├── .gitignore ├── .npmrc ├── .prettierignore ├── .prettierrc ├── README.md ├── frontend ├── .gitignore ├── index.html ├── package-lock.json ├── package.json ├── public │ └── vite.svg ├── src │ ├── main.ts │ ├── style.css │ ├── typescript.svg │ └── vite-env.d.ts └── tsconfig.json ├── generation ├── all.py ├── download │ ├── channels.py │ ├── members.py │ └── messages.py ├── main.py ├── process │ ├── filters.py │ ├── geojson.py │ ├── graph.py │ ├── labels.py │ └── similarity.py ├── query │ └── random_similarity_indices.py ├── requirements.txt ├── sample.env ├── slack_manifest.json └── util │ └── slack_client.py ├── jsconfig.json ├── package-lock.json ├── package.json ├── postcss.config.js ├── src ├── app.css ├── app.d.ts ├── app.html └── routes │ ├── +layout.svelte │ ├── +page.js │ └── +page.svelte ├── static ├── favicon.png ├── robots.txt └── style.json ├── svelte.config.js ├── tailwind.config.js └── vite.config.js /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | node_modules 3 | /build 4 | /.svelte-kit 5 | /package 6 | .env 7 | .env.* 8 | !.env.example 9 | .vercel 10 | .output 11 | vite.config.js.timestamp-* 12 | vite.config.ts.timestamp-* 13 | /.idea 14 | generation/json_data 15 | generation/output 16 | __pycache__ 17 | 18 | static/geojson.json 19 | *.mbtiles -------------------------------------------------------------------------------- /.npmrc: -------------------------------------------------------------------------------- 1 | engine-strict=true 2 | resolution-mode=highest 3 | -------------------------------------------------------------------------------- /.prettierignore: -------------------------------------------------------------------------------- 1 | .idea 2 | .svelte-kit 3 | .venv 4 | generation -------------------------------------------------------------------------------- /.prettierrc: -------------------------------------------------------------------------------- 1 | { 2 | "plugins": ["prettier-plugin-svelte", "prettier-plugin-tailwindcss"] 3 | } 4 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # 🗺️ Map of the Slack 2 | 3 | A map of all the channels in the slack! 4 | 5 | ## Generating data 6 | 7 | All data generation/processing code is in Python, located in the `generation` directory. 8 | You must first install dependencies (use a venv): 9 | 10 | ``` 11 | pip install -r requirements.txt 12 | python -m spacy download en_core_web_lg 13 | ``` 14 | 15 | Then, create a `.env` file in that directory - use `sample.env` as guidance. 16 | To get started, run the "all" command: 17 | 18 | ``` 19 | python main.py all 20 | ``` 21 | 22 | **This will probably take a very long time**, especially when downloading data! 23 | Last time I ran it, it took about 48 minutes and also used up to 3 gigabytes of RAM. 24 | 25 | After this, you can run each command independently as needed, such as to update data or test new code. 26 | 27 | ## Running the website 28 | 29 | First, install all packages with `npm install`. Then, after generating all data, copy the `geojson.json` file from the `generation/json_data` directory into the `static` directory. 30 | 31 | You can now start the development server with `npm run dev`. 32 | -------------------------------------------------------------------------------- /frontend/.gitignore: -------------------------------------------------------------------------------- 1 | # Logs 2 | logs 3 | *.log 4 | npm-debug.log* 5 | yarn-debug.log* 6 | yarn-error.log* 7 | pnpm-debug.log* 8 | lerna-debug.log* 9 | 10 | node_modules 11 | dist 12 | dist-ssr 13 | *.local 14 | 15 | # Editor directories and files 16 | .vscode/* 17 | !.vscode/extensions.json 18 | .idea 19 | .DS_Store 20 | *.suo 21 | *.ntvs* 22 | *.njsproj 23 | *.sln 24 | *.sw? 25 | 26 | public/data 27 | -------------------------------------------------------------------------------- /frontend/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | Map of the Slack 8 | 9 | 10 |
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"optional": true 848 | }, 849 | "lightningcss": { 850 | "optional": true 851 | }, 852 | "sass": { 853 | "optional": true 854 | }, 855 | "sass-embedded": { 856 | "optional": true 857 | }, 858 | "stylus": { 859 | "optional": true 860 | }, 861 | "sugarss": { 862 | "optional": true 863 | }, 864 | "terser": { 865 | "optional": true 866 | } 867 | } 868 | } 869 | } 870 | } 871 | -------------------------------------------------------------------------------- /frontend/package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "frontend", 3 | "private": true, 4 | "version": "0.0.0", 5 | "type": "module", 6 | "scripts": { 7 | "dev": "vite", 8 | "build": "tsc && vite build", 9 | "preview": "vite preview" 10 | }, 11 | "devDependencies": { 12 | "typescript": "^5.5.3", 13 | "vite": "^5.4.1" 14 | }, 15 | "dependencies": { 16 | "graphology": "^0.25.4", 17 | "sigma": "^3.0.0-beta.30" 18 | } 19 | } 20 | -------------------------------------------------------------------------------- /frontend/public/vite.svg: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /frontend/src/main.ts: -------------------------------------------------------------------------------- 1 | import "./style.css"; 2 | import Graph from "graphology"; 3 | import Sigma from "sigma"; 4 | 5 | const graph = new Graph(); 6 | 7 | const nodesReq = fetch("/data/nodes.json").then((r) => r.json()); 8 | const edgesReq = fetch("/data/edges.json").then((r) => r.json()); 9 | const channelsReq = fetch("/data/filtered_channels.json").then((r) => r.json()); 10 | 11 | Promise.all([nodesReq, edgesReq, channelsReq]).then( 12 | ([nodes, edges, channels]) => { 13 | console.log(nodes); 14 | for (const node in nodes) { 15 | const name = channels.find((c: any) => c.id === node).name; 16 | graph.addNode(node, { 17 | label: name, 18 | x: nodes[node][0], 19 | y: nodes[node][1], 20 | size: 2, 21 | }); 22 | } 23 | 24 | for (const edge of edges) { 25 | graph.addEdge(edge.split("-")[0], edge.split("-")[1], { size: 0.5 }); 26 | } 27 | 28 | const sigmaInstance = new Sigma(graph, document.getElementById("app")!); 29 | }, 30 | ); 31 | -------------------------------------------------------------------------------- /frontend/src/style.css: -------------------------------------------------------------------------------- 1 | #app { 2 | height: 100vh; 3 | width: 100vw; 4 | } 5 | -------------------------------------------------------------------------------- /frontend/src/typescript.svg: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /frontend/src/vite-env.d.ts: -------------------------------------------------------------------------------- 1 | /// 2 | -------------------------------------------------------------------------------- /frontend/tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "target": "ES2020", 4 | "useDefineForClassFields": true, 5 | "module": "ESNext", 6 | "lib": ["ES2020", "DOM", "DOM.Iterable"], 7 | "skipLibCheck": true, 8 | 9 | /* Bundler mode */ 10 | "moduleResolution": "bundler", 11 | "allowImportingTsExtensions": true, 12 | "isolatedModules": true, 13 | "moduleDetection": "force", 14 | "noEmit": true, 15 | 16 | /* Linting */ 17 | "strict": true, 18 | "noUnusedLocals": true, 19 | "noUnusedParameters": true, 20 | "noFallthroughCasesInSwitch": true 21 | }, 22 | "include": ["src"] 23 | } 24 | -------------------------------------------------------------------------------- /generation/all.py: -------------------------------------------------------------------------------- 1 | from shutil import rmtree 2 | from os.path import exists 3 | import threading 4 | 5 | from download.channels import download_channels 6 | from download.messages import download_messages 7 | from download.members import download_members 8 | from process.similarity import process_similarity 9 | from process.labels import process_labels 10 | from process.filters import process_filters 11 | from process.graph import process_graph 12 | from process.geojson import process_geojson 13 | 14 | def run_all(): 15 | if exists("json_data"): 16 | rmtree("json_data") 17 | 18 | download_channels() 19 | 20 | t1 = threading.Thread(target=download_messages) 21 | t2 = threading.Thread(target=download_members) 22 | t1.start() 23 | t2.start() 24 | t1.join() 25 | t2.join() 26 | 27 | process_filters() 28 | process_labels() 29 | process_similarity() 30 | process_graph() 31 | process_geojson() -------------------------------------------------------------------------------- /generation/download/channels.py: -------------------------------------------------------------------------------- 1 | import json 2 | import click 3 | import util.slack_client as slack_client 4 | import os 5 | 6 | def download_channels(): 7 | client = slack_client.getClient() 8 | 9 | conversations = [] 10 | 11 | with click.progressbar(length=1000, label="Downloading public Slack channels...") as bar: 12 | currentConversationsRes = client.conversations_list(limit=1000, types='public_channel') 13 | 14 | while currentConversationsRes['response_metadata']['next_cursor'] != '': 15 | conversations += currentConversationsRes['channels'] 16 | 17 | currentConversationsRes = client.conversations_list(limit=1000, cursor=currentConversationsRes['response_metadata']['next_cursor']) 18 | if currentConversationsRes['response_metadata']['next_cursor'] == '': 19 | progress = 1 20 | else: 21 | progress = float(len(conversations)) / float(len(conversations) + 1000) 22 | 23 | bar.pos = int(progress * 999) + 1 24 | bar.update(1) 25 | 26 | with click.progressbar(length=1000, label="Downloading private Slack channels...") as bar: 27 | currentConversationsRes = client.conversations_list(limit=1000, types='private_channel') 28 | 29 | while currentConversationsRes['response_metadata']['next_cursor'] != '': 30 | conversations += currentConversationsRes['channels'] 31 | 32 | currentConversationsRes = client.conversations_list(limit=1000, cursor=currentConversationsRes['response_metadata']['next_cursor']) 33 | if currentConversationsRes['response_metadata']['next_cursor'] == '': 34 | progress = 1 35 | else: 36 | progress = float(len(conversations)) / float(len(conversations) + 1000) 37 | 38 | bar.pos = int(progress * 999) + 1 39 | bar.update(1) 40 | 41 | bar.update(1000) 42 | 43 | conversations += currentConversationsRes['channels'] 44 | conversations.sort(key=lambda x: x['name']) 45 | 46 | conversations = filter(lambda x: x['is_archived'] == False and not x['name'].startswith('zzz-') and x['num_members'] > 10, conversations) 47 | conversations = list(conversations) 48 | 49 | channelJson = json.dumps(conversations) 50 | 51 | if not os.path.exists("json_data"): 52 | os.mkdir("json_data") 53 | 54 | file = open('json_data/channels.json', 'w', encoding='utf-8') 55 | file.write(channelJson) 56 | 57 | return conversations 58 | 59 | -------------------------------------------------------------------------------- /generation/download/members.py: -------------------------------------------------------------------------------- 1 | import json 2 | import click 3 | import os 4 | from os.path import exists 5 | import util.slack_client as slack_client 6 | 7 | def download_members(): 8 | client = slack_client.getClient() 9 | 10 | if not exists("json_data/channels.json"): 11 | click.echo("Channels not downloaded. Please run `python main.py download channels` first.") 12 | return 13 | 14 | channelsFile = open('json_data/channels.json', 'r', encoding='utf-8') 15 | channels = json.loads(channelsFile.read()) 16 | 17 | existingMembers = {} 18 | 19 | if exists("json_data/members.json"): 20 | membersFile = open('json_data/members.json', 'r', encoding='utf-8') 21 | existingMembers = json.loads(membersFile.read()) 22 | 23 | members = {} 24 | 25 | with click.progressbar(channels, label="Downloading channel members...") as bar: 26 | for channel in bar: 27 | if channel['id'] in existingMembers: 28 | members[channel['id']] = existingMembers[channel['id']] 29 | continue 30 | 31 | currentMembersRes = client.conversations_members(limit=1000, channel=channel['id']) 32 | 33 | members[channel['id']] = [] 34 | 35 | while currentMembersRes['response_metadata']['next_cursor'] != '': 36 | members[channel['id']] += currentMembersRes['members'] 37 | 38 | currentMembersRes = client.conversations_members(limit=1000, channel=channel['id'], cursor=currentMembersRes['response_metadata']['next_cursor']) 39 | 40 | 41 | members[channel['id']] += currentMembersRes['members'] 42 | 43 | if not os.path.exists("json_data"): 44 | os.mkdir("json_data") 45 | 46 | membersJson = json.dumps(members) 47 | membersFile = open('json_data/members.json', 'w', encoding='utf-8') 48 | membersFile.write(membersJson) 49 | 50 | return members -------------------------------------------------------------------------------- /generation/download/messages.py: -------------------------------------------------------------------------------- 1 | import json 2 | import click 3 | import os 4 | from os.path import exists 5 | import util.slack_client as slack_client 6 | 7 | def download_messages(): 8 | client = slack_client.getClient() 9 | 10 | if not exists("json_data/channels.json"): 11 | click.echo("Channels not downloaded. Please run `python main.py download channels` first.") 12 | return 13 | 14 | channelsFile = open('json_data/channels.json', 'r', encoding='utf-8') 15 | channels = json.loads(channelsFile.read()) 16 | 17 | existingMessages = {} 18 | 19 | if exists("json_data/messages.json"): 20 | existingFile = open('json_data/messages.json', 'r', encoding='utf-8') 21 | existingMessages = json.loads(existingFile.read()) 22 | 23 | messages = {} 24 | 25 | with click.progressbar(channels, label="Downloading channel messages...") as bar: 26 | for channel in bar: 27 | if channel['id'] in existingMessages: 28 | messages[channel['id']] = existingMessages[channel['id']] 29 | continue 30 | 31 | if channel["is_private"] == False: 32 | client.conversations_join(channel=channel['id']) 33 | 34 | res = client.conversations_history(channel=channel['id'], limit=300) 35 | 36 | messages[channel['id']] = res['messages'] 37 | 38 | if not os.path.exists("json_data"): 39 | os.mkdir("json_data") 40 | 41 | messagesJson = json.dumps(messages) 42 | messagesFile = open('json_data/messages.json', 'w', encoding='utf-8') 43 | messagesFile.write(messagesJson) 44 | 45 | return messages -------------------------------------------------------------------------------- /generation/main.py: -------------------------------------------------------------------------------- 1 | import click 2 | from dotenv import load_dotenv 3 | 4 | from download.channels import download_channels 5 | from download.messages import download_messages 6 | from download.members import download_members 7 | from process.similarity import process_similarity 8 | from process.labels import process_labels 9 | from process.filters import process_filters 10 | from process.graph import process_graph 11 | from process.geojson import process_geojson 12 | from query.random_similarity_indices import query_random_similarity_indices 13 | from all import run_all 14 | 15 | load_dotenv() 16 | 17 | @click.group() 18 | def root(): 19 | pass 20 | 21 | @root.command() 22 | def all(): 23 | run_all() 24 | 25 | @root.group() 26 | def download(): 27 | pass 28 | 29 | @download.command() 30 | def channels(): 31 | download_channels() 32 | 33 | @download.command() 34 | def messages(): 35 | download_messages() 36 | 37 | @download.command() 38 | def members(): 39 | download_members() 40 | 41 | @root.group() 42 | def process(): 43 | pass 44 | 45 | @process.command() 46 | def similarity(): 47 | process_similarity() 48 | 49 | @process.command() 50 | def labels(): 51 | process_labels() 52 | 53 | @process.command() 54 | def filters(): 55 | process_filters() 56 | 57 | @process.command() 58 | def graph(): 59 | process_graph() 60 | 61 | @process.command() 62 | def geojson(): 63 | process_geojson() 64 | 65 | @root.group() 66 | def query(): 67 | pass 68 | 69 | @query.command() 70 | def random_similarity_indices(): 71 | query_random_similarity_indices() 72 | 73 | if __name__ == '__main__': 74 | root() 75 | 76 | 77 | -------------------------------------------------------------------------------- /generation/process/filters.py: -------------------------------------------------------------------------------- 1 | import json 2 | import click 3 | from os.path import exists 4 | from time import time 5 | 6 | def process_filters(): 7 | if not exists("json_data/channels.json"): 8 | click.echo("Channels not downloaded. Please run `python main.py download channels` first.") 9 | return 10 | 11 | channelsFile = open('json_data/channels.json', 'r', encoding='utf-8') 12 | channels = json.loads(channelsFile.read()) 13 | 14 | if not exists("json_data/messages.json"): 15 | click.echo("Messages not downloaded. Please run `python main.py download messages` first.") 16 | return 17 | 18 | messagesFile = open('json_data/messages.json', 'r', encoding='utf-8') 19 | raw_messages = json.loads(messagesFile.read()) 20 | 21 | filtered_channels = [] 22 | 23 | with click.progressbar(channels, label="Filtering channels...") as bar: 24 | for channel in bar: 25 | def is_usr_msg(m): 26 | if "subtype" in m: 27 | return False 28 | else: 29 | return True 30 | 31 | filtered_messages = list(filter(is_usr_msg, raw_messages[channel["id"]])) 32 | 33 | if len(filtered_messages) == 0: 34 | continue 35 | 36 | def get_ts(m): 37 | return float(m["ts"]) 38 | 39 | sorted_messages = filtered_messages 40 | sorted_messages.sort(key=get_ts, reverse=True) 41 | 42 | # has messages within a year 43 | has_recent_messages = time() - float(sorted_messages[0]["ts"]) < 31536000 44 | 45 | if (has_recent_messages): 46 | filtered_channels.append(channel) 47 | 48 | filtered_channels_json = json.dumps(filtered_channels) 49 | filtered_channels_file = open('json_data/filtered_channels.json', 'w', encoding='utf-8') 50 | filtered_channels_file.write(filtered_channels_json) 51 | 52 | return filtered_channels -------------------------------------------------------------------------------- /generation/process/geojson.py: -------------------------------------------------------------------------------- 1 | import click 2 | from os.path import exists 3 | import json 4 | 5 | def process_geojson(): 6 | if not exists("json_data/filtered_channels.json"): 7 | click.echo("Channels not filtered. Please run `python main.py process filters` first.") 8 | return 9 | 10 | channelsFile = open('json_data/filtered_channels.json', 'r', encoding='utf-8') 11 | channels = list(json.loads(channelsFile.read())) 12 | 13 | if not exists("json_data/nodes.json"): 14 | click.echo("Map nodes not generated. Please run `python main.py process graph` first.") 15 | return 16 | 17 | nodes_file = open('json_data/nodes.json', 'r', encoding='utf-8') 18 | nodes = dict(json.loads(nodes_file.read())) 19 | 20 | edges_file = open('json_data/edges.json', 'r', encoding='utf-8') 21 | edges = list(json.loads(edges_file.read())) 22 | 23 | click.echo("Generating geojson...") 24 | 25 | geojsons = [] 26 | for node in nodes.keys(): 27 | geojson = { 28 | "type": "Feature", 29 | "geometry": { 30 | "type": "Point", 31 | "coordinates": nodes[node] 32 | }, 33 | "properties": { 34 | "name": find_channel(channels, node)["name"] 35 | } 36 | } 37 | geojsons.append(geojson) 38 | 39 | lines = [] 40 | for edge in edges: 41 | edgeA = edge.split('-')[0] 42 | edgeB = edge.split('-')[1] 43 | geojson = [nodes[edgeA], nodes[edgeB]] 44 | lines.append(geojson) 45 | 46 | geojsons.append({ 47 | "type": "Feature", 48 | "geometry": { 49 | "type": "MultiLineString", 50 | "coordinates": lines 51 | }, 52 | "properties": { 53 | "name": "Connections" 54 | } 55 | }) 56 | 57 | full_geojson = { 58 | "type": "FeatureCollection", 59 | "features": geojsons 60 | } 61 | 62 | geojson_json = json.dumps(full_geojson) 63 | geojson_file = open('json_data/geojson.json', 'w', encoding='utf-8') 64 | geojson_file.write(geojson_json) 65 | 66 | def find_channel(channels, node): 67 | for channel in channels: 68 | if channel["id"] == node: 69 | return channel 70 | 71 | -------------------------------------------------------------------------------- /generation/process/graph.py: -------------------------------------------------------------------------------- 1 | import json 2 | import click 3 | import igraph as ig 4 | from os.path import exists 5 | import re 6 | 7 | def find_channel_name(channels, channelId): 8 | for channel in channels: 9 | if channel["id"] == channelId: 10 | return channel["name"] 11 | 12 | def process_graph(): 13 | g = ig.Graph() 14 | 15 | if not exists("json_data/similarity_indices.json"): 16 | click.echo("Similarities not processed. Please run `python main.py process similarity` first.") 17 | return 18 | 19 | file = open("json_data/similarity_indices.json", "r", encoding="utf-8") 20 | data = dict(json.load(file)) 21 | 22 | edges = [] 23 | 24 | with click.progressbar(list(data.items()), label="Building graph...") as bar: 25 | for (key, value) in bar: 26 | if float(value) < 0.2: 27 | continue 28 | 29 | channelA = str(key).split('-')[0] 30 | channelB = str(key).split('-')[1] 31 | 32 | try: 33 | g.vs.find(name=channelA) 34 | except: 35 | g.add_vertex(channelA) 36 | 37 | try: 38 | g.vs.find(name=channelB) 39 | except: 40 | g.add_vertex(channelB) 41 | 42 | g.add_edge(channelA, channelB, weight=float(value)) 43 | edges.append(f'{channelA}-{channelB}') 44 | 45 | click.echo("Plotting graph...") 46 | 47 | clustered = g.community_leiden(weights=g.es["weight"], resolution=0.1, n_iterations=50) 48 | click.echo(clustered.summary()) 49 | layout = g.layout("drl") 50 | 51 | cplot = ig.plot(clustered, None, layout=layout, bbox=(50, 50)) 52 | objstr = re.split(r'\[\s*\d\] ', str(cplot._objects[0][0])) 53 | objstr.pop(0) 54 | 55 | def mapc(c: str): 56 | ids = c.strip().split(',') 57 | ids = map(lambda id: id.strip(), ids) 58 | 59 | return ids 60 | 61 | clusters = map(mapc, objstr) 62 | objects = [] 63 | for cluster in clusters: 64 | for obj in cluster: 65 | # click.echo(obj) 66 | for n in obj.split('\n'): 67 | objects.append(re.split(r'\[.+\] ', n)[-1]) 68 | # click.echo("cluster") 69 | 70 | nodes = {} 71 | for i in range(len(objects)): 72 | key = objects[i] 73 | nodes[key] = cplot._objects[0][5]['layout'].__dict__['_coords'][i] 74 | 75 | nodes_json = json.dumps(nodes) 76 | nodes_file = open('json_data/nodes.json', 'w', encoding='utf-8') 77 | nodes_file.write(nodes_json) 78 | 79 | edges_json = json.dumps(edges) 80 | edges_file = open('json_data/edges.json', 'w', encoding='utf-8') 81 | edges_file.write(edges_json) -------------------------------------------------------------------------------- /generation/process/labels.py: -------------------------------------------------------------------------------- 1 | import json 2 | import spacy 3 | import click 4 | from os.path import exists 5 | 6 | def process_labels(): 7 | if not exists("json_data/filtered_channels.json"): 8 | click.echo("Channels not filtered. Please run `python main.py process filters` first.") 9 | return 10 | 11 | channelsFile = open('json_data/filtered_channels.json', 'r', encoding='utf-8') 12 | channels = json.loads(channelsFile.read()) 13 | 14 | if not exists("json_data/messages.json"): 15 | click.echo("Messages not downloaded. Please run `python main.py download messages` first.") 16 | return 17 | 18 | messagesFile = open('json_data/messages.json', 'r', encoding='utf-8') 19 | raw_messages = json.loads(messagesFile.read()) 20 | 21 | if not exists("json_data/members.json"): 22 | click.echo("Members not downloaded. Please run `python main.py download members` first.") 23 | return 24 | 25 | membersFile = open('json_data/members.json', 'r', encoding='utf-8') 26 | members = json.loads(membersFile.read()) 27 | 28 | nlp = spacy.load("en_core_web_lg") 29 | 30 | all_labels = {} 31 | 32 | with click.progressbar(channels, label="Generating labels...") as bar: 33 | for channel in bar: 34 | num_str = "" 35 | num = channel['num_members'] 36 | 37 | if num > 1000: 38 | num_str = "nm-2xl" 39 | elif num > 500: 40 | num_str = "nm-xl" 41 | elif num > 100: 42 | num_str = "nm-lg" 43 | elif num > 50: 44 | num_str = "nm-md" 45 | elif num > 20: 46 | num_str = "nm-sm" 47 | else: 48 | num_str = "nm-xs" 49 | 50 | description = channel['purpose']['value'] 51 | topic = channel['topic']['value'] 52 | 53 | messages_str = "" 54 | msgs = raw_messages[channel['id']] 55 | 56 | for message in msgs: 57 | if 'text' in message: 58 | messages_str = messages_str + " " + message['text'] 59 | 60 | nameBits = map(lambda b: (b, 10), channel['name'].split('-')) 61 | member_labels = map(lambda m: (m, 5), members[channel['id']]) 62 | descDoc = nlp(description[0:1000000]) 63 | topicDoc = nlp(topic) 64 | # Limiting to 1 million characters to avoid memory issues 65 | msgDoc = nlp(messages_str[0:1000000]) 66 | 67 | channel_labels = [*nameBits, *member_labels, (num_str, 5)] 68 | 69 | for ent in descDoc.ents: 70 | channel_labels.append((ent.text, 10)) 71 | 72 | for ent in topicDoc.ents: 73 | channel_labels.append((ent.text, 10)) 74 | 75 | for ent in msgDoc.ents: 76 | try: 77 | int(ent.text) 78 | except: 79 | channel_labels.append((ent.text, 3)) 80 | 81 | all_labels[channel['id']] = channel_labels 82 | 83 | labels_json = json.dumps(all_labels) 84 | channelsFile = open('json_data/labels.json', 'w', encoding='utf-8') 85 | channelsFile.write(labels_json) 86 | 87 | return all_labels -------------------------------------------------------------------------------- /generation/process/similarity.py: -------------------------------------------------------------------------------- 1 | import json 2 | from os.path import exists 3 | import click 4 | 5 | def process_similarity(): 6 | if not exists("json_data/labels.json"): 7 | click.echo("Labels not generated. Please run `python main.py process labels` first.") 8 | return 9 | 10 | labelsFile = open('json_data/labels.json', 'r', encoding='utf-8') 11 | labels = json.loads(labelsFile.read()) 12 | 13 | indices = {} 14 | 15 | with click.progressbar(labels, label="Generating similarity indices...") as bar: 16 | for channelA in bar: 17 | for channelB in labels: 18 | if channelA == channelB: 19 | continue 20 | 21 | channelALabels = list(map(lambda l: l[0], labels[channelA])) 22 | channelBLabels = list(map(lambda l: l[0], labels[channelB])) 23 | sum = labels[channelA] + labels[channelB] 24 | union = [] 25 | added = [] 26 | for l in sum: 27 | if not l[0] in added: 28 | union.append(l) 29 | added.append(l[0]) 30 | 31 | channelAList = list(map(lambda l: int(l[0] in channelALabels) * l[1], union)) 32 | channelBList = list(map(lambda l: int(l[0] in channelBLabels) * l[1], union)) 33 | 34 | numerator = 0; 35 | for i in range(len(channelAList)): 36 | numerator += min(channelAList[i], channelBList[i]) 37 | 38 | denominator = 0; 39 | for i in range(len(channelAList)): 40 | denominator += max(channelAList[i], channelBList[i]) 41 | 42 | jaccard = numerator / denominator 43 | 44 | indices[channelA + "-" + channelB] = jaccard 45 | 46 | similarityIndicesFile = open('json_data/similarity_indices.json', 'w', encoding='utf-8') 47 | similarityIndicesFile.write(json.dumps(indices)) 48 | 49 | return indices -------------------------------------------------------------------------------- /generation/query/random_similarity_indices.py: -------------------------------------------------------------------------------- 1 | import random 2 | import json 3 | from os.path import exists 4 | import click 5 | 6 | def query_random_similarity_indices(): 7 | if not exists("json_data/similarity_indices.json"): 8 | click.echo("Similarities not processed. Please run `python main.py process similarity` first.") 9 | return 10 | 11 | file = open("json_data/similarity_indices.json", "r", encoding="utf-8") 12 | similarity_indices = json.loads(file.read()) 13 | 14 | rand_indices = random.choices(list(similarity_indices.keys()), k=10) 15 | 16 | for i in range(0, len(rand_indices)): 17 | print(rand_indices[i] + ": " + str(similarity_indices[rand_indices[i]])) 18 | 19 | return rand_indices 20 | -------------------------------------------------------------------------------- /generation/requirements.txt: -------------------------------------------------------------------------------- 1 | annotated-types==0.6.0 2 | blis==0.7.11 3 | catalogue==2.0.10 4 | certifi==2023.7.22 5 | charset-normalizer==3.3.1 6 | click==8.1.7 7 | cloudpathlib==0.16.0 8 | confection==0.1.3 9 | cymem==2.0.8 10 | idna==3.4 11 | igraph==0.11.5 12 | Jinja2==3.1.2 13 | langcodes==3.3.0 14 | MarkupSafe==2.1.3 15 | murmurhash==1.0.10 16 | numpy==1.26.1 17 | packaging==23.2 18 | preshed==3.0.9 19 | pycairo==1.26.0 20 | pydantic==2.4.2 21 | pydantic_core==2.10.1 22 | python-dotenv==1.0.0 23 | requests==2.31.0 24 | slack-sdk==3.23.0 25 | smart-open==6.4.0 26 | spacy==3.7.2 27 | spacy-legacy==3.0.12 28 | spacy-loggers==1.0.5 29 | srsly==2.4.8 30 | texttable==1.7.0 31 | thinc==8.2.1 32 | tqdm==4.66.1 33 | typer==0.9.0 34 | typing_extensions==4.8.0 35 | urllib3==2.0.7 36 | wasabi==1.1.2 37 | weasel==0.3.3 38 | -------------------------------------------------------------------------------- /generation/sample.env: -------------------------------------------------------------------------------- 1 | # Bot token from Slack API, starts with xoxb 2 | SLACK_BOT_TOKEN= -------------------------------------------------------------------------------- /generation/slack_manifest.json: -------------------------------------------------------------------------------- 1 | { 2 | "display_information": { 3 | "name": "Map of the Slack" 4 | }, 5 | "features": { 6 | "bot_user": { 7 | "display_name": "Map of the Slack", 8 | "always_online": false 9 | } 10 | }, 11 | "oauth_config": { 12 | "scopes": { 13 | "bot": [ 14 | "channels:history", 15 | "channels:join", 16 | "channels:read", 17 | "groups:history", 18 | "groups:read" 19 | ] 20 | } 21 | }, 22 | "settings": { 23 | "org_deploy_enabled": false, 24 | "socket_mode_enabled": false, 25 | "token_rotation_enabled": false 26 | } 27 | } 28 | -------------------------------------------------------------------------------- /generation/util/slack_client.py: -------------------------------------------------------------------------------- 1 | from slack_sdk.http_retry.builtin_handlers import RateLimitErrorRetryHandler 2 | from slack_sdk.web import WebClient 3 | import os 4 | 5 | def getClient(): 6 | client = WebClient(token=os.environ["SLACK_BOT_TOKEN"]) 7 | rate_limit_handler = RateLimitErrorRetryHandler(max_retry_count=1) 8 | 9 | client.retry_handlers.append(rate_limit_handler) 10 | 11 | return client -------------------------------------------------------------------------------- /jsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "extends": "./.svelte-kit/tsconfig.json", 3 | "compilerOptions": { 4 | "allowJs": true, 5 | "checkJs": true, 6 | "esModuleInterop": true, 7 | "forceConsistentCasingInFileNames": true, 8 | "resolveJsonModule": true, 9 | "skipLibCheck": true, 10 | "sourceMap": true, 11 | "strict": true 12 | } 13 | // Path aliases are handled by https://kit.svelte.dev/docs/configuration#alias and https://kit.svelte.dev/docs/configuration#files 14 | // 15 | // If you want to overwrite includes/excludes, make sure to copy over the relevant includes/excludes 16 | // from the referenced tsconfig.json - TypeScript does not merge them in 17 | } 18 | -------------------------------------------------------------------------------- /package-lock.json: 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"ansi-regex": "^5.0.1" 3412 | }, 3413 | "engines": { 3414 | "node": ">=8" 3415 | } 3416 | }, 3417 | "node_modules/wrappy": { 3418 | "version": "1.0.2", 3419 | "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz", 3420 | "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==", 3421 | "dev": true 3422 | }, 3423 | "node_modules/yaml": { 3424 | "version": "2.4.2", 3425 | "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.4.2.tgz", 3426 | "integrity": "sha512-B3VqDZ+JAg1nZpaEmWtTXUlBneoGx6CPM9b0TENK6aoSu5t73dItudwdgmi6tHlIZZId4dZ9skcAQ2UbcyAeVA==", 3427 | "dev": true, 3428 | "bin": { 3429 | "yaml": "bin.mjs" 3430 | }, 3431 | "engines": { 3432 | "node": ">= 14" 3433 | } 3434 | } 3435 | } 3436 | } 3437 | -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "map-of-the-slack", 3 | "version": "0.0.1", 4 | "scripts": { 5 | "dev": "vite dev", 6 | "build": "vite build", 7 | "preview": "vite preview", 8 | "check": "svelte-kit sync && svelte-check --tsconfig ./jsconfig.json", 9 | "check:watch": "svelte-kit sync && svelte-check --tsconfig ./jsconfig.json --watch" 10 | }, 11 | "devDependencies": { 12 | "@fontsource/fira-mono": "^4.5.10", 13 | "@neoconfetti/svelte": "^1.0.0", 14 | "@sveltejs/adapter-auto": "^2.0.0", 15 | "@sveltejs/kit": "^1.5.0", 16 | "@types/cookie": "^0.5.1", 17 | "autoprefixer": "^10.4.19", 18 | "postcss": "^8.4.38", 19 | "prettier": "^3.2.5", 20 | "prettier-plugin-svelte": "^3.2.3", 21 | "prettier-plugin-tailwindcss": "^0.5.14", 22 | "prisma": "^4.15.0", 23 | "svelte": "^3.54.0", 24 | "svelte-check": "^3.0.1", 25 | "tailwindcss": "^3.4.3", 26 | "typescript": "^5.0.0", 27 | "vite": "^4.3.0" 28 | }, 29 | "type": "module", 30 | "dependencies": { 31 | "@prisma/client": "^4.15.0", 32 | "svelte-maplibre": "^0.7.5" 33 | } 34 | } 35 | -------------------------------------------------------------------------------- /postcss.config.js: -------------------------------------------------------------------------------- 1 | export default { 2 | plugins: { 3 | tailwindcss: {}, 4 | autoprefixer: {}, 5 | }, 6 | }; 7 | -------------------------------------------------------------------------------- /src/app.css: -------------------------------------------------------------------------------- 1 | @tailwind base; 2 | @tailwind components; 3 | @tailwind utilities; 4 | -------------------------------------------------------------------------------- /src/app.d.ts: -------------------------------------------------------------------------------- 1 | // See https://kit.svelte.dev/docs/types#app 2 | // for information about these interfaces 3 | declare global { 4 | namespace App { 5 | // interface Error {} 6 | // interface Locals {} 7 | // interface PageData {} 8 | // interface Platform {} 9 | } 10 | } 11 | 12 | export {}; 13 | -------------------------------------------------------------------------------- /src/app.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | %sveltekit.head% 8 | 9 | 10 |
%sveltekit.body%
11 | 12 | 13 | -------------------------------------------------------------------------------- /src/routes/+layout.svelte: -------------------------------------------------------------------------------- 1 | 4 | 5 | 6 | Hack Club's Map of the Slack 7 | 11 | 12 | 13 |
14 |

15 | Hack Club's Map of the Slack 16 |

17 |
18 | 19 |
20 |
21 | -------------------------------------------------------------------------------- /src/routes/+page.js: -------------------------------------------------------------------------------- 1 | // since there's no dynamic data here, we can prerender 2 | // it so that it gets served as a static asset in production 3 | export const prerender = true; 4 | 5 | /** @type {import('./$types').PageLoad} */ 6 | export async function load({ fetch }) { 7 | const nodes = await (await fetch("/geojson.json")).json(); 8 | 9 | return { 10 | nodes, 11 | }; 12 | } 13 | -------------------------------------------------------------------------------- /src/routes/+page.svelte: -------------------------------------------------------------------------------- 1 | 6 | 7 |
8 | 14 | 15 | 16 | {@const props = feature.properties} 17 | {#if props?.name !== "Connections"} 18 |
19 | 29 |
30 | {props?.name} 31 | {/if} 32 | 33 | 41 | 42 | 43 |
44 | 45 | 50 | -------------------------------------------------------------------------------- /static/favicon.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hackclub/map-of-the-slack/fbba17204f0f35596476958629968450605129d3/static/favicon.png -------------------------------------------------------------------------------- /static/robots.txt: -------------------------------------------------------------------------------- 1 | # https://www.robotstxt.org/robotstxt.html 2 | User-agent: * 3 | Disallow: 4 | -------------------------------------------------------------------------------- /static/style.json: -------------------------------------------------------------------------------- 1 | { 2 | "version": 8, 3 | "name": "Empty", 4 | "sources": {}, 5 | "layers": [ 6 | { 7 | "id": "background", 8 | "type": "background", 9 | "paint": { 10 | "background-color": "rgba(0,0,0,0)" 11 | } 12 | } 13 | ] 14 | } 15 | -------------------------------------------------------------------------------- /svelte.config.js: -------------------------------------------------------------------------------- 1 | import adapter from "@sveltejs/adapter-auto"; 2 | import { vitePreprocess } from "@sveltejs/vite-plugin-svelte"; 3 | 4 | /** @type {import('@sveltejs/kit').Config} */ 5 | const config = { 6 | kit: { 7 | // adapter-auto only supports some environments, see https://kit.svelte.dev/docs/adapter-auto for a list. 8 | // If your environment is not supported or you settled on a specific environment, switch out the adapter. 9 | // See https://kit.svelte.dev/docs/adapters for more information about adapters. 10 | adapter: adapter(), 11 | }, 12 | preprocess: vitePreprocess(), 13 | }; 14 | 15 | export default config; 16 | -------------------------------------------------------------------------------- /tailwind.config.js: -------------------------------------------------------------------------------- 1 | /** @type {import('tailwindcss').Config} */ 2 | export default { 3 | content: ["./src/**/*.{html,js,svelte,ts}"], 4 | theme: { 5 | extend: {}, 6 | }, 7 | plugins: [], 8 | }; 9 | -------------------------------------------------------------------------------- /vite.config.js: -------------------------------------------------------------------------------- 1 | import { sveltekit } from "@sveltejs/kit/vite"; 2 | import { defineConfig } from "vite"; 3 | 4 | export default defineConfig({ 5 | plugins: [sveltekit()], 6 | }); 7 | --------------------------------------------------------------------------------