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

Claims, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411084	CLM	Mei Gibson	1977-07-16	UHC-57095-09	—	4459 Mesa Dr, Los Angeles, CA, 90095	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418983	CLM	Abigail Hill	1972-10-10	UHC-09488-21	4914166976	8313 Camelback Rd, Gilbert, AZ, 85260	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
CLM-415624	CLM	Donna Weaver	1955-03-14	—	—	9791 Park Pl, Austin, TX, 78756	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-413847	CLM	Cerl N Cooper	1961-11-02	UHC-39164-14	5952517734	7817 Maple Ave, Denver, CO, 80294	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-409828	CLM	Roger Lewis	1952-04-16	UHC-89460-83	—	9404 Highland Ave, Miami, FL, 33115	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-423570	CLM	Benjamin Duncan	1957-04-07	UHC-06987-44	—	1120 Sage Ct, Gilbert, AZ, 85299	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409047	CLM	Kathryn S Morris	1945-10-13	UHC-54409-02	—	2221 Forest Ave, Jacksonville, FL, 32234	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-400802	CLM	Randy Sanchez	1962-01-09	UHC-91481-56	—	3993 Elm St, Chandler, AZ, 85218	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-421293	CLM	Joseph Stephns	1975-05-21	UHC-66802-91	—	1800 Willow Ct, Miami, FL, 33111	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-403085	CLM	Charlotte Rogers	1974-05-26	—	—	1968 Cedar Ln, Columbus, OH, 43299	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-406591	CLM	Mateo Castro	1969-09-04	UHC-93344-27	—	8933 Bayshore Dr, Mesa, AZ, 85278	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413302	CLM	Teresa Ford	2007-08-17	UHC-20506-45	—	9494 Market St, Gilbert, AZ, 85259	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-413885	CLM	Jonathan Evans	1938-10-24	UHC-49583-74	8563434896	1311 Palm Dr, Austin, TX, 78722	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-405932	CLM	Amber Oliver	1949-08-23	UHC-05224-51	5777948476	1841 Willow Ct, Scottsdale, AZ, 85236	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-424488	CLM	Douglas E Stephens	1969-06-24	—	2717192326	2790 Desert Sky Blvd, Houston, TX, 77022	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
CLM-430688	CLM	Stephen Ford	1974-03-24	UHC-14624-83	4563469555	8206 River Rd, Sacramento, CA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-431322	CLM	Bradley Silva	2006-03-08	—	8055883195	7257 Broadway, Mesa, AZ, 85235	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-422501	CLM	Ryan Brooks	1985-04-09	UHC-19949-87	—	9135 Hillcrest Rd, Jacksonville, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
CLM-402682	CLM	Alan Jacobs	1988-10-28	UHC-31939-59	—	7390 Desert Sky Blvd # 755, Eden Prairie, MN, 55388	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-424431	CLM	Brittany Arnold	1976-06-20	UHC-79114-26	—	2061 Apache Blvd, Nashville, TN, 37254	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-401455	CLM	Aisha Allen	1938-10-20	—	—	6490 Baseline Rd, Minneapolis, MN	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-414168	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	5652 Meadow Ln, Sacramento, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-422529	CLM	Carl H Hunter	1979-11-24	UHC-03931-77	—	8315 Mesa Dr, Tempe, AZ, 85248	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
CLM-414614	CLM	Beverly Collins	1978-09-17	—	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
CLM-414705	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave Apt 29, Orlando, FL, 32883	0.68	Member ID reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-429126	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-409032	CLM	Catherine Gordon	1995-11-23	UHC-95390-20	—	8861 River Rd, Austin, TX, 78780	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-402282	CLM	Ana Z Vazquez	1950-08-01	UHC-27900-79	—	8506 Ridge Rd, Phoenix, AZ, 85055	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
CLM-426252	CLM	Thomas Anderson	1934-05-21	—	6514995572	5771 Canyon Rd, Sacramento, CA, 95855	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-424653	CLM	Debra Mendez	1960-06-24	UHC-40056-84	—	1756 Cedar Ln, Glendale, AZ, 85342	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-405975	CLM	Zachary Romero	1987-08-21	UHC-63280-47	—	7869 Camelback Rd, Sacramento, CA, 95833	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426992	CLM	Martha Jenkins	1986-01-15	—	—	8650 Apache Blvd, Sacramento, CA, 95821	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401730	CLM	Yuki Brown	1968-10-15	—	—	6134 Canyon Rd, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-406025	CLM	Jesse Fields	1948-04-01	—	2475310915	829 Central Ave, Dallas, TX, 75288	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
CLM-400319	CLM	Anthony K Armstrong	1939-07-20	—	—	5629 Harbor Blvd, Houston, TX, 77055	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-425755	CLM	Douglas Q Murphy	1972-01-12	UHC-39901-92	—	1082 Pine Dr, Orlando, FL, 32896	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422869	CLM	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ, 85251	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-430997	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St # 643, Dallas, TX, 75260	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418273	CLM	Philip Singh	1975-11-10	UHC-22844-24	—	9171 Canyon Rd, Jacksonville, FL, 32261	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-428817	CLM	Batty Stephens	2006-12-15	UHC-08557-91	—	2735 Lincoln Way, Atlanta, GA, 30337	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428608	CLM	Madison Lawson	1995-11-02	—	—	8044 Elm St, Tempe, AZ, 85283	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-427811	CLM	Steven George	1984-07-09	UHC-26902-16	—	6220 Lincoln Way, Seattle, WA, 98128	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-429674	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 214, Tucson, AZ, 85707	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415085	CLM	Nathan Salazar	1968-03-03	UHC-92123-21	8448358897	3670 Meadow Ln, Los Angeles, CA, 90004	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-410472	CLM	Cheryl Collins	1992-04-14	UHC-48515-83	4783251355	5401 Church St, Los Angeles, CA, 90077	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-406472	CLM	Lauren Jordan	1995-07-18	—	—	3684 Ridge Rd, Minneapolis, MN, 55492	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-421523	CLM	Suusan Maldonado	1997-06-14	—	8428336487	1448 Camelback Rd, Miami, FL, 33129	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-415543	CLM	Eugene Roberts	1991-08-14	—	—	5606 Lincoln Way, San Antonio, TX, 78285	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-412179	CLM	Julie B Alexander	1990-01-15	—	—	8043 Pine Dr, San Diego, CA, 92164	0.68	Middle initial moved out of first name Date of birth reformatted State name converted to code Placeholder values cleared
CLM-427540	CLM	Jerry L Walsh	1980-03-10	UHC-90013-29	—	1562 Valley View Dr, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared

2,633 rows, page 40 of 53Previous Next