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

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125451	ENR	Michelle L Richardson	1974-07-15	UHC-68007-27	8786660630	228 Union St, Seattle, WA, 98111	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108241	ENR	Lori Griffin	1968-10-22	UHC-27335-85	3529841178	3594 Valley View Dr, Houston, TX, 77059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400298	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432122	CLM	Christopher Hawkins	1939-10-19	—	2455172144	3342 Harbor Blvd Apt 35, Sacramento, CA, 95876	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102949	ENR	Emma S Castillo	1966-01-03	UHC-15311-16	7524526102	6915 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405032	CLM	Christopher X Cunningham	1946-04-04	—	—	3285 River Rd, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-429497	CLM	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428345	CLM	Yuki Willis	1985-12-25	UHC-15526-71	—	5308 Meadow Ln, Miami, FL, 33177	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-428346	CLM	Yuki Willis	1985-12-25	UHC-15526-71	—	5308 Meadow Ln, Miami, FL, 33177	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426291	CLM	Ronald Li	—	—	—	7230 Lake View Rd, Houston, TX, 77031	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
TPA-55241	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-56910	TPA	Andrew Cole	—	—	9037791532	8388 Cedar Ln, Mesa, AZ, 85218	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-405086	CLM	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln, Denver, CO, 80235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27027	PRV	Aisha O Brookks	1951-06-13	—	2563247034	3747 Canyon Rd, Jacksonville, FL, 32260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112754	ENR	Andrew Reed	1965-03-28	UHC-82214-50	5793802721	4467 Maple Ave, Charlotte, NC, 28285	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141901	ENR	Amy Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429993	CLM	Terry Henderson	1940-10-05	—	4433182087	6152 Meadow Ln, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428776	CLM	Jacob W Grant	1969-10-22	UHC-57440-22	3084346185	3053 Harbor Blvd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23237	PRV	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-115964	ENR	Donald V Griffin	1953-10-07	UHC-86624-42	6425235502	2979 Maple Ave Apt 1, Dallas, TX, 75258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-25170	PRV	Joseph Welch	1999-12-19	—	4597137279	4470 Apache Blvd Apt 25, San Antonio, TX, 78275	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111053	ENR	Nicholas J Obrien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26540	PRV	Kelly Ray	1972-10-16	UHC-34652-06	6414038096	9554 Sage Ct, Los Angeles, CA, 90009	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426182	CLM	Kevn L Tcker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140644	ENR	Joan Santiago	1960-05-03	UHC-90878-30	7727016450	8177 Harbor Blvd, Dallas, TX, 75268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110768	ENR	Robert L Phillips	2006-02-22	UHC-81499-96	2968430674	2396 Valley View Dr, Los Angeles, CA, 90072	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129280	ENR	Wayne Y Brooks	—	UHC-70246-85	7966339248	582 Main St # 797, Fresno, CA, 93723	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
CLM-416495	CLM	Ryan Lee	1954-10-11	UHC-63291-28	7399597825	990 Sage Ct, Glendale, AZ, 85397	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405999	CLM	Wayne Santos	1967-08-04	—	—	9077 Lake View Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410666	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-410665	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-126718	ENR	Danielle L Schmmidt	1957-09-08	UHC-67449-37	8208110420	664 Hillcrest Rd, Eden Prairie, MN, 55307	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117204	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117205	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141983	ENR	Evelyn Z Siimmons	1938-11-26	UHC-10993-53	3482179398	1087 Spring St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20947	PRV	Justin I Palmer	1950-09-24	—	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135393	ENR	Ann Marquez	—	UHC-61611-49	2608548739	9841 Central Ave, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-432679	CLM	Thomas Harper	1974-08-03	—	—	973 Market St, Tucson, AZ, 85766	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402987	CLM	Carolyn Ward	2004-03-16	—	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132606	ENR	Brenda K Ryan	1976-03-09	UHC-87555-07	8034405145	4946 Mesa Dr, Plano, TX, 75003	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431283	CLM	Kelly Fowler	1942-10-03	UHC-70294-56	8219749261	4775 Washington St, Mesa, AZ, 85242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20219	PRV	Wei T Hughes	1987-07-27	—	3226899064	9840 Maple Ave, Austin, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412032	CLM	Aaron Luna	1942-12-10	UHC-83607-54	7264205977	9188 Pine Dr, Chandler, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22137	PRV	Amy Matthews	1977-12-25	—	7395686519	4188 Hillcrest Rd, Mesa, AZ, 85259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134322	ENR	Larry T Medina	1940-05-03	UHC-68818-80	2889811869	6093 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116598	ENR	NathanJunk	1946-03-25	UHC-29005-70	3709253713	5454 Elm St, Los Angeles, CA, 90031	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403851	CLM	Larry Y Arnold	1978-01-01	—	2113956342	1043 Ocean Ave, Tucson, AZ, 85745	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60406	TPA	Jerry Ramos	—	—	—	4035 Sage Ct, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-125390	ENR	Christopher Perkins	1980-12-20	UHC-86844-01	9087919382	8198 Baseline Rd, Scottsdale, AZ, 85256	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-128265	ENR	Maria Salazar	1973-12-13	UHC-61139-77	2608360426	2905 Harbor Blvd, Las Vegas, NV, 89192	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

39,996 rows, page 131 of 800Previous Next