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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21539	PRV	Lawrence Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421829	CLM	Samantha West	1987-11-13	—	9849528150	3597 Elm St, Las Vegas, NV	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124893	ENR	Adam H Lucas	2003-03-21	UHC-98067-38	9229537683	4190 Union St, San Diego, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28076	PRV	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105544	ENR	Sofia Lawrence	1986-02-24	UHC-75151-15	8696347169	2571 Bayshore Dr, Seattle, WA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109723	ENR	Natlie Wang	2000-08-13	UHC-11557-27	4885065406	5773 Baseline Rd # 137, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-139181	ENR	Pat H Gutierrez	1991-10-17	UHC-55935-35	6315592738	9066 Cedar Ln, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113417	ENR	Gabriel N Mnoz	1986-01-14	UHC-68548-73	8388535293	3915 Park Pl, Atlanta, GA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401177	CLM	Jerry West	2005-09-21	UHC-63267-01	2385881916	3779 Baseline Rd, Dallas, TX	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63862	TPA	Albert P Howard	2004-09-11	—	2426438010	6203 Park Pl, Gilbert, AZ	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-113903	ENR	Nathan M Wilson	2007-10-13	UHC-55606-82	8825889225	8326 River Rd # 910, Miami, FL	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-400358	CLM	Lauren Hansen	1979-04-21	UHC-05841-17	6737838467	1365 Valley View Dr, Minneapolis, MN	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-118142	ENR	Gregory Lopez	2003-10-17	UHC-68258-65	3606217500	2870 Indian School Rd # 777, Tampa, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123941	ENR	Grace P Kim	1952-04-02	UHC-89018-09	4764590477	2766 Sage Ct, Denver, CO	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23741	PRV	Chapman Heather	1981-12-02	—	6795081731	7036 Park Pl, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406672	CLM	Nicole V Burke	1985-04-14	UHC-61538-74	9049854277	7663 River Rd, Orlando, FL	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21599	PRV	Denise Dunn	1954-05-11	UHC-66614-26	3797197048	5263 Sunset Blvd # 365, Tempe, AZ	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-25658	PRV	Aisha Stone	1984-07-07	UHC-36349-47	7474481889	905 Main St, Houston, TX	0.46	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-139950	ENR	Brandon M Hamilton	1965-04-13	UHC-11844-80	6679283938	8869 Mountain View Dr, Tucson, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113079	ENR	Katherine B Larson	1972-09-17	UHC-24304-50	4912407045	4444 Main St, Los Angeles, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21370	PRV	Jesse Hernandez	1989-02-19	—	7966025148	2786 Spring St, Fresno, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-418300	CLM	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-26326	PRV	Carol Mason	1947-06-16	UHC-05630-68	4158604155	1548 Grand Ave Apt 38, Los Angeles, CA	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-401590	CLM	Gloria Chapman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-422885	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-426522	CLM	Steven Spencer	1973-06-20	—	3259185673	7438 Cedar Ln, San Diego, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419153	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	7844308706	6649 Grand Ave, Jacksonville, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26078	PRV	Anthony Riley	1941-12-25	UHC-65454-36	9096795110	6638 Willow Ct, Charlotte, NC	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-107499	ENR	Anna Q Carpenter	1952-02-03	UHC-11448-93	9069622013	5759 River Rd, Jacksonville, FL	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+5 more
TPA-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-105490	ENR	Austin X Grant	1947-04-20	UHC-51653-67	2097630263	3805 Central Ave, Atlanta, GA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-424381	CLM	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-109432	ENR	Richard R Medina	1988-06-20	UHC-01593-38	5669552739	9218 Highland Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108215	ENR	Eugene P Freeman	1938-02-14	—	2019155824	8811 Sage Ct, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-432822	CLM	Margaret Patel	1991-06-28	UHC-64158-82	—	6042 Hillcrest Rd Apt 27, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-101924	ENR	Amanda E Walsh	1965-11-10	UHC-09751-10	7003584369	9882 Cedar Ln Apt 13, Orlando, FL	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412294	CLM	Gregory K Torres	1984-02-22	UHC-36621-45	—	4772 Ocean Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-400231	CLM	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave, Chandler, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116159	ENR	Christopher A Rivera	1982-06-16	UHC-38401-49	—	7584 Grand Ave, Tucson, AZ	0.46	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
ENR-127749	ENR	Jose Brooks	1985-11-20	UHC-69339-04	5608342817	9210 Main St, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-413709	CLM	Santiago Moore	1963-11-19	—	5777846657	3960 Spring St, Nashville, TN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119106	ENR	Jonathan P Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave Apt 6, Charlotte, NC	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-104263	ENR	Hiroshi D Cunningham	1950-08-06	UHC-06723-47	2743143055	590 Spring St, Glendale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101756	ENR	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	7270 Bayshore Dr, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132490	ENR	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110137	ENR	Emma S Moore	1940-06-16	UHC-42322-25	4854941826	7623 Spring St, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23411	PRV	Debra Lewis	1949-12-24	—	4348089398	9547 Meadow Ln # 330, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-51196	TPA	Timothy Vargas	1956-09-02	—	—	3151 Palm Dr, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-140522	ENR	Terry Arnold	1941-04-23	UHC-90021-63	—	6184 Pine Dr, San Antonio, TX	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-105477	ENR	Elijah M Delgado	1982-04-20	UHC-99236-88	2645003478	4532 Canyon Rd, Sacramento, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more

7,146 rows, page 13 of 143Previous Next