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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-131024	ENR	Emma W Kim	1960-10-12	UHC-21805-55	2528356406	6430 Washington St, Phoenix, AZ, 85093	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114592	ENR	Dorothy Y Wang	1947-05-08	UHC-35536-05	6349489563	2326 Grand Ave, Mesa, AZ, 85220	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127320	ENR	Carol T Turner	1968-07-17	UHC-07012-53	3027430682	6068 Main St, Mesa, AZ, 85230	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106629	ENR	Jose Tran	1977-01-02	UHC-46323-19	—	6958 Mesa Dr, San Antonio, TX, 78214	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101989	ENR	Lauren Walsh	1959-03-17	UHC-01740-24	7089813352	6029 Highland Ave, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120332	ENR	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141565	ENR	Patrick M Welch	—	UHC-89309-03	6146469836	4756 Mesa Dr, Mesa, AZ, 85289	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-124280	ENR	Bruce S Dunn	1962-11-25	UHC-09543-24	6733786713	805 Grand Ave, Gilbert, AZ, 85235	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-131146	ENR	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	3438 Lake View Rd, Las Vegas, NV, 89115	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124733	ENR	Anna Hawkins	1960-01-26	UHC-90995-47	3525018254	3186 Indian School Rd, Orlando, FL	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121503	ENR	Bruce Phillips	1989-05-28	UHC-32256-98	3659749283	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136584	ENR	Charles F Sims	1988-03-08	UHC-42845-48	—	1382 Sunset Blvd, Tampa, FL, 33692	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-119624	ENR	Jeremy Tukcer	1952-07-17	UHC-74600-73	9885433013	9737 Bayshore Dr, Nashville, TN, 37278	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117892	ENR	Daniel E Myers	2000-04-01	UHC-98359-04	5156094310	3748 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121379	ENR	Kathy C Richards	1974-12-08	UHC-29224-92	9369082945	2156 Park Pl, Tempe, AZ, 85236	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128105	ENR	Samantha Ray	1990-09-03	UHC-10409-87	—	464 Jefferson Ave, Denver, CO, 80269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127077	ENR	Arthur King	—	UHC-68214-60	4125668377	8411 Central Ave, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-121697	ENR	Steven Jordan	1952-07-11	UHC-75588-91	—	1330 Bayshore Dr, Miami, FL, 33177	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109491	ENR	Bradely T Carr	1998-11-03	UHC-51378-49	3674072449	2339 Jefferson Ave Apt 25, Phoenix, AZ, 85029	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135121	ENR	Lauren Woods	1978-03-14	UHC-04222-70	—	2095 Forest Ave Apt 33, Miami, FL, 33108	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-127702	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135691	ENR	Carlos Lane	2005-05-06	UHC-39751-43	6645090104	8291 Desert Sky Blvd # 828, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110967	ENR	Chris D Brown	1988-06-21	UHC-92954-99	8566922578	7413 Camelback Rd, Chandler, AZ, 85209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133795	ENR	Luis Willis	1981-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd Apt 17, Denver, CO, 80210	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108885	ENR	Lisa V Black	2004-02-19	UHC-99966-50	9313676743	9421 Grand Ave, Sacramento, CA, 95815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-130869	ENR	Ashley Lane	1993-09-20	UHC-54559-03	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113371	ENR	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118810	ENR	Abigail Harrison	1940-01-16	UHC-10145-26	9594071001	4339 Spring St, Nashville, TN, 37230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113740	ENR	Zachary Y Greeen	1979-02-02	UHC-03711-37	3508287855	2413 Elm St, Tampa, FL, 33655	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130838	ENR	Ben Duncan	1957-04-07	UHC-06987-44	6398284850	1120 Sage Ct, Gilbert, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116556	ENR	Cheryl K Crawford	—	—	3855974144	1039 Willow Ct, Los Angeles, CA, 90015	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-127612	ENR	Becky Espinoza	1999-07-27	—	8868922238	8621 Highland Ave, San Diego, CA, 92197	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100800	ENR	Cynthia Reid	1973-09-12	—	7532373081	8344 Forest Ave, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122432	ENR	Gabriel R Ruiz	1993-12-09	UHC-87163-08	9222064334	5977 Indian School Rd, Tampa, FL, 33695	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100877	ENR	Eugene J Kim	2001-08-02	UHC-75568-78	4325136961	8421 Mesa Dr, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126800	ENR	Diego Dean	1990-08-08	UHC-15193-16	7456293363	5012 Meadow Ln, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134526	ENR	Mariana P Hamilton	1963-05-16	UHC-80048-60	8583358665	5035 River Rd, Denver, CO, 80290	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128060	ENR	Linda Howard	—	UHC-68897-62	—	6346 Market St, Tampa, FL, 33614	0.64	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed+2 more
ENR-104742	ENR	Philip V Nichols	1995-02-20	UHC-60512-53	2287262876	9885 Cedar Ln, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116293	ENR	Ronald X Boyd	1942-11-04	UHC-40835-40	8828864355	6867 Baseline Rd, Tucson, AZ, 85798	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142103	ENR	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133974	ENR	Christina F Jacobs	1961-08-11	UHC-68007-46	—	2890 Central Ave, Fresno, CA, 93736	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-121919	ENR	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave # 324, Minneapolis, MN, 55475	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139801	ENR	Hannah B Bowman	—	UHC-55159-69	8235094395	3657 Central Ave, Charlotte, NC, 28227	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124640	ENR	Heather Armstrong	1984-05-11	UHC-08049-74	8507564381	3274 Pine Dr, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 80 of 347Previous Next