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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121473	ENR	Ortiz T Stephanie	—	UHC-92874-74	5712873717	5481 Washington St, Miami, FL, 33191	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101747	ENR	Donald T Johnston	—	UHC-99698-01	—	942 Harbor Blvd, Glendale, AZ, 85356	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59182	TPA	Sarah Morris	—	—	4496500273	4576 Harbor Blvd, Mesa, AZ, 85264	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23760	PRV	Bobby T Rojas	—	UHC-80225-05	7908295407	1537 Market St, Denver, CO, 80295	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100875	ENR	Douglas L Russell	—	UHC-97092-57	9354339844	2814 Washington St, Denver, CO, 80237	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430351	CLM	Aaron Shaw	—	—	—	3907 Elm St, Seattle, WA, 98107	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-113625	ENR	Camila H Hamilton	—	UHC-11513-95	9793806921	2058 Broadway, San Antonio, TX, 78253	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-142290	ENR	Ray Maldonado	—	UHC-59420-59	6079050488	4552 Market St, Columbus, OH, 43285	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-119750	ENR	Brenda Wilson	—	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141702	ENR	Brian D Rogers	—	UHC-93684-52	9488802923	3843 Mountain View Dr, Glendale, AZ, 85396	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54936	TPA	Lawrence Ray	—	—	3703101959	8789 Sunset Blvd, Miami, FL, 33159	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-107401	ENR	Deborah Padilla	—	UHC-59330-53	2085444476	8041 Grand Ave, Tampa, FL, 33673	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-24673	PRV	Brandon Hicks	—	UHC-36394-59	5655433767	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+1 more
TPA-56752	TPA	Sophia U Williamson	—	—	—	7952 Grand Ave, Plano, TX, 75077	0.66	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-411866	CLM	Helen West	—	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ	0.66	Name re-cased Date of birth unreadable ZIP missing Whitespace trimmed+1 more
ENR-140511	ENR	Santos H Grace	—	UHC-38799-01	5604733272	1178 Central Ave, Austin, TX, 78779	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
PRV-20906	PRV	Joyce Hunt	—	—	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56648	TPA	Stephanie J Morgan	—	—	—	338 Valley View Dr, Tempe, AZ, 85252	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-407772	CLM	Brian M Wang	—	—	—	2019 Valley View Dr Apt 10, Eden Prairie, MN, 55356	0.66	Name re-cased Date of birth unreadable Unit split from street Whitespace trimmed+1 more
ENR-136991	ENR	Andrea Reyes	—	—	6593771365	5494 Church St, Tampa, FL, 33666	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116640	ENR	Eric R Pierce	—	UHC-40910-11	—	6563 Sage Ct, Chandler, AZ, 85292	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-111355	ENR	Frances Z Pena	—	UHC-11201-26	7385547011	8554 Apache Blvd, Sacramento, CA, 95832	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-111354	ENR	Frances Z Pena	—	UHC-11201-26	7385547011	8554 Apache Blvd, Sacramento, CA, 95832	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-136538	ENR	Juan Bell	—	UHC-85192-55	8073105821	2193 Lake View Rd, Sacramento, CA, 95804	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
PRV-26217	PRV	David G Butler	—	UHC-58798-14	8576147972	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-118741	ENR	Benjamin D Thompson	—	UHC-96031-72	5223389950	1064 Union St, Tucson, AZ, 85769	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-107702	ENR	Dylan I Gibson	—	UHC-91430-31	2338402203	3146 Forest Ave, Phoenix, AZ, 85098	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62165	TPA	Nancy Alexander	—	UHC-02077-35	—	4505 Spring St, Dallas, TX, 75253	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113906	ENR	Betty Hunter	—	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-116000	ENR	Hiroshi S Martinez	—	UHC-93735-65	3742149810	5606 Meadow Ln, Minneapolis, MN, 55435	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59173	TPA	Vincent Castro	—	—	—	6652 Valley View Dr, Orlando, FL, 32852	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-412566	CLM	Kathleen Lane	—	UHC-31114-80	—	7643 Highland Ave, Miami, FL, 33193	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-28691	PRV	Charles McDonald	—	UHC-75613-83	—	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
ENR-127371	ENR	Deborah Little	—	UHC-43768-13	8137891280	16 Sunset Blvd, Miami, FL, 33125	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-127687	ENR	Mlissa Andrews	—	UHC-49025-89	8545452138	516 Sunset Blvd, Denver, CO, 80248	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-101055	ENR	Debra H Bishop	—	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ	0.66	Date of birth unreadable Phone reformatted State code upper-cased ZIP missing+1 more
ENR-109277	ENR	Henry Rodriguez	—	UHC-62145-72	6993874714	5598 Jefferson Ave, Jacksonville, FL, 32243	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
CLM-415858	CLM	Brittany I Knight	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
PRV-27888	PRV	Lori R Guzman	—	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132018	ENR	Eric I Castillo	—	UHC-33264-33	—	8778 Ocean Ave, Minneapolis, MN, 55400	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403055	CLM	Alexander V Bell	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
PRV-28402	PRV	Adam Z Baker	—	UHC-26096-08	7005334140	1209 Park Pl, Eden Prairie, MN	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP missing+1 more
ENR-133987	ENR	Ashley P Bryatn	—	UHC-46537-83	5536107150	7372 Pine Dr, Miami, FL, 33162	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422750	CLM	Julie K Banks	—	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128404	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128405	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-135918	ENR	Catherine Kelley	—	UHC-27584-01	3077608462	1279 Hillcrest Rd, Glendale, AZ, 85387	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-425835	CLM	Donna Silva	—	UHC-90917-79	6128482262	9374 Sage Ct, Las Vegas, NV	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20991	PRV	Tiler W Jackson	—	UHC-45708-12	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more

2,274 rows, page 26 of 46Previous Next