This repository has been archived by the owner on Oct 3, 2023. It is now read-only.
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
0 parents
commit bad2c86
Showing
14 changed files
with
858 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,16 @@ | ||
name: CompatHelper | ||
on: | ||
schedule: | ||
- cron: 0 0 * * * | ||
workflow_dispatch: | ||
jobs: | ||
CompatHelper: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- name: Pkg.add("CompatHelper") | ||
run: julia -e 'using Pkg; Pkg.add("CompatHelper")' | ||
- name: CompatHelper.main() | ||
env: | ||
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | ||
COMPATHELPER_PRIV: ${{ secrets.DOCUMENTER_KEY }} | ||
run: julia -e 'using CompatHelper; CompatHelper.main()' |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,13 @@ | ||
name: TagBot | ||
on: | ||
schedule: | ||
- cron: 0 0 * * * | ||
workflow_dispatch: | ||
jobs: | ||
TagBot: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- uses: JuliaRegistries/TagBot@v1 | ||
with: | ||
token: ${{ secrets.GITHUB_TOKEN }} | ||
ssh: ${{ secrets.DOCUMENTER_KEY }} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,24 @@ | ||
# Files generated by invoking Julia with --code-coverage | ||
*.jl.cov | ||
*.jl.*.cov | ||
|
||
# Files generated by invoking Julia with --track-allocation | ||
*.jl.mem | ||
|
||
# System-specific files and directories generated by the BinaryProvider and BinDeps packages | ||
# They contain absolute paths specific to the host computer, and so should not be committed | ||
deps/deps.jl | ||
deps/build.log | ||
deps/downloads/ | ||
deps/usr/ | ||
deps/src/ | ||
|
||
# Build artifacts for creating documentation generated by the Documenter package | ||
docs/build/ | ||
docs/site/ | ||
|
||
# File generated by Pkg, the package manager, based on a corresponding Project.toml | ||
# It records a fixed state of all packages used by the project. As such, it should not be | ||
# committed for packages, but should be committed for applications that require a static | ||
# environment. | ||
Manifest.toml |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,28 @@ | ||
# Documentation: http://docs.travis-ci.com/user/languages/julia | ||
language: julia | ||
notifications: | ||
email: false | ||
julia: | ||
- 1.0 | ||
- 1.5 | ||
- nightly | ||
os: | ||
- linux | ||
- osx | ||
- windows | ||
arch: | ||
- x64 | ||
cache: | ||
directories: | ||
- ~/.julia/artifacts | ||
jobs: | ||
fast_finish: true | ||
allow_failures: | ||
- julia: nightly | ||
after_success: | ||
- | | ||
julia -e ' | ||
using Pkg | ||
Pkg.add("Coverage") | ||
using Coverage | ||
Codecov.submit(process_folder())' |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,21 @@ | ||
MIT License | ||
|
||
Copyright (c) 2020 RTI International and contributors | ||
|
||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
|
||
The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
|
||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,24 @@ | ||
name = "PushshiftRedditDistiller" | ||
uuid = "860182d5-2f7f-4b01-a084-d8f9ccad7d63" | ||
authors = ["Peter B <5107405+pmbaumgartner@users.noreply.github.com> and contributors"] | ||
version = "0.1.0" | ||
|
||
[deps] | ||
CodecBzip2 = "523fee87-0ab8-5b00-afb7-3ecf72e48cfd" | ||
CodecXz = "ba30903b-d9e8-5048-a5ec-d1f5b0d4b47b" | ||
CodecZlib = "944b1d66-785c-5afd-91f1-9de20f533193" | ||
CodecZstd = "6b39b394-51ab-5f42-8807-6242bab2b4c2" | ||
DataDeps = "124859b0-ceae-595e-8997-d05f6a7a8dfe" | ||
JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" | ||
Parameters = "d96e819e-fc66-5662-9728-84c9c7592b0a" | ||
ProgressBars = "49802e3a-d2f1-5c88-81d8-b72133a6f568" | ||
TranscodingStreams = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" | ||
|
||
[compat] | ||
julia = "1" | ||
|
||
[extras] | ||
Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" | ||
|
||
[targets] | ||
test = ["Test"] |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,160 @@ | ||
# PushshiftRedditDistiller | ||
|
||
This package is intended to assist with downloading, extracting, and distilling the monthly reddit data dumps made available through [pushshift.io](https://files.pushshift.io/reddit/). | ||
|
||
# Example Use | ||
|
||
## Preexisting File | ||
If you already have a monthly submissions or comments file downloaded: | ||
|
||
```julia | ||
julia> using PushshiftRedditDistiller | ||
|
||
julia> filter = RedditDataFilter(author=["spez"]) | ||
|
||
julia> spez_comments = distill("~/Downloads/RC_2005-12.bz2", filter) | ||
|
||
julia> length(spez_comments) | ||
7 | ||
|
||
julia> typeof(spez_comments) | ||
Array{Dict{Symbol,Any},1} | ||
|
||
julia> first(spez_comments) | ||
Dict{Symbol,Any} with 18 entries: | ||
:author_flair_css_class => nothing | ||
:gilded => 0 | ||
:parent_id => "t3_17942" | ||
:score => 4 | ||
:link_id => "t3_17942" | ||
:created_utc => 1134392748 | ||
:author_flair_text => nothing | ||
:distinguished => nothing | ||
:author => "spez" | ||
:stickied => false | ||
:subreddit => "reddit.com" | ||
:subreddit_id => "t5_6" | ||
:id => "c53" | ||
:retrieved_on => 1473738414 | ||
:body => "still looks like a death trap to me..." | ||
:controversiality => 0 | ||
:ups => 4 | ||
:edited => false | ||
``` | ||
|
||
## DataDeps Catalog | ||
|
||
All monthly comment and submissions files are cataloged and available using [DataDeps.jl](https://github.com/oxinabox/DataDeps.jl). The format for the `datadep` string macros are `reddit-comments-YYYY-MM` for comments and `reddit-submissions-YYYY-MM` for submissions. | ||
|
||
If the file isn't downloaded, you will be prompted to download that archive file before processing. | ||
|
||
```julia | ||
julia> using DataDeps | ||
|
||
julia> more_spez_comments = distill(datadep"reddit-comments-2006-04", filter) | ||
This program has requested access to the data dependency reddit-comments-2006-04. | ||
which is not currently installed. It can be installed automatically, and you will not see this message again. | ||
|
||
Baumgartner, J., Zannettou, S., Keegan, B., Squire, M., & Blackburn, J. (2020, May). | ||
The pushshift reddit dataset. | ||
In Proceedings of the International AAAI Conference on Web and Social Media | ||
(Vol. 14, pp. 830-839). | ||
|
||
|
||
|
||
Do you want to download the dataset from https://files.pushshift.io/reddit/comments/RC_2006-04.bz2 to "~/.julia/datadeps/reddit-comments-2006-04"? | ||
[y/n] | ||
y | ||
|
||
┌ Info: Downloading | ||
│ source = "https://files.pushshift.io/reddit/comments/RC_2006-04.bz2" | ||
│ dest = "~/.julia/datadeps/reddit-comments-2006-04/RC_2006-04.bz2" | ||
│ progress = 1.0 | ||
│ time_taken = "0.51 s" | ||
│ time_remaining = "0.0 s" | ||
│ average_speed = "3.729 MiB/s" | ||
│ downloaded = "1.891 MiB" | ||
│ remaining = "0 bytes" | ||
└ total = "1.891 MiB" | ||
┌ Warning: Checksum not provided, add to the Datadep Registration the following hash line | ||
│ hash = "1e757b8a7dd4b1f7281329ac77cf4a20f59571d59899983fd7f347b24b081516" | ||
|
||
julia> length(more_spez_comments) | ||
19 | ||
``` | ||
|
||
## Multithreaded Support | ||
|
||
If you start Julia with more than one thread available, multithreading will be enabled. It's best to play around with the number of threads for a bit if you're looking to optimize parsing speed, as it depends on how complex your filter is and the decompression algorithm available. For example, slower decompression algorithms (`bz2`) will bottleneck the speed in which you can feed lines from the stream to each thread to parse. For faster algorithms, you may have a strict filter that doesn't result in many lines needing to be fully parsed, making the overhead of coordinating threads costly. | ||
|
||
The number of threads used while parsing will be displayed in the progress bar. | ||
|
||
```bash | ||
$ julia -t 3 | ||
``` | ||
... | ||
|
||
```julia | ||
julia> results = distill(datadep"reddit-comments-2006-04", filter) | ||
File: RC_2006-04.bz2; Threads: 3 ┣ ╱ ╱ ╱ ╱ ╱ ╱ ╱ ╱ ╱ ┫ 19090it 00:01 [35469.7 it/s] | ||
``` | ||
|
||
|
||
## Filtering with `RedditDataFilter` | ||
|
||
Data can be filtered on the `author` or `subreddit` field currently. The filtering is currently disjunctive (OR), so if both `author` and `subreddit` are passed, it will return data from those author(s) OR those subreddit(s). | ||
|
||
In addition, you can control which fields are returned with the `fields` argument. | ||
|
||
All arguments are of type `Vector{String}`, though passing a single string to an argument will convert it to a length 1 `Vector`. | ||
|
||
**Note that no checking of correct field names is done for you, since the fields available change over time** | ||
|
||
``` | ||
julia> using Dates | ||
julia> timestamps_only = RedditDataFilter(fields=["created_utc"]) | ||
julia> timestamp_comments = distill(datadep"reddit-comments-2006-04", timestamps_only) | ||
julia> Dates.unix2datetime(first(timestamp_comments)[:created_utc]) | ||
2006-04-01T00:00:55 | ||
``` | ||
|
||
## Other Usage Notes | ||
|
||
### Exporting | ||
|
||
`distill` returns `Vector{Dict{Symbol,Any}}`, which can be fed into a `DataFrame` from [DataFrames.jl](https://github.com/JuliaData/DataFrames.jl) (not included). | ||
|
||
```julia | ||
julia> using DataFrames, CSV | ||
|
||
julia> spez_comments_df = DataFrame(spez_comments) | ||
|
||
julia> CSV.write("spez_comments.csv", spez_comments_df, quotestrings=true) | ||
``` | ||
|
||
### Managing DataDeps | ||
|
||
Some of the files are large - if you were to download the whole archive it would be over one TB. Because of this, you may want to remove a file after use or change your DataDeps download directory to another drive. | ||
|
||
**Removal** | ||
|
||
```julia | ||
julia> rm(datadep"reddit-comments-2006-04", recursive=true) | ||
``` | ||
|
||
**New Directory** | ||
|
||
```julia | ||
julia> download_path = "/Users/user/pushshift-datadeps" | ||
|
||
julia> mkdir(download_path) | ||
|
||
julia> ENV["DATADEPS_LOAD_PATH"] = download_path | ||
|
||
julia> ENV["DATADEPS_NO_STANDARD_LOAD_PATH"] = true | ||
``` | ||
|
||
|
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,18 @@ | ||
module PushshiftRedditDistiller | ||
|
||
using DataDeps | ||
|
||
export RedditDataFilter, distill | ||
|
||
include("deps.jl") | ||
include("types.jl") | ||
include("distiller.jl") | ||
include("filter.jl") | ||
include("utils.jl") | ||
|
||
function __init__() | ||
init_deps() | ||
end | ||
|
||
|
||
end |
Oops, something went wrong.