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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108376	ENR	William F Moreno	1953-05-16	UHC-32552-30	7122664779	4043 Jefferson Ave, Glendale, AZ, 85353	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135457	ENR	Brandon G Sanchez	1949-12-04	UHC-72460-94	9658622273	6448 Lake View Rd # 450, Tucson, AZ, 85765	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-137161	ENR	Noah Herrera	1955-02-25	UHC-36445-13	2652811140	6367 Market St, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122346	ENR	Wasington C Walter	1981-12-16	UHC-34661-92	—	6312 Park Pl, Nashville, TN, 37285	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-129475	ENR	Philip I Hanson	1996-01-09	UHC-81956-03	9847546213	4609 Spring St, Eden Prairie, MN, 55373	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-123913	ENR	Diane Barnes	1956-12-03	UHC-78693-64	5219240164	3474 River Rd, Denver, CO, 80282	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123360	ENR	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL, 33658	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134420	ENR	Bryan Bradley	1987-05-12	UHC-56034-71	2126093209	5040 Oak St, Miami, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127358	ENR	Adam Stewart	1954-09-02	UHC-00514-65	3346406936	7139 Oak St, Chandler, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140804	ENR	Stephanie Mendez	1980-03-02	UHC-15957-27	7685738727	2954 Forest Ave, Las Vegas, NV	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-105158	ENR	Mark Z Fox	1993-04-05	UHC-45874-92	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118218	ENR	Nathan Y Ryan	1996-09-17	UHC-40820-53	6078447520	8757 Desert Sky Blvd, Denver, CO, 80273	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113495	ENR	Ramirez D Nicole	—	UHC-75032-76	6223696412	588 Ridge Rd, Tampa, FL, 33651	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-132960	ENR	Cheryl Munoz	1971-07-19	UHC-33442-68	—	2972 Union St, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112584	ENR	Daniel E Lynch	2001-05-17	UHC-59668-42	3225507904	2820 Valley View Dr, Mesa, AZ, 85224	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116149	ENR	Logan P Soto	1944-04-23	UHC-78783-45	7958357007	7453 Maple Ave, Jacksonville, FL, 32295	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-123104	ENR	Walter J Salazar	1984-12-04	UHC-43435-44	7329258370	150 Desert Sky Blvd Apt 11, Tampa, FL, 33665	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-106291	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd, Nashville, TN, 37270	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-106012	ENR	Sean Morreno	1989-08-28	UHC-94786-19	7689699642	8250 Elm St, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114984	ENR	Susan N Howard	1995-01-09	UHC-23868-31	3035682945	9163 Willow Ct, Plano, TX, 75089	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104154	ENR	Ann Simmons	1954-09-13	UHC-19311-66	3154372695	3060 Market St, Glendale, AZ, 85394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101952	ENR	Jason Li	1970-05-16	UHC-97033-03	2478409639	8580 Lincoln Way, Phoenix, AZ, 85041	0.60	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-102453	ENR	Michelle R Cox	2008-06-19	UHC-75069-53	2485170904	2167 Sunset Blvd, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137492	ENR	Zachary O Greene	1944-01-17	—	5744261458	7572 Baseline Rd, Austin, TX, 78718	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114510	ENR	Robert Q Collins	1952-01-11	UHC-33675-90	9125616549	626 Spring St, Sacramento, CA, 95859	0.60	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132983	ENR	Denis R Griffin	1989-11-22	UHC-11850-53	—	4985 Valley View Dr, Phoenix, AZ, 85022	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-126283	ENR	Bradley Armstrong	1947-12-15	UHC-69711-57	4958818317	6289 Market St Apt 1, Chandler, AZ, 85266	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-117618	ENR	Kyle Richards	1981-02-28	UHC-09435-37	4076858147	1539 Indian School Rd, Minneapolis, MN, 55433	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124496	ENR	Charles G Holmes	1977-03-17	UHC-85650-99	3167800992	1149 Desert Sky Blvd, Nashville, TN, 37229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114645	ENR	Vincent Larson	—	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-108066	ENR	Arjun Ray	1966-09-21	UHC-51751-35	6276322371	8416 Baseline Rd, Nashville, TN, 37205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135042	ENR	Patricia Hicks	1984-05-19	UHC-34406-02	2825286484	7193 Main St, Chandler, AZ, 85285	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102020	ENR	Helen Guerrero	1982-11-01	UHC-96377-24	4187174453	9053 Lincoln Way Apt 2, Columbus, OH, 43246	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-139695	ENR	Christian Perez	1952-11-25	UHC-25263-93	6674217649	1745 Sunset Blvd, Orlando, FL, 32815	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137817	ENR	OJunk	1961-10-13	UHC-77677-08	4522281878	7897 Palm Dr, Nashville, TN, 37276	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128763	ENR	Dennis Weber	2008-10-19	UHC-92414-28	6887868699	4332 Central Ave, Miami, FL, 33105	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141031	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132498	ENR	Kenneth V West	1989-04-08	UHC-16174-78	7213271314	1690 Baseline Rd, Atlanta, GA	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-122158	ENR	Richard Hunter	2006-10-22	UHC-39251-82	5207953361	1801 Meadow Ln, Chandler, AZ, 85261	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135786	ENR	DebraJunk	1981-02-07	UHC-22689-53	6069298672	1474 Ocean Ave, Mesa, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-110481	ENR	Rachel L Bradley	1943-10-26	UHC-97573-46	4488784946	446 Central Ave, Dallas, TX, 75262	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105155	ENR	Melissa B Jacobs	1955-02-20	UHC-37569-88	8698779773	2514 Grand Ave, Austin, TX, 78738	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-127137	ENR	Teresa K Meyer	1943-03-14	UHC-07697-73	3503589022	2292 Canyon Rd, Los Angeles, CA, 90013	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124134	ENR	Bobby Wright	1994-04-03	UHC-74847-84	—	8097 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137864	ENR	Stephen Schmidt	1939-11-16	UHC-90450-82	2389099766	8679 Grand Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133307	ENR	Ashley W Richardson	1965-01-18	UHC-96287-84	8412204558	5796 Sage Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127861	ENR	Barbara P Aguilar	1997-08-24	UHC-82036-55	7762306881	4233 Ocean Ave, Seattle, WA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124943	ENR	Theresa Thompson	1998-04-21	UHC-43516-11	3065372127	7858 Palm Dr, Plano, TX, 75016	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107381	ENR	Mariana L Lane	1972-09-10	UHC-44784-71	4512799408	3982 Cedar Ln, Denver, CO	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130773	ENR	Deborah A Hoffman	1955-12-20	UHC-58070-09	6522655625	551 Spring St, Chandler, AZ, 85202	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

8,934 rows, page 30 of 179Previous Next