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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122179	ENR	Charlotte X James	1991-08-17	UHC-14077-28	9467053438	372 Market St Apt 11, Tampa, FL, 33607	0.70	Phone reformatted Unit split from street State name converted to code
ENR-101564	ENR	Gregory W Lawson	1983-02-02	UHC-71079-08	7327798790	3957 Grand Ave Apt 7, Denver, CO, 80261	0.70	Unit split from street City re-cased State name converted to code
ENR-106687	ENR	Sofia Fuller	1956-08-14	UHC-83296-48	5945145848	9744 Cedar Ln # 698, Tucson, AZ	0.70	Name re-cased Unit split from street ZIP missing
ENR-130867	ENR	Rebecca T Rodriguez	1996-06-08	UHC-72123-01	4757714074	1058 Lake View Rd # 652, Denver, CO, 80214	0.70	Member ID reformatted Unit split from street Gender normalised
ENR-119182	ENR	Lisa Fuller	2006-05-09	UHC-66030-92	—	3202 Jefferson Ave # 323, Mesa, AZ, 85249	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
ENR-118303	ENR	Kayla H Watkins	1977-02-06	UHC-05998-73	2799958588	5154 Harbor Blvd # 673, Mesa, AZ, 85267	0.70	Date of birth reformatted Unit split from street Gender normalised
ENR-122746	ENR	Evelyn Wong	—	UHC-67290-43	4662732042	2547 Mountain View Dr Apt 22, Charlotte, NC, 28287	0.70	Date of birth missing Phone reformatted Unit split from street
ENR-104051	ENR	Paul G Patel	1942-05-08	UHC-83011-39	6984708982	3504 Harbor Blvd # 364, Gilbert, AZ, 85236	0.70	Two-digit birth year Phone reformatted Unit split from street
ENR-124859	ENR	Hannah Perry	2004-05-25	UHC-95487-66	2898020506	1863 Palm Dr # 481, Eden Prairie, MN, 55374	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-120217	ENR	Laura Rogers	1941-06-08	UHC-88922-66	9744165646	2821 River Rd Apt 20, Tempe, AZ	0.70	Name re-cased Unit split from street ZIP missing
ENR-103751	ENR	Jerry B Murray	1986-02-06	UHC-55351-47	6213996616	7532 Cedar Ln # 796, Nashville, TN, 37277	0.70	Name split from “Last, First”Unit split from street Whitespace trimmed
ENR-105282	ENR	Ktahryn P Bowamn	1949-01-08	UHC-59535-03	9587770732	1310 Apache Blvd Apt 1, Denver, CO, 80283	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-105283	ENR	Ktahryn P Bowamn	1949-01-08	UHC-59535-03	9587770732	1310 Apache Blvd Apt 1, Denver, CO, 80283	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-143034	ENR	David K Perry	—	UHC-81654-23	5179320743	1212 Oak St Apt 26, Los Angeles, CA, 90009	0.70	Date of birth missing Unit split from street Whitespace trimmed
ENR-102518	ENR	James Wagner	1952-02-21	UHC-76223-95	5117491745	2229 Harbor Blvd # 142, Columbus, OH	0.70	Phone reformatted Unit split from street ZIP missing
ENR-139194	ENR	Jeremy S Stevens	1963-04-25	UHC-14258-31	8314021809	5943 Harbor Blvd Apt 18, Houston, TX	0.70	Unit split from street ZIP missing Whitespace trimmed
ENR-106531	ENR	Mariana C Hawkins	1960-03-08	UHC-87456-54	—	9230 Mountain View Dr # 685, Gilbert, AZ, 85264	0.70	Date of birth reformatted Phone missing area code Unit split from street
ENR-102786	ENR	Catherine S Silva	1991-10-18	UHC-28183-55	2583495842	1651 Oak St Apt 37, Austin, TX	0.70	Phone reformatted Unit split from street ZIP missing
ENR-140929	ENR	Btsy Myers	1981-12-18	UHC-25672-92	—	9332 Ridge Rd Apt 40, Dallas, TX, 75292	0.70	Name re-cased Phone missing area code Unit split from street
ENR-117556	ENR	Mills Ana	1998-06-13	UHC-19219-52	7822849623	355 Broadway # 157, Plano, TX, 75090	0.72	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+4 more
ENR-132876	ENR	Kayla W Le	2002-03-09	UHC-50548-50	5529273722	2921 Market St # 179, Miami, FL, 33180	0.72	SSN last four extracted Unit split from street
ENR-137092	ENR	Ross Beverly	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd # 311, Eden Prairie, MN, 55370	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125981	ENR	Kathryn C Day	1982-11-24	UHC-37330-92	4948845985	6913 River Rd Apt 25, Charlotte, NC, 28278	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-114268	ENR	Hannah Dixon	1984-01-07	UHC-63529-48	6799192947	2538 Union St Apt 29, Nashville, TN, 37268	0.72	Name split from “Last, First”Unit split from street
ENR-130663	ENR	Sarah B Harris	2003-08-12	UHC-84751-90	3162979292	8274 Lincoln Way # 299, Miami, FL, 33185	0.72	Two-digit birth year Unit split from street
ENR-129644	ENR	Danielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave # 161, Atlanta, GA, 30306	0.72	Phone missing area code Unit split from street
ENR-128618	ENR	Valentina Q Black	1979-06-08	UHC-96472-85	—	5337 Pine Dr # 495, Jacksonville, FL, 32249	0.72	Phone missing area code Unit split from street
ENR-111251	ENR	Kathy Matthews	1998-02-01	UHC-70356-45	5295022379	5746 Church St # 868, Fresno, CA, 93731	0.72	Name split from “Last, First”Unit split from street
ENR-127530	ENR	Hannah F Kelley	1965-04-02	UHC-51043-32	9588503503	1591 Broadway # 934, Columbus, OH, 43275	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-105520	ENR	Joey S Smiht	1955-03-05	UHC-18278-89	9726556380	3961 Ridge Rd Apt 11, Phoenix, AZ, 85094	0.72	Unit split from street Gender normalised
ENR-114856	ENR	Juan Watkins	1978-02-27	UHC-84090-92	2964153080	9150 Sage Ct # 626, Seattle, WA, 98106	0.72	Unit split from street ZIP+4 trimmed
ENR-120751	ENR	Eric A Bell	1943-10-03	UHC-12366-37	7349738013	6105 Bayshore Dr Apt 9, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122788	ENR	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd Apt 30, Mesa, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132334	ENR	Daniel Harper	1995-07-18	UHC-27789-68	9469250242	2855 Broadway Apt 15, Jacksonville, FL, 32226	0.74	Phone reformatted Member ID reformatted Unit split from street Address re-cased+3 more
ENR-111043	ENR	Sofia Warren	1944-03-25	UHC-45832-74	4312860056	2017 Park Pl Apt 37, Jacksonville, FL, 32235	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-130277	ENR	Andrew L Torres	1961-08-03	UHC-97596-90	7829374162	300 Forest Ave Apt 33, Plano, TX, 75010	0.74	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-129147	ENR	Samuel Perkins	1969-08-26	UHC-03433-45	6179691045	514 Meadow Ln Apt 30, Los Angeles, CA, 90033	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-131396	ENR	Justin C Russell	1989-12-01	UHC-81090-18	6223910893	9784 River Rd Apt 11, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126953	ENR	Debra Delgado	1961-02-10	UHC-44428-55	6053198913	4737 Lake View Rd # 527, Denver, CO, 80221	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105999	ENR	Donald Torres	1997-12-14	UHC-22457-76	7844289930	8591 Central Ave # 822, San Diego, CA, 92186	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111131	ENR	Jacobs Bobby	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 866, San Antonio, TX, 78285	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136944	ENR	Jerry J Edwards	1958-03-13	UHC-16590-26	—	1159 Cedar Ln # 235, Orlando, FL, 32815	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-105626	ENR	Susan K Obrien	1953-04-28	UHC-01670-54	6832552989	6292 Desert Sky Blvd # 240, Tucson, AZ, 85735	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128940	ENR	Luis R Romero	1947-05-10	UHC-62136-56	9322377468	2683 Mountain View Dr Apt 4, Glendale, AZ, 85379	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-132315	ENR	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St # 674, Las Vegas, NV, 89143	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-121867	ENR	Roy L Price	1981-03-25	UHC-50198-86	6354591976	9852 Grand Ave # 937, Houston, TX, 77076	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-110337	ENR	Carolyn Carroll	1958-08-14	UHC-40936-88	—	3600 Pine Dr # 570, Sacramento, CA, 95890	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-120180	ENR	Brandon G Rivera	1991-04-07	UHC-19255-33	7735521965	5041 Jefferson Ave # 450, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more

3,345 rows, page 55 of 67Previous Next