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

Enrollment, 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-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135029	ENR	Charles Robinsson	—	UHC-14595-20	—	3748 Ocean Ave, Tempe, AZ, 85277	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-126339	ENR	Cheryl P Allen	—	UHC-03912-01	7468292309	9106 Sunset Blvd, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable ZIP missing+2 more
ENR-107157	ENR	Bradley N Alvarado	—	UHC-60977-15	8558861572	9460 Apache Blvd, Orlando, FL, 32800	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-114206	ENR	William M Herrera	—	UHC-27008-72	—	1009 Church St, Minneapolis, MN, 55447	0.52	Name re-cased Date of birth unreadable Phone missing area code State name converted to code+2 more
ENR-142997	ENR	Noah K Boyd	—	UHC-94724-49	—	474 Washington St, Glendale, AZ	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141393	ENR	Keiith J Knight	—	UHC-58061-10	9276522199	2265 Camelback Rd, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-107630	ENR	Shirley O Fields	—	UHC-49935-07	4045465834	829 Cedar Ln # 447, Glendale, AZ, 85342	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-139810	ENR	Tyler F Baker	—	UHC-11302-82	3818800188	4303 Elm St, Glendale, AZ, 85368	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-104590	ENR	Patrick M Weaver	—	UHC-07386-91	—	8123 Elm St, Fresno, CA, 93729	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-142459	ENR	Roy Hudson	—	UHC-66699-30	5978638873	6067 Mountain View Dr, Scottsdale, AZ, 85232	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125392	ENR	Melissa C McDnoald	—	UHC-49869-26	4619327306	8927 Washington St, Charlotte, NC, 28213	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-128228	ENR	Meyer C Scott	—	UHC-86113-05	—	7628 Sage Ct, Phoenix, AZ, 85083	0.52	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-122611	ENR	Jesse Ramos	—	UHC-50341-36	3939243968	2438 Ocean Ave, Denver, CO, 80281	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129373	ENR	Sharon Campbell	—	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-109568	ENR	Rachel Q Watson	—	UHC-77213-11	3512869184	1928 Camelback Rd, San Diego, CA, 92132	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107073	ENR	Kathleen L Torres	—	UHC-94701-72	8166540659	6571 Desert Sky Blvd, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-117908	ENR	Evans Viginia	—	UHC-47098-36	4969404567	6614 Elm St, Scottsdale, AZ, 85284	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135539	ENR	Joseph T Gonzales	—	UHC-00602-46	8882351657	8030 Elm St, Houston, TX	0.52	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
ENR-134468	ENR	Tricia Phillips	—	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109011	ENR	—Junk	—	UHC-18966-01	—	2701 Mesa Dr, Tempe, AZ, 85240	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133040	ENR	Madison Russell	—	UHC-55697-51	2472185779	7334 Mountain View Dr, Tucson, AZ, 85706	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-133548	ENR	Bradley Flores	—	UHC-20706-40	—	3417 Indian School Rd, Gilbert, AZ, 85296	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-122678	ENR	Fatima Reyes	—	UHC-25320-95	8396170838	3893 Meadow Ln # 874, Charlotte, NC, 28204	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-116265	ENR	Amy Pierce	—	UHC-70925-48	5446436868	3002 Main St, Denver, CO, 80207	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-138150	ENR	Saa Y Greene	—	UHC-27441-33	3194860136	8734 Willow Ct, Los Angeles, CA	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112321	ENR	Elizabeth Carr	—	UHC-23409-23	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112822	ENR	Juaan I Patterson	—	UHC-85494-38	—	6790 Lake View Rd, Dallas, TX, 75208	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-106913	ENR	Judith M Harris	—	UHC-25584-49	6972632982	1921 Park Pl, Tucson, AZ, 85723	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102575	ENR	Alan Moreno	—	UHC-82912-03	—	5285 Ocean Ave, San Diego, CA, 92140	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-111624	ENR	Alice Fox	—	UHC-49138-69	7556918267	4968 Mountain View Dr, Charlotte, NC	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142725	ENR	Santiago W McDonald	—	UHC-59608-33	6896673729	6607 Jefferson Ave, Miami, FL, 33176	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-140372	ENR	Larry W Hudson	—	UHC-70621-95	5372156216	7931 Elm St, San Diego, CA, 92161	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-122321	ENR	Sara C Burton	—	UHC-23295-30	4926145177	9018 Bayshore Dr, Gilbert, AZ, 85285	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102311	ENR	Kenneth Marshall	—	UHC-85421-07	6645396274	7655 Camelback Rd # 370, Las Vegas, NV, 89190	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142495	ENR	Ana N Mendoza	—	UHC-36196-33	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.52	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-125074	ENR	Gerald Little	—	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129309	ENR	Betty J Dunn	—	UHC-03470-30	4485232416	1582 Bayshore Dr, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-112124	ENR	Jack W Delgado	—	UHC-17106-67	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102733	ENR	Greg Chen	—	UHC-87310-18	—	8242 Canyon Rd, Mesa, AZ, 85280	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-125738	ENR	Justin Q Murphy	—	UHC-52723-74	3747576957	8829 Pine Dr, Dallas, TX, 75279	0.52	Date of birth reformatted Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-138146	ENR	Catherine T Harrison	—	UHC-57587-41	7015702116	8631 Bayshore Dr, Plano, TX, 75031	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-122731	ENR	Luis C Payne	—	UHC-99621-94	7542827422	9208 Baseline Rd Apt 19, Houston, TX, 77057	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-120454	ENR	Sean A Fisher	—	UHC-79579-41	7108855381	2407 Market St, San Diego, CA, 92148	0.52	Date of birth unreadable Phone reformatted State name converted to code Gender normalised+2 more
ENR-130365	ENR	Robert M Sanchez	—	UHC-14192-84	4728319605	3138 Meadow Ln, Jacksonville, FL, 32254	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-126932	ENR	Kathleen B Rice	—	UHC-07246-94	6175107121	9857 Main St, Tampa, FL, 33653	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-117203	ENR	Kelly L Guerrero	—	UHC-67014-51	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-105125	ENR	Anthony X Jensen	—	UHC-85828-85	8413906782	4054 Church St, Tampa, FL, 33636	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118552	ENR	Benjamin Moore	—	UHC-21155-12	2456425065	8078 Meadow Ln, Jacksonville, FL, 32285	0.52	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more

991 rows, page 6 of 20Previous Next