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 “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-106687	ENR	Sofia Fuller	1956-08-14	UHC-83296-48	5945145848	9744 Cedar Ln # 698, Tucson, AZ	0.70	Name re-cased Unit split from street ZIP missing
ENR-143055	ENR	Tyler Ramirez	1985-08-04	UHC-12321-25	8174637516	970 Main St, Scottsdale, AZ	0.70	Date of birth reformatted SSN last four extracted ZIP missing
ENR-139176	ENR	Kaith Rogers	1974-06-19	UHC-49630-51	2807122168	4103 Elm St, Tempe, AZ	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-117469	ENR	Kevin I Tompson	1948-01-11	UHC-76614-91	3994531456	2487 Maple Ave, Charlotte, NC	0.70	Two-digit birth year ZIP missing Whitespace trimmed
ENR-120792	ENR	Janice Q Watson	2006-11-26	UHC-25304-74	4083645128	3024 Pine Dr, Austin, TX	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-116221	ENR	Carolyn Garrett	1989-07-02	UHC-02947-44	2928452722	1944 Main St, Atlanta, GA	0.70	Name re-cased ZIP missing Gender normalised
ENR-120217	ENR	Laura Rogers	1941-06-08	UHC-88922-66	9744165646	2821 River Rd Apt 20, Tempe, AZ	0.70	Name re-cased Unit split from street ZIP missing
ENR-134214	ENR	Alan J Mendez	1989-12-20	UHC-58994-94	8988638887	3528 Meadow Ln, Scottsdale, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
ENR-126549	ENR	Josse P Soto	2001-01-14	UHC-54396-76	—	238 Harbor Blvd, Columbus, OH	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-102518	ENR	James Wagner	1952-02-21	UHC-76223-95	5117491745	2229 Harbor Blvd # 142, Columbus, OH	0.70	Phone reformatted Unit split from street ZIP missing
ENR-139194	ENR	Jeremy S Stevens	1963-04-25	UHC-14258-31	8314021809	5943 Harbor Blvd Apt 18, Houston, TX	0.70	Unit split from street ZIP missing Whitespace trimmed
ENR-121994	ENR	Jordan G Fisher	1949-10-12	UHC-55830-11	6494722996	7641 Mesa Dr, Denver, CO	0.70	Phone reformatted ZIP missing Gender normalised
ENR-127899	ENR	Brittany H Mendez	1946-05-27	UHC-75234-10	9825017689	5701 Baseline Rd, Columbus, OH	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-129529	ENR	Valentina A Bishop	2000-02-12	UHC-57008-16	9685284446	3270 Central Ave, Fresno, CA	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
ENR-131408	ENR	Michael Contreras	1958-01-23	UHC-58273-21	—	4013 Pine Dr, Seattle, WA	0.70	Street suffix standardised Address re-cased ZIP missing
ENR-102786	ENR	Catherine S Silva	1991-10-18	UHC-28183-55	2583495842	1651 Oak St Apt 37, Austin, TX	0.70	Phone reformatted Unit split from street ZIP missing
ENR-123716	ENR	Salazar M Julie	1945-11-07	UHC-75947-68	4568253507	7977 Forest Ave, Sacramento, CA	0.70	Middle initial moved out of first name Phone reformatted ZIP missing
ENR-131741	ENR	Debra Morris	1974-12-16	UHC-37271-04	4354307579	8365 Valley View Dr, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-113127	ENR	Janet McCoy	1976-12-24	UHC-37710-07	—	1573 Grand Ave, Scottsdale, AZ	0.72	Name split from “Last, First”ZIP missing
ENR-101463	ENR	Gloria Butler	1975-02-11	UHC-97706-97	4973736724	578 Pine Dr, Sacramento, CA	0.72	Two-digit birth year ZIP missing
ENR-117721	ENR	Megan A Snyder	1940-03-27	UHC-00507-08	6857142205	2253 Central Ave, Fresno, CA	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
ENR-119529	ENR	RJunk	1990-12-06	UHC-66808-42	—	7070 Harbor Blvd, Glendale, AZ	0.72	ZIP missing No usable name (quarantined)
ENR-139172	ENR	Jason V Ortega	1996-12-07	UHC-48110-72	5958328200	7545 Apache Blvd, San Antonio, TX	0.72	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-120345	ENR	Brittany F Moore	—	UHC-56786-04	4563141279	8616 Union St, Charlotte, NC	0.72	Date of birth unreadable ZIP missing
ENR-130986	ENR	Priya Reid	2007-06-19	UHC-78064-90	4934929967	9104 Ridge Rd, Chandler, AZ	0.72	Name split from “Last, First”ZIP missing
ENR-137057	ENR	Sandra J Wang	1943-12-04	UHC-58698-65	3554830772	3643 Grand Ave, Plano, TX	0.72	State name converted to code ZIP missing
ENR-136881	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ	0.72	ZIP missing Gender normalised
ENR-136880	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ	0.72	ZIP missing Gender normalised
ENR-121290	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	—	8266 Central Ave, Gilbert, AZ	0.72	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+4 more
ENR-139896	ENR	Magaret I Jordan	1985-06-26	UHC-43705-52	6437042374	4851 Harbor Blvd, Denver, CO	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111046	ENR	Donna W Ferguson	1952-11-17	UHC-64369-08	2526279130	6244 Hillcrest Rd, Nashville, TN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-129301	ENR	Judith Mitchell	1957-11-13	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-128073	ENR	Robert C Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138098	ENR	Frank M Sanchez	1993-06-22	UHC-65332-50	3205769379	3489 Ridge Rd, Miami, FL	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-119168	ENR	Olivia Espinoza	1945-12-04	UHC-11695-57	2054054111	1329 Meadow Ln, San Diego, CA	0.74	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
ENR-139486	ENR	Natalie O Roberts	1974-11-07	UHC-16923-99	5052145273	755 Bayshore Dr, Sacramento, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-121014	ENR	Ethan Morris	2006-06-12	UHC-85851-68	5887038705	265 Broadway, Dallas, TX	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-106216	ENR	Philip Hoffman	1984-12-08	UHC-68347-54	7052103097	3090 Apache Blvd, San Diego, CA	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-109901	ENR	Brandon Boyd	1988-06-11	UHC-74380-08	4308735326	2563 Union St, Glendale, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130241	ENR	Judy G Welch	1968-06-08	UHC-74292-52	7007261911	4253 Lake View Rd, Gilbert, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-137287	ENR	Gerald S Taylor	1975-09-10	UHC-09940-47	7102785529	2940 Cedar Ln, Chandler, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-119103	ENR	Samuel Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109348	ENR	Ryan M Duncan	2002-11-20	UHC-30657-74	5002363668	8674 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-138250	ENR	Sofia K Howard	1956-10-02	UHC-60029-39	5135486442	7473 Palm Dr, Phoenix, AZ	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-100220	ENR	Joseph Ward	1982-07-04	UHC-50573-60	3636341187	8400 Baseline Rd, Nashville, TN	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-121242	ENR	Rebecca King	1966-03-28	UHC-55205-58	5666547385	4953 Cedar Ln, Seattle, WA	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-122270	ENR	Dorothy D Marquez	1955-12-07	UHC-73764-85	4483974788	1017 Baseline Rd, Los Angeles, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-112307	ENR	Tim X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-111495	ENR	Anna I Bryant	1956-08-11	UHC-91893-88	7912851692	3534 Grand Ave, Nashville, TN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137779	ENR	Edward U Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more

3,340 rows, page 55 of 67Previous Next