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 “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
CLM-406572	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121495	ENR	Christian M Wheeler	1961-12-05	UHC-52926-58	3179274242	1245 Cedar Ln, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130283	ENR	Kathleen S Carter	1961-08-18	UHC-33330-56	4664037641	4186 Mesa Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-21975	PRV	Barbara U Warren	1979-06-15	—	4519681684	9804 Ocean Ave # 139, Austin, TX, 78763	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56939	TPA	Angela Cook	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-24497	PRV	Judy Ortega	1997-11-23	—	2342283457	2089 Camelback Rd # 529, San Diego, CA, 92136	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408771	CLM	Joyce Gibson	—	UHC-76784-79	6918799287	9321 Mesa Dr, Atlanta, GA, 30381	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138114	ENR	Anna K Olson	1972-07-28	UHC-31941-66	7792145912	2706 Lincoln Way, Denver, CO, 80220	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106946	ENR	Sandra A Alvarado	1982-01-28	UHC-71767-16	8879027880	5572 Lake View Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20251	PRV	Debra Simmons	2005-06-27	—	2443327255	3226 Elm St, Tampa, FL, 33653	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102506	ENR	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105738	ENR	Melissa G Garrett	1962-04-25	UHC-56131-09	8179663109	1223 Baseline Rd, Tampa, FL, 33616	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-56007	TPA	Madison Fields	1987-12-28	—	2484595850	1394 Willow Ct, Charlotte, NC, 28278	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420834	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26778	PRV	Santiago Rojas	1994-12-27	UHC-47732-45	3847333885	3935 Canyon Rd Apt 31, Gilbert, AZ, 85264	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27725	PRV	David Day	1970-01-08	UHC-71063-24	—	7470 Park Pl, Denver, CO, 80292	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-404513	CLM	Bryan Freeman	1951-11-21	—	7866862770	7670 Valley View Dr Apt 6, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114835	ENR	Diego S George	1962-07-15	UHC-54806-04	—	251 Apache Blvd, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115725	ENR	Jacob T Roberts	1959-04-06	UHC-64537-46	8693796218	5524 Canyon Rd, Austin, TX, 78796	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
TPA-50122	TPA	Santiago Valdez	2000-02-24	UHC-41588-95	—	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62305	TPA	Amanda K Ford	1946-05-22	—	6678105602	5380 Indian School Rd, Charlotte, NC, 28233	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54254	TPA	Christian Morales	1962-03-03	—	—	2651 Palm Dr Apt 3, Miami, FL, 33117	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60270	TPA	Catherine Hart	1973-11-23	—	—	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112669	ENR	Joan V Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401002	CLM	Maria Harrison	1998-01-02	UHC-00391-32	—	2840 Oak St, Columbus, OH, 43297	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108909	ENR	Doris Simmons	1952-07-04	UHC-64986-08	7423385337	3635 Mountain View Dr, Scottsdale, AZ, 85252	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+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
ENR-118789	ENR	Kevin K Robertson	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct # 205, Eden Prairie, MN, 55337	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
PRV-25562	PRV	Randy Fisher	1984-01-26	—	8405547906	772 Harbor Blvd # 834, Atlanta, GA, 30393	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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
ENR-141549	ENR	Ashley Castyllo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-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
PRV-24185	PRV	Douglas Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Member ID 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-138262	ENR	Jack T Armstrong	1957-10-05	UHC-89431-35	8637177539	7191 Main St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 217 of 1,426Previous Next