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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26855	PRV	Keith Griffin	1979-04-15	—	5088426049	9173 Lake View Rd, Tucson, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-20580	PRV	Eevlyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25481	PRV	Diana Flures	1990-07-19	—	—	7000 Desert Sky Blvd, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29023	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24399	PRV	Josh U Bowman	1972-02-10	—	5648005827	6523 Jefferson Ave, Charlotte, NC, 28261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21708	PRV	Madison Foster	1955-03-28	UHC-63068-07	6799727683	8828 Spring St, Atlanta, GA, 30393	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21344	PRV	Sandra Stone	1951-02-12	—	7706331421	8768 Church St, San Diego, CA, 92150	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20191	PRV	Janet Hart	1942-01-26	UHC-01803-67	—	9204 Grand Ave, Tucson, AZ, 85701	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21588	PRV	Jessica S Alexander	1973-06-17	—	5955116045	5403 Jefferson Ave, Phoenix, AZ, 85034	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-29132	PRV	Roger Rice	1952-04-07	—	7835099873	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-28792	PRV	Virginia A Santiago	1992-03-13	UHC-36147-93	2234022365	4239 Spring St, Scottsdale, AZ, 85275	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26262	PRV	Lawrence Shaw	1968-10-26	—	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24286	PRV	Adam Williamson	1963-11-25	UHC-76610-04	7692932674	4862 Washington St, Scottsdale, AZ, 85244	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21837	PRV	Janice Ellis	1972-04-17	—	2313540359	8233 Valley View Dr, Seattle, WA, 98153	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28655	PRV	Julia Luna	1971-02-15	—	4034715948	8584 Main St, Tampa, FL, 33678	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24221	PRV	Joan Hunter	1950-10-22	—	4886818551	7944 Washington St, Seattle, WA, 98159	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29561	PRV	Mason Ward	1993-02-17	—	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22870	PRV	Emma Pena	1947-04-06	—	4212570652	8350 Oak St, Columbus, OH, 43242	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24155	PRV	Brian I Olson	1998-12-23	—	5364276399	8779 Bayshore Dr, Jacksonville, FL, 32216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26264	PRV	Amanda Hall	2005-05-01	—	4782432432	9017 Church St, Mesa, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23655	PRV	Kathy Q Wright	1949-05-25	UHC-81490-13	2852379084	4168 Oak St, Fresno, CA, 93768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23124	PRV	Samanta Santos	1946-10-22	UHC-62857-33	3303238374	9217 Market St, Miami, FL, 33125	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27184	PRV	Helen Fernandez	1942-06-16	UHC-17523-60	9188964154	5023 Grand Ave, Atlanta, GA, 30344	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22941	PRV	Thmas Reid	1998-06-09	UHC-15942-46	8642650053	5700 Broadway, Jacksonville, FL, 32274	0.76	Name re-cased Date of birth reformatted Address re-cased State name converted to code+2 more
PRV-24846	PRV	Gerald Ellis	1986-06-11	UHC-73134-35	4103588512	589 Mountain View Dr, Tempe, AZ, 85252	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24472	PRV	Frank Nelson	1997-09-14	UHC-41067-77	7286510565	9185 Elm St, Chandler, AZ, 85222	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22630	PRV	Juan Powell	1975-01-22	—	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-26928	PRV	Joe Salazar	1994-01-16	UHC-89970-58	8732759175	2559 Mountain View Dr, Dallas, TX, 75260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26960	PRV	Laarry Cox	1983-06-01	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL, 33619	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24965	PRV	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-22503	PRV	Brandon V Rose	1970-04-09	—	9489835891	202 Ridge Rd, Seattle, WA, 98103	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21877	PRV	Ruth U McCoy	2001-01-03	—	5822604573	1090 Maple Ave, San Antonio, TX, 78253	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28335	PRV	Patricia Rodriguez	1970-07-28	—	—	8202 Willow Ct, Gilbert, AZ, 85200	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27974	PRV	Kenneth Burton	1950-06-10	—	2767546196	8977 Central Ave, Fresno, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-22297	PRV	Charlotte Reyes	1942-10-20	UHC-26687-68	6242936807	2567 Canyon Rd, Charlotte, NC, 28296	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29089	PRV	Theresa Yaang	1991-04-03	—	3749490510	6217 Bayshore Dr, Plano, TX, 75085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28192	PRV	Denise S Little	1975-11-22	UHC-01972-71	7135072421	3747 Market St, Mesa, AZ, 85207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-20304	PRV	Brandon Duncan	1940-09-27	UHC-13760-68	7486564965	5044 Market St, Scottsdale, AZ, 85242	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-25307	PRV	Mariana Ray	1981-12-14	—	4435063290	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28757	PRV	Stephen R Freeman	1991-10-18	—	4962753492	1765 Spring St, Atlanta, GA, 30398	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20640	PRV	Catherine L Phillips	1981-08-26	UHC-13217-11	5992624121	8247 Desert Sky Blvd, Seattle, WA, 98164	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27655	PRV	Steven Edwards	1943-10-14	UHC-25642-74	6739835407	1488 Hillcrest Rd, San Diego, CA, 92172	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20994	PRV	Sue Fuller	1956-09-15	—	6545469134	1486 Main St, Tampa, FL, 33699	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26149	PRV	Laura Mendoza	2001-04-10	UHC-72770-86	—	5539 Ocean Ave, Mesa, AZ, 85297	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27918	PRV	Billy Mills	1946-11-11	—	—	8661 Indian School Rd, Plano, TX, 75097	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25527	PRV	Bradley U Weaver	1982-07-14	UHC-09294-02	4022615401	7945 Grand Ave, Atlanta, GA, 30318	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
PRV-20079	PRV	Arthur Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-21486	PRV	Dorothy Johnston	1970-12-11	UHC-64629-02	—	5559 Mountain View Dr, Houston, TX, 77072	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25468	PRV	Martha J Gonzales	1950-02-07	UHC-87872-07	3638174099	8970 Spring St, Sacramento, CA, 95806	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26900	PRV	Hiroshi A Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more

3,816 rows, page 36 of 77Previous Next