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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416317	CLM	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-432500	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-416110	CLM	Carlos T Walsh	1955-02-16	UHC-12354-08	6298076457	—	0.66	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Whitespace trimmed+1 more
ENR-142369	ENR	Martha Luna	1981-06-14	UHC-48008-27	8744182831	2310 Grand Ave, San Diego, CA, 92144	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-124194	ENR	Marcus Soto	1977-03-21	UHC-85530-58	9865341919	8050 Main St, Atlanta, GA, 30362	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-424898	CLM	Diego Freeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave # 485, Glendale, AZ, 85309	0.66	Name split from “Last, First”Member ID reformatted Unit split from street Whitespace trimmed+1 more
ENR-116144	ENR	Brittany G Hamilton	1998-02-24	UHC-52626-42	5899508349	6143 Lake View Rd # 728, San Diego, CA, 92135	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-412633	CLM	Judy Grza	1960-01-16	UHC-43428-27	—	3068 Jefferson Ave, Columbus, OH, 43263	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125289	ENR	Elijh W Munoz	1957-11-23	UHC-27461-26	—	7576 Jefferson Ave, Houston, TX, 77004	0.66	Two-digit birth year Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-103200	ENR	Barbara C McDonald	1983-01-14	UHC-32514-51	2866940840	2086 Washington St, Charlotte, NC, 28227	0.66	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-129124	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131081	ENR	Alexander Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-135084	ENR	Donna Delgado	1939-08-03	UHC-28789-87	5519259954	8190 Desert Sky Blvd, Seattle, WA, 98110	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Email lower-cased+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-134633	ENR	Philip Gilbert	1978-05-09	UHC-96744-17	6829805428	69 Meadow Ln, Jacksonville, FL, 32203	0.66	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-107120	ENR	Vicky Lucas	1940-01-17	UHC-83942-95	—	9563 Lake View Rd, Tampa, FL, 33698	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-140700	ENR	Dennis Kelley	2006-05-23	UHC-34794-63	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122053	ENR	Aan Grant	1959-08-02	UHC-07213-89	5206868390	3529 Main St, Denver, CO, 80283	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-109212	ENR	Martha O Reynolds	—	UHC-05929-75	7617593664	7263 Apache Blvd, Minneapolis, MN, 55478	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414068	CLM	Maria Jordan	1956-08-02	UHC-38848-23	—	9605 Cedar Ln, Austin, TX, 78745	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-117875	ENR	Rachel C Johnson	1989-02-18	UHC-89832-25	8435945485	1619 Ocean Ave, Phoenix, AZ, 85024	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-138681	ENR	Therresa Roggers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-101030	ENR	Denny Lynch	1951-08-21	UHC-81258-19	—	4357 Cedar Ln, Atlanta, GA, 30378	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132333	ENR	Grace S Barnes	2001-12-22	UHC-02610-34	7532302229	3180 Harbor Blvd, Orlando, FL, 32868	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-138752	ENR	Betty B Murray	—	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.66	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-103261	ENR	Jennifer A Baker	1956-02-01	UHC-93710-38	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413148	CLM	Lucia Owens	2008-07-17	UHC-32020-14	—	4476 Pine Dr, Charlotte, NC, 28268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406299	CLM	Sarah Scott	1944-05-16	UHC-34036-57	—	9320 Maple Ave, Orlando, FL, 32813	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127721	ENR	Dennis N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-403180	CLM	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-139653	ENR	Charlotte Lee	1982-03-09	UHC-02855-78	—	7336 Harbor Blvd, Sacramento, CA, 95896	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26941	PRV	Dougas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
CLM-413043	CLM	Kelly Little	2008-11-24	UHC-49705-38	—	1047 Palm Dr, Austin, TX, 78762	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59289	TPA	Heather Riso	1943-01-24	UHC-25713-90	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-410466	CLM	Roy M Crawford	2004-06-04	UHC-12133-87	—	1696 Park Pl, Mesa, AZ, 85297	0.66	Name split from “Last, First”Member ID reformatted SSN last four extracted State code upper-cased+1 more
ENR-100270	ENR	Larry S Chapman	1972-12-11	UHC-59123-12	6886345636	1882 Baseline Rd, Jacksonville, FL, 32200	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-101376	ENR	Gerald Q Stephens	1973-09-20	UHC-71981-48	—	8996 River Rd, Gilbert, AZ, 85293	0.66	Two-digit birth year Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-412001	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-137857	ENR	Larry Butler	1993-09-21	UHC-48440-51	6504481068	6795 Grand Ave # 552, Orlando, FL, 32826	0.66	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-121755	ENR	Billy Price	1955-12-11	UHC-38863-65	—	8964 Willow Ct, Denver, CO, 80285	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100023	ENR	Noah Y Estrada	1992-02-10	UHC-20005-72	5425061837	6313 Desert Sky Blvd, Eden Prairie, MN, 55315	0.66	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-107394	ENR	Schmidt Willie	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126863	ENR	Geroge Scott	1985-11-20	UHC-33392-01	2944928389	5838 Sunset Blvd, Dallas, TX, 75229	0.66	Member ID reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
PRV-25161	PRV	Christopher Ellis	1986-04-05	UHC-61611-07	2522597934	3925 Broadway, San Diego, CA, 92178	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-412092	CLM	Billy Miller	1959-04-28	UHC-85481-64	—	3528 Baseline Rd, Scottsdale, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63844	TPA	Elizabeth Matthews	1994-08-26	UHC-83163-59	—	8220 Bayshore Dr, Orlando, FL, 32855	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129748	ENR	Patrick Armstrong	1974-06-07	UHC-97021-81	4893923571	9026 Willow Ct, Glendale, AZ, 85376	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403220	CLM	Diana McDonald	1981-10-18	UHC-42901-26	—	9636 Mountain View Dr Apt 29, Charlotte, NC, 28273	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more

7,723 rows, page 57 of 155Previous Next