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-141220	ENR	Joshua Crawford	1966-05-13	UHC-85570-06	8655014135	7519 Elm St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429481	CLM	Denise Obrien	1947-05-13	UHC-16406-79	—	9137 Indian School Rd, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134668	ENR	Marshall Olivia	1948-11-17	UHC-22853-47	5315222214	4970 Market St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100802	ENR	Harold X West	2003-10-12	UHC-76560-14	3109956201	9739 Pine Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-51200	TPA	Kahy Hill	1979-09-20	—	7516947971	983 Spring St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411149	CLM	Noah Burns	2000-03-03	—	5035800367	7504 Broadway, Tampa, FL	0.64	Name split from “Last, First”Phone reformatted Address re-cased ZIP missing+2 more
ENR-101962	ENR	Hannah U Chapman	1979-11-04	UHC-28347-29	6002456796	3639 Ocean Ave, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424925	CLM	Doris T Ford	1958-02-28	—	9162660020	1242 Lake View Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23060	PRV	Rachel Walker	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24592	PRV	Samntha Harris	1987-07-06	UHC-52365-84	8146778222	3707 Apache Blvd, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25550	PRV	Robert Russell	1983-09-05	—	2503665877	9166 Pine Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116733	ENR	Joshua U Mitchell	1987-08-11	UHC-32033-51	9853713321	8526 Lincoln Way # 862, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-119537	ENR	Don U Gonzales	2006-10-09	UHC-12549-84	—	179 Forest Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124278	ENR	Timothy Tran	1992-05-05	UHC-72026-20	4966220535	619 Baseline Rd, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425541	CLM	Jason Rose	1967-10-22	UHC-44955-22	—	4069 Pine Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135304	ENR	Barbara D Armstrong	2005-10-03	UHC-12922-79	4559575177	4304 Palm Dr, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129341	ENR	Daniel Cunningham	1943-08-03	UHC-00723-22	5869895708	4528 Jefferson Ave, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113618	ENR	Dorothy G Ruiz	1975-07-06	UHC-33575-51	3412599721	131 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401444	CLM	Susan Andrews	1986-06-20	UHC-26506-24	9784989022	8184 Spring St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133236	ENR	Samantha R Palmer	2007-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24859	PRV	Vincent Ruiz	1948-10-12	UHC-27931-26	—	3608 Cedar Ln, Atlanta, GA	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54820	TPA	Carolyn K Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58545	TPA	Kevin Nichols	1968-11-21	UHC-94153-38	—	4859 Union St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138866	ENR	Linda I Russell	1985-11-06	UHC-37127-79	8348100444	8410 Ridge Rd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119317	ENR	Sophia Sandoval	1964-05-26	UHC-72940-64	2657049567	5489 Jefferson Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53547	TPA	Samuel Wheeler	1960-09-23	—	—	9508 Ridge Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-142892	ENR	Tricia Turner	1941-06-18	UHC-22737-23	—	4465 Mountain View Dr, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427502	CLM	Vincent Bishop	1981-04-20	UHC-95571-57	—	2787 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109730	ENR	Matt X Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
TPA-61934	TPA	Christopher E Perkins	1990-02-26	—	—	1551 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57631	TPA	Danielle Joran	1973-12-20	—	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412543	CLM	Melissa R Rivera	1960-04-26	UHC-44304-88	4159307452	2772 Park Pl, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126300	ENR	Robert K Gardner	1967-03-19	UHC-31608-71	—	5710 Camelback Rd, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407671	CLM	Chris Diaz	1940-11-27	UHC-69730-93	—	3368 Oak St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122770	ENR	Randy F Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24813	PRV	Timothy Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24151	PRV	Jessica K Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln, Glendale, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418343	CLM	Carol Kelly	1939-10-17	UHC-09522-48	—	1796 Maple Ave, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103794	ENR	Alexander Wheeler	1942-08-26	UHC-67858-02	3046950738	7083 Grand Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59424	TPA	—Junk	1965-06-27	—	8943771501	9031 Jefferson Ave, Austin, TX	0.64	Phone reformatted City re-cased ZIP missing Whitespace trimmed+2 more
ENR-125688	ENR	Ashley N Baker	2005-06-11	UHC-00076-33	7794506156	8221 Forest Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131758	ENR	Emma G Santos	2000-06-01	UHC-89792-57	3509207951	8719 Union St, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408332	CLM	Jessica Vega	1967-09-05	—	—	8510 Ridge Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124471	ENR	Henry Daniels	1945-03-11	UHC-26249-22	5764216657	2317 Church St, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402890	CLM	Grace Hawkins	1938-07-27	—	—	1559 Willow Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50681	TPA	Jesse T Jordan	1968-10-10	—	7753391645	9252 Indian School Rd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51192	TPA	Wei Ferguson	1953-09-09	—	7694226581	1093 Valley View Dr, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56632	TPA	Carolyn J Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

7,146 rows, page 72 of 143Previous Next