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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133167	ENR	Campbell X Juan	1988-12-21	UHC-18810-99	2838415140	7855 Main St, Houston, TX, 77045	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101252	ENR	Emily Mejia	1976-04-16	UHC-14207-80	2842861564	9063 Hillcrest Rd, Dallas, TX, 75252	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127197	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129301	ENR	Judith Mitchell	1957-11-13	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-108727	ENR	Arjun R Hunt	2002-02-13	UHC-96687-79	7077887410	3349 Spring St, Eden Prairie, MN, 55309	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128871	ENR	Daniel Kim	1958-09-25	UHC-66366-97	5024941594	3734 Mesa Dr, Nashville, TN, 37231	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118875	ENR	Mark A Butler	1981-09-26	UHC-68693-91	4744934354	1096 Camelback Rd, Gilbert, AZ, 85206	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118874	ENR	Mark A Butler	1981-09-26	UHC-68693-91	4744934354	1096 Camelback Rd, Gilbert, AZ, 85206	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126282	ENR	Robert Q Price	1967-04-12	UHC-60747-77	2549092832	1156 Meadow Ln, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126872	ENR	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd, Orlando, FL, 32826	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-114910	ENR	Pamela U Padilla	1964-02-16	UHC-75119-62	6205719342	8048 Mountain View Dr, Chandler, AZ, 85206	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-119991	ENR	Eirc Foster	2000-11-12	UHC-97726-64	3052506160	8358 Meadow Ln, Fresno, CA, 93763	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101434	ENR	Kathryn O Li	2000-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA, 90072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103327	ENR	Noah Nguyen	1948-06-02	UHC-82885-96	2162830882	2108 Willow Ct, Tampa, FL, 33617	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140429	ENR	Gerald E Simpson	1942-12-15	UHC-08297-98	—	4029 Forest Ave, Las Vegas, NV, 89116	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116920	ENR	Priya Baker	1990-09-01	UHC-81708-30	5772541548	1005 Central Ave, Charlotte, NC, 28291	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131722	ENR	Lawrence Carpenter	1948-04-25	UHC-02642-89	6622215798	132 Valley View Dr, Columbus, OH, 43281	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104947	ENR	Deborah B Bishop	1961-04-12	UHC-53289-31	8039732355	7177 Baseline Rd, Phoenix, AZ, 85079	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104946	ENR	Deborah B Bishop	1961-04-12	UHC-53289-31	8039732355	7177 Baseline Rd, Phoenix, AZ, 85079	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101431	ENR	Janice Z Luna	1976-10-02	UHC-02636-28	2433521738	6923 Palm Dr, Tucson, AZ, 85763	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128221	ENR	Mason Q Banks	1951-09-05	UHC-53642-48	2477620496	4163 Forest Ave, Scottsdale, AZ, 85208	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133802	ENR	Julia Ruiz	1994-08-20	UHC-49539-71	5229299885	1868 River Rd # 410, Miami, FL, 33195	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113083	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	7726886294	3858 Harbor Blvd, Sacramento, CA, 95828	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103051	ENR	Deborah Obrien	1982-09-13	UHC-58102-57	7999151310	7505 Lincoln Way, Las Vegas, NV, 89162	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-138389	ENR	Eugene Elliott	2000-07-24	UHC-39633-75	—	7124 Bayshore Dr, Tucson, AZ, 85766	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130755	ENR	Charlotte L Romero	1940-08-08	UHC-47771-35	6704788594	6709 Washington St, Orlando, FL, 32808	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139430	ENR	Lucia Anderson	1978-04-03	UHC-24339-08	8919293647	1049 Desert Sky Blvd, Nashville, TN, 37206	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135554	ENR	Justin Y Nichols	1978-08-23	UHC-84031-32	2807937863	7207 Highland Ave, Plano, TX, 75083	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115610	ENR	Michelle G Alvarado	1988-07-05	UHC-87184-39	6558928961	9144 Maple Ave, San Diego, CA, 92150	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118279	ENR	Ryan O Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd, Tempe, AZ, 85234	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117550	ENR	Jacqueline B Le	1977-04-28	UHC-21325-08	6019290911	4245 Meadow Ln, Las Vegas, NV, 89196	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141880	ENR	Bradley Porter	1988-12-21	UHC-49462-04	9024898553	6755 Spring St, Mesa, AZ, 85224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100822	ENR	Vincent Hernandez	1982-01-15	UHC-17305-17	5342423070	2121 Pine Dr, Miami, FL, 33125	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107947	ENR	Joan Weaver	1968-11-18	UHC-44176-53	6462763604	1111 Ocean Ave, San Antonio, TX, 78242	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108851	ENR	Billy S Perez	1978-10-05	UHC-69527-63	2562963049	6069 Mesa Dr, Gilbert, AZ, 85202	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140829	ENR	Elizabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct, Plano, TX, 75018	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-117480	ENR	Amber Brown	1948-01-04	UHC-82688-97	7732869431	5547 Hillcrest Rd, Tucson, AZ, 85743	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135958	ENR	Rachel M Carter	1944-12-03	UHC-02543-94	6759587143	6855 Maple Ave, Atlanta, GA, 30355	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135518	ENR	Kathryn Bennett	2006-11-14	UHC-30653-36	8524400006	6482 Union St, Mesa, AZ, 85241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104233	ENR	Alexis A Torres	1980-08-07	UHC-19949-26	2607408084	1336 Maple Ave, Minneapolis, MN, 55440	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112509	ENR	Adam Evans	1989-10-10	UHC-68420-99	8297865093	812 River Rd, Jacksonville, FL, 32267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-116844	ENR	Payne L Brandon	1981-10-08	UHC-70320-31	6887525916	3345 Apache Blvd, Seattle, WA, 98108	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132418	ENR	Ethan A Ray	1990-08-08	UHC-45961-16	9137226741	3841 Park Pl, Glendale, AZ, 85333	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131579	ENR	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-103257	ENR	Joseh E Padilla	1998-06-17	—	7579248202	8273 Lincoln Way, San Antonio, TX, 78225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127666	ENR	Greg Y Chavez	1939-09-12	UHC-50990-25	2567975996	7451 Market St, Austin, TX, 78774	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100672	ENR	Carrl Alvarado	1938-09-23	UHC-22730-30	4415805614	2830 Maple Ave, Sacramento, CA, 95803	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133947	ENR	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113146	ENR	Shirley M Fuller	1949-03-26	UHC-82472-28	9112006057	6598 Willow Ct, Seattle, WA, 98163	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120446	ENR	Raymond F Johnston	1981-05-16	UHC-96110-52	9764193791	8781 Cedar Ln, Las Vegas, NV, 89104	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

8,423 rows, page 82 of 169Previous Next