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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139269	ENR	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ, 85295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111046	ENR	Donna W Ferguson	1952-11-17	UHC-64369-08	2526279130	6244 Hillcrest Rd, Nashville, TN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-133023	ENR	Russell D Powell	1943-08-05	UHC-25362-61	2302988021	259 Union St, Miami, FL, 33168	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114657	ENR	Lisa O Lawrence	1982-07-17	UHC-80790-01	7709300795	5492 Desert Sky Blvd, Charlotte, NC, 28246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124732	ENR	Jordan W Luna	1988-04-15	UHC-07147-55	6908539067	1909 Church St, Tampa, FL, 33614	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107817	ENR	Benjamin Johnson	1970-02-15	UHC-89094-64	—	3802 Ocean Ave, Tucson, AZ, 85785	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138458	ENR	Keith V Gibson	1941-10-01	UHC-42791-01	2168270438	5528 Broadway, Scottsdale, AZ, 85286	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-125021	ENR	Joshua V Hoffman	1949-01-03	UHC-41776-34	5043946552	5706 Desert Sky Blvd, Denver, CO, 80281	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119869	ENR	Nathan S Salazar	1968-03-03	UHC-92123-21	8448358897	3670 Meadow Ln, Los Angeles, CA, 90004	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121264	ENR	Priya Welch	1991-08-20	UHC-03974-15	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131808	ENR	Wei B Vazquez	2006-01-12	UHC-51207-32	5803674684	2703 River Rd, Glendale, AZ, 85358	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131540	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	7464657267	7241 Baseline Rd, Sacramento, CA, 95894	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109110	ENR	Dorothy Z Rios	1993-07-17	UHC-82073-07	4844316884	963 Canyon Rd, Mesa, AZ, 85236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118908	ENR	Bobby Rojas	1956-02-01	UHC-12955-91	2619159568	8893 Meadow Ln, Houston, TX, 77066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122344	ENR	Denise Alvarez	1973-01-17	UHC-07613-89	3057418928	4972 Mesa Dr, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105103	ENR	Wayne Marshall	2002-05-04	UHC-10389-42	3399188121	8276 Desert Sky Blvd, Orlando, FL, 32828	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129619	ENR	Jacqueline P Bell	1997-04-19	UHC-28382-48	8718672673	9736 Ridge Rd, Denver, CO, 80241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115643	ENR	Valentina O Carr	1981-10-14	UHC-25929-17	2293409192	1326 Elm St, Chandler, AZ, 85298	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131895	ENR	Camila Martinez	1950-06-19	UHC-56431-52	8297745668	8661 Willow Ct, Eden Prairie, MN, 55339	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135709	ENR	Michelle Soto	1948-06-18	UHC-71794-95	4596715037	4713 Lincoln Way, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130967	ENR	Grace I Williams	1977-04-18	UHC-70016-34	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131229	ENR	Ana L Ortega	1980-12-12	UHC-66814-56	3939568528	2029 Washington St, Minneapolis, MN, 55456	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127263	ENR	Rebecca Heenry	1995-05-02	UHC-09021-94	9679670897	8916 Spring St, Los Angeles, CA, 90017	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105247	ENR	Terry Carter	2003-06-11	UHC-90297-29	4596067226	721 Apache Blvd, Austin, TX, 78764	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105246	ENR	Terry Carter	2003-06-11	UHC-90297-29	4596067226	721 Apache Blvd, Austin, TX, 78764	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116215	ENR	Charlotte Lawson	1952-02-25	UHC-42796-35	8362010634	4101 River Rd, Fresno, CA, 93700	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115341	ENR	Cynthia Baker	1940-05-26	UHC-09215-77	7168993786	2238 Grand Ave, Nashville, TN, 37263	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-120904	ENR	Terry Gomez	2002-01-21	UHC-97945-44	4658139961	875 Grand Ave, Eden Prairie, MN, 55359	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115229	ENR	Gloira E Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave, Tempe, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110438	ENR	Russell Lee	1938-07-21	UHC-29805-84	6637112755	9517 Canyon Rd, Eden Prairie, MN, 55366	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-115384	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115385	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141589	ENR	Sanitago C Chapman	1989-06-02	UHC-82389-54	4499218637	9682 Mesa Dr, Nashville, TN, 37299	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107440	ENR	Robert Z Tucker	1946-03-04	UHC-80868-20	4466299185	2143 Baseline Rd, Tempe, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101915	ENR	Kyle X Mason	1974-12-03	UHC-85406-11	2542639219	9852 Washington St, Tempe, AZ, 85279	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122534	ENR	Dylan Lopez	1948-10-17	UHC-46757-15	2669714441	1455 Bayshore Dr, Seattle, WA, 98117	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109834	ENR	Larua D Morris	1945-06-10	UHC-49891-97	3089620911	8646 Indian School Rd, Atlanta, GA, 30349	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109390	ENR	Juan N Holmes	1970-06-03	UHC-80034-40	2639567921	8161 Harbor Blvd Apt 32, Mesa, AZ, 85275	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126642	ENR	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135530	ENR	Mari I Garza	1969-01-28	UHC-55365-58	6705950897	1017 Washington St, Phoenix, AZ, 85052	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130941	ENR	David A Long	1966-04-07	UHC-02750-47	3748099187	5155 Maple Ave, Chandler, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
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-113632	ENR	Mason H Chen	1982-09-21	UHC-68233-59	7104003271	9569 Canyon Rd, San Antonio, TX, 78240	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122809	ENR	Jason A Wheeler	1954-08-10	UHC-04921-58	—	1833 Apache Blvd, Las Vegas, NV, 89113	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100599	ENR	Christine Hansen	1986-06-25	—	7106545112	6451 Sage Ct, Miami, FL, 33104	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141205	ENR	Carolyn Payne	1978-06-09	UHC-43307-68	7666339374	5657 Bayshore Dr, Orlando, FL, 32824	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-100496	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-100497	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-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

13,989 rows, page 118 of 280Previous Next