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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117827	ENR	Joshua Bell	1951-09-15	UHC-79259-49	9685390036	8805 Market St, Chandler, AZ, 85203	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-50609	TPA	Nick Perry	1972-02-16	UHC-33463-19	3035490621	3968 Sunset Blvd Apt 30, San Antonio, TX, 78221	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-105478	ENR	Camila M McDonald	1999-07-27	UHC-24344-88	7418010815	1494 Canyon Rd, Scottsdale, AZ, 85295	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405980	CLM	Luis Reynolds	1946-04-03	UHC-81820-65	4052645021	5142 Baseline Rd, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-118268	ENR	Gregory L Marquez	1958-06-14	UHC-09727-02	7248435785	5659 Ridge Rd, Los Angeles, CA, 90054	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27672	PRV	Lisa Harrison	1953-06-05	—	5116878355	6571 Ocean Ave, Dallas, TX, 75266	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
CLM-432545	CLM	Jdy Wells	1989-06-18	—	—	5771 Indian School Rd, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-28062	PRV	Douglas T Hawkins	1949-10-14	UHC-29754-96	—	9435 Harbor Blvd, Nashville, TN, 37274	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
TPA-53709	TPA	Carol Myers	1977-12-17	UHC-11827-96	4998895708	6335 Church St, Seattle, WA, 98126	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-114951	ENR	Wei Young	—	UHC-83500-09	2738162623	3320 Sunset Blvd, Scottsdale, AZ, 85295	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
TPA-63158	TPA	Hennry Dominguez	2000-08-01	—	5516789287	9538 Mesa Dr, Tampa, FL, 33662	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-106681	ENR	Luis Ramos	1965-11-22	UHC-28626-89	7892327072	8960 Apache Blvd, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131725	ENR	Frances O Watins	1946-10-08	UHC-87981-39	7625923138	983 Highland Ave, Orlando, FL, 32864	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-129612	ENR	Charlotte R Welch	—	UHC-86033-30	4717463433	3149 Cedar Ln, Plano, TX, 75039	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-415715	CLM	Charlotte Lopez	1943-04-20	UHC-02280-02	6534522422	1647 Spring St, Tempe, AZ, 85236	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112479	ENR	Jacqueline S Gonzales	1967-01-28	UHC-45582-20	5388382389	6288 Sage Ct # 111, Mesa, AZ, 85282	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-28257	PRV	Grace Phillips	1971-09-14	—	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-127529	ENR	Virginia M Jordan	1974-06-18	UHC-40489-77	3566574341	585 Ocean Ave, Fresno, CA, 93792	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-27104	PRV	Ann E Grant	2000-11-02	UHC-64263-73	6185009961	3438 Hillcrest Rd, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110420	ENR	Roy Flores	1943-03-01	UHC-28140-87	5329526394	41 Pine Dr # 235, Orlando, FL, 32898	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-142680	ENR	Evelyn Frnaklin	1956-10-02	UHC-47615-63	7313852638	5532 Cedar Ln, Mesa, AZ, 85268	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114365	ENR	Jacqueline B Cox	1978-10-27	UHC-39035-76	5398218201	521 Union St, Scottsdale, AZ, 85277	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112926	ENR	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25257	PRV	Debra Andesron	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+4 more
ENR-133629	ENR	Ronald D Morales	1948-01-28	UHC-99938-63	5609962582	2228 Church St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135571	ENR	Jordan D Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21852	PRV	Joe F Bishop	2006-09-16	UHC-31239-05	2115342399	4760 Canyon Rd, Phoenix, AZ, 85094	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-402266	CLM	Camila Snyder	1953-12-15	—	3419919078	5462 Union St, Austin, TX, 78776	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-105545	ENR	Sandra Q Henry	1954-08-15	UHC-32427-83	7616116831	6380 Union St, Miami, FL, 33159	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404851	CLM	Russell M Elliott	2003-09-13	—	—	1646 Grand Ave, Atlanta, GA, 30330	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-421746	CLM	Alan G Bradley	1971-09-10	—	4495170482	5458 Oak St, Tampa, FL, 33633	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-423625	CLM	Eric Simpson	1998-10-18	UHC-65773-70	9843752110	8776 Canyon Rd, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-117524	ENR	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138757	ENR	Arthur Vassquez	2002-12-15	UHC-91248-73	—	2169 Baseline Rd, Mesa, AZ, 85271	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-102221	ENR	Heather Fisher	1990-08-26	UHC-46371-25	3853406694	6233 River Rd Apt 22, Miami, FL, 33137	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51088	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120426	ENR	Joshua Gardner	1941-01-10	UHC-87871-01	2466967449	8336 Bayshore Dr, Tucson, AZ, 85774	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54645	TPA	Marcus Pierce	1944-05-08	—	—	7945 Park Pl, Los Angeles, CA, 90096	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-21580	PRV	Jesse J Hughes	1956-06-22	UHC-62926-91	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421741	CLM	Natalie Ward	1959-04-17	—	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57735	TPA	Juan Herrera	1995-05-05	—	3019202414	8271 Apache Blvd, Mesa, AZ, 85219	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21132	PRV	Ethan Rios	—	UHC-98500-33	2722856719	143 Lake View Rd, Orlando, FL, 32828	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27964	PRV	Margaret Foster	1950-06-28	—	2879218901	9550 Highland Ave, Phoenix, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56463	TPA	Jecob Watkins	1948-01-23	—	—	1221 Church St, Fresno, CA, 93719	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-109889	ENR	Abby Kelley	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd Apt 23, Seattle, WA, 98172	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122862	ENR	Sean F Price	1952-05-18	—	6433590619	469 Apache Blvd, Chandler, AZ, 85296	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-141238	ENR	Christine Z Dixon	1964-08-18	UHC-34283-65	8512489796	361 Mountain View Dr, San Antonio, TX, 78240	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28047	PRV	Christian X Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-141386	ENR	Bran O Fox	1940-05-21	UHC-71539-25	5779045222	4990 Highland Ave, Denver, CO, 80230	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417606	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more

9,084 rows, page 22 of 182Previous Next