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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100212	ENR	Katherine X Young	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-129992	ENR	Ethan Rice	1949-09-05	UHC-54339-21	9416825349	3615 Maple Ave, Mesa, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113846	ENR	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave, Eden Prairie, MN, 55386	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116218	ENR	Juan Harris	1965-11-17	UHC-78189-72	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-123969	ENR	Omar G Rivera	1956-11-01	UHC-34231-80	9509040727	2530 Sunset Blvd, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118267	ENR	Frances Q Ellis	2003-10-12	UHC-18452-31	4442219244	4293 Highland Ave, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121826	ENR	Sarah Warren	1961-05-12	UHC-02050-37	6016592829	7979 Meadow Ln, Scottsdale, AZ, 85270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130914	ENR	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	6795 Church St, Denver, CO, 80222	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109198	ENR	Danielle Elliott	1987-11-06	UHC-10138-47	4158089417	5017 Indian School Rd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122742	ENR	James Soto	2002-03-26	UHC-65437-24	—	7915 Meadow Ln, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127945	ENR	Jennifer I Weber	1946-07-05	UHC-83139-76	9197241137	4569 Jefferson Ave, Eden Prairie, MN, 55389	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121006	ENR	Bruce Arnold	1947-05-25	UHC-54596-65	3967214978	7396 Main St, Sacramento, CA, 95811	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111614	ENR	Betty H Marqez	1981-09-01	UHC-53331-51	6003625515	4089 Sage Ct, Tampa, FL, 33688	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109490	ENR	Nancy Robertson	1940-04-16	UHC-25650-42	5838436550	5341 Baseline Rd, Tampa, FL, 33688	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132426	ENR	Jose Patterson	—	UHC-60006-41	8496550950	9395 Sunset Blvd, Houston, TX, 77066	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-128706	ENR	Debra G Murphy	1968-06-07	UHC-67251-50	4983235945	5043 Grand Ave, Tempe, AZ, 85279	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112854	ENR	Debra V Freeman	1995-03-18	UHC-23985-64	9324062109	1183 Apache Blvd, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134358	ENR	Joshua L Armstrong	1990-12-04	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142766	ENR	Melissa R Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-113817	ENR	Charles I Perry	1988-07-26	UHC-25157-93	2026368819	8840 Hillcrest Rd, Glendale, AZ, 85313	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126034	ENR	Hannah U Schultz	1980-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102491	ENR	Arthur Z Ford	1951-11-04	UHC-94934-50	7696039290	784 Meadow Ln Apt 18, Tucson, AZ, 85780	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-119903	ENR	Ana L Webb	2002-09-28	UHC-90823-82	—	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116791	ENR	Emiily Murray	1992-02-20	UHC-96474-99	—	8357 Spring St, Charlotte, NC, 28293	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138453	ENR	Katheine Powell	1977-11-09	UHC-75290-93	9776280274	187 Washington St # 962, Los Angeles, CA, 90069	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134257	ENR	Alexander S Daniels	1957-08-17	UHC-31734-73	—	7936 Central Ave, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127673	ENR	Brittany Rose	1989-10-15	UHC-94836-79	5692397338	4135 Hillcrest Rd # 507, Eden Prairie, MN, 55392	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-132823	ENR	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138447	ENR	Roger Martin	1998-05-15	UHC-19292-65	3293322869	4122 Sage Ct, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142186	ENR	Carlos K Ryan	1965-11-08	UHC-09464-45	8434429166	8809 Park Pl, Sacramento, CA, 95871	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132651	ENR	Natalie V Green	1946-02-08	UHC-05349-79	7073730259	4312 Apache Blvd, Glendale, AZ, 85378	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113908	ENR	Janet Carroll	1979-12-09	UHC-24627-62	3865808267	2629 Sage Ct, Denver, CO, 80226	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100754	ENR	Diego E Sanchez	1964-02-07	UHC-13365-28	5905475100	9567 Park Pl Apt 25, Charlotte, NC, 28231	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-120539	ENR	Eric U Martinz	2002-09-12	—	6302163021	5589 Forest Ave, Fresno, CA, 93710	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134011	ENR	Gerald D McDoneld	1983-06-24	UHC-64643-77	4754671173	4680 Forest Ave, Tucson, AZ, 85777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-108476	ENR	Paul Herrera	1994-10-15	UHC-49772-88	8872767298	2380 Broadway, Seattle, WA	0.64	Date of birth reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-137527	ENR	Wayne D Dunn	1981-09-20	UHC-76545-20	4546713779	2552 Willow Ct, Sacramento, CA, 95878	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-138092	ENR	Powell Y Theresa	1989-01-21	UHC-35121-61	5392517226	852 Lincoln Way, Nashville, TN, 37278	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101096	ENR	Alexis Carlson	1947-08-07	UHC-56124-47	5384146927	9327 Camelback Rd, Eden Prairie, MN, 55328	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-122134	ENR	James U White	1958-06-21	UHC-66551-78	8569966147	2410 Canyon Rd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140816	ENR	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101036	ENR	Barndon U Ray	1944-04-13	UHC-20397-40	7557685776	7693 Sage Ct, Mesa, AZ, 85279	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129290	ENR	Arthur Bowman	1951-12-08	UHC-96737-18	—	9264 Canyon Rd, Sacramento, CA, 95813	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102829	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141681	ENR	Joe Matthews	1967-06-22	UHC-59785-40	—	7710 Broadway, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-122831	ENR	Kathy L Weber	1983-04-19	UHC-61537-64	9667907447	6853 Lake View Rd, San Antonio, TX, 78232	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140030	ENR	Linda D Ross	1956-08-11	UHC-41786-82	4494993190	3198 Sunset Blvd, San Antonio, TX, 78280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-126612	ENR	Grace Yang	1940-08-25	UHC-08514-14	6615215864	9108 Harbor Blvd, Chandler, AZ, 85243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133663	ENR	Henry H Green	1948-02-09	UHC-31169-43	8249486822	5225 Apache Blvd, Dallas, TX, 75287	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 87 of 280Previous Next