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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142141	ENR	Kiberly Carlson	1992-02-13	UHC-99272-77	9677891744	8110 Highland Ave # 808, Mesa, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121927	ENR	Kimberly L Payne	1942-04-07	UHC-83579-91	9323141309	4517 Bayshore Dr # 140, Jacksonville, FL	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-124381	ENR	Ralph U Knight	1995-10-12	UHC-94711-16	9239678910	7040 Palm Dr Apt 2, Denver, CO	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-121812	ENR	Andrew Warren	2007-04-07	UHC-05787-77	6748813281	5638 Canyon Rd, Jacksonville, FL	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126940	ENR	Ann Wood	1950-12-23	UHC-47789-89	—	2226 Forest Ave, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code ZIP missing Gender normalised+2 more
ENR-106803	ENR	Amy W Rede	1945-12-14	UHC-39326-26	5426816770	6175 Canyon Rd, Austin, TX	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-406739	CLM	Kelly Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425510	CLM	Aaron Watkins	1967-12-08	—	—	7721 Maple Ave, Sacramento, CA	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134034	ENR	Cynthia Edwards	2001-04-15	UHC-03383-39	7894854736	9713 Highland Ave # 916, San Antonio, TX	0.40	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-52526	TPA	Christine Elliott	1956-03-08	—	—	2209 Hillcrest Rd, Charlotte, NC	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111481	ENR	Vincent Gordon	1973-01-03	UHC-67709-41	2558169267	1710 Central Ave, Miami, FL	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-413187	CLM	Steven O Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-104046	ENR	Vicky Martinez	1938-06-02	UHC-68159-11	—	5310 Baseline Rd, Orlando, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122075	ENR	Nancy J Contreras	1988-02-04	UHC-44710-83	—	8194 Jefferson Ave # 666, Denver, CO	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134118	ENR	Amanda Little	1989-06-12	UHC-87673-57	—	8345 Lincoln Way, Mesa, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-128746	ENR	Harold Green	1967-04-09	UHC-13221-79	4862209245	5940 Grand Ave # 946, Chandler, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26444	PRV	Larson Joan	1949-09-16	—	—	2943 Pine Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-130278	ENR	Bruce Jakcson	1956-01-19	UHC-34324-18	8167114526	8460 Oak St, Jacksonville, FL	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53689	TPA	Shron Johnston	1938-02-26	—	—	1670 Meadow Ln, Tempe, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115598	ENR	Paul H Jensen	1952-06-06	UHC-67862-96	4553358202	2332 Highland Ave, Dallas, TX	0.40	Two-digit birth year Phone reformatted 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
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-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-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-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-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-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
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-110107	ENR	Lucia Q Kim	1948-10-13	UHC-97425-81	5783790956	4719 Canyon Rd, Eden Prairie, MN	0.40	Two-digit birth year Member ID reformatted Street suffix standardised Address re-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-132862	ENR	Jean L Parker	2001-08-12	UHC-85215-66	8432577524	4997 Meadow Ln, Mesa, AZ	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
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
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
PRV-27749	PRV	Aaron Davis	—	UHC-45592-84	7727838164	1381 Highland Ave, San Antonio, TX	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124068	ENR	Don A Hayes	1949-04-16	UHC-91495-71	8022104343	5151 Jefferson Ave # 153, Los Angeles, CA	0.40	Phone reformatted SSN last four extracted Unit split from street ZIP missing+2 more
CLM-400426	CLM	Jacqueline Chen	1997-08-07	UHC-37309-92	—	5143 Grand Ave, Los Angeles, CA	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56766	TPA	Keith Williamson	1976-03-27	—	3008777832	1299 Valley View Dr, Phoenix, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111155	ENR	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd Apt 3, Phoenix, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126387	ENR	Donald K Wells	1959-12-16	UHC-76669-77	—	96 Hillcrest Rd, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139008	ENR	Carol Rose	1947-05-13	UHC-87748-89	4165870022	8587 Sunset Blvd, Austin, TX	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102294	ENR	Bradley Rice	1983-03-12	UHC-06356-65	2807381003	4855 Bayshore Dr, Atlanta, GA	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134339	ENR	Zachary N Schultz	1966-05-06	UHC-17530-09	9788002170	9272 River Rd, Seattle, WA	0.40	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
ENR-139610	ENR	Barbara D Flores	1961-03-06	UHC-29272-09	2243294613	5681 Washington St, Las Vegas, NV	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-429873	CLM	Amber James	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.40	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more

7,146 rows, page 11 of 143Previous Next