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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112380	ENR	Amy Schultz	—	UHC-39965-34	9464795485	7749 Jefferson Ave, Glendale, AZ	0.26	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-124647	ENR	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	8456 Ocean Ave # 272, Dallas, TX, 75211	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141948	ENR	Mei Cook	1998-01-24	UHC-46902-57	2962585353	8682 Indian School Rd, Tampa, FL, 33602	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105523	ENR	Marcus T Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.26	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121852	ENR	Ralph Q Ruiz	1954-06-03	UHC-43941-81	3688264206	777 Lake View Rd, Fresno, CA	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-126098	ENR	Mari X Edwards	1962-04-03	UHC-26590-54	—	7451 Baseline Rd # 457, Jacksonville, FL, 32232	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Unit split from street+3 more
ENR-129746	ENR	Jennifer G Fiher	1979-08-18	UHC-09837-45	8452341485	3962 Spring St, Fresno, CA, 93795	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-118896	ENR	Barbara Oliver	1976-07-15	UHC-71536-77	—	2343 Sunset Blvd Apt 6, Austin, TX, 78778	0.26	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-131207	ENR	Cynthia S Austin	1981-11-24	UHC-47971-21	6069567141	2962 Washington St, San Antonio, TX, 78289	0.26	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-105900	ENR	Donald Daniels	2002-05-16	UHC-31510-08	3487790198	40 Ridge Rd # 377, Sacramento, CA, 95817	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Unit split from street+3 more
ENR-112104	ENR	Lawrence D Adams	1971-01-08	UHC-57017-42	—	529 Sunset Blvd, Charlotte, NC, 28238	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140075	ENR	Susan K Wheeler	1947-05-28	UHC-05761-35	—	6416 Forest Ave, Denver, CO, 80252	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-114795	ENR	Julie Wright	1956-04-09	UHC-83791-96	4454068073	1200 Meadow Ln, San Diego, CA, 92131	0.26	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140205	ENR	JJunk	1977-08-17	UHC-77280-77	2502990466	720 Main St Apt 36, Las Vegas, NV	0.26	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141297	ENR	Joe S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.26	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130132	ENR	Bailey Hannah	1947-05-14	UHC-29418-35	—	1908 Forest Ave # 413, Houston, TX, 77076	0.26	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107545	ENR	Brenda Alexander	2002-05-17	UHC-27642-09	4867209850	3685 Harbor Blvd Apt 34, Denver, CO, 80289	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116130	ENR	Karen C Young	2008-03-15	UHC-48759-81	2904451047	7441 Bayshore Dr, Glendale, AZ, 85324	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-108404	ENR	Marcus D Turner	1974-12-07	UHC-96083-64	—	5655 Bayshore Dr, Columbus, OH, 43262	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120582	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.26	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132669	ENR	Marilyn Berry	1982-05-02	UHC-72413-38	—	3353 Mesa Dr, Sacramento, CA, 95860	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-127991	ENR	Judith Brown	1945-03-10	UHC-02588-79	5013301512	5143 Union St, Tucson, AZ	0.30	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-129047	ENR	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	8616 Bayshore Dr, Chandler, AZ, 85240	0.30	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+7 more
ENR-100183	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-138840	ENR	Grace Q Fisher	1943-09-17	UHC-72069-67	2715260580	6276 River Rd # 470, Las Vegas, NV, 89102	0.30	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+7 more
ENR-122153	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more
ENR-122152	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more
ENR-138858	ENR	Patricia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd # 211, San Diego, CA, 92152	0.30	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+7 more
ENR-109206	ENR	Joshua Q Munoz	1994-01-20	UHC-32257-80	2214594792	4852 Washington St, Dallas, TX, 75237	0.32	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-110070	ENR	Amanda F Boyd	1939-06-26	UHC-26349-32	3964094126	1139 Church St, Scottsdale, AZ, 85236	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-104614	ENR	Ahmed Moore	—	UHC-96359-72	4727963380	376 Palm Dr # 943, Las Vegas, NV, 89164	0.32	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-106077	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd Apt 7, Atlanta, GA, 30329	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-137440	ENR	Richard Tran	1938-07-21	UHC-09404-57	8859134278	7877 Oak St, Plano, TX	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121222	ENR	Ryan V Weaver	—	UHC-71697-38	8933865925	4467 Mesa Dr # 496, Phoenix, AZ, 85039	0.32	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-139694	ENR	James Z Flores	1980-04-23	UHC-02712-54	4692469029	9767 Sage Ct, Tucson, AZ, 85743	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-121720	ENR	Joan P Allen	—	UHC-43523-68	6904581662	6847 Main St, Scottsdale, AZ, 85231	0.32	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+6 more
ENR-103833	ENR	Lauren Q Padilla	1997-12-27	UHC-93920-37	2656214212	1287 Sage Ct, Austin, TX, 78704	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119853	ENR	Mariaana Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.32	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+6 more
ENR-103227	ENR	Catherne P Nelson	1954-10-12	UHC-61771-81	4817875132	7047 Oak St, Los Angeles, CA, 90001	0.32	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-103498	ENR	ElizabethJunk	1949-02-13	UHC-51524-84	9452067176	3180 River Rd, Gilbert, AZ, 85221	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
ENR-133065	ENR	Roger Myers	2003-10-14	UHC-73410-29	4393178958	4575 Cedar Ln, Charlotte, NC	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-100589	ENR	Bradley U Carroll	2004-12-02	UHC-60033-71	—	1790 Highland Ave, Columbus, OH, 43233	0.32	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-101116	ENR	Joan Lee	1953-12-07	UHC-09101-25	4428955182	7927 Market St Apt 10, Plano, TX, 75051	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-134955	ENR	Gloria H Austin	1954-08-22	UHC-94923-09	8006598478	5801 Harbor Blvd, Fresno, CA, 93702	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-114974	ENR	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way Apt 26, Sacramento, CA	0.32	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+6 more
ENR-110181	ENR	Katherine Aguilar	1992-01-03	UHC-37873-89	8919065340	7851 Jefferson Ave Apt 10, San Antonio, TX, 78236	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-126189	ENR	Judith Rodriguez	—	—	2368689933	3081 Sage Ct, Scottsdale, AZ, 85279	0.32	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
ENR-138528	ENR	Isabella Shaw	1942-11-09	UHC-35404-84	3122976770	1072 Maple Ave Apt 3, Tampa, FL	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-134639	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	2482016127	6283 Desert Sky Blvd Apt 38, Houston, TX	0.32	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
ENR-108829	ENR	Zachary H Palmer	1947-02-28	UHC-29115-60	9367893997	5230 Apache Blvd, Dallas, TX, 75225	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more

26,564 rows, page 3 of 532Previous Next