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

Third-party administrator, 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
TPA-55871	TPA	Paul Patel	1942-11-22	—	6717233707	8622 Bayshore Dr, Tucson, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-55033	TPA	Jennifer Le	1970-11-26	—	—	5766 Park Pl, Orlando, FL	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-63621	TPA	Ethan Gilbert	1974-06-16	—	4593999877	5664 Washington St, Houston, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60385	TPA	Aaron Rojas	1938-03-27	—	—	7749 Mesa Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62413	TPA	William Hughes	1978-01-02	—	8224563791	9230 Canyon Rd, Minneapolis, MN	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-52083	TPA	Helen Cruz	1988-11-02	—	2427366336	756 Central Ave, Orlando, FL	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-58292	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63047	TPA	Cheryl Lnua	1999-12-26	—	9438515939	5148 Harbor Blvd, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50075	TPA	Richard Kelley	1961-01-10	UHC-55573-18	7543617207	1539 Spring St, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59621	TPA	Stephanie Campblel	1952-03-26	—	6653742124	6703 River Rd Apt 29, Denver, CO	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-53990	TPA	Cheryl Stepehns	2008-06-25	—	—	8534 Valley View Dr Apt 5, Austin, TX	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-56512	TPA	Pamela K Butler	1995-11-10	—	—	8619 Spring St, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-51408	TPA	Richard Henry	1978-06-16	—	8482959786	7513 Spring St, Atlanta, GA	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
TPA-52672	TPA	Janice Roberts	1981-08-28	—	9005793777	1097 Mountain View Dr, Eden Prairie, MN	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60030	TPA	Jacqueline Willsi	1998-05-09	—	6387119546	1671 Market St, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-60000	TPA	Gregory G Le	1939-12-05	UHC-77243-54	9158164062	3244 Spring St, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-58426	TPA	Danny Johnson	1941-03-27	—	2854810846	8387 Church St # 385, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+4 more
TPA-56482	TPA	Sophia Perez	1948-12-19	—	4452787432	2043 Forest Ave # 457, Sacramento, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-54859	TPA	Madison Rios	1983-03-13	UHC-86944-52	2314587048	8428 Desert Sky Blvd, Eden Prairie, MN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59003	TPA	Frank Munoz	1968-01-24	—	4466169201	2100 Indian School Rd, San Diego, CA	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-58929	TPA	Gerald Gardner	1952-06-01	—	3414882720	2245 Meadow Ln, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56548	TPA	Peeter Gilbert	1961-12-23	—	3182530104	4458 Canyon Rd Apt 33, Tucson, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61929	TPA	Aaron Z Murphy	1966-01-06	—	9577327505	5832 Mountain View Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
TPA-54136	TPA	Niocle Soto	1976-07-06	UHC-29038-30	3065324847	8682 Elm St, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61361	TPA	Arjun Marshall	1974-03-22	—	—	4070 Willow Ct # 774, Tampa, FL	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-62447	TPA	Brandon Collins	1981-07-08	—	3305209122	1704 Desert Sky Blvd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53027	TPA	Gace Vargas	1954-05-26	—	5905289339	955 Ocean Ave # 337, Minneapolis, MN	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-50493	TPA	Sara Jaes	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51215	TPA	Eugene Espinoza	1945-12-11	—	7592923712	4711 Mountain View Dr, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54920	TPA	Justin Garcia	1993-09-18	—	—	6008 Cedar Ln # 762, Scottsdale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51262	TPA	Anna Freeman	2005-05-18	UHC-84558-26	—	9520 Apache Blvd, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56156	TPA	Mary I Ruiz	2009-03-26	—	—	4939 Ocean Ave, San Antonio, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-64058	TPA	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53951	TPA	Arjun Flores	1978-12-09	—	—	2271 Elm St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50673	TPA	Heather Kelly	1971-01-25	—	—	6489 Central Ave, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-61822	TPA	Andrew Johnson	1962-02-19	—	—	6062 Elm St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-55345	TPA	Carl Cole	1962-09-09	—	—	7658 Oak St, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-51578	TPA	Megan Little	1998-09-25	—	—	2116 Washington St # 340, Dallas, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58089	TPA	Isabella Harvey	1942-01-02	—	—	3704 Highland Ave, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51014	TPA	Ryan S Boyd	1998-11-04	—	—	3945 Sage Ct, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-52228	TPA	Lawrence Ward	1983-01-07	UHC-20136-99	—	664 Elm St, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62060	TPA	Richard Harrison	1988-06-17	—	—	3120 Main St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-54239	TPA	Patricia Phillips	1963-07-20	—	8568847797	3971 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-59741	TPA	Martha Reid	1981-01-12	—	—	1230 Camelback Rd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-52409	TPA	Alicce Kelley	1985-01-09	—	—	666 Elm St, Tempe, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-64327	TPA	Lucia Lucas	1942-09-22	—	8948411569	6590 Grand Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-63460	TPA	Sarah Sanchez	1943-03-13	—	5833241703	7645 Sage Ct Apt 27, Fresno, CA	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54232	TPA	Yuki Lynch	1963-06-01	—	—	5354 Central Ave, Denver, CO	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-57318	TPA	Margaret Cole	1973-09-02	—	—	6556 Lake View Rd, Las Vegas, NV	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60753	TPA	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

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