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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124391	ENR	Mark Lynch	1997-12-19	UHC-56090-39	5903300332	5482 Main St, Orlando, FL, 32838	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-115197	ENR	Gabriel T Nguyen	1949-04-25	UHC-08946-13	4199368046	5009 Jefferson Ave, Chandler, AZ, 85212	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-123287	ENR	Sophia H Harrison	1964-02-25	UHC-44046-20	8814825729	1060 Grand Ave, Phoenix, AZ, 85096	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-105646	ENR	Amy Castro	1973-10-09	UHC-78909-25	7684397308	6738 Harbor Blvd, Scottsdale, AZ, 85241	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-106898	ENR	Jeff Oliver	—	UHC-68483-48	5979621331	5314 Camelback Rd, Mesa, AZ, 85264	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
ENR-114426	ENR	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd # 317, Houston, TX, 77096	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-134610	ENR	Frances Payne	2003-01-05	UHC-53313-88	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-121405	ENR	Julia Freeman	1991-01-09	UHC-39615-20	—	3819 Oak St, Nashville, TN, 37239	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-106205	ENR	Charlse Rice	1968-08-21	UHC-28560-68	—	7601 Spring St, Tampa, FL, 33662	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-107322	ENR	Judy I Guerrero	2000-09-26	UHC-86814-03	—	7102 Oak St, Tucson, AZ, 85749	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
ENR-141860	ENR	Donald H Hill	2002-06-09	UHC-38228-20	—	3153 Church St, Atlanta, GA	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-110561	ENR	Ahmed S Valdez	1960-03-02	UHC-83725-88	3514082872	4339 Elm St, Seattle, WA, 98159	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-105515	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-122943	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	—	4747 Church St, Miami, FL	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-142640	ENR	Wei O Marshall	1979-11-21	UHC-81522-17	—	6514 Mountain View Dr, Scottsdale, AZ, 85239	0.70	Phone missing area code State name converted to code Placeholder values cleared
ENR-117481	ENR	Lisa Chapman	1946-10-13	UHC-00607-80	4658835782	3855 Sunset Blvd Apt 24, Glendale, AZ	0.70	Unit split from street ZIP missing Placeholder values cleared
ENR-130739	ENR	Tyler G Harvey	1949-01-21	UHC-03044-42	2412824433	4173 Elm St, Tampa, FL, 33635	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132851	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-132850	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-120183	ENR	Jackie Harvey	1973-05-08	UHC-19463-16	—	8113 Washington St, Plano, TX, 75002	0.70	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-130022	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-130021	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-114187	ENR	Donald Harper	1986-05-26	UHC-09895-90	—	2871 Market St, Dallas, TX, 75290	0.70	SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-139169	ENR	Lauren K Sullivan	1938-07-08	UHC-65196-52	—	6489 Oak St, Seattle, WA, 98189	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-118544	ENR	Maria N Little	1995-08-17	UHC-65630-58	7919203011	8543 Ridge Rd, Charlotte, NC, 28284	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-109910	ENR	Juan Schultz	1980-11-04	UHC-53321-36	9287367635	8127 Grand Ave # 743, Eden Prairie, MN, 55324	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-128922	ENR	Keith P Hudson	—	UHC-69245-17	7224729488	9739 Central Ave, Tucson, AZ, 85706	0.70	Middle initial moved out of first name Date of birth missing Placeholder values cleared
ENR-141159	ENR	Henry Jensen	1975-05-09	UHC-86555-86	8372836491	8650 Sunset Blvd, Las Vegas, NV, 89193	0.70	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123815	ENR	Steven Henry	2005-04-14	UHC-49734-04	9624875932	2583 Elm St, Tempe, AZ, 85209	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101094	ENR	Adaam Z Stone	1969-12-25	UHC-32837-02	9523393032	4674 Ridge Rd, Charlotte, NC, 28272	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-120324	ENR	Carol L Marquez	1944-12-10	UHC-26390-57	—	3174 Broadway, Nashville, TN, 37290	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-138296	ENR	Eric Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128214	ENR	Kevyn P King	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA, 95823	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-115256	ENR	Brandon P Wheeler	1981-12-18	UHC-40767-81	—	3670 Sunset Blvd Apt 30, Los Angeles, CA, 90072	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-104312	ENR	Gerald V Robertson	1997-03-28	UHC-86460-12	7969302546	7199 Camelback Rd, San Diego, CA, 92127	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-103613	ENR	Cynthia F George	1991-08-22	UHC-29724-43	—	5169 Spring St, Orlando, FL, 32800	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-100279	ENR	Ann N Flores	1978-10-19	UHC-43456-24	—	5599 Broadway, Nashville, TN, 37234	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-112818	ENR	Gabriel C Wagner	1959-04-13	UHC-51157-17	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-115896	ENR	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-107324	ENR	Sofia G Sims	1955-06-06	UHC-52577-70	—	1384 Lincoln Way, Houston, TX, 77064	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-126552	ENR	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119579	ENR	Brenda Wood	1976-07-03	UHC-45323-67	—	47 Maple Ave, Glendale, AZ, 85320	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-130881	ENR	Sophia J Russell	1970-04-28	UHC-29048-90	9594629207	2789 Lincoln Way, Orlando, FL, 32891	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-108701	ENR	Joyce P Perry	1972-09-08	UHC-51288-35	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
ENR-126047	ENR	Jacqueline H Edwards	1958-06-03	UHC-33846-54	—	9136 Lincoln Way, Tampa, FL, 33618	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-141535	ENR	Isabella Franklin	1973-04-07	UHC-14942-32	3435136420	3386 Elm St, Jacksonville, FL, 32258	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-116417	ENR	Jake J Tran	1948-02-01	UHC-65412-57	7828222632	6797 Highland Ave, Seattle, WA, 98133	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-126644	ENR	Sam E Beiley	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142824	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-132076	ENR	Bradley Q Banes	1986-01-18	UHC-02728-80	6305500274	1932 Spring St, Glendale, AZ, 85338	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared

16,916 rows, page 136 of 339Previous Next