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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116955	ENR	Mark K Foster	2008-06-21	UHC-60889-94	9626956927	1935 Baseline Rd, Jacksonville, FL, 32264	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130374	ENR	Ahmed A Ortiz	1974-12-11	UHC-30129-78	5692420152	8727 Broadway # 355, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-103197	ENR	Charlotte Z Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN, 55447	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-125246	ENR	Laura M Price	1977-09-21	UHC-86279-58	5088657931	6260 Valley View Dr # 308, Sacramento, CA, 95827	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133229	ENR	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd # 231, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112595	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	4798707852	9117 Market St, Los Angeles, CA, 90091	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101333	ENR	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138966	ENR	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd # 284, Miami, FL, 33155	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123505	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123506	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110515	ENR	Sandra D Cunningham	1960-02-24	UHC-43108-81	2483748310	6712 Pine Dr, Charlotte, NC, 28226	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110485	ENR	Melissa Foster	1964-05-10	UHC-53100-46	4148654644	4912 Canyon Rd, Atlanta, GA, 30367	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120805	ENR	Wayne L Ford	1970-01-13	UHC-66292-19	9223113570	1973 Palm Dr, Chandler, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118609	ENR	Wayne Flores	1985-04-24	UHC-28530-33	6079020059	5782 Jefferson Ave, Tampa, FL, 33631	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118398	ENR	Mike N Franklin	1977-08-13	UHC-12780-16	2815891955	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-135454	ENR	Benjamin F Jones	2000-11-10	UHC-29222-43	4176285515	3705 Hillcrest Rd, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133215	ENR	Christina U Lee	1955-12-17	UHC-17565-50	5399295509	1174 Oak St, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127268	ENR	Patricia Russlel	1942-07-08	UHC-42955-40	5573859963	754 Mesa Dr, Columbus, OH, 43252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116951	ENR	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-131597	ENR	Joan Kennedy	1947-07-08	UHC-71568-51	6982568383	5239 Indian School Rd, Fresno, CA, 93785	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126479	ENR	Jessica D Morrison	1960-08-27	UHC-17503-90	6717025008	383 River Rd, Fresno, CA, 93761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126291	ENR	Abigail O Ellis	2007-08-21	UHC-11203-18	9086971154	2869 Palm Dr, Phoenix, AZ, 85047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135223	ENR	Thomas Q Oliver	1969-05-12	UHC-30268-27	3389560838	2143 Elm St, Sacramento, CA, 95806	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120398	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138793	ENR	Justin K Matthews	2007-02-18	UHC-38023-50	2513890024	5546 Maple Ave, Charlotte, NC, 28255	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111741	ENR	Jesse Cole	1951-08-18	UHC-22366-11	2106667069	295 Canyon Rd, Denver, CO, 80230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130718	ENR	Nancy Grant	1979-11-04	UHC-48945-35	2933201428	8918 Ocean Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104252	ENR	Heather B Santiago	1985-12-08	UHC-44859-83	6016645060	2706 Meadow Ln, Miami, FL, 33154	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124678	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd Apt 8, Miami, FL, 33146	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-142442	ENR	Cheryl Obrien	1938-08-14	UHC-58364-11	7489356743	7836 Union St, Chandler, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120012	ENR	Justin V Ramirez	1986-11-23	UHC-79273-51	5684645075	6629 Lincoln Way, Fresno, CA, 93707	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-122161	ENR	Sharon Q Garcia	1967-03-09	UHC-14104-82	2519499610	2941 Bayshore Dr, Columbus, OH, 43287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134313	ENR	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	9058 Ocean Ave, Houston, TX, 77056	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
ENR-139454	ENR	Melissa Gonzales	1980-10-17	—	9075525780	6827 Oak St, Tucson, AZ, 85701	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140137	ENR	Alexis Hawkins	2000-11-03	UHC-64557-63	4977365840	9371 Spring St, Tempe, AZ, 85258	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141343	ENR	Alex Freeman	1958-08-24	UHC-40678-03	5728808464	2036 Main St, Nashville, TN, 37212	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135595	ENR	Priya D Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117912	ENR	Andrea Patterson	1943-10-02	UHC-20066-43	4322989936	6818 Hillcrest Rd, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102629	ENR	Jacqueline Jensen	1938-01-19	UHC-53380-09	2775152666	6439 Oak St, Minneapolis, MN, 55465	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107505	ENR	Hall Janice	1988-10-26	UHC-51449-87	3314123926	2256 Union St, Houston, TX, 77077	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115352	ENR	William Z Bailey	1967-01-23	UHC-20733-89	7724623314	5117 Park Pl, Houston, TX, 77055	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107457	ENR	Cheryl J Lane	1976-02-23	UHC-82490-30	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121277	ENR	Priya Morris	1945-02-10	UHC-07834-90	7442235788	96 Mesa Dr, Eden Prairie, MN, 55385	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124831	ENR	Arthur W Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100704	ENR	Kimberly S Henry	1947-09-26	UHC-27977-55	7369375607	5008 Desert Sky Blvd, Miami, FL, 33129	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109287	ENR	Alexander A Stewart	1938-11-19	UHC-59828-59	4286297983	4776 Grand Ave, Las Vegas, NV, 89108	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142464	ENR	Amy M Powell	1996-10-25	—	7775388336	4435 Apache Blvd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104688	ENR	Jack Kelley	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121563	ENR	Amber Bryant	1989-11-09	UHC-16604-78	2627273020	2103 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142913	ENR	Joe Fields	1938-04-04	UHC-07821-43	4577211227	3975 Sunset Blvd, Mesa, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 155 of 564Previous Next