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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24759	PRV	Brenda O Wong	1952-02-16	UHC-83913-18	2307310131	2021 Willow Ct, Miami, FL, 33163	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20159	PRV	Debra X Bishop	1939-08-24	UHC-47053-48	4214831954	6338 Grand Ave # 441, Orlando, FL, 32862	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25054	PRV	Thomas Foster	1999-05-26	—	—	369 Ocean Ave, Denver, CO, 80260	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28962	PRV	Donna Salazar	1978-06-02	—	6144530709	212 Forest Ave, Orlando, FL, 32817	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26330	PRV	Barbara Johnston	1974-09-16	UHC-72209-44	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28002	PRV	Mary Coleman	1995-06-14	UHC-92494-52	5556313855	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23768	PRV	Camila E Weaver	1976-10-02	—	5518171644	1120 Spring St, Tempe, AZ, 85298	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29114	PRV	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27815	PRV	Gary G Collins	1978-09-17	—	3428991081	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22196	PRV	Natalie W Wang	2000-08-13	UHC-11557-27	—	5773 Baseline Rd, Minneapolis, MN, 55489	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24767	PRV	Jordan Romero	1989-01-18	UHC-83045-22	—	1743 Jefferson Ave, Fresno, CA, 93705	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27617	PRV	Austin Tucker	1949-03-19	—	4779642858	9774 Central Ave, Mesa, AZ, 85289	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-22601	PRV	Jerry Butler	1964-11-15	—	4414910136	467 Indian School Rd # 319, Mesa, AZ, 85268	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-29592	PRV	Ryan George	2005-10-22	—	—	7634 Hillcrest Rd, Columbus, OH, 43289	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
PRV-24583	PRV	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA, 30385	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25857	PRV	Joshua Walker	1948-12-24	—	7144119642	1765 Lincoln Way, Orlando, FL, 32806	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-24129	PRV	Matt Lewis	1980-08-11	UHC-42467-38	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27633	PRV	Stephanie Vasquez	1949-05-18	UHC-25440-72	5157970273	6735 Central Ave, Seattle, WA, 98131	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22789	PRV	Jacob Aguilar	1970-02-26	UHC-45993-82	3825439235	2492 Lake View Rd, San Diego, CA, 92105	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21391	PRV	Shirley Harris	1973-06-03	UHC-83247-86	4574226987	7248 Broadway, Chandler, AZ, 85269	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24829	PRV	Hannah Porter	2007-10-26	UHC-06283-41	6189332176	2195 Mesa Dr, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28835	PRV	Priya J Oewns	1979-12-19	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26731	PRV	Jesse Cunningham	1993-09-09	UHC-75159-17	3543974685	9591 Palm Dr, Tempe, AZ, 85211	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-23496	PRV	Valentina U Wagner	1950-07-17	—	6206543920	6600 Harbor Blvd, Sacramento, CA, 95844	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
PRV-28617	PRV	Jonathan Burton	2006-09-23	UHC-87120-20	9716670384	4473 Mesa Dr, Dallas, TX, 75238	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26355	PRV	Alexander Rivera	1958-07-12	UHC-52912-99	5126817146	298 Washington St, Phoenix, AZ, 85087	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23172	PRV	Natalie Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA, 98177	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24377	PRV	Kathryn Gonzalez	1988-08-13	—	6019982729	4472 Main St, Minneapolis, MN, 55483	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23579	PRV	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25090	PRV	Eugene Parker	1988-06-25	—	7575722235	2035 Ocean Ave, Minneapolis, MN, 55413	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26574	PRV	Justin M Knight	1985-10-27	UHC-39714-96	—	2762 Forest Ave, Seattle, WA, 98102	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20899	PRV	Austin Hughes	—	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.80	Date of birth unreadable Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-26363	PRV	Diana Vazquez	1993-07-23	UHC-02734-70	4708913657	5173 River Rd, Jacksonville, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25047	PRV	Amy V Espinoza	1996-03-02	—	6385586027	3957 Sage Ct # 741, Dallas, TX, 75233	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27610	PRV	Dunna Reed	1985-11-09	—	4475624458	9147 Park Pl, Jacksonville, FL, 32242	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-20447	PRV	Emiyl Yuong	1987-09-27	—	6243868078	5517 Lincoln Way, Seattle, WA, 98182	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26180	PRV	Doris W Santiago	1986-07-04	UHC-85136-97	7588816808	6004 Forest Ave, Tucson, AZ, 85771	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25794	PRV	Victoria Howard	1961-09-20	UHC-87606-64	5888107099	9758 Oak St, San Diego, CA, 92142	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21054	PRV	Jennifer U Perez	1948-07-18	UHC-64712-08	3596188177	9158 Highland Ave, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-23752	PRV	Dylan Ross	1942-02-11	—	5644987844	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24454	PRV	Wei A Car	1977-01-10	—	2125299826	174 Mesa Dr, Jacksonville, FL, 32269	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23351	PRV	Roger J Chavez	1990-11-09	UHC-74003-19	3275114423	148 Jefferson Ave, Los Angeles, CA, 90077	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24066	PRV	Harold I Allen	1982-05-24	UHC-32188-32	—	4801 Mountain View Dr, Atlanta, GA, 30350	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25072	PRV	Alan Jensen	1978-10-09	—	8496178801	2617 Oak St, Seattle, WA, 98171	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29323	PRV	Victoria Singh	1941-04-18	UHC-82237-08	4874165697	3955 Grand Ave, Chandler, AZ, 85255	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23722	PRV	Bobby Powell	1965-12-22	UHC-79003-10	6014179192	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21532	PRV	Kathryn Garcia	1978-03-16	—	6423004905	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26469	PRV	Maria Wells	2005-07-01	—	5318586325	2693 Highland Ave # 966, Eden Prairie, MN, 55364	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27040	PRV	Mason V Rios	1980-07-07	UHC-58394-45	7052457259	8660 Central Ave, Houston, TX, 77095	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24297	PRV	Emily Alvarado	1961-09-28	UHC-66506-48	—	7977 River Rd, Glendale, AZ, 85328	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

5,467 rows, page 78 of 110Previous Next