHC-57392-18	—	5697 Camelback Rd, Charlotte, NC, 28248	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-412643	CLM	Andrea Sanders	1976-03-15	—	8756613660	6103 Market St, Columbus, OH, 43248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112504	ENR	Sharon P Mendez	1974-04-01	UHC-87920-25	2186748802	6167 Ocean Ave, Phoenix, AZ, 85080	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131070	ENR	Gary Wells	2005-02-20	UHC-91876-74	8688662238	3046 Spring St, San Diego, CA, 92189	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

55,824 rows, page 142 of 1,117Previous Next