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

Enrollment, flag “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105567	ENR	Cruz M Judith	1945-12-27	UHC-15545-09	—	2981 Highland Ave, Miami, FL, 33173	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-140313	ENR	Laura Perry	1976-07-06	UHC-68005-71	—	174 Maple Ave, Jacksonville, FL, 32223	0.68	Phone missing area code SSN last four extracted Email lower-cased Whitespace trimmed
ENR-101929	ENR	Martha Carter	1989-09-22	UHC-40028-30	—	8319 Lake View Rd, Las Vegas, NV, 89104	0.68	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed
ENR-129446	ENR	Ruth Jordan	1941-01-21	UHC-15673-95	—	2396 Ridge Rd, Nashville, TN, 37230	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-142013	ENR	Hannah Patterson	—	UHC-40407-99	—	—	0.68	Date of birth unreadable Phone missing area code Email lower-cased Whitespace trimmed
ENR-105995	ENR	Branda Warren	1960-08-12	UHC-14137-85	—	331 Harbor Blvd, Glendale, AZ, 85398	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-115329	ENR	Jsaon M Moreno	1977-12-24	UHC-09388-80	—	7109 Pine Dr, Mesa, AZ, 85270	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-126334	ENR	Larry Martinez	1940-08-22	UHC-53074-23	—	9499 Sunset Blvd, Plano, TX, 75090	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-124349	ENR	Sarha G Gray	1949-07-02	UHC-28590-44	—	301 Camelback Rd, Orlando, FL, 32810	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-137003	ENR	Dorothy L Bennett	1974-05-27	UHC-39271-92	—	7575 Broadway, Gilbert, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Whitespace trimmed
ENR-101481	ENR	Albert Woods	1954-07-09	UHC-81873-91	—	1380 Harbor Blvd, Denver, CO, 80213	0.68	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed
ENR-104343	ENR	Mark N Ford	1967-04-02	UHC-58600-22	—	8320 Willow Ct, Orlando, FL, 32879	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased
ENR-107340	ENR	George P Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-127083	ENR	Juan Lewis	1964-04-09	UHC-51931-21	—	4772 Jefferson Ave, Scottsdale, AZ, 85207	0.68	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased
ENR-140727	ENR	Elizaeth Ross	—	UHC-90424-31	—	—	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-129160	ENR	Jordan Berry	1960-06-19	UHC-30488-44	—	6518 Harbor Blvd, Columbus, OH, 43281	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-117388	ENR	Maaria Hayes	1942-03-28	UHC-47647-09	—	9089 Jefferson Ave, Minneapolis, MN, 55458	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-121393	ENR	Ronald Q Brown	1964-02-24	UHC-81582-22	—	758 Elm St, Mesa, AZ, 85204	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-135558	ENR	Jeremy B Howell	1981-03-25	UHC-26033-66	—	6008 Sage Ct, Minneapolis, MN, 55474	0.68	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-121934	ENR	Stephanie L Arnold	1941-07-03	UHC-99944-03	—	7293 Desert Sky Blvd, Scottsdale, AZ, 85232	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-139569	ENR	Raymnod Z Robinson	1977-04-24	UHC-98681-06	—	5805 Oak St, Austin, TX, 78751	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-101631	ENR	Jessica Weaver	1990-02-13	UHC-56598-09	—	5857 Harbor Blvd, Chandler, AZ, 85230	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-134937	ENR	Julie Hart	1940-08-25	UHC-16029-61	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-115701	ENR	Dorothy Williason	1958-10-05	UHC-38531-14	—	6047 Lincoln Way, Dallas, TX, 75210	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-112072	ENR	Nathan Franklin	2002-09-06	UHC-33672-32	—	569 Lincoln Way, Tampa, FL, 33631	0.68	Phone missing area code Gender normalised Plan code upper-cased Whitespace trimmed
ENR-128572	ENR	Nicole Black	1993-09-19	UHC-81174-82	—	6222 Forest Ave, Houston, TX, 77066	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-133242	ENR	David Cox	2005-12-15	UHC-62175-68	—	3183 Oak St, Glendale, AZ, 85335	0.68	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed
ENR-135873	ENR	Joyce B Black	2004-04-08	UHC-16597-33	—	7526 Harbor Blvd, Denver, CO, 80263	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-111982	ENR	Doris Stewart	1968-03-04	UHC-07596-64	—	5776 Sage Ct, Minneapolis, MN, 55480	0.68	Name re-cased Phone missing area code Gender normalised Whitespace trimmed
ENR-108401	ENR	Logan H Welch	1964-09-19	UHC-05742-56	—	5903 Grand Ave, Minneapolis, MN, 55407	0.68	Date of birth reformatted Phone missing area code State name converted to code Placeholder values cleared
ENR-133139	ENR	Denny Z Morgan	1952-05-17	UHC-00375-23	—	1239 Hillcrest Rd, Denver, CO, 80252	0.68	Middle initial moved out of first name Date of birth reformatted Phone missing area code City re-cased
ENR-142882	ENR	Benjamin Olson	—	UHC-43567-80	—	3921 Lincoln Way, Jacksonville, FL, 32278	0.68	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed
ENR-135453	ENR	Terry Nguyen	1971-10-16	UHC-40503-73	—	63 Park Pl, Columbus, OH, 43238	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-126915	ENR	Kenneth Munoz	1972-10-21	UHC-58681-80	—	7035 Union St, Jacksonville, FL, 32254	0.68	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased
ENR-121518	ENR	Stephen Young	1978-11-14	UHC-87644-17	—	9170 Spring St, Mesa, AZ, 85211	0.68	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased
ENR-118726	ENR	Mariana Marquez	1987-06-25	UHC-24318-21	—	42 Oak St, Chandler, AZ, 85238	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-127714	ENR	Chapman Kevin	2008-09-17	UHC-05392-63	—	2030 Park Pl, Dallas, TX, 75291	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-110659	ENR	Jonathan H Ferguson	1989-10-14	UHC-53355-99	—	7819 Cedar Ln, Seattle, WA	0.68	Phone missing area code City re-cased ZIP missing Placeholder values cleared
ENR-114366	ENR	Jacqueline Cox	1978-10-27	UHC-39035-76	—	521 Union St, Scottsdale, AZ, 85277	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-117959	ENR	Arthur Richards	1984-05-11	UHC-97857-60	—	4040 Baseline Rd, Los Angeles, CA, 90045	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-141536	ENR	Lauren Anderson	1940-07-27	UHC-79643-33	—	533 Main St, Nashville, TN, 37296	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-115320	ENR	Olivia A Vasquez	1942-03-27	UHC-26238-80	—	1875 Maple Ave, Jacksonville, FL, 32297	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-129012	ENR	Arthur U Warren	1997-07-22	UHC-11819-82	—	6864 Cedar Ln, Sacramento, CA, 95882	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-121405	ENR	Julia Freeman	1991-01-09	UHC-39615-20	—	3819 Oak St, Nashville, TN, 37239	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-110876	ENR	Jeffrey E Bishop	1993-10-15	UHC-13468-44	—	1127 Apache Blvd, Phoenix, AZ, 85052	0.70	Name re-cased Phone missing area code ZIP+4 trimmed
ENR-115731	ENR	Julie W Howard	1981-12-13	UHC-57228-80	—	7117 Lake View Rd Apt 35, Tempe, AZ, 85231	0.70	Phone missing area code Unit split from street Email lower-cased
ENR-127909	ENR	Diego Holmes	1973-12-01	UHC-69313-48	—	1427 Palm Dr, Tempe, AZ, 85241	0.70	Phone missing area code Gender normalised Whitespace trimmed
ENR-101222	ENR	Kayla S Harris	1946-08-10	UHC-45039-62	—	1704 Elm St, Seattle, WA, 98114	0.70	Phone missing area code Street suffix standardised Address re-cased
ENR-142640	ENR	Wei O Marshall	1979-11-21	UHC-81522-17	—	6514 Mountain View Dr, Scottsdale, AZ, 85239	0.70	Phone missing area code State name converted to code Placeholder values cleared
ENR-123722	ENR	William Williams	1953-12-19	UHC-77509-21	—	6941 Elm St, Scottsdale, AZ, 85239	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code

1,095 rows, page 17 of 22Previous Next