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-112047	ENR	Greg W Wheeler	1989-03-15	UHC-41625-56	4629891783	8819 Camelback Rd, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
PRV-25258	PRV	Robert Palmer	1977-11-13	—	8903221400	2089 Ocean Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-62597	TPA	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL	0.66	Name re-cased ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-114822	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-114823	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-57943	TPA	Dorothy Andrews	1946-10-15	—	—	8554 Hillcrest Rd, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136516	ENR	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422895	CLM	Austin L Contreras	1946-03-21	—	3652239138	1920 Pine Dr, Miami, FL	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-50157	TPA	Victoria J Lynch	1995-10-10	—	—	9353 Baseline Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-120260	ENR	Sara U Welch	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137206	ENR	Helen Y Gordon	1948-02-03	UHC-94111-71	9214940815	7857 Mesa Dr, Austin, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-121873	ENR	Ryn Thomas	2005-11-23	UHC-13638-92	—	4152 Grand Ave, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51040	TPA	Elizabeth Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-130071	ENR	Abby Q Owens	1991-04-07	UHC-77928-28	6783502997	2777 Broadway Apt 15, Sacramento, CA	0.66	Unit split from street Address re-cased City re-cased ZIP missing+1 more
TPA-58295	TPA	Nanccy N Morgan	1988-01-04	—	—	1598 Canyon Rd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-428603	CLM	Aisha Rojas	1956-12-18	UHC-94886-33	2988219286	6374 Ocean Ave, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134838	ENR	Scott Robertson	2002-06-03	UHC-77048-48	2086287340	862 River Rd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-126035	ENR	Deborah Sanders	1957-09-31	UHC-37538-29	7423787788	3107 Market St, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136083	ENR	Stephen Le	1969-06-13	UHC-20135-30	6429512670	4470 Jefferson Ave, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420020	CLM	Angela Lopez	1994-07-26	UHC-47375-08	—	7803 Canyon Rd, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-138732	ENR	Zachay Palmer	1953-11-15	UHC-76597-84	2799680762	8301 Apache Blvd, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
PRV-26407	PRV	Cynthia Q Ortega	1943-02-04	—	4387570627	8531 Mountain View Dr, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-105850	ENR	Lori I White	1992-07-07	UHC-54572-42	4158799681	2314 Park Pl, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125773	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125774	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
TPA-52291	TPA	Carl V Stephens	2003-10-16	—	8019346763	6387 Forest Ave, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-26471	PRV	Ryan Nuneez	1950-10-06	—	6953116420	3715 River Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416174	CLM	Samantha Jenkins	2007-01-20	UHC-20745-11	—	3267 Oak St, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-27443	PRV	Lawrence Moris	2001-02-01	—	—	3862 Meadow Ln, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-123189	ENR	Victoria Tucker	1990-07-28	UHC-76378-52	8773416499	1068 Sage Ct, Tampa, FL	0.66	Name re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-106555	ENR	Mary I Bell	1993-01-26	UHC-19629-15	9876718608	9157 Apache Blvd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133122	ENR	Wei Little	1996-11-28	UHC-93970-40	9204956254	6286 Willow Ct, Sacramento, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102263	ENR	Simpson Aisha	2005-09-18	UHC-17586-98	4215249009	3633 Pine Dr, Tampa, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-428836	CLM	Ashley Walsh	1961-10-13	—	4522281878	7897 Palm Dr, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-427213	CLM	Drew M Carroll	1943-04-21	UHC-88757-58	9258164489	8282 Baseline Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414621	CLM	Arthur N Myers	—	UHC-40907-37	2647448277	3245 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-134296	ENR	Michael Martinez	2001-12-18	UHC-30173-14	9658290268	9858 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415688	CLM	Jordan Willis	2001-06-16	UHC-82878-88	—	6683 Desert Sky Blvd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61117	TPA	Luri Stewart	1983-03-27	—	3382118339	8167 Desert Sky Blvd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55293	TPA	Ann Morgan	1979-01-26	—	8246990803	4333 Apache Blvd, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-105589	ENR	Jordan G Austin	2001-08-16	UHC-99557-89	—	7926 Ocean Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-127539	ENR	Brian Harrison	1977-10-22	UHC-08680-52	5958242725	713 Oak St, Chandler, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-126470	ENR	Lauren F Diaz	1956-11-24	UHC-80178-16	4615531722	6254 Bayshore Dr, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63607	TPA	Melissa Patterson	1982-09-23	—	—	6288 Harbor Blvd, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-112051	ENR	Julye K Hamilton	1976-02-10	UHC-15384-45	6145439499	2564 Washington St, Chandler, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427198	CLM	Olivia Maldonado	1958-04-09	—	8287953425	7572 Desert Sky Blvd, Miami, FL	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-415231	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-415232	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-58684	TPA	Virginia Black	1959-02-23	—	5074129846	5876 Desert Sky Blvd, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25266	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 105 of 143Previous Next