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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142857	ENR	Linda B Marquez	1977-03-10	UHC-66226-32	9198241455	389 Hillcrest Rd, Orlando, FL, 32878	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102116	ENR	Dieggo Mills	1994-04-21	UHC-86437-50	—	2089 Camelback Rd, Scottsdale, AZ, 85241	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102604	ENR	Lina Crawforrd	1993-12-27	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135555	ENR	Joyce Howard	1978-05-03	UHC-48747-24	2235481783	6070 Maple Ave, Glendale, AZ, 85302	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119499	ENR	Yuki G Hudson	1972-05-22	UHC-52296-87	9442048069	7609 Willow Ct, Fresno, CA, 93734	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130829	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130830	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109965	ENR	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114777	ENR	Frank Cook	2003-05-03	UHC-32541-41	3734242081	9604 Willow Ct, Seattle, WA, 98189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136810	ENR	Lucia Aguilar	2004-07-14	UHC-68965-28	9639222813	6353 Market St, Sacramento, CA, 95897	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117925	ENR	Kelly Carr	1990-09-04	UHC-56857-38	9442370868	5074 Central Ave # 115, Los Angeles, CA, 90022	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-124010	ENR	Jennifer Graham	2003-07-20	UHC-05669-84	—	4353 Meadow Ln, Tucson, AZ, 85746	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126015	ENR	Alan Coopar	2001-10-17	UHC-35629-61	9555001573	8530 Canyon Rd, Las Vegas, NV, 89175	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118900	ENR	Arnold R Arjun	1960-06-05	UHC-91721-44	5123767257	9660 Broadway, Orlando, FL, 32858	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-134201	ENR	Washington O Donald	1999-02-07	UHC-45902-95	7537451819	732 Church St, Glendale, AZ, 85315	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-131157	ENR	Melissa R Bell	1990-04-22	UHC-40093-42	9128823441	2114 Park Pl, Minneapolis, MN, 55436	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127839	ENR	Luis O Young	1947-11-15	UHC-96425-54	9133048270	5246 Camelback Rd, Las Vegas, NV	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-120924	ENR	Judith L Sllivan	2008-10-22	UHC-27263-13	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109802	ENR	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ, 85363	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-133182	ENR	Beerly K Daniels	1994-08-01	UHC-34187-75	8759239526	5218 Jefferson Ave, Phoenix, AZ, 85011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105799	ENR	Dennis W Simmons	1983-04-07	UHC-42851-62	8409043209	2133 Apache Blvd, Austin, TX, 78720	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116459	ENR	Dennis F Harper	1956-04-25	UHC-08307-55	7344178138	1459 Meadow Ln, Scottsdale, AZ, 85257	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123179	ENR	Danielle Ferguson	1985-10-12	UHC-82532-02	3176692769	8598 Hillcrest Rd, Nashville, TN, 37204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129729	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	8857778245	1769 Main St, Nashville, TN, 37258	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133681	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-133680	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-108836	ENR	Lucia Carr	1953-08-22	UHC-41053-35	2408345807	6548 Pine Dr, Chandler, AZ, 85230	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142793	ENR	Ethan Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139718	ENR	Terry Walker	2005-11-15	UHC-13254-77	—	6348 Palm Dr, Phoenix, AZ, 85070	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-137835	ENR	Camila B Torres	1939-02-23	UHC-74623-75	8842136430	4911 Cedar Ln, Scottsdale, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124408	ENR	Beverly Z Carpenter	1983-06-13	UHC-54880-54	3409960421	5989 Willow Ct, San Diego, CA, 92170	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139308	ENR	Raymond P Wood	1988-01-25	UHC-06749-57	3584464354	2432 Camelback Rd, Miami, FL, 33143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110550	ENR	Chris X Chen	1943-01-02	UHC-61903-40	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102683	ENR	Russell H Gardner	1955-12-20	UHC-65262-67	9848457002	4353 Jefferson Ave, Tempe, AZ, 85277	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117636	ENR	Richard Dixon	1962-02-08	UHC-03392-31	8553669790	8238 Valley View Dr, Denver, CO, 80239	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-114337	ENR	Betty Holmes	1947-02-20	UHC-36733-86	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110504	ENR	Juan Weaver	1948-10-15	UHC-49719-35	3295026983	9101 Harbor Blvd, Houston, TX, 77021	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108616	ENR	Lori Y Weber	1995-02-02	UHC-09665-51	2816623520	432 Ridge Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132743	ENR	Ronald K Thomas	1962-03-05	UHC-27173-66	3967019209	703 Union St, Phoenix, AZ, 85071	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101014	ENR	Stephen V Spencer	1972-06-27	UHC-01478-55	—	334 Spring St, Austin, TX, 78785	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117078	ENR	Gabriel L Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St, Scottsdale, AZ, 85282	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139939	ENR	Jecqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110248	ENR	Lisa J Berry	1993-11-04	UHC-31792-15	9032765988	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117199	ENR	Jason B Wang	1942-07-04	UHC-43783-35	5354319408	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-104965	ENR	Amanda Q Schmidt	2006-01-02	UHC-91911-04	3508456051	5109 Willow Ct, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101638	ENR	Luccia K Peters	1980-09-08	UHC-14402-39	7962402987	8664 Market St, Atlanta, GA, 30375	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-124648	ENR	Amanda McCoy	2002-05-06	UHC-05467-15	—	9338 Jefferson Ave, Chandler, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109187	ENR	Heather P Wganer	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114232	ENR	Laura W Powell	1969-05-21	UHC-45064-52	7687704513	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116117	ENR	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

4,309 rows, page 43 of 87Previous Next