{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "056aa255-fda1-4cde-be24-459f6ad2c8b9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/anaconda3/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3165: DtypeWarning: Columns (4) have mixed types.Specify dtype option on import or set low_memory=False.\n", " has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n" ] } ], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv('raw/bq-results-20211206-133858-irtkgx60el7i.csv').drop(['ParentUrl', 'ParentAuthor', 'ParentTime', 'ParentScore'], axis=1)\n", "\n", "# There's a mix of HTML, sanitized links and raw Unicode that we'd like to clean up\n", "df.text = df.text.str.replace('
', '\\n')\n", "strings_to_remove = ['rel=\"nofollow\"', '
', '', '', '', '
', '
', '>']\n",
"email_regex = '[a-zA-Z0-9._-]{0,30}@[a-zA-Z0-9._-]{0,20}\\.[a-zA-Z0-9_-]{2,3}' # for redacting emails\n",
"munged_url_regex = 'http(s)?:\\&\\#.*?\\<\\/a>'\n",
"\n",
"for string in strings_to_remove:\n",
" df.text = df.text.str.replace(string, '')\n",
"\n",
"\n",
"df.text = df.text.replace(email_regex, 'REDACTED_EMAIL', regex=True)\n",
"df.text = df.text.replace(munged_url_regex, '', regex=True)\n",
"\n",
" # fix some unicode issues\n",
"df.text = df.text.str.replace(''', \"'\")\n",
"df.text = df.text.str.replace('/', \"/\")\n",
"df.text = df.text.str.replace(\""\", '\"')\n",
"\n",
"hiring_df = df[df.ParentTitle.str.lower().str.contains('who is hiring')]\n",
"wants_to_be_hired_df = df[df.ParentTitle.str.lower().str.contains('wants to be hired')]\n",
"freelancer_df = df[df.ParentTitle.str.lower().str.contains('freelancer')]\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "57ca7c96-d94c-4e65-8113-da7729558247",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/dan.becker/Desktop/hackernews_hiring_dataset/. is already a clone of https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts. Make sure you pull the latest changes with `repo.git_pull()`.\n",
"Several commits (5) will be pushed upstream.\n",
"The progress bars may be unreliable.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "63ddc30f9ba5420faf6e34f6fa7144fc",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Upload file data/hiring/dataset.arrow: 0%| | 32.0k/78.2M [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "be96819a155b4f17933d3ff82a2fb70d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Upload file data/wants_to_be_hired/dataset.arrow: 0%| | 32.0k/10.8M [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3ef183014a04462e97153ca6673c5f11",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Upload file data/freelancer/dataset.arrow: 0%| | 32.0k/10.6M [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"remote: ----------------------------------------------------------\u001b[33m \n",
"remote: Your push was accepted, but with warnings: \n",
"remote: - warning : empty or missing yaml metadata in card (dansbecker/hackernews_hiring_posts) \n",
"remote: help: please find help at https://huggingface.co/docs/hub/model-repos\u001b[32m \n",
"remote: ---------------------------------------------------------- \n",
"remote: Please find the documentation at: \n",
"remote: https://huggingface.co/docs/hub/model-repos\u001b(B\u001b[m \n",
"remote: ---------------------------------------------------------- \n",
"remote: -------------------------------------------------------------------------\u001b[31m \n",
"remote: Your push was rejected because it contains files larger than 10M. \n",
"remote: Please use https://git-lfs.github.com/ to store larger files.\u001b(B\u001b[m \n",
"remote: ------------------------------------------------------------------------- \n",
"remote: Offending files: \n",
"remote: - raw/bq-results-20211206-133858-irtkgx60el7i.csv (ref: refs/heads/main) \n",
"To https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts\n",
" ! [remote rejected] main -> main (pre-receive hook declined)\n",
"error: failed to push some refs to 'https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts'\n",
"\n"
]
},
{
"ename": "OSError",
"evalue": "remote: ----------------------------------------------------------\u001b[33m \nremote: Your push was accepted, but with warnings: \nremote: - warning : empty or missing yaml metadata in card (dansbecker/hackernews_hiring_posts) \nremote: help: please find help at https://huggingface.co/docs/hub/model-repos\u001b[32m \nremote: ---------------------------------------------------------- \nremote: Please find the documentation at: \nremote: https://huggingface.co/docs/hub/model-repos\u001b(B\u001b[m \nremote: ---------------------------------------------------------- \nremote: -------------------------------------------------------------------------\u001b[31m \nremote: Your push was rejected because it contains files larger than 10M. \nremote: Please use https://git-lfs.github.com/ to store larger files.\u001b(B\u001b[m \nremote: ------------------------------------------------------------------------- \nremote: Offending files: \nremote: - raw/bq-results-20211206-133858-irtkgx60el7i.csv (ref: refs/heads/main) \nTo https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts\n ! [remote rejected] main -> main (pre-receive hook declined)\nerror: failed to push some refs to 'https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts'\n",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mCalledProcessError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/usr/local/anaconda3/lib/python3.8/site-packages/huggingface_hub/repository.py\u001b[0m in \u001b[0;36mgit_push\u001b[0;34m(self, upstream, blocking, auto_lfs_prune)\u001b[0m\n\u001b[1;32m 998\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreturn_code\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 999\u001b[0;31m raise subprocess.CalledProcessError(\n\u001b[0m\u001b[1;32m 1000\u001b[0m \u001b[0mreturn_code\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprocess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstdout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstderr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstderr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mCalledProcessError\u001b[0m: Command '['git', 'push', '--set-upstream', 'origin', 'main']' returned non-zero exit status 1.",
"\nDuring handling of the above exception, another exception occurred:\n",
"\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m