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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142797	ENR	Maria Perry	1959-07-07	UHC-21303-62	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120722	ENR	Richard L Sandoval	1947-10-27	UHC-66581-87	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61408	TPA	Alexaner Palmer	1984-03-01	—	—	8899 Apache Blvd, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101673	ENR	Walter Rogers	1947-10-27	UHC-57013-99	9043472505	3505 Baseline Rd # 880, Miami, FL, 33187	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407177	CLM	Ahmed T Wallace	1970-07-11	—	—	4100 Cedar Ln, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-135194	ENR	Billy M Robertson	2004-11-07	UHC-17775-68	7932812018	1554 Grand Ave, Phoenix, AZ, 85023	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130938	ENR	Mason M Vasquze	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25757	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr Apt 24, Tempe, AZ, 85259	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424065	CLM	Patricia Ross	1949-05-22	UHC-68744-18	—	52 Desert Sky Blvd, Glendale, AZ, 85394	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28228	PRV	Amber Cruz	1943-10-18	UHC-42078-47	—	7339 Oak St, Austin, TX, 78707	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126815	ENR	Mary M Garrett	2007-12-22	UHC-35643-74	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61052	TPA	David Rios	1995-08-18	UHC-78651-32	—	1708 Camelback Rd, San Antonio, TX, 78266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430815	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129837	ENR	Betty Saniago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419539	CLM	Terry Riley	—	UHC-75916-85	—	6634 Union St Apt 4, Seattle, WA, 98178	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429105	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430543	CLM	Lauren Ryyan	2006-01-13	—	—	4827 Hillcrest Rd # 940, Mesa, AZ, 85239	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56810	TPA	Day Q Denny	—	—	—	2557 Bayshore Dr, Tempe, AZ, 85225	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410806	CLM	Raymond Flores	2007-11-09	UHC-03771-17	5924754300	147 Apache Blvd, Eden Prairie, MN, 55357	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128683	ENR	Joshua Watson	1993-02-28	UHC-01191-79	2228836876	2168 Elm St, Orlando, FL, 32848	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406325	CLM	Jeremy Ramos	1965-08-26	—	—	674 River Rd Apt 23, Tempe, AZ, 85279	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60660	TPA	Alexis Washington	1988-02-18	—	—	4319 Camelback Rd Apt 29, Tampa, FL, 33696	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431912	CLM	Meyer I Omar	1997-04-26	UHC-76229-33	—	6245 Market St # 805, Dallas, TX, 75202	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114980	ENR	Christina I Guzman	1999-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127059	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St # 598, Las Vegas, NV, 89168	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-127524	ENR	Cynthia B Vazquez	1980-11-27	UHC-10386-45	5608344257	8953 Spring St, Tucson, AZ, 85752	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101748	ENR	Andrea R McDonald	1960-02-20	UHC-37874-98	7022642104	6585 Park Pl, Nashville, TN, 37270	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114356	ENR	Valentina C Ray	2000-05-10	UHC-34927-03	5616824492	3346 Sunset Blvd, Fresno, CA, 93750	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25210	PRV	Nicole M Butler	1997-01-10	UHC-48354-10	—	6720 Bayshore Dr, Eden Prairie, MN, 55316	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52277	TPA	Emma Bryant	1970-12-11	—	—	1609 Lincoln Way, Tucson, AZ, 85729	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424502	CLM	Heather Santiago	1984-05-12	UHC-96448-79	9216274151	6619 Spring St, Minneapolis, MN, 55444	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111507	ENR	—Junk	1997-08-09	UHC-17258-15	—	7205 Central Ave, Nashville, TN, 37285	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-401231	CLM	Dennis Matthews	1968-10-04	—	—	4603 Desert Sky Blvd, Fresno, CA, 93752	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409518	CLM	Hiroshi Freeman	1977-05-09	UHC-18692-03	4563485461	5685 Lake View Rd, Mesa, AZ, 85282	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119694	ENR	Christine Bishop	1963-08-16	UHC-37025-54	8687631462	3732 Indian School Rd Apt 25, San Antonio, TX, 78266	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409570	CLM	Harold Mason	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd # 741, Gilbert, AZ, 85238	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-101494	ENR	Justin Z Webb	1940-03-22	UHC-44043-41	3768172453	2138 Harbor Blvd, Austin, TX, 78748	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-56339	TPA	Christian Gonzalez	1988-04-07	—	—	9250 Baseline Rd Apt 21, Nashville, TN	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126363	ENR	Edward W Elliott	1979-05-08	UHC-33180-88	9205284936	2976 Park Pl, Tempe, AZ, 85230	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112914	ENR	Linda D Matthews	2000-05-27	UHC-60641-45	6432611762	5828 Baseline Rd, Tampa, FL, 33693	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-421301	CLM	Donald Mooe	1991-05-04	UHC-35863-38	3944287776	9889 Indian School Rd, Austin, TX, 78761	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58860	TPA	Carl Murphy	1955-08-03	—	5993423243	3504 Harbor Blvd, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412961	CLM	Ruth Payne	1977-11-16	UHC-75266-66	—	6794 Church St, Jacksonville, FL, 32290	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133734	ENR	Ruth E Wheeler	2007-03-13	UHC-38169-95	6276220062	4468 Cedar Ln, Minneapolis, MN, 55429	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20022	PRV	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128175	ENR	Stephen V Rss	2000-09-10	UHC-97438-20	3278205147	1885 Grand Ave, Jacksonville, FL, 32290	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120917	ENR	Mei S Luna	1959-07-22	UHC-88565-33	3703387982	6214 Pine Dr, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63609	TPA	Christian Andersson	1939-07-09	—	—	2042 Washington St, Orlando, FL, 32818	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109188	ENR	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-107122	ENR	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN, 55493	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more

55,824 rows, page 134 of 1,117Previous Next