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 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-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
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
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
ENR-105743	ENR	Maria H Wilson	—	UHC-91464-24	7552530689	8988 Main St, Miami, FL, 33122	0.52	Middle initial moved out of first name Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-122296	ENR	Gregory Woods	—	UHC-74086-93	8544162356	2736 Oak St, San Diego, CA	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101149	ENR	Kayla M Chavez	—	UHC-09981-99	3549727209	8478 Oak St Apt 10, Las Vegas, NV, 89198	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130316	ENR	Katherine H Rose	—	UHC-31860-41	—	2876 Oak St, Denver, CO, 80221	0.52	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-105409	ENR	Anna D Moore	—	UHC-72564-32	9482750419	4022 Sage Ct, Plano, TX, 75007	0.52	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
ENR-124140	ENR	Rachel Fields	—	UHC-87438-08	—	3746 Valley View Dr, Gilbert, AZ, 85210	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-132657	ENR	Lawrence Kelly	—	UHC-38369-92	4542950274	9622 Central Ave, Fresno, CA	0.54	Name re-cased Date of birth missing State name converted to code ZIP missing+1 more
ENR-138110	ENR	Maria L Richards	—	UHC-07157-46	6514509347	3146 Bayshore Dr, Eden Prairie, MN, 55310	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-137634	ENR	Andrew J Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-123681	ENR	YJunk	—	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.54	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-138504	ENR	Jason P Herrera	—	UHC-70832-19	5372279934	4295 Oak St, Sacramento, CA, 95862	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-103599	ENR	Jack Reed	—	UHC-42013-97	—	9195 River Rd, Charlotte, NC, 28255	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-142527	ENR	Hiroshi B Russell	—	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140279	ENR	Maria Z Fernandez	—	UHC-39681-76	3094187173	318 Hillcrest Rd, Glendale, AZ, 85338	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125367	ENR	Nicholas Silva	—	UHC-83506-50	2194572963	3586 Forest Ave, Chandler, AZ, 85217	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132073	ENR	Mark E Scott	—	UHC-18709-47	7438397420	5120 Willow Ct, Gilbert, AZ, 85268	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-105880	ENR	Kelly G Baker	—	UHC-48249-92	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-133973	ENR	Robert Hill	—	UHC-09753-41	2396511620	1360 Mountain View Dr, San Diego, CA	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-140577	ENR	Christian Morgan	—	UHC-72777-44	—	9000 Palm Dr, Tucson, AZ, 85722	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115931	ENR	Michael T Mills	—	UHC-22066-20	6369358509	5025 Highland Ave, Las Vegas, NV, 89191	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131144	ENR	Cynthia B Castro	—	UHC-01960-86	8685755814	4822 Baseline Rd, Denver, CO, 80248	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-116692	ENR	Brian A Larson	—	UHC-88524-21	5582960696	5233 River Rd Apt 20, Jacksonville, FL, 32205	0.54	Date of birth missing Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133383	ENR	Christina N Campbell	—	UHC-89991-61	7956803673	6439 Apache Blvd Apt 7, Miami, FL, 33141	0.54	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-118339	ENR	Donna Ortega	—	UHC-71161-86	3568885764	7419 Church St, Glendale, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
ENR-116311	ENR	Pamela West	—	UHC-98149-66	—	2946 Sage Ct, Austin, TX, 78794	0.54	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-101256	ENR	Cristian B Knight	—	UHC-56122-73	—	5667 Broadway, San Antonio, TX	0.54	Date of birth missing City re-cased State name converted to code ZIP missing+1 more
ENR-115600	ENR	Rger X Montgomery	—	UHC-06433-89	3832114196	8238 Sunset Blvd, Miami, FL	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-101898	ENR	Gerald Roberts	—	UHC-67087-61	8499643728	4789 Baseline Rd # 864, Seattle, WA, 98156	0.54	Name re-cased Date of birth missing Phone reformatted Unit split from street+1 more
ENR-141497	ENR	Laura J Nichols	—	UHC-18482-51	5193302410	6981 Willow Ct, Denver, CO, 80281	0.54	Name re-cased Date of birth missing Member ID reformatted SSN last four extracted+1 more
ENR-102338	ENR	Justin M Gibson	—	UHC-22092-50	4167372768	2598 Central Ave, Phoenix, AZ, 85025	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106059	ENR	Eugane W Tucker	—	UHC-26271-13	7955307172	9002 Maple Ave, Glendale, AZ, 85380	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134483	ENR	Philip Freeman	—	UHC-41323-38	—	3882 Central Ave, Phoenix, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131422	ENR	Fatiima Hernandez	—	UHC-60097-81	7144003297	8969 Apache Blvd, Mesa, AZ	0.54	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+1 more
ENR-112718	ENR	Joshua B Hoffman	—	UHC-75819-13	—	4968 Indian School Rd, Austin, TX, 78725	0.54	Name re-cased Date of birth missing Phone missing area code Gender normalised+1 more
ENR-140130	ENR	Kathryn Ray	—	UHC-54991-21	9389458983	9164 Apache Blvd, San Diego, CA, 92175	0.56	Date of birth missing Street suffix standardised Address re-cased Gender normalised
ENR-116154	ENR	James E Watkins	—	UHC-32087-19	5792920257	4317 Union St, Tucson, AZ	0.56	Date of birth missing State name converted to code ZIP missing Placeholder values cleared
ENR-136374	ENR	Terry Ellis	—	UHC-09830-87	—	2093 Indian School Rd, Chandler, AZ, 85228	0.56	Date of birth missing Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-116509	ENR	Shirley C Ryan	—	UHC-99536-64	6283490014	4300 Grand Ave, Tempe, AZ	0.56	Date of birth missing Street suffix standardised Address re-cased ZIP missing
ENR-127647	ENR	Deborah Sandoval	—	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-126743	ENR	Alexander A Oliver	—	UHC-50971-06	9722061895	909 Valley View Dr, Houston, TX, 77030	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119697	ENR	Kyle Harper	—	UHC-24220-25	3408117174	4809 Meadow Ln, Mesa, AZ, 85216	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-140349	ENR	Judy T Knight	—	UHC-66791-46	6213498511	1771 Ridge Rd, Scottsdale, AZ, 85284	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113495	ENR	Ramirez D Nicole	—	UHC-75032-76	6223696412	588 Ridge Rd, Tampa, FL, 33651	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-115608	ENR	Beverly O Sanchez	—	UHC-57625-59	3632999023	8609 Forest Ave, Chandler, AZ, 85295	0.60	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-127351	ENR	Danielle Murray	—	UHC-55126-74	4683016909	7790 Meadow Ln, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-125824	ENR	Robert Rees	—	UHC-55341-74	3663152536	100 Canyon Rd, Seattle, WA, 98100	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more

449 rows, page 4 of 9Previous Next