Datasets:

dansbecker
/

hackernews_hiring_posts

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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",
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "df = pd.read_csv('./bq-results-20211206-133858-irtkgx60el7i.csv').drop(['ParentUrl', 'ParentAuthor', 'ParentTime', 'ParentScore'], axis=1)\n",
+    "df.text = df.text.str.replace('<p>', '\\n')\n",
+    "strings_to_remove = ['rel=\"nofollow\"', '<pre>', '</pre>', '<i>', '</i>', '<code>', '</code>', '&gt;']\n",
+    "email_regex = '[a-zA-Z0-9._-]{0,30}@[a-zA-Z0-9._-]{0,20}\\.[a-zA-Z0-9_-]{2,3}'\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('&#x27;', \"'\")\n",
+    "df.text = df.text.str.replace('&#x2F;', \"/\")\n",
+    "df.text = df.text.str.replace(\"&quot;\", '\"')\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": 24,
+   "id": "1ee19b74-2085-40d8-b9d2-51b526f4d438",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import datasets\n",
+    "from huggingface_hub import create_repo\n",
+    "from huggingface_hub import Repository"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "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"
+     ]
+    },
+    {
+     "ename": "OSError",
+     "evalue": "fatal: pathspec 'hackernews_hiring_dataset/data/*' did not match any files\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_add\u001b[0;34m(self, pattern, auto_lfs_track)\u001b[0m\n\u001b[1;32m    908\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 909\u001b[0;31m             result = subprocess.run(\n\u001b[0m\u001b[1;32m    910\u001b[0m                 \u001b[0;34m[\u001b[0m\u001b[0;34m\"git\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"add\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"-v\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpattern\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/local/anaconda3/lib/python3.8/subprocess.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(input, capture_output, timeout, check, *popenargs, **kwargs)\u001b[0m\n\u001b[1;32m    515\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcheck\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mretcode\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 516\u001b[0;31m             raise CalledProcessError(retcode, process.args,\n\u001b[0m\u001b[1;32m    517\u001b[0m                                      output=stdout, stderr=stderr)\n",
+      "\u001b[0;31mCalledProcessError\u001b[0m: Command '['git', 'add', '-v', 'hackernews_hiring_dataset/data/*']' returned non-zero exit status 128.",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mOSError\u001b[0m                                   Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-43-bd751bbd86f5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mrepo_url\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0mrepo\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRepository\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlocal_dir\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"hackernews_hiring_dataset\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclone_from\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrepo_url\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mrepo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgit_add\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_path\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'/*'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0mrepo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgit_commit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Push data from notebook\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/local/anaconda3/lib/python3.8/site-packages/huggingface_hub/repository.py\u001b[0m in \u001b[0;36mgit_add\u001b[0;34m(self, pattern, auto_lfs_track)\u001b[0m\n\u001b[1;32m    917\u001b[0m             \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Adding to index:\\n{result.stdout}\\n\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    918\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0msubprocess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCalledProcessError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 919\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mEnvironmentError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstderr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    920\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    921\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgit_commit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcommit_message\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"commit files to HF hub\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mOSError\u001b[0m: fatal: pathspec 'hackernews_hiring_dataset/data/*' did not match any files\n"
+     ]
+    }
+   ],
+   "source": [
+    "all_datasets = datasets.dataset_dict.DatasetDict({'hiring': datasets.Dataset.from_pandas(hiring_df),\n",
+    "                                                  'wants_to_be_hired': datasets.Dataset.from_pandas(wants_to_be_hired_df),\n",
+    "                                                  'freelancer': datasets.Dataset.from_pandas(freelancer_df)})\n",
+    "data_path = './data'\n",
+    "all_datasets.save_to_disk(data_path)\n",
+    "\n",
+    "repo_url = 'https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts'\n",
+    "repo = Repository(local_dir=\".\", clone_from=repo_url)\n",
+    "repo.git_pull()\n",
+    "repo.git_add(data_path)\n",
+    "repo.git_commit(\"Push data from notebook\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "2e7fbc2c-550e-4266-b7f2-63287953fdc7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\u001b[0;31mSignature:\u001b[0m \u001b[0mrepo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgit_commit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommit_message\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'commit files to HF hub'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+       "\u001b[0;31mDocstring:\u001b[0m git commit\n",
+       "\u001b[0;31mFile:\u001b[0m      /usr/local/anaconda3/lib/python3.8/site-packages/huggingface_hub/repository.py\n",
+       "\u001b[0;31mType:\u001b[0m      method\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "repo.git_commit?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1421d124-a4ae-401e-9753-27a82e9f35d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "Expected a pyarrow.Table or a datasets.table.Table object, but got {'hiring':                                                      text  \\\n0       Kindling -- New York City\\nLead Application De...   \n1       Angular UI Developers: Help Improve the State ...   \n2       Cir.cl is a funded startup founded by former O...   \n3       Backplane - Palo Alto, CA\\n== About Us ==\\nWe ...   \n5       We are building supercomputers and bespoke sof...   \n...                                                   ...   \n111574  LOCATION: Mountain View, CA |Full-time |ONSITE...   \n111575  Eaze | Senior Software Engineer | San Francisc...   \n111576  Auckland, New Zealand | REMOTE | VISA\\n---\\n# ...   \n111577  Elementum | Mountain View | Onsite\\nI am the H...   \n111578  SeatGeek — New York, NY — Full Time — We're a ...   \n\n                    CommentTime  CommentAuthor  \\\n0       2014-08-01 16:15:39 UTC       toestues   \n1       2014-08-01 16:15:52 UTC    AngularJobs   \n2       2014-05-01 20:50:30 UTC         cld276   \n3       2014-05-01 20:50:39 UTC    chengyinliu   \n5       2013-04-01 19:24:46 UTC           kaib   \n...                         ...            ...   \n111574  2017-07-03 23:46:02 UTC  katrinadurant   \n111575  2017-07-03 21:05:44 UTC          spade   \n111576  2017-07-03 21:05:39 UTC        neftaly   \n111577  2017-07-04 03:16:13 UTC           sv13   \n111578  2017-07-04 13:05:00 UTC       jack7890   \n\n                                 ParentTitle  \n0       Ask HN: Who is hiring? (August 2014)  \n1       Ask HN: Who is hiring? (August 2014)  \n2          Ask HN: Who is hiring? (May 2014)  \n3          Ask HN: Who is hiring? (May 2014)  \n5        Ask HN: Who is hiring? (April 2013)  \n...                                      ...  \n111574    Ask HN: Who is hiring? (July 2017)  \n111575    Ask HN: Who is hiring? (July 2017)  \n111576    Ask HN: Who is hiring? (July 2017)  \n111577    Ask HN: Who is hiring? (July 2017)  \n111578    Ask HN: Who is hiring? (July 2017)  \n\n[75974 rows x 4 columns], 'wants_to_be_hired':                                                      text  \\\n7       Location: FL\\n Remote:Yes, Part time preferred...   \n8       Willing to relocate: No\\nLocation: London, UK\\...   \n10      Location: Ukraine\\nRemote: Yes\\nWilling to rel...   \n11      Location: London\\nRemote: No\\nWilling to reloc...   \n23      Location: India\\nRemote: Yes\\nTechnologies: Py...   \n...                                                   ...   \n111535  Location: Montreal, Quebec (Canada)\\nRemote: N...   \n111542  Location: Seattle, WA\\nRemote: yes/exclusively...   \n111543  Location: India\\nRemote: Yes\\nWilling to reloc...   \n111562  Hi, I am Sagar Ghai, a recent Computer Science...   \n111568  Location: Baltimore, Delaware\\nRemote: Preferr...   \n\n                    CommentTime   CommentAuthor  \\\n7       2019-12-03 14:53:37 UTC         kanagac   \n8       2021-09-01 16:29:21 UTC  electronstudio   \n10      2014-11-01 21:46:49 UTC    andrey_utkin   \n11      2014-09-02 21:26:34 UTC       mikemases   \n23      2021-06-02 02:40:37 UTC        kgritesh   \n...                         ...             ...   \n111535  2017-07-05 18:12:05 UTC          ajgaba   \n111542  2017-07-03 16:33:10 UTC     fuzzy-logic   \n111543  2017-07-04 16:17:41 UTC         kshk123   \n111562  2017-07-04 08:34:09 UTC       sagarghai   \n111568  2017-07-05 21:33:02 UTC        wernercd   \n\n                                            ParentTitle  \n7        Ask HN: Who wants to be hired? (December 2019)  \n8       Ask HN: Who wants to be hired? (September 2021)  \n10       Ask HN: Who wants to be hired? (November 2014)  \n11      Ask HN: Who wants to be hired? (September 2014)  \n23           Ask HN: Who wants to be hired? (June 2021)  \n...                                                 ...  \n111535       Ask HN: Who wants to be hired? (July 2017)  \n111542       Ask HN: Who wants to be hired? (July 2017)  \n111543       Ask HN: Who wants to be hired? (July 2017)  \n111562       Ask HN: Who wants to be hired? (July 2017)  \n111568       Ask HN: Who wants to be hired? (July 2017)  \n\n[20262 rows x 4 columns], 'freelancer':                                                      text  \\\n4       SEEKING WORK\\nLocation: Victoria, B.C.\\nRemote...   \n6       SEEKING WORK, Nottingham UK, Remote\\nLAMP (Per...   \n12      SEEKING WORK | GMT+8 (Perth, Australia) | Remo...   \n15      SEEKING WORK | REMOTE SR Software Architect / ...   \n16      SEEKING WORK\\nZoë Davidson // Front End Engine...   \n...                                                   ...   \n111518  SEEKING WORK - Toronto + REMOTE (GMT-5).\\nFull...   \n111523  SEEKING WORK - Remote, Berlin\\nContent Marketi...   \n111538  SEEKING WORK - Northern Utah (SLC to Provo) or...   \n111547  SEEKING WORK - US, Remote\\n- Available mid-Aug...   \n111572  SEEKING WORK - Remote - Brisbane, Australia\\nB...   \n\n                    CommentTime  CommentAuthor  \\\n4       2015-04-01 16:39:38 UTC       spitfire   \n6       2012-02-01 14:05:14 UTC  mike-cardwell   \n12      2021-11-01 15:09:57 UTC        bengtan   \n15      2021-11-01 15:40:58 UTC       jhoelzel   \n16      2021-11-01 15:41:14 UTC     zdavidson4   \n...                         ...            ...   \n111518  2017-07-03 16:03:57 UTC           d10p   \n111523  2017-07-04 07:37:22 UTC       rwieruch   \n111538  2017-07-08 06:42:31 UTC    VaedaStrike   \n111547  2017-07-14 19:17:40 UTC         jeffmk   \n111572  2017-07-04 04:11:32 UTC    pirhoteknik   \n\n                                              ParentTitle  \n4       Ask HN: Freelancer? Seeking freelancer? (April...  \n6        Ask HN: Freelancer? Seeking freelancer? (Febr...  \n12      Ask HN: Freelancer? Seeking freelancer? (Novem...  \n15      Ask HN: Freelancer? Seeking freelancer? (Novem...  \n16      Ask HN: Freelancer? Seeking freelancer? (Novem...  \n...                                                   ...  \n111518  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111523  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111538  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111547  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111572  Ask HN: Freelancer? Seeking freelancer? (July ...  \n\n[15266 rows x 4 columns]}.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-23-d01447c6056e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m datasets.Dataset({'hiring': hiring_df,\n\u001b[0m\u001b[1;32m      2\u001b[0m                                                   \u001b[0;34m'wants_to_be_hired'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mwants_to_be_hired_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m                                                   'freelancer': freelancer_df})\n",
+      "\u001b[0;32m/usr/local/anaconda3/lib/python3.8/site-packages/datasets/arrow_dataset.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, arrow_table, info, split, indices_table, fingerprint)\u001b[0m\n\u001b[1;32m    580\u001b[0m         \u001b[0mIndexableMixin\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    581\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 582\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mTable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_check_table\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marrow_table\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    583\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_indices\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mTable\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_check_table\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindices_table\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mindices_table\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    584\u001b[0m         \u001b[0mmaybe_register_dataset_for_temp_dir_deletion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/local/anaconda3/lib/python3.8/site-packages/datasets/arrow_dataset.py\u001b[0m in \u001b[0;36m_check_table\u001b[0;34m(table)\u001b[0m\n\u001b[1;32m    556\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    557\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 558\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Expected a pyarrow.Table or a datasets.table.Table object, but got {table}.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    559\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    560\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: Expected a pyarrow.Table or a datasets.table.Table object, but got {'hiring':                                                      text  \\\n0       Kindling -- New York City\\nLead Application De...   \n1       Angular UI Developers: Help Improve the State ...   \n2       Cir.cl is a funded startup founded by former O...   \n3       Backplane - Palo Alto, CA\\n== About Us ==\\nWe ...   \n5       We are building supercomputers and bespoke sof...   \n...                                                   ...   \n111574  LOCATION: Mountain View, CA |Full-time |ONSITE...   \n111575  Eaze | Senior Software Engineer | San Francisc...   \n111576  Auckland, New Zealand | REMOTE | VISA\\n---\\n# ...   \n111577  Elementum | Mountain View | Onsite\\nI am the H...   \n111578  SeatGeek — New York, NY — Full Time — We're a ...   \n\n                    CommentTime  CommentAuthor  \\\n0       2014-08-01 16:15:39 UTC       toestues   \n1       2014-08-01 16:15:52 UTC    AngularJobs   \n2       2014-05-01 20:50:30 UTC         cld276   \n3       2014-05-01 20:50:39 UTC    chengyinliu   \n5       2013-04-01 19:24:46 UTC           kaib   \n...                         ...            ...   \n111574  2017-07-03 23:46:02 UTC  katrinadurant   \n111575  2017-07-03 21:05:44 UTC          spade   \n111576  2017-07-03 21:05:39 UTC        neftaly   \n111577  2017-07-04 03:16:13 UTC           sv13   \n111578  2017-07-04 13:05:00 UTC       jack7890   \n\n                                 ParentTitle  \n0       Ask HN: Who is hiring? (August 2014)  \n1       Ask HN: Who is hiring? (August 2014)  \n2          Ask HN: Who is hiring? (May 2014)  \n3          Ask HN: Who is hiring? (May 2014)  \n5        Ask HN: Who is hiring? (April 2013)  \n...                                      ...  \n111574    Ask HN: Who is hiring? (July 2017)  \n111575    Ask HN: Who is hiring? (July 2017)  \n111576    Ask HN: Who is hiring? (July 2017)  \n111577    Ask HN: Who is hiring? (July 2017)  \n111578    Ask HN: Who is hiring? (July 2017)  \n\n[75974 rows x 4 columns], 'wants_to_be_hired':                                                      text  \\\n7       Location: FL\\n Remote:Yes, Part time preferred...   \n8       Willing to relocate: No\\nLocation: London, UK\\...   \n10      Location: Ukraine\\nRemote: Yes\\nWilling to rel...   \n11      Location: London\\nRemote: No\\nWilling to reloc...   \n23      Location: India\\nRemote: Yes\\nTechnologies: Py...   \n...                                                   ...   \n111535  Location: Montreal, Quebec (Canada)\\nRemote: N...   \n111542  Location: Seattle, WA\\nRemote: yes/exclusively...   \n111543  Location: India\\nRemote: Yes\\nWilling to reloc...   \n111562  Hi, I am Sagar Ghai, a recent Computer Science...   \n111568  Location: Baltimore, Delaware\\nRemote: Preferr...   \n\n                    CommentTime   CommentAuthor  \\\n7       2019-12-03 14:53:37 UTC         kanagac   \n8       2021-09-01 16:29:21 UTC  electronstudio   \n10      2014-11-01 21:46:49 UTC    andrey_utkin   \n11      2014-09-02 21:26:34 UTC       mikemases   \n23      2021-06-02 02:40:37 UTC        kgritesh   \n...                         ...             ...   \n111535  2017-07-05 18:12:05 UTC          ajgaba   \n111542  2017-07-03 16:33:10 UTC     fuzzy-logic   \n111543  2017-07-04 16:17:41 UTC         kshk123   \n111562  2017-07-04 08:34:09 UTC       sagarghai   \n111568  2017-07-05 21:33:02 UTC        wernercd   \n\n                                            ParentTitle  \n7        Ask HN: Who wants to be hired? (December 2019)  \n8       Ask HN: Who wants to be hired? (September 2021)  \n10       Ask HN: Who wants to be hired? (November 2014)  \n11      Ask HN: Who wants to be hired? (September 2014)  \n23           Ask HN: Who wants to be hired? (June 2021)  \n...                                                 ...  \n111535       Ask HN: Who wants to be hired? (July 2017)  \n111542       Ask HN: Who wants to be hired? (July 2017)  \n111543       Ask HN: Who wants to be hired? (July 2017)  \n111562       Ask HN: Who wants to be hired? (July 2017)  \n111568       Ask HN: Who wants to be hired? (July 2017)  \n\n[20262 rows x 4 columns], 'freelancer':                                                      text  \\\n4       SEEKING WORK\\nLocation: Victoria, B.C.\\nRemote...   \n6       SEEKING WORK, Nottingham UK, Remote\\nLAMP (Per...   \n12      SEEKING WORK | GMT+8 (Perth, Australia) | Remo...   \n15      SEEKING WORK | REMOTE SR Software Architect / ...   \n16      SEEKING WORK\\nZoë Davidson // Front End Engine...   \n...                                                   ...   \n111518  SEEKING WORK - Toronto + REMOTE (GMT-5).\\nFull...   \n111523  SEEKING WORK - Remote, Berlin\\nContent Marketi...   \n111538  SEEKING WORK - Northern Utah (SLC to Provo) or...   \n111547  SEEKING WORK - US, Remote\\n- Available mid-Aug...   \n111572  SEEKING WORK - Remote - Brisbane, Australia\\nB...   \n\n                    CommentTime  CommentAuthor  \\\n4       2015-04-01 16:39:38 UTC       spitfire   \n6       2012-02-01 14:05:14 UTC  mike-cardwell   \n12      2021-11-01 15:09:57 UTC        bengtan   \n15      2021-11-01 15:40:58 UTC       jhoelzel   \n16      2021-11-01 15:41:14 UTC     zdavidson4   \n...                         ...            ...   \n111518  2017-07-03 16:03:57 UTC           d10p   \n111523  2017-07-04 07:37:22 UTC       rwieruch   \n111538  2017-07-08 06:42:31 UTC    VaedaStrike   \n111547  2017-07-14 19:17:40 UTC         jeffmk   \n111572  2017-07-04 04:11:32 UTC    pirhoteknik   \n\n                                              ParentTitle  \n4       Ask HN: Freelancer? Seeking freelancer? (April...  \n6        Ask HN: Freelancer? Seeking freelancer? (Febr...  \n12      Ask HN: Freelancer? Seeking freelancer? (Novem...  \n15      Ask HN: Freelancer? Seeking freelancer? (Novem...  \n16      Ask HN: Freelancer? Seeking freelancer? (Novem...  \n...                                                   ...  \n111518  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111523  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111538  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111547  Ask HN: Freelancer? Seeking freelancer? (July ...  \n111572  Ask HN: Freelancer? Seeking freelancer? (July ...  \n\n[15266 rows x 4 columns]}."
+     ]
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eea7788b-8919-4fb9-bec4-9a349ee34728",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

hn_hiring_posts.ipynb ADDED Viewed

	@@ -0,0 +1,169 @@

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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",
+    "df.text = df.text.str.replace('<p>', '\\n')\n",
+    "strings_to_remove = ['rel=\"nofollow\"', '<pre>', '</pre>', '<i>', '</i>', '<code>', '</code>', '&gt;']\n",
+    "email_regex = '[a-zA-Z0-9._-]{0,30}@[a-zA-Z0-9._-]{0,20}\\.[a-zA-Z0-9_-]{2,3}'\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('&#x27;', \"'\")\n",
+    "df.text = df.text.str.replace('&#x2F;', \"/\")\n",
+    "df.text = df.text.str.replace(\"&quot;\", '\"')\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": 5,
+   "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"
+     ]
+    }
+   ],
+   "source": [
+    "import datasets\n",
+    "from huggingface_hub import create_repo\n",
+    "from huggingface_hub import Repository\n",
+    "\n",
+    "all_datasets = datasets.dataset_dict.DatasetDict({'hiring': datasets.Dataset.from_pandas(hiring_df),\n",
+    "                                                  'wants_to_be_hired': datasets.Dataset.from_pandas(wants_to_be_hired_df),\n",
+    "                                                  'freelancer': datasets.Dataset.from_pandas(freelancer_df)})\n",
+    "data_path = './data'\n",
+    "all_datasets.save_to_disk(data_path)\n",
+    "\n",
+    "repo_url = 'https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts'\n",
+    "repo = Repository(local_dir=\".\", clone_from=repo_url)\n",
+    "repo.git_add(data_path)\n",
+    "repo.git_commit(\"Push data from notebook\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2e7fbc2c-550e-4266-b7f2-63287953fdc7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d92654a5fdf7471b8fdf02eedd65fd24",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Upload file data/hiring/dataset.arrow:   0%|          | 32.0k/78.8M [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7f86380237d1442a83c03c15ce1a492d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Upload file data/freelancer/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": "a15bce1da7ed412ca9359adc53dfa92f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Upload file data/wants_to_be_hired/dataset.arrow:   0%|          | 32.0k/11.0M [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "To https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts\n",
+      "   d59d452..6f68ddf  main -> main\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'https://huggingface.co/datasets/dansbecker/hackernews_hiring_posts/commit/6f68ddf7d649bf6d5892197cce8cd2963559946d'"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "repo.git_push()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}