A standard update

.ipynb_checkpoints/hn_hiring_posts-checkpoint.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "id": "056aa255-fda1-4cde-be24-459f6ad2c8b9",
    "metadata": {},
    "outputs": [
@@ -17,12 +17,13 @@
    ],
    "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 = 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('<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",
+    "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",
@@ -44,113 +45,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "id": "1ee19b74-2085-40d8-b9d2-51b526f4d438",
+   "execution_count": 8,
+   "id": "57ca7c96-d94c-4e65-8113-da7729558247",
    "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",
+    "from huggingface_hub import Repository\n",
+    "\n",
+    "all_datasets = datasets.dataset_dict.DatasetDict({'hiring': datasets.Dataset.from_pandas(hiring_df).remove_columns('__index_level_0__'),\n",
+    "                                                  'wants_to_be_hired': datasets.Dataset.from_pandas(wants_to_be_hired_df).remove_columns('__index_level_0__'),\n",
+    "                                                  'freelancer': datasets.Dataset.from_pandas(freelancer_df).remove_columns('__index_level_0__')})\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?"
+    "repo.git_add('*.ipynb')\n",
+    "repo.git_add('README.md')\n",
+    "repo.git_commit(\"A standard update\")"
    ]
-  },
-  {
-   "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": {

README.md

@@ -0,0 +1,17 @@
+This dataset contains postings and comments from the following recurring threads on [Hacker News](http://news.ycombinator.com/)
+
+1. Ask HN: Who is hiring?
+2. Ask HN: Who wants to be hired?
+3. Freelancer? Seeking freelancer?
+
+These post types are stored in datasets called `hiring`, `wants_to_be_hired` and `freelancer` respectively. 
+
+Each type of posting has occurred on a regular basis for several years. You can identify when each comment/listing was added through the CommentTime field. The `ParentTitle` also indicates the date of the parent thread in text (e.g. `Ask HN: Who is hiring? (March 2021)`)
+
+This dataset is not programmatically reproducible from source because it was uploaded as an experiment with HF datasets. The raw data was created by querying the public table `bigquery-public-data.hacker_news.full` in Google BigQuery.
+
+Email addresses have been redacted from the dataset.
+
+If this dataset is interesting/useful, I (Dan Becker) will look into improving reproducibility and other general clean-up.
+
+This dataset may be useful for finding trends in tech and tech job listings.

data/freelancer/dataset.arrow

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9f7a7fed71d052074a7edf4e7d52d862f349c21fe5a360ad126d530c17c2349f
-size 11288376
+oid sha256:6c98a8f743575b496b0c37547fdabdb311f7fb932a51a41ed125846d71de6c7b
+size 11166008

data/freelancer/dataset_info.json

@@ -26,11 +26,6 @@
       "dtype": "string",
       "id": null,
       "_type": "Value"
-    },
-    "__index_level_0__": {
-      "dtype": "int64",
-      "id": null,
-      "_type": "Value"
     }
   },
   "homepage": "",

data/freelancer/state.json

@@ -4,7 +4,7 @@
       "filename": "dataset.arrow"
     }
   ],
-  "_fingerprint": "04052ca22482b184",
+  "_fingerprint": "4f8f711b9136404c",
   "_format_columns": null,
   "_format_kwargs": {},
   "_format_type": null,

data/hiring/dataset.arrow

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:96ac076bb640d943257e8fa165c629e6215a2e15013c0e5dcbc6e2ccdfa93c6e
-size 82584288
+oid sha256:a8827da89590c888c1e2d167c04f4fb527ed342c9cc23c61bbfa6646cfcf6f2f
+size 81975968

data/hiring/dataset_info.json

@@ -26,11 +26,6 @@
       "dtype": "string",
       "id": null,
       "_type": "Value"
-    },
-    "__index_level_0__": {
-      "dtype": "int64",
-      "id": null,
-      "_type": "Value"
     }
   },
   "homepage": "",

data/hiring/state.json

@@ -4,7 +4,7 @@
       "filename": "dataset.arrow"
     }
   ],
-  "_fingerprint": "ebeb4665e2db8db2",
+  "_fingerprint": "e5166a077fc0f8e1",
   "_format_columns": null,
   "_format_kwargs": {},
   "_format_type": null,

data/wants_to_be_hired/dataset.arrow

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:23846fba245539287b9264e7f0f23ffbd32f23dc7be4ea6a258e7dc2be4d3ff2
-size 11535536
+oid sha256:cc638e6f45b651e6e166298e20f7c68b2fb6cdb5aac357a728778dffa9114ac1
+size 11373152

data/wants_to_be_hired/dataset_info.json

@@ -26,11 +26,6 @@
       "dtype": "string",
       "id": null,
       "_type": "Value"
-    },
-    "__index_level_0__": {
-      "dtype": "int64",
-      "id": null,
-      "_type": "Value"
     }
   },
   "homepage": "",

data/wants_to_be_hired/state.json

@@ -4,7 +4,7 @@
       "filename": "dataset.arrow"
     }
   ],
-  "_fingerprint": "2a5d337776498fbe",
+  "_fingerprint": "f8da56cf67a872ff",
   "_format_columns": null,
   "_format_kwargs": {},
   "_format_type": null,

hn_hiring_posts.ipynb

@@ -19,9 +19,11 @@
     "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('<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",
+    "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",
@@ -43,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "57ca7c96-d94c-4e65-8113-da7729558247",
    "metadata": {},
    "outputs": [],
@@ -52,9 +54,9 @@
     "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",
+    "all_datasets = datasets.dataset_dict.DatasetDict({'hiring': datasets.Dataset.from_pandas(hiring_df).remove_columns('__index_level_0__'),\n",
+    "                                                  'wants_to_be_hired': datasets.Dataset.from_pandas(wants_to_be_hired_df).remove_columns('__index_level_0__'),\n",
+    "                                                  'freelancer': datasets.Dataset.from_pandas(freelancer_df).remove_columns('__index_level_0__')})\n",
     "data_path = './data'\n",
     "all_datasets.save_to_disk(data_path)\n",
     "\n",
@@ -62,6 +64,7 @@
     "repo = Repository(local_dir=\".\", clone_from=repo_url)\n",
     "repo.git_add(data_path)\n",
     "repo.git_add('*.ipynb')\n",
+    "repo.git_add('README.md')\n",
     "repo.git_commit(\"A standard update\")"
    ]
   }