changed Nan to empty strings
This commit is contained in:
Mikołaj Pokrywka
parent
75d242d5c5
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8a936743aa
@ -2,7 +2,7 @@
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"id": "5e2107a5",
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@ -12,7 +12,7 @@
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"output_type": "stream",
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"text": [
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"text": [
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"Requirement already satisfied: kaggle in /home/mikolaj/.local/lib/python3.8/site-packages (1.5.12)\n",
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"Requirement already satisfied: kaggle in /home/mikolaj/.local/lib/python3.8/site-packages (1.5.12)\n",
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"Requirement already satisfied: tqdm in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (4.59.0)\n",
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"Requirement already satisfied: urllib3 in /usr/lib/python3/dist-packages (from kaggle) (1.22)\n",
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"Requirement already satisfied: urllib3 in /usr/lib/python3/dist-packages (from kaggle) (1.22)\n",
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"Requirement already satisfied: six>=1.10 in /usr/lib/python3/dist-packages (from kaggle) (1.11.0)\n",
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"Requirement already satisfied: six>=1.10 in /usr/lib/python3/dist-packages (from kaggle) (1.11.0)\n",
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"Requirement already satisfied: requests in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (2.25.1)\n",
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"Requirement already satisfied: requests in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (2.25.1)\n",
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"Requirement already satisfied: python-dateutil in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (2.8.1)\n",
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"Requirement already satisfied: certifi in /usr/lib/python3/dist-packages (from kaggle) (2018.1.18)\n",
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"Requirement already satisfied: python-slugify in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (6.1.1)\n",
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"Requirement already satisfied: python-slugify in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (6.1.1)\n",
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"Requirement already satisfied: python-dateutil in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (2.8.1)\n",
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"Requirement already satisfied: tqdm in /home/mikolaj/.local/lib/python3.8/site-packages (from kaggle) (4.59.0)\n",
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"Requirement already satisfied: text-unidecode>=1.3 in /home/mikolaj/.local/lib/python3.8/site-packages (from python-slugify->kaggle) (1.3)\n",
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"Requirement already satisfied: text-unidecode>=1.3 in /home/mikolaj/.local/lib/python3.8/site-packages (from python-slugify->kaggle) (1.3)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /home/mikolaj/.local/lib/python3.8/site-packages (from requests->kaggle) (2.10)\n",
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"Requirement already satisfied: chardet<5,>=3.0.2 in /usr/lib/python3/dist-packages (from requests->kaggle) (3.0.4)\n",
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"Requirement already satisfied: chardet<5,>=3.0.2 in /usr/lib/python3/dist-packages (from requests->kaggle) (3.0.4)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /home/mikolaj/.local/lib/python3.8/site-packages (from requests->kaggle) (2.10)\n",
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"\u001b[33mWARNING: You are using pip version 21.3.1; however, version 22.0.4 is available.\n",
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"\u001b[33mWARNING: You are using pip version 21.3.1; however, version 22.0.4 is available.\n",
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"You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n",
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"You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n",
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"Requirement already satisfied: pandas in /home/mikolaj/.local/lib/python3.8/site-packages (1.1.5)\n",
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"Requirement already satisfied: pandas in /home/mikolaj/.local/lib/python3.8/site-packages (1.1.5)\n",
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"Requirement already satisfied: pytz>=2017.2 in /usr/lib/python3/dist-packages (from pandas) (2018.3)\n",
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"Requirement already satisfied: numpy>=1.15.4 in /home/mikolaj/.local/lib/python3.8/site-packages (from pandas) (1.19.5)\n",
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"Requirement already satisfied: numpy>=1.15.4 in /home/mikolaj/.local/lib/python3.8/site-packages (from pandas) (1.19.5)\n",
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"Requirement already satisfied: pytz>=2017.2 in /usr/lib/python3/dist-packages (from pandas) (2018.3)\n",
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"Requirement already satisfied: python-dateutil>=2.7.3 in /home/mikolaj/.local/lib/python3.8/site-packages (from pandas) (2.8.1)\n",
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"Requirement already satisfied: python-dateutil>=2.7.3 in /home/mikolaj/.local/lib/python3.8/site-packages (from pandas) (2.8.1)\n",
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"Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7.3->pandas) (1.11.0)\n",
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"Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7.3->pandas) (1.11.0)\n",
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"\u001b[33mWARNING: You are using pip version 21.3.1; however, version 22.0.4 is available.\n",
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"\u001b[33mWARNING: You are using pip version 21.3.1; however, version 22.0.4 is available.\n",
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@ -45,12 +45,13 @@
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],
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],
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"source": [
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"source": [
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"!pip install --user kaggle #API Kaggle, do pobrania zbioru\n",
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"!pip install --user kaggle #API Kaggle, do pobrania zbioru\n",
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"!pip install --user pandas"
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"!pip install --user pandas\n",
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"!pip install --user numpy"
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]
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"execution_count": 17,
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"id": "02a4034f",
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@ -59,9 +60,7 @@
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"output_type": "stream",
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"output_type": "stream",
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"text": [
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"text": [
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"Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /home/mikolaj/.kaggle/kaggle.json'\n",
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"Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /home/mikolaj/.kaggle/kaggle.json'\n",
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"Downloading real-or-fake-fake-jobposting-prediction.zip to /home/mikolaj/ai_tech/inzynieria\n",
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"real-or-fake-fake-jobposting-prediction.zip: Skipping, found more recently modified local copy (use --force to force download)\n"
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" 99%|█████████████████████████████████████▊| 16.0M/16.1M [00:01<00:00, 10.2MB/s]\n",
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"100%|██████████████████████████████████████| 16.1M/16.1M [00:01<00:00, 9.54MB/s]\n"
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"text": [
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"Collecting seaborn\n",
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"Requirement already satisfied: seaborn in /home/mikolaj/.local/lib/python3.8/site-packages (0.11.2)\n",
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" Downloading seaborn-0.11.2-py3-none-any.whl (292 kB)\n",
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" |████████████████████████████████| 292 kB 1.8 MB/s \n",
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"\u001b[?25hRequirement already satisfied: numpy>=1.15 in /home/mikolaj/.local/lib/python3.8/site-packages (from seaborn) (1.19.5)\n",
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"Requirement already satisfied: scipy>=1.0 in /home/mikolaj/.local/lib/python3.8/site-packages (from seaborn) (1.7.2)\n",
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"Requirement already satisfied: scipy>=1.0 in /home/mikolaj/.local/lib/python3.8/site-packages (from seaborn) (1.7.2)\n",
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"Requirement already satisfied: matplotlib>=2.2 in /home/mikolaj/.local/lib/python3.8/site-packages (from seaborn) (3.4.2)\n",
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"Requirement already satisfied: numpy>=1.15 in /home/mikolaj/.local/lib/python3.8/site-packages (from seaborn) (1.19.5)\n",
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"Requirement already satisfied: kiwisolver>=1.0.1 in /home/mikolaj/.local/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (1.3.1)\n",
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"Requirement already satisfied: pillow>=6.2.0 in /home/mikolaj/.local/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (8.2.0)\n",
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"Requirement already satisfied: cycler>=0.10 in /home/mikolaj/.local/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n",
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"Requirement already satisfied: kiwisolver>=1.0.1 in /home/mikolaj/.local/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (1.3.1)\n",
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"Requirement already satisfied: pyparsing>=2.2.1 in /home/mikolaj/.local/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (2.4.7)\n",
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"Requirement already satisfied: pytz>=2017.2 in /usr/lib/python3/dist-packages (from pandas>=0.23->seaborn) (2018.3)\n",
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"Requirement already satisfied: pytz>=2017.2 in /usr/lib/python3/dist-packages (from pandas>=0.23->seaborn) (2018.3)\n",
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"Requirement already satisfied: six in /usr/lib/python3/dist-packages (from cycler>=0.10->matplotlib>=2.2->seaborn) (1.11.0)\n",
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"Installing collected packages: seaborn\n",
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"Successfully installed seaborn-0.11.2\n",
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"\u001b[33mWARNING: You are using pip version 21.3.1; however, version 22.0.4 is available.\n",
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"\u001b[33mWARNING: You are using pip version 21.3.1; however, version 22.0.4 is available.\n",
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"You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
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"You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
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"text/html": [
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"<div>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <td>Marketing Intern</td>\n",
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" <td>We're Food52, and we've created a groundbreaki...</td>\n",
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" <td>Food52, a fast-growing, James Beard Award-winn...</td>\n",
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" <td>Experience with content management systems a m...</td>\n",
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" <td>Other</td>\n",
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" <td>Internship</td>\n",
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" <td>Customer Service - Cloud Video Production</td>\n",
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" <td>NZ, , Auckland</td>\n",
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" <td>Success</td>\n",
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" <td>90 Seconds, the worlds Cloud Video Production ...</td>\n",
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" <td>Organised - Focused - Vibrant - Awesome!Do you...</td>\n",
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" <td>What we expect from you:Your key responsibilit...</td>\n",
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" <td>What you will get from usThrough being part of...</td>\n",
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" <td>Full-time</td>\n",
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" <td>Not Applicable</td>\n",
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||||||
|
" <td>Marketing and Advertising</td>\n",
|
||||||
|
" <td>Customer Service</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>2</th>\n",
|
||||||
|
" <td>3</td>\n",
|
||||||
|
" <td>Commissioning Machinery Assistant (CMA)</td>\n",
|
||||||
|
" <td>US, IA, Wever</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>Valor Services provides Workforce Solutions th...</td>\n",
|
||||||
|
" <td>Our client, located in Houston, is actively se...</td>\n",
|
||||||
|
" <td>Implement pre-commissioning and commissioning ...</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>3</th>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Account Executive - Washington DC</td>\n",
|
||||||
|
" <td>US, DC, Washington</td>\n",
|
||||||
|
" <td>Sales</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>Our passion for improving quality of life thro...</td>\n",
|
||||||
|
" <td>THE COMPANY: ESRI – Environmental Systems Rese...</td>\n",
|
||||||
|
" <td>EDUCATION: Bachelor’s or Master’s in GIS, busi...</td>\n",
|
||||||
|
" <td>Our culture is anything but corporate—we have ...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>Full-time</td>\n",
|
||||||
|
" <td>Mid-Senior level</td>\n",
|
||||||
|
" <td>Bachelor's Degree</td>\n",
|
||||||
|
" <td>Computer Software</td>\n",
|
||||||
|
" <td>Sales</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>4</th>\n",
|
||||||
|
" <td>5</td>\n",
|
||||||
|
" <td>Bill Review Manager</td>\n",
|
||||||
|
" <td>US, FL, Fort Worth</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>SpotSource Solutions LLC is a Global Human Cap...</td>\n",
|
||||||
|
" <td>JOB TITLE: Itemization Review ManagerLOCATION:...</td>\n",
|
||||||
|
" <td>QUALIFICATIONS:RN license in the State of Texa...</td>\n",
|
||||||
|
" <td>Full Benefits Offered</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>Full-time</td>\n",
|
||||||
|
" <td>Mid-Senior level</td>\n",
|
||||||
|
" <td>Bachelor's Degree</td>\n",
|
||||||
|
" <td>Hospital & Health Care</td>\n",
|
||||||
|
" <td>Health Care Provider</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>...</th>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" <td>...</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>17875</th>\n",
|
||||||
|
" <td>17876</td>\n",
|
||||||
|
" <td>Account Director - Distribution</td>\n",
|
||||||
|
" <td>CA, ON, Toronto</td>\n",
|
||||||
|
" <td>Sales</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>Vend is looking for some awesome new talent to...</td>\n",
|
||||||
|
" <td>Just in case this is the first time you’ve vis...</td>\n",
|
||||||
|
" <td>To ace this role you:Will eat comprehensive St...</td>\n",
|
||||||
|
" <td>What can you expect from us?We have an open cu...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>Full-time</td>\n",
|
||||||
|
" <td>Mid-Senior level</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>Computer Software</td>\n",
|
||||||
|
" <td>Sales</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>17876</th>\n",
|
||||||
|
" <td>17877</td>\n",
|
||||||
|
" <td>Payroll Accountant</td>\n",
|
||||||
|
" <td>US, PA, Philadelphia</td>\n",
|
||||||
|
" <td>Accounting</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>WebLinc is the e-commerce platform and service...</td>\n",
|
||||||
|
" <td>The Payroll Accountant will focus primarily on...</td>\n",
|
||||||
|
" <td>- B.A. or B.S. in Accounting- Desire to have f...</td>\n",
|
||||||
|
" <td>Health &amp; WellnessMedical planPrescription ...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>Full-time</td>\n",
|
||||||
|
" <td>Mid-Senior level</td>\n",
|
||||||
|
" <td>Bachelor's Degree</td>\n",
|
||||||
|
" <td>Internet</td>\n",
|
||||||
|
" <td>Accounting/Auditing</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>17877</th>\n",
|
||||||
|
" <td>17878</td>\n",
|
||||||
|
" <td>Project Cost Control Staff Engineer - Cost Con...</td>\n",
|
||||||
|
" <td>US, TX, Houston</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>We Provide Full Time Permanent Positions for m...</td>\n",
|
||||||
|
" <td>Experienced Project Cost Control Staff Enginee...</td>\n",
|
||||||
|
" <td>At least 12 years professional experience.Abil...</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>Full-time</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>17878</th>\n",
|
||||||
|
" <td>17879</td>\n",
|
||||||
|
" <td>Graphic Designer</td>\n",
|
||||||
|
" <td>NG, LA, Lagos</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>Nemsia Studios is looking for an experienced v...</td>\n",
|
||||||
|
" <td>1. Must be fluent in the latest versions of Co...</td>\n",
|
||||||
|
" <td>Competitive salary (compensation will be based...</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>Contract</td>\n",
|
||||||
|
" <td>Not Applicable</td>\n",
|
||||||
|
" <td>Professional</td>\n",
|
||||||
|
" <td>Graphic Design</td>\n",
|
||||||
|
" <td>Design</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>17879</th>\n",
|
||||||
|
" <td>17880</td>\n",
|
||||||
|
" <td>Web Application Developers</td>\n",
|
||||||
|
" <td>NZ, N, Wellington</td>\n",
|
||||||
|
" <td>Engineering</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>Vend is looking for some awesome new talent to...</td>\n",
|
||||||
|
" <td>Who are we?Vend is an award winning web based ...</td>\n",
|
||||||
|
" <td>We want to hear from you if:You have an in-dep...</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
|
" <td>Full-time</td>\n",
|
||||||
|
" <td>Mid-Senior level</td>\n",
|
||||||
|
" <td></td>\n",
|
||||||
|
" <td>Computer Software</td>\n",
|
||||||
|
" <td>Engineering</td>\n",
|
||||||
|
" <td>0</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" </tbody>\n",
|
||||||
|
"</table>\n",
|
||||||
|
"<p>17880 rows × 18 columns</p>\n",
|
||||||
|
"</div>"
|
||||||
|
],
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
"English Teacher Abroad 311\n",
|
" job_id title \\\n",
|
||||||
"Customer Service Associate 146\n",
|
"0 1 Marketing Intern \n",
|
||||||
"Graduates: English Teacher Abroad (Conversational) 144\n",
|
"1 2 Customer Service - Cloud Video Production \n",
|
||||||
"English Teacher Abroad 95\n",
|
"2 3 Commissioning Machinery Assistant (CMA) \n",
|
||||||
"Software Engineer 86\n",
|
"3 4 Account Executive - Washington DC \n",
|
||||||
" ... \n",
|
"4 5 Bill Review Manager \n",
|
||||||
"Welcome desk Administrator 1\n",
|
"... ... ... \n",
|
||||||
"Game Studio Manager 1\n",
|
"17875 17876 Account Director - Distribution \n",
|
||||||
"Head of Content (m/f) 1\n",
|
"17876 17877 Payroll Accountant \n",
|
||||||
"International Broadcaster, Bambara and Songhai Language 1\n",
|
"17877 17878 Project Cost Control Staff Engineer - Cost Con... \n",
|
||||||
"Community / Marketing Coordinator 1\n",
|
"17878 17879 Graphic Designer \n",
|
||||||
"Name: title, Length: 11231, dtype: int64"
|
"17879 17880 Web Application Developers \n",
|
||||||
|
"\n",
|
||||||
|
" location department salary_range \\\n",
|
||||||
|
"0 US, NY, New York Marketing \n",
|
||||||
|
"1 NZ, , Auckland Success \n",
|
||||||
|
"2 US, IA, Wever \n",
|
||||||
|
"3 US, DC, Washington Sales \n",
|
||||||
|
"4 US, FL, Fort Worth \n",
|
||||||
|
"... ... ... ... \n",
|
||||||
|
"17875 CA, ON, Toronto Sales \n",
|
||||||
|
"17876 US, PA, Philadelphia Accounting \n",
|
||||||
|
"17877 US, TX, Houston \n",
|
||||||
|
"17878 NG, LA, Lagos \n",
|
||||||
|
"17879 NZ, N, Wellington Engineering \n",
|
||||||
|
"\n",
|
||||||
|
" company_profile \\\n",
|
||||||
|
"0 We're Food52, and we've created a groundbreaki... \n",
|
||||||
|
"1 90 Seconds, the worlds Cloud Video Production ... \n",
|
||||||
|
"2 Valor Services provides Workforce Solutions th... \n",
|
||||||
|
"3 Our passion for improving quality of life thro... \n",
|
||||||
|
"4 SpotSource Solutions LLC is a Global Human Cap... \n",
|
||||||
|
"... ... \n",
|
||||||
|
"17875 Vend is looking for some awesome new talent to... \n",
|
||||||
|
"17876 WebLinc is the e-commerce platform and service... \n",
|
||||||
|
"17877 We Provide Full Time Permanent Positions for m... \n",
|
||||||
|
"17878 \n",
|
||||||
|
"17879 Vend is looking for some awesome new talent to... \n",
|
||||||
|
"\n",
|
||||||
|
" description \\\n",
|
||||||
|
"0 Food52, a fast-growing, James Beard Award-winn... \n",
|
||||||
|
"1 Organised - Focused - Vibrant - Awesome!Do you... \n",
|
||||||
|
"2 Our client, located in Houston, is actively se... \n",
|
||||||
|
"3 THE COMPANY: ESRI – Environmental Systems Rese... \n",
|
||||||
|
"4 JOB TITLE: Itemization Review ManagerLOCATION:... \n",
|
||||||
|
"... ... \n",
|
||||||
|
"17875 Just in case this is the first time you’ve vis... \n",
|
||||||
|
"17876 The Payroll Accountant will focus primarily on... \n",
|
||||||
|
"17877 Experienced Project Cost Control Staff Enginee... \n",
|
||||||
|
"17878 Nemsia Studios is looking for an experienced v... \n",
|
||||||
|
"17879 Who are we?Vend is an award winning web based ... \n",
|
||||||
|
"\n",
|
||||||
|
" requirements \\\n",
|
||||||
|
"0 Experience with content management systems a m... \n",
|
||||||
|
"1 What we expect from you:Your key responsibilit... \n",
|
||||||
|
"2 Implement pre-commissioning and commissioning ... \n",
|
||||||
|
"3 EDUCATION: Bachelor’s or Master’s in GIS, busi... \n",
|
||||||
|
"4 QUALIFICATIONS:RN license in the State of Texa... \n",
|
||||||
|
"... ... \n",
|
||||||
|
"17875 To ace this role you:Will eat comprehensive St... \n",
|
||||||
|
"17876 - B.A. or B.S. in Accounting- Desire to have f... \n",
|
||||||
|
"17877 At least 12 years professional experience.Abil... \n",
|
||||||
|
"17878 1. Must be fluent in the latest versions of Co... \n",
|
||||||
|
"17879 We want to hear from you if:You have an in-dep... \n",
|
||||||
|
"\n",
|
||||||
|
" benefits telecommuting \\\n",
|
||||||
|
"0 0 \n",
|
||||||
|
"1 What you will get from usThrough being part of... 0 \n",
|
||||||
|
"2 0 \n",
|
||||||
|
"3 Our culture is anything but corporate—we have ... 0 \n",
|
||||||
|
"4 Full Benefits Offered 0 \n",
|
||||||
|
"... ... ... \n",
|
||||||
|
"17875 What can you expect from us?We have an open cu... 0 \n",
|
||||||
|
"17876 Health & WellnessMedical planPrescription ... 0 \n",
|
||||||
|
"17877 0 \n",
|
||||||
|
"17878 Competitive salary (compensation will be based... 0 \n",
|
||||||
|
"17879 0 \n",
|
||||||
|
"\n",
|
||||||
|
" has_company_logo has_questions employment_type required_experience \\\n",
|
||||||
|
"0 1 0 Other Internship \n",
|
||||||
|
"1 1 0 Full-time Not Applicable \n",
|
||||||
|
"2 1 0 \n",
|
||||||
|
"3 1 0 Full-time Mid-Senior level \n",
|
||||||
|
"4 1 1 Full-time Mid-Senior level \n",
|
||||||
|
"... ... ... ... ... \n",
|
||||||
|
"17875 1 1 Full-time Mid-Senior level \n",
|
||||||
|
"17876 1 1 Full-time Mid-Senior level \n",
|
||||||
|
"17877 0 0 Full-time \n",
|
||||||
|
"17878 0 1 Contract Not Applicable \n",
|
||||||
|
"17879 1 1 Full-time Mid-Senior level \n",
|
||||||
|
"\n",
|
||||||
|
" required_education industry function \\\n",
|
||||||
|
"0 Marketing \n",
|
||||||
|
"1 Marketing and Advertising Customer Service \n",
|
||||||
|
"2 \n",
|
||||||
|
"3 Bachelor's Degree Computer Software Sales \n",
|
||||||
|
"4 Bachelor's Degree Hospital & Health Care Health Care Provider \n",
|
||||||
|
"... ... ... ... \n",
|
||||||
|
"17875 Computer Software Sales \n",
|
||||||
|
"17876 Bachelor's Degree Internet Accounting/Auditing \n",
|
||||||
|
"17877 \n",
|
||||||
|
"17878 Professional Graphic Design Design \n",
|
||||||
|
"17879 Computer Software Engineering \n",
|
||||||
|
"\n",
|
||||||
|
" fraudulent \n",
|
||||||
|
"0 0 \n",
|
||||||
|
"1 0 \n",
|
||||||
|
"2 0 \n",
|
||||||
|
"3 0 \n",
|
||||||
|
"4 0 \n",
|
||||||
|
"... ... \n",
|
||||||
|
"17875 0 \n",
|
||||||
|
"17876 0 \n",
|
||||||
|
"17877 0 \n",
|
||||||
|
"17878 0 \n",
|
||||||
|
"17879 0 \n",
|
||||||
|
"\n",
|
||||||
|
"[17880 rows x 18 columns]"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 35,
|
"execution_count": 29,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"data[\"title\"].value_counts()"
|
"data = data.replace(np.nan, '', regex=True)\n",
|
||||||
|
"data"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 36,
|
"execution_count": 30,
|
||||||
"id": "e60b3f32",
|
"id": "e60b3f32",
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
|
" 11547\n",
|
||||||
"Sales 551\n",
|
"Sales 551\n",
|
||||||
"Engineering 487\n",
|
"Engineering 487\n",
|
||||||
"Marketing 401\n",
|
"Marketing 401\n",
|
||||||
"Operations 270\n",
|
"Operations 270\n",
|
||||||
"IT 225\n",
|
|
||||||
" ... \n",
|
" ... \n",
|
||||||
"Audiology 1\n",
|
"Pricing 1\n",
|
||||||
"Professional Association 1\n",
|
"Mobility 1\n",
|
||||||
"Multiwork 1\n",
|
"Housekeeping 1\n",
|
||||||
"Dev2 to 5 years experience in a client-facing technical role. Ability to diplomatically address customer concerns and provide feedback. A firm understanding of the technology stacks common to the Web ecosystem. A demonstrated history of creating non-trivi 1\n",
|
"An Impact Engine Company 1\n",
|
||||||
"Business Strategy 1\n",
|
"Trainee 1\n",
|
||||||
"Name: department, Length: 1337, dtype: int64"
|
"Name: department, Length: 1338, dtype: int64"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 36,
|
"execution_count": 30,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
@ -626,7 +1004,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 37,
|
"execution_count": 32,
|
||||||
"id": "c5ac75f5",
|
"id": "c5ac75f5",
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
@ -676,42 +1054,42 @@
|
|||||||
" <th>count</th>\n",
|
" <th>count</th>\n",
|
||||||
" <td>17880.000000</td>\n",
|
" <td>17880.000000</td>\n",
|
||||||
" <td>17880</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>17534</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>6333</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>2868</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>14572</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>17879</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>15185</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>10670</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>17880.000000</td>\n",
|
" <td>17880.000000</td>\n",
|
||||||
" <td>17880.000000</td>\n",
|
" <td>17880.000000</td>\n",
|
||||||
" <td>17880.000000</td>\n",
|
" <td>17880.000000</td>\n",
|
||||||
" <td>14409</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>10830</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>9775</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>12977</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>11425</td>\n",
|
" <td>17880</td>\n",
|
||||||
" <td>17880.000000</td>\n",
|
" <td>17880.000000</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>unique</th>\n",
|
" <th>unique</th>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>11231</td>\n",
|
" <td>11231</td>\n",
|
||||||
" <td>3105</td>\n",
|
" <td>3106</td>\n",
|
||||||
" <td>1337</td>\n",
|
" <td>1338</td>\n",
|
||||||
" <td>874</td>\n",
|
" <td>875</td>\n",
|
||||||
" <td>1709</td>\n",
|
" <td>1710</td>\n",
|
||||||
" <td>14801</td>\n",
|
" <td>14802</td>\n",
|
||||||
" <td>11968</td>\n",
|
" <td>11969</td>\n",
|
||||||
" <td>6205</td>\n",
|
" <td>6206</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>5</td>\n",
|
" <td>6</td>\n",
|
||||||
" <td>7</td>\n",
|
" <td>8</td>\n",
|
||||||
" <td>13</td>\n",
|
" <td>14</td>\n",
|
||||||
" <td>131</td>\n",
|
" <td>132</td>\n",
|
||||||
" <td>37</td>\n",
|
" <td>38</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
@ -719,20 +1097,20 @@
|
|||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>English Teacher Abroad</td>\n",
|
" <td>English Teacher Abroad</td>\n",
|
||||||
" <td>GB, LND, London</td>\n",
|
" <td>GB, LND, London</td>\n",
|
||||||
" <td>Sales</td>\n",
|
" <td></td>\n",
|
||||||
" <td>0-0</td>\n",
|
" <td></td>\n",
|
||||||
" <td>We help teachers get safe &amp; secure jobs ab...</td>\n",
|
" <td></td>\n",
|
||||||
" <td>Play with kids, get paid for it Love travel? J...</td>\n",
|
" <td>Play with kids, get paid for it Love travel? J...</td>\n",
|
||||||
" <td>University degree required. TEFL / TESOL / CEL...</td>\n",
|
" <td></td>\n",
|
||||||
" <td>See job description</td>\n",
|
" <td></td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>Full-time</td>\n",
|
" <td>Full-time</td>\n",
|
||||||
" <td>Mid-Senior level</td>\n",
|
" <td></td>\n",
|
||||||
" <td>Bachelor's Degree</td>\n",
|
" <td></td>\n",
|
||||||
" <td>Information Technology and Services</td>\n",
|
" <td></td>\n",
|
||||||
" <td>Information Technology</td>\n",
|
" <td></td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
@ -740,20 +1118,20 @@
|
|||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>311</td>\n",
|
" <td>311</td>\n",
|
||||||
" <td>718</td>\n",
|
" <td>718</td>\n",
|
||||||
" <td>551</td>\n",
|
" <td>11547</td>\n",
|
||||||
" <td>142</td>\n",
|
" <td>15012</td>\n",
|
||||||
" <td>726</td>\n",
|
" <td>3308</td>\n",
|
||||||
" <td>379</td>\n",
|
" <td>379</td>\n",
|
||||||
" <td>410</td>\n",
|
" <td>2695</td>\n",
|
||||||
" <td>726</td>\n",
|
" <td>7210</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" <td>11620</td>\n",
|
" <td>11620</td>\n",
|
||||||
" <td>3809</td>\n",
|
" <td>7050</td>\n",
|
||||||
" <td>5145</td>\n",
|
" <td>8105</td>\n",
|
||||||
" <td>1734</td>\n",
|
" <td>4903</td>\n",
|
||||||
" <td>1749</td>\n",
|
" <td>6455</td>\n",
|
||||||
" <td>NaN</td>\n",
|
" <td>NaN</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
@ -909,10 +1287,10 @@
|
|||||||
],
|
],
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
" job_id title location department \\\n",
|
" job_id title location department \\\n",
|
||||||
"count 17880.000000 17880 17534 6333 \n",
|
"count 17880.000000 17880 17880 17880 \n",
|
||||||
"unique NaN 11231 3105 1337 \n",
|
"unique NaN 11231 3106 1338 \n",
|
||||||
"top NaN English Teacher Abroad GB, LND, London Sales \n",
|
"top NaN English Teacher Abroad GB, LND, London \n",
|
||||||
"freq NaN 311 718 551 \n",
|
"freq NaN 311 718 11547 \n",
|
||||||
"mean 8940.500000 NaN NaN NaN \n",
|
"mean 8940.500000 NaN NaN NaN \n",
|
||||||
"std 5161.655742 NaN NaN NaN \n",
|
"std 5161.655742 NaN NaN NaN \n",
|
||||||
"min 1.000000 NaN NaN NaN \n",
|
"min 1.000000 NaN NaN NaN \n",
|
||||||
@ -922,10 +1300,10 @@
|
|||||||
"max 17880.000000 NaN NaN NaN \n",
|
"max 17880.000000 NaN NaN NaN \n",
|
||||||
"\n",
|
"\n",
|
||||||
" salary_range company_profile \\\n",
|
" salary_range company_profile \\\n",
|
||||||
"count 2868 14572 \n",
|
"count 17880 17880 \n",
|
||||||
"unique 874 1709 \n",
|
"unique 875 1710 \n",
|
||||||
"top 0-0 We help teachers get safe & secure jobs ab... \n",
|
"top \n",
|
||||||
"freq 142 726 \n",
|
"freq 15012 3308 \n",
|
||||||
"mean NaN NaN \n",
|
"mean NaN NaN \n",
|
||||||
"std NaN NaN \n",
|
"std NaN NaN \n",
|
||||||
"min NaN NaN \n",
|
"min NaN NaN \n",
|
||||||
@ -934,37 +1312,24 @@
|
|||||||
"75% NaN NaN \n",
|
"75% NaN NaN \n",
|
||||||
"max NaN NaN \n",
|
"max NaN NaN \n",
|
||||||
"\n",
|
"\n",
|
||||||
" description \\\n",
|
" description requirements \\\n",
|
||||||
"count 17879 \n",
|
"count 17880 17880 \n",
|
||||||
"unique 14801 \n",
|
"unique 14802 11969 \n",
|
||||||
"top Play with kids, get paid for it Love travel? J... \n",
|
"top Play with kids, get paid for it Love travel? J... \n",
|
||||||
"freq 379 \n",
|
"freq 379 2695 \n",
|
||||||
"mean NaN \n",
|
"mean NaN NaN \n",
|
||||||
"std NaN \n",
|
"std NaN NaN \n",
|
||||||
"min NaN \n",
|
"min NaN NaN \n",
|
||||||
"25% NaN \n",
|
"25% NaN NaN \n",
|
||||||
"50% NaN \n",
|
"50% NaN NaN \n",
|
||||||
"75% NaN \n",
|
"75% NaN NaN \n",
|
||||||
"max NaN \n",
|
"max NaN NaN \n",
|
||||||
"\n",
|
|
||||||
" requirements \\\n",
|
|
||||||
"count 15185 \n",
|
|
||||||
"unique 11968 \n",
|
|
||||||
"top University degree required. TEFL / TESOL / CEL... \n",
|
|
||||||
"freq 410 \n",
|
|
||||||
"mean NaN \n",
|
|
||||||
"std NaN \n",
|
|
||||||
"min NaN \n",
|
|
||||||
"25% NaN \n",
|
|
||||||
"50% NaN \n",
|
|
||||||
"75% NaN \n",
|
|
||||||
"max NaN \n",
|
|
||||||
"\n",
|
"\n",
|
||||||
" benefits telecommuting has_company_logo has_questions \\\n",
|
" benefits telecommuting has_company_logo has_questions \\\n",
|
||||||
"count 10670 17880.000000 17880.000000 17880.000000 \n",
|
"count 17880 17880.000000 17880.000000 17880.000000 \n",
|
||||||
"unique 6205 NaN NaN NaN \n",
|
"unique 6206 NaN NaN NaN \n",
|
||||||
"top See job description NaN NaN NaN \n",
|
"top NaN NaN NaN \n",
|
||||||
"freq 726 NaN NaN NaN \n",
|
"freq 7210 NaN NaN NaN \n",
|
||||||
"mean NaN 0.042897 0.795302 0.491723 \n",
|
"mean NaN 0.042897 0.795302 0.491723 \n",
|
||||||
"std NaN 0.202631 0.403492 0.499945 \n",
|
"std NaN 0.202631 0.403492 0.499945 \n",
|
||||||
"min NaN 0.000000 0.000000 0.000000 \n",
|
"min NaN 0.000000 0.000000 0.000000 \n",
|
||||||
@ -973,52 +1338,40 @@
|
|||||||
"75% NaN 0.000000 1.000000 1.000000 \n",
|
"75% NaN 0.000000 1.000000 1.000000 \n",
|
||||||
"max NaN 1.000000 1.000000 1.000000 \n",
|
"max NaN 1.000000 1.000000 1.000000 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" employment_type required_experience required_education \\\n",
|
" employment_type required_experience required_education industry \\\n",
|
||||||
"count 14409 10830 9775 \n",
|
"count 17880 17880 17880 17880 \n",
|
||||||
"unique 5 7 13 \n",
|
"unique 6 8 14 132 \n",
|
||||||
"top Full-time Mid-Senior level Bachelor's Degree \n",
|
"top Full-time \n",
|
||||||
"freq 11620 3809 5145 \n",
|
"freq 11620 7050 8105 4903 \n",
|
||||||
"mean NaN NaN NaN \n",
|
"mean NaN NaN NaN NaN \n",
|
||||||
"std NaN NaN NaN \n",
|
"std NaN NaN NaN NaN \n",
|
||||||
"min NaN NaN NaN \n",
|
"min NaN NaN NaN NaN \n",
|
||||||
"25% NaN NaN NaN \n",
|
"25% NaN NaN NaN NaN \n",
|
||||||
"50% NaN NaN NaN \n",
|
"50% NaN NaN NaN NaN \n",
|
||||||
"75% NaN NaN NaN \n",
|
"75% NaN NaN NaN NaN \n",
|
||||||
"max NaN NaN NaN \n",
|
"max NaN NaN NaN NaN \n",
|
||||||
"\n",
|
"\n",
|
||||||
" industry function \\\n",
|
" function fraudulent \n",
|
||||||
"count 12977 11425 \n",
|
"count 17880 17880.000000 \n",
|
||||||
"unique 131 37 \n",
|
"unique 38 NaN \n",
|
||||||
"top Information Technology and Services Information Technology \n",
|
|
||||||
"freq 1734 1749 \n",
|
|
||||||
"mean NaN NaN \n",
|
|
||||||
"std NaN NaN \n",
|
|
||||||
"min NaN NaN \n",
|
|
||||||
"25% NaN NaN \n",
|
|
||||||
"50% NaN NaN \n",
|
|
||||||
"75% NaN NaN \n",
|
|
||||||
"max NaN NaN \n",
|
|
||||||
"\n",
|
|
||||||
" fraudulent \n",
|
|
||||||
"count 17880.000000 \n",
|
|
||||||
"unique NaN \n",
|
|
||||||
"top NaN \n",
|
"top NaN \n",
|
||||||
"freq NaN \n",
|
"freq 6455 NaN \n",
|
||||||
"mean 0.048434 \n",
|
"mean NaN 0.048434 \n",
|
||||||
"std 0.214688 \n",
|
"std NaN 0.214688 \n",
|
||||||
"min 0.000000 \n",
|
"min NaN 0.000000 \n",
|
||||||
"25% 0.000000 \n",
|
"25% NaN 0.000000 \n",
|
||||||
"50% 0.000000 \n",
|
"50% NaN 0.000000 \n",
|
||||||
"75% 0.000000 \n",
|
"75% NaN 0.000000 \n",
|
||||||
"max 1.000000 "
|
"max NaN 1.000000 "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 37,
|
"execution_count": 32,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"source": [
|
"source": [
|
||||||
|
"data = data.replace(np.nan, '', regex=True)\n",
|
||||||
"data.describe(include='all')"
|
"data.describe(include='all')"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user