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-140415	ENR	Sarah D Simpson	1949-03-19	UHC-92684-12	3025034767	7775 Valley View Dr # 785, Austin, TX, 78798	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-109270	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109269	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-113015	ENR	Ronald S Hunt	1965-02-09	UHC-85178-59	—	2077 Ridge Rd, Scottsdale, AZ, 85276	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130134	ENR	Kimberly P Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125027	ENR	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125663	ENR	Willie X Martin	1953-11-25	UHC-69388-74	3206206265	1258 Union St, Nashville, TN, 37256	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128668	ENR	Megan Evans	1970-09-20	—	3592274876	7587 Market St, Houston, TX, 77091	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130818	ENR	Franklin Saarah	1979-02-19	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138236	ENR	Evelyn Grant	1977-07-28	UHC-10977-25	5597806749	1772 Mountain View Dr # 232, Minneapolis, MN, 55442	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108810	ENR	Megan X Le	1985-01-07	—	3237450606	3665 Washington St, Tampa, FL, 33636	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115696	ENR	Kimberly I Hunter	1983-09-07	UHC-75741-71	7283996473	3181 Forest Ave, San Antonio, TX, 78290	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117241	ENR	Helen K Morales	1959-10-23	UHC-42089-79	3252917069	3155 Apache Blvd, Los Angeles, CA, 90026	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125962	ENR	Theresa G Ruiz	1938-05-07	UHC-19329-14	8887560910	5807 Bayshore Dr, Columbus, OH, 43290	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126565	ENR	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln, Tempe, AZ, 85287	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134221	ENR	Russell L Ruiz	1988-10-09	UHC-24684-36	6944616234	5862 Jefferson Ave, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108298	ENR	Billy Lopez	1986-07-01	UHC-13319-91	4766387685	5763 Hillcrest Rd, Gilbert, AZ, 85202	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101187	ENR	Ramos M Ryan	1957-10-11	UHC-44488-08	5743513230	5901 Apache Blvd, Mesa, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107840	ENR	Rachel M West	1951-09-13	UHC-58253-49	2376717144	6249 Harbor Blvd # 352, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-124878	ENR	Maggie Banks	1980-03-24	UHC-08433-75	—	4041 Market St, Jacksonville, FL, 32234	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133999	ENR	Dorothy R Salazar	1992-09-11	UHC-11013-30	5905830646	3621 Park Pl, San Antonio, TX, 78258	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123322	ENR	Amy Boyd	1941-04-09	UHC-38686-34	5793209927	2242 Indian School Rd, Tampa, FL, 33655	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123063	ENR	Nicole Maldonado	2000-01-09	UHC-52377-23	5316962577	8288 Bayshore Dr, Orlando, FL, 32801	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141763	ENR	Gary Q Peters	1974-05-07	UHC-57117-44	6122374597	157 Spring St, Columbus, OH, 43230	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105355	ENR	Joshua Mendoza	1954-10-27	UHC-08725-60	9532876576	650 Valley View Dr, Houston, TX, 77067	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135978	ENR	Hannah Z Palmer	1971-02-15	UHC-66921-31	2983609730	3561 Oak St, Charlotte, NC, 28284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108944	ENR	Virginia Clark	1948-02-25	UHC-21787-94	9696052278	670 Sage Ct, Glendale, AZ, 85356	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112074	ENR	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132427	ENR	Ahmed Lewis	1992-06-19	UHC-65200-10	8107477113	2645 Forest Ave, Columbus, OH, 43209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136203	ENR	Kyle D Berry	1974-03-04	UHC-50009-25	7483400614	8080 Jefferson Ave, Chandler, AZ, 85226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133260	ENR	Dennis Daniels	1972-02-10	UHC-93018-85	8644685863	3114 Elm St, Houston, TX, 77041	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129765	ENR	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129053	ENR	Emily Fuller	1986-02-02	UHC-95211-89	3443081489	5531 Baseline Rd, Tampa, FL, 33671	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104597	ENR	Gabriel D Lee	1950-08-03	UHC-80814-15	3437463422	6013 Camelback Rd, Denver, CO, 80248	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104796	ENR	Hiroshi Rliey	1962-01-23	UHC-80208-09	5592561161	8986 Washington St, Atlanta, GA, 30354	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121029	ENR	Wayne X Robertson	1965-06-04	UHC-05398-93	2534558038	7060 Hillcrest Rd, Nashville, TN, 37202	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-139761	ENR	Jeremy Hunt	1955-08-12	UHC-59297-43	6122857965	4716 Sunset Blvd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125749	ENR	Brittany Gardner	2008-08-03	UHC-64858-19	7005355219	7746 Grand Ave, Mesa, AZ, 85279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131436	ENR	Ruth Z Fox	1997-01-01	UHC-51091-44	4542466460	339 Baseline Rd, Austin, TX, 78765	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110218	ENR	Sandra P Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140758	ENR	Janice Z Marshall	1985-02-22	UHC-38497-73	9058664819	5578 Bayshore Dr, Sacramento, CA, 95824	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120538	ENR	Martha Chen	2005-12-04	UHC-27434-02	2026775133	4460 Desert Sky Blvd, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127107	ENR	Melissa Raed	1984-05-20	UHC-64718-84	3694919865	3282 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104506	ENR	Roger P Simmons	1941-10-03	UHC-17204-03	7784083784	2486 Highland Ave, Tempe, AZ, 85251	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131308	ENR	Bradley Mason	1974-06-15	UHC-79120-53	9364010738	1000 Ridge Rd Apt 28, San Diego, CA, 92152	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-140668	ENR	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave # 194, Las Vegas, NV, 89194	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142330	ENR	Danielle X Simpson	1995-03-09	UHC-91877-58	—	5969 Church St, Chandler, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-109909	ENR	Bell Melissa	1952-08-08	UHC-91197-58	5804404043	4418 Canyon Rd # 223, Las Vegas, NV, 89170	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-110761	ENR	Joan Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132844	ENR	Diane W Wells	1941-11-24	UHC-04452-60	6145750929	754 Apache Blvd, San Diego, CA, 92119	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

13,989 rows, page 42 of 280Previous Next