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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417134	CLM	Amanda I Taylor	1996-10-16	UHC-20184-77	6433592311	9588 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419891	CLM	Elijah Aadms	1968-01-13	UHC-50533-10	—	4148 Highland Ave, Denver, CO	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+2 more
ENR-118910	ENR	Diego Ross	1944-06-23	UHC-73403-26	3308562850	7329 Grand Ave, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107586	ENR	Henry A Mendez	1981-08-06	UHC-27527-73	—	7683 Meadow Ln, Jacksonville, FL	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
PRV-20152	PRV	Amy Hanson	1987-10-08	—	—	62 Lake View Rd, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63651	TPA	Richard Robertson	1966-12-04	—	—	7513 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51431	TPA	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62525	TPA	Scott Kelley	1995-07-25	UHC-50527-90	7095904912	9189 Canyon Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426167	CLM	Kayla C Yang	1952-06-07	UHC-08889-57	5295095466	7845 Palm Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106823	ENR	Jacob Scott	1995-09-05	UHC-63996-57	2366427446	5350 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116895	ENR	Beverly Z Austin	2000-02-11	UHC-48975-69	4548622635	1700 Broadway, Houston, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28056	PRV	Lori Ellis	1947-10-21	—	—	7470 Bayshore Dr, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28101	PRV	Eryc Wheeler	1997-06-10	—	2015855404	2403 Canyon Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58210	TPA	Ethan Davis	1973-12-20	—	6292019441	6281 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57819	TPA	Adam Reyes	2000-06-15	—	—	4390 Church St, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119130	ENR	Maria Flores	1998-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60142	TPA	Steve Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404545	CLM	Ktaherine Q Wang	1986-01-14	—	—	7805 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116393	ENR	Angela Marquez	2001-07-12	UHC-91286-59	2716583170	6514 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403481	CLM	Hiroshi Wood	1960-10-20	—	—	8320 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51824	TPA	Jonathan Richards	1968-09-07	—	6914342207	4292 Camelback Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131302	ENR	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121389	ENR	Bradley Z Alexander	1970-09-20	—	6859918010	8192 Highland Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407901	CLM	Bradley X Robinson	1985-07-17	—	—	8938 Grand Ave, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-427342	CLM	Brian Jacobs	2001-11-04	UHC-22822-80	—	6051 Valley View Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400006	CLM	Jsse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109614	ENR	Andy O Grant	1990-01-28	UHC-42515-76	4023618029	3319 Camelback Rd, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122140	ENR	Jason Gardner	1984-10-04	UHC-94728-15	3639102724	2380 Canyon Rd, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135674	ENR	Alice M Payne	1938-09-21	UHC-18304-48	4935017101	143 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-406082	CLM	Fernandez R George	1959-03-23	UHC-61162-85	—	5931 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134072	ENR	Justin F Rogers	2001-12-10	—	—	9050 Willow Ct, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64315	TPA	Carl Simmons	2003-03-11	UHC-25020-08	—	5222 Ocean Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129403	ENR	Roy P Myers	1975-12-25	UHC-50530-26	5682193408	4237 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418715	CLM	Jazon Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd, Columbus, OH	0.64	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
ENR-103707	ENR	Douglas Y Henderson	1973-03-09	UHC-73129-84	6752727486	5324 Central Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406844	CLM	Virginia Clark	1948-02-25	UHC-21787-94	—	670 Sage Ct, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117626	ENR	Bruce G Garza	1971-02-23	UHC-63823-65	2108312845	2756 Ocean Ave, Miami, FL	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418182	CLM	Maria Q Medina	1938-06-17	—	—	6083 Baseline Rd, San Antonio, TX	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-51284	TPA	Sarah X Oliver	1994-07-09	UHC-54619-49	—	1962 Market St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132619	ENR	Nancy Z Rios	1977-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137689	ENR	Adam Z Mitchell	1955-06-06	UHC-63450-13	7086979525	5036 Mesa Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125978	ENR	Wei Lane	1971-10-04	UHC-10402-83	6975135995	5595 Park Pl, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136131	ENR	Beverly O Gonzalez	1944-06-04	UHC-21342-60	9484537851	8147 Jefferson Ave, Plano, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413882	CLM	Nicholas Dixon	1947-06-27	UHC-09024-50	—	8495 Canyon Rd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27361	PRV	Ashley Moore	1966-04-16	UHC-92997-42	2739035923	5502 River Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110743	ENR	Abigail Reynolds	1941-11-02	UHC-28564-21	8623053364	7088 Desert Sky Blvd, Orlando, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-125122	ENR	Jesse K Wood	1995-03-01	UHC-53279-40	2524971008	6327 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108191	ENR	Henry M Snyder	1946-09-18	UHC-07445-14	—	4659 Church St, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418474	CLM	Jacqueline Mason	1993-07-08	UHC-70522-46	—	5140 Cedar Ln, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 81 of 143Previous Next