Various enhancements to print.data.table #1523
Labels
Comments
MichaelChirico
changed the title
|
Just brilliant! |
|
No idea about 3 and 5 (as to what they mean). |
|
It'd be really nice if Github would allow assigning tasks to project who aren't necessarily members :-(. |
|
There's also #1497 |
|
@arunsrinivasan should I try and PR this one issue at a time? Or in a fell swoop? I've got 8 basically taken care of, just need to add tests. |
|
Michael, separate PRs. |
|
Very nice! Sorry to get back to you late on this, but Arun provided a nice example. It is just a nice convenience when interactively looking at tables with lots columns so your console isn't engulfed by a huge data dump when you take a look at the head. Ill close that other one. |
arunsrinivasan
added a commit
that referenced
this issue
Mar 4, 2016
#1523 progress: adds option for dplyr-inspired column class summary with printing
|
It'd be also nice to print: primary key: by default. It's definitely informative to know what the keys and secondary indices are.. |
|
Also, I think this is better output for: print(DT, class=TRUE)
<char> <int> <num>
site date x
1: A 1 10
2: A 2 20
3: A 3 30
4: B 1 10
5: B 2 20
6: B 3 30It's easier to copy/paste the data.table without the classes in the way. If we can do that, we can turn on printing classes by default. Thoughts? |
|
@arunsrinivasan about printing keys:
About This can be done, but will require a step of wrangling -- basically |
|
About On printing keys:
primary key: <a, b> clearly tells the first key column is "a", then "b".. Does this clarify things a bit? |
|
I agree |
|
@arunsrinivasan OK, I think I can get on board with that. Can ditch point # 7 then. I agree distinguishing key order at a glance was going to be tough. So how about:
Lastly, I propose sending this output through |
|
My suggestion would be this:
Keys: <col1, col2> (only one) I don't mind "<>" being replaced with "" if that'd be more aesthetically pleasing.. e.g., "col1,col2", "col1" etc.. Last proposal: seems nice, but I wonder if it might create issues wth knitr when people suppress 'messages' in chunk.. and print the output? |
|
It'd be great to have this and class=TRUE default for v1.9.8 already.. we'll see. |
|
One other thought: Many people use "numeric" type when an integer type would suffice, and when "integer64" would fit the bill better. How about marking those columns somehow while printing? instead of , perhaps >num< ?? that'll allow people to be aware of such optimisations as well.. |
|
OR "!num!"? There's a function |
|
@arunsrinivasan Hmm I think it's definitely not something to be used as a part of Some initial musings:
Are you thinking of pushing 1.9.8 soon? Oh, one more thing, what do you think about porting |
|
Hm, yes, let's forget the marking of columns for now. On pushing 1.9.8: trying as much as possible to wrap the other issues marked as quick as possible. I'd like to work on non-equi joins for this release. On print.data.table to separate file, sure, sounds good. |
|
@arunsrinivasan just a heads up that setting |
|
Okay thanks, will take a look. |
|
hi all I don't know if you care but I noticed a bug in output on my system is: You can see in the output above that the column names V22 through V30 are printed, but I expected they should not be. What I expected: |
This was referenced Mar 1, 2020
jangorecki
added
non-atomic column
|
Is there any scope to add a download.file(
"https://download.cms.gov/nppes/NPPES_Data_Dissemination_120720_121320_Weekly.zip",
"file.zip")
data <- fread("unzip -cq file.zip npidata_pfile_20201207-20201213.csv")
View output
> data
NPI Entity Type Code Replacement NPI Employer Identification Number (EIN)
1: 1134691124 2 NA <UNAVAIL>
2: 1124623970 2 NA <UNAVAIL>
3: 1154927192 2 NA <UNAVAIL>
Provider Organization Name (Legal Business Name) Provider Last Name (Legal Name) Provider First Name Provider Middle Name
1: SOCAL BEHAVIORAL MEDICINE
2: FULL OF GREATS TRANSPORT LLC FOG TRANSPORT
3: 4000 MOUNT ELENA CIRCLE CORONA, CA 92882
Provider Name Prefix Text Provider Name Suffix Text Provider Credential Text Provider Other Organization Name
1: SOCAL BEHAVIORAL MEDICINE
2:
3:
Provider Other Organization Name Type Code Provider Other Last Name Provider Other First Name Provider Other Middle Name
1: 3
2: NA
3: NA
Provider Other Name Prefix Text Provider Other Name Suffix Text Provider Other Credential Text
1:
2:
3:
Provider Other Last Name Type Code Provider First Line Business Mailing Address
1: NA 10650 REAGAN ST UNIT 824
2: NA 6609 W BROOKHART WAY
3: NA 4000 MOUNT ELENA CIR
Provider Second Line Business Mailing Address Provider Business Mailing Address City Name
1: LOS ALAMITOS
2: PHOENIX
3: CORONA
Provider Business Mailing Address State Name Provider Business Mailing Address Postal Code
1: CA 907208844
2: AZ 850837403
3: CA 928827916
Provider Business Mailing Address Country Code (If outside U.S.) Provider Business Mailing Address Telephone Number
1: US
2: US 5053079984
3: US 6269935823
Provider Business Mailing Address Fax Number Provider First Line Business Practice Location Address
1: <NA> 234 S PACIFIC COAST HWY STE 202
2: 4807187714 6609 W BROOKHART WAY
3: <NA> 4000 MOUNT ELENA CIR
Provider Second Line Business Practice Location Address Provider Business Practice Location Address City Name
1: REDONDO BEACH
2: PHOENIX
3: CORONA
Provider Business Practice Location Address State Name Provider Business Practice Location Address Postal Code
1: CA 902777001
2: AZ 850837403
3: CA 928827916
Provider Business Practice Location Address Country Code (If outside U.S.)
1: US
2: US
3: US
Provider Business Practice Location Address Telephone Number Provider Business Practice Location Address Fax Number
1: 3106985252 <NA>
2: 5053079984 4807187714
3: 6269935823 <NA>
Provider Enumeration Date Last Update Date NPI Deactivation Reason Code NPI Deactivation Date NPI Reactivation Date
1: 01/01/2019 12/07/2020 NA
2: 12/01/2020 12/07/2020 NA
3: 12/07/2020 12/07/2020 NA
Provider Gender Code Authorized Official Last Name Authorized Official First Name Authorized Official Middle Name
1: HULST GINGER
2: HURT TYRREIA S
3: YOUSSEF ALICE K
Authorized Official Title or Position Authorized Official Telephone Number Healthcare Provider Taxonomy Code_1
1: CO-OWNER 3106985252 363LF0000X
2: MEMBER 5053079984 343900000X
3: OWNER 6269935823 172V00000X
Provider License Number_1 Provider License Number State Code_1 Healthcare Provider Primary Taxonomy Switch_1
1: N
2: Y
3: Y
Healthcare Provider Taxonomy Code_2 Provider License Number_2 Provider License Number State Code_2
1: 207RA0401X
2:
3:
Healthcare Provider Primary Taxonomy Switch_2 Healthcare Provider Taxonomy Code_3 Provider License Number_3
1: Y
2:
3:
Provider License Number State Code_3 Healthcare Provider Primary Taxonomy Switch_3 Healthcare Provider Taxonomy Code_4
1:
2:
3:
Provider License Number_4 Provider License Number State Code_4 Healthcare Provider Primary Taxonomy Switch_4
1:
2:
3:
Healthcare Provider Taxonomy Code_5 Provider License Number_5 Provider License Number State Code_5
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_5 Healthcare Provider Taxonomy Code_6 Provider License Number_6
1:
2:
3:
Provider License Number State Code_6 Healthcare Provider Primary Taxonomy Switch_6 Healthcare Provider Taxonomy Code_7
1:
2:
3:
Provider License Number_7 Provider License Number State Code_7 Healthcare Provider Primary Taxonomy Switch_7
1:
2:
3:
Healthcare Provider Taxonomy Code_8 Provider License Number_8 Provider License Number State Code_8
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_8 Healthcare Provider Taxonomy Code_9 Provider License Number_9
1:
2:
3:
Provider License Number State Code_9 Healthcare Provider Primary Taxonomy Switch_9 Healthcare Provider Taxonomy Code_10
1:
2:
3:
Provider License Number_10 Provider License Number State Code_10 Healthcare Provider Primary Taxonomy Switch_10
1:
2:
3:
Healthcare Provider Taxonomy Code_11 Provider License Number_11 Provider License Number State Code_11
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_11 Healthcare Provider Taxonomy Code_12 Provider License Number_12
1:
2:
3:
Provider License Number State Code_12 Healthcare Provider Primary Taxonomy Switch_12 Healthcare Provider Taxonomy Code_13
1:
2:
3:
Provider License Number_13 Provider License Number State Code_13 Healthcare Provider Primary Taxonomy Switch_13
1:
2:
3:
Healthcare Provider Taxonomy Code_14 Provider License Number_14 Provider License Number State Code_14
1:
2:
3:
Healthcare Provider Primary Taxonomy Switch_14 Healthcare Provider Taxonomy Code_15 Provider License Number_15
1:
2:
3:
Provider License Number State Code_15 Healthcare Provider Primary Taxonomy Switch_15 Other Provider Identifier_1
1:
2:
3:
Other Provider Identifier Type Code_1 Other Provider Identifier State_1 Other Provider Identifier Issuer_1
1: NA
2: NA
3: NA
Other Provider Identifier_2 Other Provider Identifier Type Code_2 Other Provider Identifier State_2
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_2 Other Provider Identifier_3 Other Provider Identifier Type Code_3
1: NA
2: NA
3: NA
Other Provider Identifier State_3 Other Provider Identifier Issuer_3 Other Provider Identifier_4
1:
2:
3:
Other Provider Identifier Type Code_4 Other Provider Identifier State_4 Other Provider Identifier Issuer_4
1: NA
2: NA
3: NA
Other Provider Identifier_5 Other Provider Identifier Type Code_5 Other Provider Identifier State_5
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_5 Other Provider Identifier_6 Other Provider Identifier Type Code_6
1: NA
2: NA
3: NA
Other Provider Identifier State_6 Other Provider Identifier Issuer_6 Other Provider Identifier_7
1:
2:
3:
Other Provider Identifier Type Code_7 Other Provider Identifier State_7 Other Provider Identifier Issuer_7
1: NA
2: NA
3: NA
Other Provider Identifier_8 Other Provider Identifier Type Code_8 Other Provider Identifier State_8
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_8 Other Provider Identifier_9 Other Provider Identifier Type Code_9
1: NA
2: NA
3: NA
Other Provider Identifier State_9 Other Provider Identifier Issuer_9 Other Provider Identifier_10
1:
2:
3:
Other Provider Identifier Type Code_10 Other Provider Identifier State_10 Other Provider Identifier Issuer_10
1: NA
2: NA
3: NA
Other Provider Identifier_11 Other Provider Identifier Type Code_11 Other Provider Identifier State_11
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_11 Other Provider Identifier_12 Other Provider Identifier Type Code_12
1: NA
2: NA
3: NA
Other Provider Identifier State_12 Other Provider Identifier Issuer_12 Other Provider Identifier_13
1:
2:
3:
Other Provider Identifier Type Code_13 Other Provider Identifier State_13 Other Provider Identifier Issuer_13
1: NA
2: NA
3: NA
Other Provider Identifier_14 Other Provider Identifier Type Code_14 Other Provider Identifier State_14
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_14 Other Provider Identifier_15 Other Provider Identifier Type Code_15
1: NA
2: NA
3: NA
Other Provider Identifier State_15 Other Provider Identifier Issuer_15 Other Provider Identifier_16
1:
2:
3:
Other Provider Identifier Type Code_16 Other Provider Identifier State_16 Other Provider Identifier Issuer_16
1: NA
2: NA
3: NA
Other Provider Identifier_17 Other Provider Identifier Type Code_17 Other Provider Identifier State_17
1: NA
2: NA
3: NA
Other Provider Identifier Issuer_17 Other Provider Identifier_18 Other Provider Identifier Type Code_18
1: NA
2: NA
3: NA
Other Provider Identifier State_18 Other Provider Identifier Issuer_18 Other Provider Identifier_19
1:
2:
3:
Other Provider Identifier Type Code_19 Other Provider Identifier State_19 Other Provider Identifier Issuer_19
1: NA
2: NA
3: NA
Other Provider Identifier_20 Other Provider Identifier Type Code_20 Other Provider Identifier State_20
1: NA NA
2: NA NA
3: NA NA
Other Provider Identifier Issuer_20 Other Provider Identifier_21 Other Provider Identifier Type Code_21
1: NA
2: NA
3: NA
Other Provider Identifier State_21 Other Provider Identifier Issuer_21 Other Provider Identifier_22
1: NA
2: NA
3: NA
Other Provider Identifier Type Code_22 Other Provider Identifier State_22 Other Provider Identifier Issuer_22
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_23 Other Provider Identifier Type Code_23 Other Provider Identifier State_23
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_23 Other Provider Identifier_24 Other Provider Identifier Type Code_24
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_24 Other Provider Identifier Issuer_24 Other Provider Identifier_25
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_25 Other Provider Identifier State_25 Other Provider Identifier Issuer_25
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_26 Other Provider Identifier Type Code_26 Other Provider Identifier State_26
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_26 Other Provider Identifier_27 Other Provider Identifier Type Code_27
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_27 Other Provider Identifier Issuer_27 Other Provider Identifier_28
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_28 Other Provider Identifier State_28 Other Provider Identifier Issuer_28
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_29 Other Provider Identifier Type Code_29 Other Provider Identifier State_29
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_29 Other Provider Identifier_30 Other Provider Identifier Type Code_30
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_30 Other Provider Identifier Issuer_30 Other Provider Identifier_31
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_31 Other Provider Identifier State_31 Other Provider Identifier Issuer_31
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_32 Other Provider Identifier Type Code_32 Other Provider Identifier State_32
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_32 Other Provider Identifier_33 Other Provider Identifier Type Code_33
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_33 Other Provider Identifier Issuer_33 Other Provider Identifier_34
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_34 Other Provider Identifier State_34 Other Provider Identifier Issuer_34
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_35 Other Provider Identifier Type Code_35 Other Provider Identifier State_35
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_35 Other Provider Identifier_36 Other Provider Identifier Type Code_36
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_36 Other Provider Identifier Issuer_36 Other Provider Identifier_37
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_37 Other Provider Identifier State_37 Other Provider Identifier Issuer_37
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_38 Other Provider Identifier Type Code_38 Other Provider Identifier State_38
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_38 Other Provider Identifier_39 Other Provider Identifier Type Code_39
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_39 Other Provider Identifier Issuer_39 Other Provider Identifier_40
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_40 Other Provider Identifier State_40 Other Provider Identifier Issuer_40
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_41 Other Provider Identifier Type Code_41 Other Provider Identifier State_41
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_41 Other Provider Identifier_42 Other Provider Identifier Type Code_42
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_42 Other Provider Identifier Issuer_42 Other Provider Identifier_43
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_43 Other Provider Identifier State_43 Other Provider Identifier Issuer_43
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_44 Other Provider Identifier Type Code_44 Other Provider Identifier State_44
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_44 Other Provider Identifier_45 Other Provider Identifier Type Code_45
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_45 Other Provider Identifier Issuer_45 Other Provider Identifier_46
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_46 Other Provider Identifier State_46 Other Provider Identifier Issuer_46
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_47 Other Provider Identifier Type Code_47 Other Provider Identifier State_47
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_47 Other Provider Identifier_48 Other Provider Identifier Type Code_48
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier State_48 Other Provider Identifier Issuer_48 Other Provider Identifier_49
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Type Code_49 Other Provider Identifier State_49 Other Provider Identifier Issuer_49
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier_50 Other Provider Identifier Type Code_50 Other Provider Identifier State_50
1: NA NA NA
2: NA NA NA
3: NA NA NA
Other Provider Identifier Issuer_50 Is Sole Proprietor Is Organization Subpart Parent Organization LBN
1: NA N
2: NA N
3: NA N
Parent Organization TIN Authorized Official Name Prefix Text Authorized Official Name Suffix Text
1:
2: MRS.
3:
Authorized Official Credential Text Healthcare Provider Taxonomy Group_1 Healthcare Provider Taxonomy Group_2
1: NP 193200000X MULTI-SPECIALTY GROUP 193200000X MULTI-SPECIALTY GROUP
2:
3: 193200000X MULTI-SPECIALTY GROUP
Healthcare Provider Taxonomy Group_3 Healthcare Provider Taxonomy Group_4 Healthcare Provider Taxonomy Group_5
1:
2:
3:
Healthcare Provider Taxonomy Group_6 Healthcare Provider Taxonomy Group_7 Healthcare Provider Taxonomy Group_8
1:
2:
3:
Healthcare Provider Taxonomy Group_9 Healthcare Provider Taxonomy Group_10 Healthcare Provider Taxonomy Group_11
1:
2:
3:
Healthcare Provider Taxonomy Group_12 Healthcare Provider Taxonomy Group_13 Healthcare Provider Taxonomy Group_14
1:
2:
3:
Healthcare Provider Taxonomy Group_15 Certification Date
1: 12/07/2020
2: 12/07/2020
3: 12/07/2020
[ reached getOption("max.print") -- omitted 8 rows ]
View output
> dplyr::glimpse(data)
Rows: 21,806
Columns: 330
$ NPI <int> 1134691124, 1124623970, 1154927192, 1144...
$ `Entity Type Code` <int> 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1...
$ `Replacement NPI` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Employer Identification Number (EIN)` <chr> "<UNAVAIL>", "<UNAVAIL>", "<UNAVAIL>", "...
$ `Provider Organization Name (Legal Business Name)` <chr> "SOCAL BEHAVIORAL MEDICINE", "FULL OF GR...
$ `Provider Last Name (Legal Name)` <chr> "", "", "", "SLAT", "", "CARABBACAN", ""...
$ `Provider First Name` <chr> "", "", "", "STACY", "", "NICCOLO MCWIN"...
$ `Provider Middle Name` <chr> "", "", "", "KING", "", "MADRIGAL", "", ...
$ `Provider Name Prefix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Name Suffix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Credential Text` <chr> "", "", "", "MD", "", "", "", "", "", "D...
$ `Provider Other Organization Name` <chr> "SOCAL BEHAVIORAL MEDICINE", "", "", "",...
$ `Provider Other Organization Name Type Code` <int> 3, NA, NA, NA, NA, NA, NA, NA, 3, NA, NA...
$ `Provider Other Last Name` <chr> "", "", "", "KING", "", "", "", "", "", ...
$ `Provider Other First Name` <chr> "", "", "", "STACY", "", "", "", "", "",...
$ `Provider Other Middle Name` <chr> "", "", "", "MARIE", "", "", "", "", "",...
$ `Provider Other Name Prefix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Other Name Suffix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Other Credential Text` <chr> "", "", "", "M.D.", "", "", "", "", "", ...
$ `Provider Other Last Name Type Code` <int> NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, N...
$ `Provider First Line Business Mailing Address` <chr> "10650 REAGAN ST UNIT 824", "6609 W BROO...
$ `Provider Second Line Business Mailing Address` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Business Mailing Address City Name` <chr> "LOS ALAMITOS", "PHOENIX", "CORONA", "NE...
$ `Provider Business Mailing Address State Name` <chr> "CA", "AZ", "CA", "VA", "NJ", "CA", "CO"...
$ `Provider Business Mailing Address Postal Code` <chr> "907208844", "850837403", "928827916", "...
$ `Provider Business Mailing Address Country Code (If outside U.S.)` <chr> "US", "US", "US", "US", "US", "US", "US"...
$ `Provider Business Mailing Address Telephone Number` <chr> "", "5053079984", "6269935823", "7573165...
$ `Provider Business Mailing Address Fax Number` <int64> NA, 4807187714, NA, NA, NA, NA, 970484...
$ `Provider First Line Business Practice Location Address` <chr> "234 S PACIFIC COAST HWY STE 202", "6609...
$ `Provider Second Line Business Practice Location Address` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Business Practice Location Address City Name` <chr> "REDONDO BEACH", "PHOENIX", "CORONA", "W...
$ `Provider Business Practice Location Address State Name` <chr> "CA", "AZ", "CA", "VA", "NJ", "CA", "CO"...
$ `Provider Business Practice Location Address Postal Code` <chr> "902777001", "850837403", "928827916", "...
$ `Provider Business Practice Location Address Country Code (If outside U.S.)` <chr> "US", "US", "US", "US", "US", "US", "US"...
$ `Provider Business Practice Location Address Telephone Number` <chr> "3106985252", "5053079984", "6269935823"...
$ `Provider Business Practice Location Address Fax Number` <int64> NA, 4807187714, NA, NA, NA, 8585389751...
$ `Provider Enumeration Date` <chr> "01/01/2019", "12/01/2020", "12/07/2020"...
$ `Last Update Date` <chr> "12/07/2020", "12/07/2020", "12/07/2020"...
$ `NPI Deactivation Reason Code` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `NPI Deactivation Date` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `NPI Reactivation Date` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider Gender Code` <chr> "", "", "", "F", "", "M", "", "", "", "F...
$ `Authorized Official Last Name` <chr> "HULST", "HURT", "YOUSSEF", "", "TIMOTHE...
$ `Authorized Official First Name` <chr> "GINGER", "TYRREIA", "ALICE", "", "BEBYT...
$ `Authorized Official Middle Name` <chr> "", "S", "K", "", "", "", "LYNN", "LYNN"...
$ `Authorized Official Title or Position` <chr> "CO-OWNER", "MEMBER", "OWNER", "", "MANA...
$ `Authorized Official Telephone Number` <int64> 3106985252, 5053079984, 6269935823, NA...
$ `Healthcare Provider Taxonomy Code_1` <chr> "363LF0000X", "343900000X", "172V00000X"...
$ `Provider License Number_1` <chr> "", "", "", "48977", "", "83591", "", ""...
$ `Provider License Number State Code_1` <chr> "", "", "", "CT", "", "CA", "", "", "MN"...
$ `Healthcare Provider Primary Taxonomy Switch_1` <chr> "N", "Y", "Y", "Y", "N", "Y", "Y", "Y", ...
$ `Healthcare Provider Taxonomy Code_2` <chr> "207RA0401X", "", "", "", "", "", "", ""...
$ `Provider License Number_2` <chr> "", "", "", "", "", "", "", "", "", "156...
$ `Provider License Number State Code_2` <chr> "", "", "", "", "", "", "", "", "", "MA"...
$ `Healthcare Provider Primary Taxonomy Switch_2` <chr> "Y", "", "", "", "", "", "", "", "", "N"...
$ `Healthcare Provider Taxonomy Code_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Code_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Provider License Number State Code_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Primary Taxonomy Switch_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_1` <chr> "", "", "", "", "", "", "", "", "381417"...
$ `Other Provider Identifier Type Code_1` <int> NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, N...
$ `Other Provider Identifier State_1` <chr> "", "", "", "", "", "", "", "", "MN", ""...
$ `Other Provider Identifier Issuer_1` <chr> "", "", "", "", "", "", "", "", "MINNESO...
$ `Other Provider Identifier_2` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_2` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_2` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_2` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_3` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_4` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_5` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_6` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_7` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_8` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_9` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_10` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_11` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_12` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_13` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_14` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_15` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_16` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_16` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_16` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_16` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_17` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_17` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_17` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_17` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_18` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_18` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_18` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_18` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_19` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_19` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_19` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_19` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_20` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_20` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_20` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_20` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_21` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Type Code_21` <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_21` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier Issuer_21` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Other Provider Identifier_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_22` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_23` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_24` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_25` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_26` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_27` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_28` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_29` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_30` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_31` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_32` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_33` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_34` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_35` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_36` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_37` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_38` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_39` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_40` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_41` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_42` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_43` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_44` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_45` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_46` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_47` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_48` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_49` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Type Code_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier State_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Other Provider Identifier Issuer_50` <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
$ `Is Sole Proprietor` <chr> "", "", "", "N", "", "N", "", "", "", "N...
$ `Is Organization Subpart` <chr> "N", "N", "N", "", "N", "", "N", "N", "N...
$ `Parent Organization LBN` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Parent Organization TIN` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Authorized Official Name Prefix Text` <chr> "", "MRS.", "", "", "", "", "", "", "", ...
$ `Authorized Official Name Suffix Text` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Authorized Official Credential Text` <chr> "NP", "", "", "", "LPN", "", "", "", "RN...
$ `Healthcare Provider Taxonomy Group_1` <chr> "193200000X MULTI-SPECIALTY GROUP", "", ...
$ `Healthcare Provider Taxonomy Group_2` <chr> "193200000X MULTI-SPECIALTY GROUP", "", ...
$ `Healthcare Provider Taxonomy Group_3` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_4` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_5` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_6` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_7` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_8` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_9` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_10` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_11` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_12` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_13` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_14` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Healthcare Provider Taxonomy Group_15` <chr> "", "", "", "", "", "", "", "", "", "", ...
$ `Certification Date` <chr> "12/07/2020", "12/07/2020", "12/07/2020"...In my opinion, the latter gives a summary of the dataset that proves helpful, from understanding the contents as well as column names of the data. Note that this isn't a dataset that can be View output
Classes ‘data.table’ and 'data.frame': 21806 obs. of 330 variables:
$ NPI : int 1134691124 1124623970 1154927192 1144411422 1245836287 1376144014 1063018000 1972109916 1649792151 1275649105 ...
$ Entity Type Code : int 2 2 2 1 2 1 2 2 2 1 ...
$ Replacement NPI : logi NA NA NA NA NA NA ...
$ Employer Identification Number (EIN) : chr "<UNAVAIL>" "<UNAVAIL>" "<UNAVAIL>" "" ...
$ Provider Organization Name (Legal Business Name) : chr "SOCAL BEHAVIORAL MEDICINE" "FULL OF GREATS TRANSPORT LLC FOG TRANSPORT" "4000 MOUNT ELENA CIRCLE CORONA, CA 92882" "" ...
$ Provider Last Name (Legal Name) : chr "" "" "" "SLAT" ...
$ Provider First Name : chr "" "" "" "STACY" ...
$ Provider Middle Name : chr "" "" "" "KING" ...
$ Provider Name Prefix Text : chr "" "" "" "" ...
$ Provider Name Suffix Text : chr "" "" "" "" ...
$ Provider Credential Text : chr "" "" "" "MD" ...
$ Provider Other Organization Name : chr "SOCAL BEHAVIORAL MEDICINE" "" "" "" ...
$ Provider Other Organization Name Type Code : int 3 NA NA NA NA NA NA NA 3 NA ...
$ Provider Other Last Name : chr "" "" "" "KING" ...
$ Provider Other First Name : chr "" "" "" "STACY" ...
$ Provider Other Middle Name : chr "" "" "" "MARIE" ...
$ Provider Other Name Prefix Text : chr "" "" "" "" ...
$ Provider Other Name Suffix Text : chr "" "" "" "" ...
$ Provider Other Credential Text : chr "" "" "" "M.D." ...
$ Provider Other Last Name Type Code : int NA NA NA 1 NA NA NA NA NA NA ...
$ Provider First Line Business Mailing Address : chr "10650 REAGAN ST UNIT 824" "6609 W BROOKHART WAY" "4000 MOUNT ELENA CIR" "856 J CLYDE MORRIS BLVD STE A" ...
$ Provider Second Line Business Mailing Address : chr "" "" "" "" ...
$ Provider Business Mailing Address City Name : chr "LOS ALAMITOS" "PHOENIX" "CORONA" "NEWPORT NEWS" ...
$ Provider Business Mailing Address State Name : chr "CA" "AZ" "CA" "VA" ...
$ Provider Business Mailing Address Postal Code : chr "907208844" "850837403" "928827916" "236011318" ...
$ Provider Business Mailing Address Country Code (If outside U.S.) : chr "US" "US" "US" "US" ...
$ Provider Business Mailing Address Telephone Number : chr "" "5053079984" "6269935823" "7573165800" ...
$ Provider Business Mailing Address Fax Number :integer64 NA 4807187714 NA NA NA NA 9704842251 9704842251 ...
$ Provider First Line Business Practice Location Address : chr "234 S PACIFIC COAST HWY STE 202" "6609 W BROOKHART WAY" "4000 MOUNT ELENA CIR" "120 KINGS WAY STE 3400" ...
$ Provider Second Line Business Practice Location Address : chr "" "" "" "" ...
$ Provider Business Practice Location Address City Name : chr "REDONDO BEACH" "PHOENIX" "CORONA" "WILLIAMSBURG" ...
$ Provider Business Practice Location Address State Name : chr "CA" "AZ" "CA" "VA" ...
$ Provider Business Practice Location Address Postal Code : chr "902777001" "850837403" "928827916" "231852511" ...
$ Provider Business Practice Location Address Country Code (If outside U.S.): chr "US" "US" "US" "US" ...
$ Provider Business Practice Location Address Telephone Number : chr "3106985252" "5053079984" "6269935823" "7572535600" ...
$ Provider Business Practice Location Address Fax Number :integer64 NA 4807187714 NA NA NA 8585389751 3036660911 3036660911 ...
$ Provider Enumeration Date : chr "01/01/2019" "12/01/2020" "12/07/2020" "08/05/2007" ...
$ Last Update Date : chr "12/07/2020" "12/07/2020" "12/07/2020" "12/07/2020" ...
$ NPI Deactivation Reason Code : logi NA NA NA NA NA NA ...
$ NPI Deactivation Date : chr "" "" "" "" ...
$ NPI Reactivation Date : chr "" "" "" "" ...
$ Provider Gender Code : chr "" "" "" "F" ...
$ Authorized Official Last Name : chr "HULST" "HURT" "YOUSSEF" "" ...
$ Authorized Official First Name : chr "GINGER" "TYRREIA" "ALICE" "" ...
$ Authorized Official Middle Name : chr "" "S" "K" "" ...
$ Authorized Official Title or Position : chr "CO-OWNER" "MEMBER" "OWNER" "" ...
$ Authorized Official Telephone Number :integer64 3106985252 5053079984 6269935823 NA 8626840895 NA 9704304431 9704304431 ...
$ Healthcare Provider Taxonomy Code_1 : chr "363LF0000X" "343900000X" "172V00000X" "207V00000X" ...
$ Provider License Number_1 : chr "" "" "" "48977" ...
$ Provider License Number State Code_1 : chr "" "" "" "CT" ...
$ Healthcare Provider Primary Taxonomy Switch_1 : chr "N" "Y" "Y" "Y" ...
$ Healthcare Provider Taxonomy Code_2 : chr "207RA0401X" "" "" "" ...
$ Provider License Number_2 : chr "" "" "" "" ...
$ Provider License Number State Code_2 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_2 : chr "Y" "" "" "" ...
$ Healthcare Provider Taxonomy Code_3 : chr "" "" "" "" ...
$ Provider License Number_3 : chr "" "" "" "" ...
$ Provider License Number State Code_3 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_3 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_4 : chr "" "" "" "" ...
$ Provider License Number_4 : chr "" "" "" "" ...
$ Provider License Number State Code_4 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_4 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_5 : chr "" "" "" "" ...
$ Provider License Number_5 : chr "" "" "" "" ...
$ Provider License Number State Code_5 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_5 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_6 : chr "" "" "" "" ...
$ Provider License Number_6 : chr "" "" "" "" ...
$ Provider License Number State Code_6 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_6 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_7 : chr "" "" "" "" ...
$ Provider License Number_7 : chr "" "" "" "" ...
$ Provider License Number State Code_7 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_7 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_8 : chr "" "" "" "" ...
$ Provider License Number_8 : chr "" "" "" "" ...
$ Provider License Number State Code_8 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_8 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_9 : chr "" "" "" "" ...
$ Provider License Number_9 : chr "" "" "" "" ...
$ Provider License Number State Code_9 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_9 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_10 : chr "" "" "" "" ...
$ Provider License Number_10 : chr "" "" "" "" ...
$ Provider License Number State Code_10 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_10 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_11 : chr "" "" "" "" ...
$ Provider License Number_11 : chr "" "" "" "" ...
$ Provider License Number State Code_11 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_11 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_12 : chr "" "" "" "" ...
$ Provider License Number_12 : chr "" "" "" "" ...
$ Provider License Number State Code_12 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_12 : chr "" "" "" "" ...
$ Healthcare Provider Taxonomy Code_13 : chr "" "" "" "" ...
$ Provider License Number_13 : chr "" "" "" "" ...
$ Provider License Number State Code_13 : chr "" "" "" "" ...
$ Healthcare Provider Primary Taxonomy Switch_13 : chr "" "" "" "" ...
[list output truncated]
- attr(*, ".internal.selfref")=<externalptr>Will it be possible to add something like this for I also see that |
|
I think |
|
Oh, I wasn't planning on proposing any changes to R devel - only restricting it to |
|
I understand, my point was very subjective. That |
|
Got it. The enhancement I am proposing makes sense only to tabular data. Matrices, vectors and lists wouldn't really benefit from it, so I doubt R core will really care about these changes. We wouldn't really be duplicating the functionality, but rather polishing it for a very specific use case of tabular data. |
|
By the way, are you aware of the |
|
I wasn't referring to the proposed update not applying to I am aware of the I did go ahead an create a hack-y function for my own use, however, so this request can be considered addressed. This is the output it provides (colours to differentiate data types, not to identify them and truncating very long column names so that data can be seen on the same line), which I find particularly useful for very wide tables. I hope this clears up my use case - it is something that can be implemented without many additional dependencies (currently using |
Current task list:
.Rdfile forprint.data.table3. Ability to turn off smart table wrapping [2) from #645/R-F#1957 - Yike Lu]by-groupings [4) from #645/R-F#1957 - Yike Lu]7. Demarcation of key columns [part of 5) from #645/R-F#1957 - Yike Lu]dplyr-like printing [see below - @MichaelChirico]dplyrtbl_df[[Request] head.data.table print columns fit to screen width #1497 - @nverno; [REQUEST] Print only first/last few columns #2608 - @vlulla]data.table[#545/R-F#5253 - @arunsrinivasan]list/non-atomic columns [see below - @franknarf1 via SO; also [R-Forge #2392] Add length postfix to list column output #605; handled in trivial (temporary?) fix for confusing list column printing, related,… #2562]POSIXctcolumns with timezones should include that information in printed output [printing of POSIXct should (could?) include tz info if it's there #2842 - @MichaelChirico]print.data.tablewould exceedmax.print)Some Notes
3 (tabled pending clarification)
As I understand it, this issue is a request to prevent the console output from wrapping around (i.e., to force all columns to appear parallel, regardless of how wide the table is).
If that's the case, this is (AFAICT) impossible, since that's something done by RStudio/R itself. I for one certainly don't know of any way to alter this behavior.
If someone does know of a way to affect this, or if they think I'm mis-interpreting, please pipe up and we can have this taken care of.
7
As I see it there are two options here. One is to treat all key columns the same; the other is to treat secondary, tertiary, etc. keys separately.
Example output:
And of course, add an option for deciding whether to demarcate with
|or some other user's-choice character (*,+, etc.)9 [DONE]
Some feedback from a closed PR that was a first stab at solving this:
From Arun regarding preferred options:
10 [DONE]
It would be nice to have an option to print a row under the row of column names which gives each column's stored type, as is currently (I understand) the default for the output of
dplyroperations.Example from
dplyr:Current best alternative is to do
sapply(DF, class), but it's nice to have a preview of the data wit this extra information.11
This seems closely related to 3. Current plan is to implement this as an alternative to 3 since it seems more tangible/doable.
Via @nverno:
and the guiding example from Arun:
12
Currently covered by @jangorecki's PR #1448; Jan, assuming #1529 is merged first, could you edit the
print.data.tableman page for your PR?The text was updated successfully, but these errors were encountered: