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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60409	TPA	Elijah Hoffman	1974-10-18	—	7838701525	1333 Spring St, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-135469	ENR	Austin B Alexander	—	UHC-32759-98	2819645834	9257 Oak St, Seattle, WA, 98162	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
ENR-114697	ENR	Helen Q Lawrence	—	UHC-80612-08	—	6412 Grand Ave, Mesa, AZ, 85276	0.66	Name split from “Last, First”Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-119788	ENR	Adam Shaw	1981-10-13	UHC-03960-88	5076494938	4420 Union St, Columbus, OH, 43274	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-122040	ENR	Vincent P Santiago	1945-10-20	UHC-71651-40	5918694351	7380 Ocean Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103363	ENR	Austin Y Mitcchell	1972-06-27	UHC-66264-69	3212254436	8995 Ocean Ave Apt 28, Sacramento, CA, 95880	0.66	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+1 more
CLM-416585	CLM	Stephen Meyer	1994-05-10	UHC-06552-81	—	3258 Ridge Rd, San Diego, CA	0.66	State code upper-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-413195	CLM	Jackie Watson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln Apt 8, Tucson, AZ, 85733	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100029	ENR	Timothy Lane	1980-03-16	UHC-70224-52	3955053334	2915 Mountain View Dr, Miami, FL, 33157	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130153	ENR	Joyce Q Collins	1973-06-07	UHC-23203-66	2269497998	6504 Mesa Dr, Orlando, FL, 32802	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117814	ENR	Natalie Q Bell	2005-03-27	UHC-15700-52	—	2327 Highland Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-139890	ENR	Michael Wilson	1955-10-15	UHC-38739-27	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-137614	ENR	Beverly Rose	1983-07-12	UHC-30839-28	5637182899	5475 Grand Ave, San Antonio, TX, 78262	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-63331	TPA	Christian I Simmons	—	—	—	8494 Central Ave, Phoenix, AZ, 85092	0.66	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26596	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26595	PRV	Jessica Duncan	2003-02-01	—	5967665166	8245 Oak St Apt 34, Mesa, AZ, 85213	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-54396	TPA	Joan Clark	1967-11-09	—	—	3163 Grand Ave Apt 38, Atlanta, GA, 30308	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407807	CLM	Samantha Morris	1995-01-25	UHC-43300-11	—	921 Church St, Tucson, AZ, 85776	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-137211	ENR	Bradley J Warren	2005-07-23	UHC-84690-46	5883727120	1758 River Rd Apt 9, Minneapolis, MN, 55492	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124121	ENR	Aaron G Torrees	2005-10-11	UHC-95701-02	4288629887	6393 Mountain View Dr Apt 3, Minneapolis, MN, 55468	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52419	TPA	Grace Ramos	1989-10-27	UHC-17338-10	—	8508 Maple Ave, Minneapolis, MN, 55492	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424759	CLM	Thomas Matthews	2005-09-23	UHC-54543-72	7982542444	6278 Central Ave, Nashville, TN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-124005	ENR	Paul Bennett	1964-05-17	UHC-72526-25	—	9767 Central Ave, Tempe, AZ	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-102502	ENR	Kyle Z Phillips	1946-08-19	UHC-74042-16	7132362744	4114 Cedar Ln, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
PRV-22281	PRV	Mary M Waver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
TPA-60438	TPA	Diego X Morales	1963-05-24	—	—	890 Hillcrest Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
CLM-411119	CLM	Jessca Evans	1974-08-13	—	5406006053	2157 River Rd, Dallas, TX, 75242	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-117459	ENR	Aisha E Aguilar	1944-12-12	UHC-77127-54	3337379074	7532 Maple Ave, Glendale, AZ, 85374	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State code upper-cased+1 more
ENR-126855	ENR	Jessica Miller	1952-02-08	UHC-28040-04	5825465213	8223 Jefferson Ave, Jacksonville, FL	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-142504	ENR	Grace Freeman	1958-06-22	UHC-15006-09	—	8954 Forest Ave, Tampa, FL, 33633	0.66	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-25568	PRV	Alice Herrera	1980-06-25	—	—	7946 Elm St, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-113633	ENR	Janice Dunn	1953-04-18	UHC-55442-35	6909012854	9735 Palm Dr, Minneapolis, MN, 55443	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116758	ENR	Melissa T Vega	1957-09-28	UHC-05905-74	8809743352	3541 Palm Dr, Nashville, TN, 37247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
CLM-403192	CLM	Mary U Daniels	1969-09-15	UHC-02753-64	—	3406 Market St, Denver, CO, 80259	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-142770	ENR	Mateo Carlson	1973-10-22	UHC-62488-93	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410928	CLM	Jooyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX	0.66	Phone reformatted State code upper-cased ZIP missing Gender normalised+1 more
ENR-111782	ENR	Jennifer K Oliver	1972-09-17	UHC-58266-53	7122091092	8588 Union St, Orlando, FL, 32874	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-427297	CLM	Christine Wright	1944-09-24	UHC-27440-91	—	5140 Ridge Rd, Glendale, AZ, 85395	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
TPA-60178	TPA	Santiago Foster	1987-03-15	—	—	6861 Ridge Rd, Eden Prairie, MN, 55302	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
TPA-55437	TPA	Bob GJunk	2000-10-21	—	—	1002 Elm St, Seattle, WA	0.68	State code upper-cased ZIP missing Placeholder values cleared No usable name (quarantined)
CLM-408197	CLM	Luna Brenda	—	UHC-89078-96	—	1396 Palm Dr, Tampa, FL, 33693	0.68	Date of birth missing State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-52788	TPA	Ryan Rios	—	—	—	4656 Maple Ave, Miami, FL, 33173	0.68	Date of birth unreadable State code upper-cased Gender normalised Placeholder values cleared
CLM-408792	CLM	Angela Moreno	1953-07-10	—	—	5173 Broadway, Atlanta, GA, 30357	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-109463	ENR	Deborah Jackson	—	UHC-89997-70	—	8786 Jefferson Ave, Las Vegas, NV, 89108	0.68	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed
ENR-129427	ENR	Natalie R Myers	2006-05-19	UHC-44376-50	6615760051	5100 Main St, Miami, FL, 33128	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
ENR-101786	ENR	Gloria Bowman	1938-09-24	UHC-19730-06	2446769447	4761 Elm St, Miami, FL, 33184	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-136821	ENR	Arthur Kelley	—	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.68	Date of birth unreadable State code upper-cased ZIP+4 trimmed Whitespace trimmed
ENR-135499	ENR	Santiago Garcia	1962-01-10	UHC-07974-07	—	203 Park Pl, Nashville, TN	0.68	State code upper-cased ZIP missing Gender normalised Whitespace trimmed

4,010 rows, page 30 of 81Previous Next