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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56782	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56783	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50945	TPA	Ryan Cooepr	1995-07-25	—	—	9896 Sunset Blvd, Tampa, FL, 33604	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411946	CLM	Elijah Wood	—	UHC-50101-19	—	2755 Sage Ct, Glendale, AZ	0.40	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418822	CLM	Sophia U Davis	1966-05-17	UHC-17097-41	8063812193	4997 Baseline Rd, Houston, TX	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110037	ENR	Michael P Jordan	—	UHC-00509-33	9076453116	7237 Palm Dr, Los Angeles, CA	0.40	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106861	ENR	Jess X Montgomery	1977-07-19	UHC-28580-22	6654019985	4165 Jefferson Ave Apt 16, Fresno, CA, 93787	0.40	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-62508	TPA	Isabella Mjia	1963-12-17	—	—	9832 Washington St, Phoenix, AZ, 85075	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-421133	CLM	Jacqueline Woods	1954-12-17	UHC-84563-22	6207410360	8373 Mesa Dr, Chandler, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424377	CLM	Anna Morris	1960-03-24	—	—	3498 Willow Ct, Columbus, OH	0.40	Name split from “Last, First”State name converted to code ZIP missing Gender normalised+2 more
ENR-121639	ENR	Zachary Morgan	1999-07-13	UHC-30597-89	8588239600	4537 Church St Apt 33, Chandler, AZ, 85205	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128114	ENR	Roger F Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410004	CLM	Denise Davis	1976-01-20	UHC-95791-99	—	8266 Oak St, Seattle, WA, 98149	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410753	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114003	ENR	Carlos Thompson	—	UHC-17306-34	9513534287	7115 Apache Blvd # 644, Tampa, FL, 33652	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27011	PRV	Michael Matthews	1998-09-14	—	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113866	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St # 160, Nashville, TN, 37244	0.40	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-111021	ENR	Camila M Lucas	1959-11-09	UHC-50549-37	—	1620 Jefferson Ave, Dallas, TX	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108720	ENR	Gary U Schmidt	1966-12-22	UHC-93699-20	9088961016	5966 Palm Dr Apt 15, Tucson, AZ, 85794	0.40	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-422616	CLM	Judith S Simmons	1981-07-16	UHC-35607-99	—	8104 Maple Ave Apt 4, Fresno, CA, 93728	0.40	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125667	ENR	Ray Sullivan	1989-08-22	UHC-05981-64	—	5591 Sage Ct, Chandler, AZ	0.40	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140556	ENR	Jeff Padilla	1983-08-18	UHC-65369-28	9878083092	9574 Ridge Rd, Eden Prairie, MN	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127527	ENR	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141153	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St, Fresno, CA, 93784	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117896	ENR	Jason R Harvey	1955-05-26	UHC-27403-64	3008108520	7877 Elm St, Mesa, AZ	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130032	ENR	Grace Fields	1954-06-17	UHC-83534-80	5016191729	9169 Market St, Dallas, TX, 75209	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129381	ENR	Wei A Romero	1942-04-26	UHC-05658-68	5553950267	4297 Indian School Rd # 108, Seattle, WA	0.40	Name split from “Last, First”Member ID reformatted Unit split from street ZIP missing+2 more
ENR-112156	ENR	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.40	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-130750	ENR	Yuki Sandes	1943-06-18	UHC-72782-15	3652157092	6666 Mesa Dr, Minneapolis, MN	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401773	CLM	Tyler M Taylor	—	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.40	Date of birth missing Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-56838	TPA	Cheryl Nunez	1974-03-17	—	8004872922	3118 Elm St # 727, Scottsdale, AZ, 85255	0.40	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
ENR-119111	ENR	Patricia Peters	2000-10-03	UHC-65406-11	9494045786	7041 Mountain View Dr, San Antonio, TX, 78254	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118400	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd # 434, Nashville, TN	0.40	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138036	ENR	Jason Daz	1988-03-18	UHC-57179-82	2763260387	1050 Lake View Rd # 418, Phoenix, AZ, 85092	0.40	Name split from “Last, First”Unit split from street State name converted to code Email lower-cased+2 more
ENR-112222	ENR	Janice Montgomery	2005-11-28	UHC-33646-35	8437484101	5292 Union St, Jacksonville, FL	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138710	ENR	Mason R Perkins	1988-11-23	UHC-51351-24	5002627692	7401 Forest Ave, Seattle, WA, 98133	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-431126	CLM	Joshua Watson	—	UHC-57517-29	—	5300 Lake View Rd, Atlanta, GA, 30366	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-401262	CLM	Wayne H James	1983-07-16	—	—	3720 Pine Dr, Seattle, WA, 98198	0.40	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113323	ENR	Wayne Padilla	1946-08-05	UHC-00942-19	—	1173 Sage Ct, Tucson, AZ	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52036	TPA	Eric Bowman	1954-03-13	—	8486886455	3834 Spring St, Denver, CO, 80251	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142104	ENR	Eily Z Shaw	1992-02-13	UHC-67683-28	4262150652	1137 Washington St # 570, Gilbert, AZ, 85258	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421267	CLM	Christian Hayes	—	UHC-86167-37	—	957 Camelback Rd # 858, Tempe, AZ	0.40	Date of birth missing Unit split from street City re-cased ZIP missing+2 more
ENR-112320	ENR	Beverly G Schmidt	1993-03-21	UHC-13118-62	8996593510	2192 Lake View Rd, Orlando, FL	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-430510	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX, 78293	0.40	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137422	ENR	Abigayl Morris	1970-06-04	UHC-59571-90	3705812352	4579 Central Ave, Miami, FL, 33161	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57546	TPA	Stephen Martinez	—	—	—	6738 Indian School Rd, Tampa, FL, 33665	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409914	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101201	ENR	Mason N Reynolds	1978-09-19	UHC-75443-65	4713890386	4261 Ocean Ave, Dallas, TX	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127830	ENR	Amy Bennett	1970-10-21	UHC-28725-93	4956117588	1308 Bayshore Dr, Denver, CO, 80290	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57694	TPA	JoseJunk	1965-08-18	—	—	7293 Camelback Rd, Plano, TX, 75065	0.40	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+2 more

16,828 rows, page 22 of 337Previous Next