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-103743	ENR	Alex V Contreras	1954-03-12	UHC-84406-53	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108514	ENR	Shirley R Marshall	1980-07-26	UHC-92812-35	7649503732	8918 Park Pl Apt 34, Denver, CO, 80272	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-123285	ENR	Donald Rose	1965-07-28	UHC-31390-71	9668596663	8105 Ridge Rd, Houston, TX, 77043	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
TPA-50023	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132057	ENR	Debra N Schmidt	1965-08-17	UHC-05894-70	—	900 Church St, Houston, TX, 77017	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60661	TPA	Alexis Wasshington	1988-02-18	—	—	4319 Camelback Rd, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125945	ENR	Harold P Moreno	1977-04-24	UHC-49694-33	3308620925	5037 Maple Ave # 567, Seattle, WA, 98193	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-140097	ENR	Lauran X Ryan	—	UHC-80172-58	9672371450	4827 Hillcrest Rd, Mesa, AZ, 85239	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-418464	CLM	Betty Z Gilbert	2008-10-14	UHC-74971-33	5663013126	9021 Broadway Apt 16, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-427515	CLM	Catherine Chen	1914-03-06	UHC-58328-78	—	3233 Sunset Blvd, Plano, TX, 75041	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133035	ENR	Ethan S Sims	1969-05-08	UHC-64045-26	6139380739	6288 Elm St, Plano, TX, 75005	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105762	ENR	Jyoce Cunnningham	1996-05-08	UHC-00031-41	—	3225 Pine Dr, Minneapolis, MN, 55480	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406017	CLM	Deborah Riley	2002-05-03	—	3746756614	6318 Palm Dr, Glendale, AZ, 85338	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424315	CLM	Michelle Luna	2005-10-19	UHC-78389-73	7233244238	6521 Spring St, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53547	TPA	Samuel Wheeler	1960-09-23	—	—	9508 Ridge Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100441	ENR	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130714	ENR	Jordan Meyer	1946-01-10	UHC-72377-28	8734188330	2555 Valley View Dr, Los Angeles, CA, 90060	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-103609	ENR	Linda T Mason	1956-03-16	UHC-62931-23	9068358812	7958 Grand Ave, Seattle, WA, 98190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116100	ENR	Gregory A Wong	1977-01-08	UHC-99271-52	7806775100	1380 Pine Dr, Houston, TX, 77051	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135560	ENR	Edward Rodriguez	1958-12-22	UHC-77559-31	2093644560	6694 Bayshore Dr Apt 17, Jacksonville, FL, 32210	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142892	ENR	Tricia Turner	1941-06-18	UHC-22737-23	—	4465 Mountain View Dr, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405869	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405870	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-101758	ENR	Ahmed D Lane	1943-10-07	UHC-37002-76	9826162054	8041 Forest Ave # 437, Denver, CO, 80233	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-60607	TPA	Betty Murphy	1985-11-02	—	—	198 Bayshore Dr, Las Vegas, NV, 89134	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114287	ENR	Rachel Mason	2002-09-04	UHC-54487-76	3326767350	3183 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126499	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.64	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-132879	ENR	Camila Y Perkins	1956-04-14	UHC-34726-01	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
TPA-50084	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St Apt 16, Chandler, AZ, 85207	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408257	CLM	Wayne Franklin	1967-01-01	—	—	8723 Baseline Rd, Tempe, AZ, 85252	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119918	ENR	Scott Marshall	2006-04-02	UHC-64439-72	5498864722	728 Grand Ave, Chandler, AZ, 85223	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404213	CLM	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412543	CLM	Melissa R Rivera	1960-04-26	UHC-44304-88	4159307452	2772 Park Pl, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104549	ENR	Marilyn Z Weaver	1971-07-02	UHC-95376-47	3803692073	7242 Maple Ave, Tucson, AZ, 85719	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50219	TPA	Jacob G Goez	1951-07-05	—	5034133742	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112032	ENR	Sean Y Phillips	1946-11-03	UHC-68068-92	2476165218	5157 Apache Blvd, Mesa, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23366	PRV	Ralph Arnold	1951-08-10	—	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-400300	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400299	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21010	PRV	Sandra N Harper	1946-09-10	UHC-48277-68	—	7685 Jefferson Ave, Denver, CO, 80212	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133853	ENR	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
TPA-64309	TPA	Douglas Weaver	2008-03-14	—	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-107040	ENR	Sean G Collins	1995-06-27	UHC-91688-56	8065619254	3968 Elm St, Chandler, AZ, 85206	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29332	PRV	Margaret Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111010	ENR	Sophia K Gilbert	—	UHC-80915-89	8824552636	1687 Oak St, Nashville, TN, 37237	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-121938	ENR	Logan V Wilson	1998-01-09	UHC-97610-18	8814440387	6748 Mountain View Dr, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122770	ENR	Randy F Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

39,996 rows, page 174 of 800Previous Next