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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126626	ENR	Joe Olson	—	UHC-47916-67	3905815409	8847 Market St, Scottsdale, AZ, 85245	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-421895	CLM	Ethan L Jackson	—	UHC-62313-89	—	801 Main St, San Antonio, TX, 78269	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425348	CLM	Dot Patterson	—	—	—	3384 Cedar Ln, Nashville, TN, 37266	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-113380	ENR	William I Stevens	—	UHC-54815-52	2754345846	5378 Palm Dr # 216, Los Angeles, CA, 90002	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-122704	ENR	Douglas I Rivera	—	UHC-47071-90	5579884573	2311 Park Pl, Los Angeles, CA, 90012	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127814	ENR	Brenda E Simmons	—	UHC-70438-09	—	6890 Spring St, Sacramento, CA, 95882	0.52	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-132821	ENR	Cynthia V McDonald	—	UHC-33327-97	6929645537	1243 Bayshore Dr Apt 14, Denver, CO, 80265	0.52	Name re-cased Date of birth missing Member ID reformatted Unit split from street+2 more
ENR-101793	ENR	Laura M Young	—	UHC-15182-93	4115331087	7598 Meadow Ln, Gilbert, AZ, 85258	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-137439	ENR	Rick Tran	—	UHC-09404-57	—	7877 Oak St, Plano, TX, 75003	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-60404	TPA	Doris Torres	—	—	—	7807 Sunset Blvd, Phoenix, AZ, 85071	0.52	Name split from “Last, First”Date of birth missing City re-cased State name converted to code+2 more
PRV-21622	PRV	Alice Welker	—	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-113616	ENR	Linda V Martin	—	UHC-10140-61	2188808792	318 Valley View Dr, Austin, TX, 78783	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100663	ENR	Carol B Muphy	—	UHC-59734-80	2216598705	5507 Elm St, Charlotte, NC, 28264	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-24717	PRV	Elijah Montgomery	—	UHC-48585-51	—	6026 Sage Ct Apt 5, Denver, CO, 80230	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
PRV-20046	PRV	Mari Davis	—	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ, 85247	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123324	ENR	Brandon I Bell	—	UHC-96760-82	9257678922	1250 Apache Blvd, Gilbert, AZ, 85218	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-54899	TPA	Russell Andrews	—	—	—	2725 Pine Dr, Chandler, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137499	ENR	Billy L Ford	—	UHC-13141-01	4184924143	5605 Sunset Blvd, Tempe, AZ, 85247	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421290	CLM	Helen Guerrero	—	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ, 85329	0.52	Date of birth missing Phone missing area code City re-cased State name converted to code+2 more
ENR-103918	ENR	Walter Perry	—	UHC-37779-02	8944010348	4439 Willow Ct, Nashville, TN, 37271	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-115534	ENR	Beverly Walker	—	UHC-69135-96	—	588 Baseline Rd, Orlando, FL	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-123404	ENR	Susan Y Herrera	—	UHC-06139-07	6624850951	1060 Meadow Ln, Las Vegas, NV, 89156	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406859	CLM	Walter Murray	—	UHC-21262-70	—	9728 Mesa Dr, Las Vegas, NV, 89166	0.52	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
ENR-109712	ENR	Amber Z Moreno	—	UHC-42609-25	4634784921	7167 Elm St, Chandler, AZ, 85240	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421366	CLM	Nicholas Jacobs	—	UHC-63369-61	—	3122 Bayshore Dr, Sacramento, CA, 95821	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-118489	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118490	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106821	ENR	Beverly Montgomery	—	UHC-55657-24	7337623845	820 Lake View Rd, Tempe, AZ, 85200	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420870	CLM	Donna Cook	—	—	—	6772 Desert Sky Blvd, Nashville, TN	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105600	ENR	Gabriel Russell	—	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-116607	ENR	Amanda U Santos	—	UHC-26059-18	3486712651	723 Meadow Ln, Austin, TX, 78729	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104570	ENR	Carl M Robertson	—	UHC-16735-84	5322849643	3388 Jefferson Ave, Phoenix, AZ, 85003	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-26098	PRV	Barbara Z Fields	—	—	3183196559	5933 Oak St, Glendale, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432708	CLM	Jeremy Sims	—	UHC-18079-22	—	3402 Washington St, Chandler, AZ, 85238	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-51701	TPA	Margaret Kelley	—	—	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120827	ENR	Diane Snyder	—	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142498	ENR	Terry Q Hill	—	UHC-63505-05	7094435864	212 Washington St, Seattle, WA, 98145	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64470	TPA	Wayne Simmons	—	—	—	2699 Ocean Ave Apt 3, Seattle, WA, 98148	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
ENR-134581	ENR	Linda L Washington	—	UHC-77668-48	2757623820	5949 Sage Ct, Houston, TX, 77073	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432784	CLM	Mateo Simpson	—	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-139633	ENR	Alan P Gilbert	—	—	—	7071 Union St, Columbus, OH, 43298	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-140080	ENR	Ethan Ramos	—	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416825	CLM	Cynthia Mason	—	—	3617713380	8767 Central Ave Apt 38, Fresno, CA, 93766	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61310	TPA	Ahmed I Li	—	—	—	9424 Park Pl, Eden Prairie, MN, 55361	0.52	Name re-cased Date of birth missing State name converted to code Gender normalised+2 more
CLM-432061	CLM	Carl G Rios	—	—	6892764410	180 Meadow Ln, Tucson, AZ, 85762	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109101	ENR	Matthew K Montgomery	—	UHC-40390-81	9079446751	4920 Lake View Rd, Charlotte, NC, 28279	0.52	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410544	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410545	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105587	ENR	Jordan L Ross	—	UHC-47728-62	2939518374	8556 Market St, Eden Prairie, MN, 55365	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426681	CLM	Judith Larson	—	UHC-46251-99	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more

990 rows, page 6 of 20Previous Next