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@d1p
Created November 13, 2021 11:13
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visa_sponsor_job_backend_skill_analysis.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "visa_sponsor_job_backend_skill_analysis.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPrP633Z/OCWER9GVJXrgJY",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/d1p/3feb579a187e1ec9740efd4be0e3c580/visa_sponsor_job_backend_skill_analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "E36p2vI1Z-s8"
},
"source": [
"import requests\n",
"from bs4 import BeautifulSoup as BS\n",
"import lxml"
],
"execution_count": 189,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "MSn-3HS2ajBY"
},
"source": [
"STACKOVERFLOW_JOB_RSS_URL: str = \"https://stackoverflow.com/jobs/feed\"\n",
"\n",
"r = requests.get(STACKOVERFLOW_JOB_RSS_URL)"
],
"execution_count": 190,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Aolllu_kav7H"
},
"source": [
"response_xml = r.text\n",
"soup = BS(response_xml, \"lxml\")"
],
"execution_count": 191,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "0NLP9HD5pL39"
},
"source": [
"ignore_categories = [\n",
" \"reactjs\",\n",
" \"redux\",\n",
" \"react\",\n",
" \"css\",\n",
" \"html\",\n",
" \"angular\",\n",
" \"angularjs\",\n",
" \"css3\"\n",
" \"vue.js\",\n",
" \"react-native\",\n",
" \"android\",\n",
"]\n",
"single_ignore = [\"web-services\"]\n",
"\n",
"duplicates = {\n",
" \"node.js\": \"nodejs\",\n",
" \"amazon-web-services\": \"aws\",\n",
" \"python3\": \"python\",\n",
" \"c++11\":\"c++\",\n",
" \"c++14\":\"c++\",\n",
" \"c++17\":\"c++\",\n",
" \"c++20\":\"c++\",\n",
" \"spring\": \"java\"\n",
"}\n",
"\n",
"TRIGGER_WORDS = [\n",
" \"visa\",\n",
" \"relocation\"\n",
"]"
],
"execution_count": 192,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "2yp6oD6Q4jW0"
},
"source": [
"def update_dict(d, k):\n",
" if k in list(d.keys()):\n",
" d[k] += 1\n",
" else:\n",
" d[k] = 1"
],
"execution_count": 193,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "U3Vrep-mbEBu"
},
"source": [
"import numpy as np\n",
"\n",
"items = soup.find_all(\"item\")\n",
"all_categories = []\n",
"visa_categories = []\n",
"for item in items:\n",
" ok = False\n",
" description = item.find(\"description\").get_text()\n",
" for word in TRIGGER_WORDS:\n",
" if word in description:\n",
" ok = True\n",
"\n",
" categories = []\n",
" for c in item.find_all(\"category\"):\n",
" v = c.get_text()\n",
" if duplicates.get(v):\n",
" v = duplicates.get(v)\n",
" if v in single_ignore:\n",
" continue\n",
" categories.append(v)\n",
" categories = list(set(categories))\n",
"\n",
" if len(np.intersect1d(categories, ignore_categories)) != 0:\n",
" continue\n",
" all_categories = all_categories + categories \n",
" if ok: \n",
" visa_categories = visa_categories + categories\n"
],
"execution_count": 194,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "OfX7U53K6EsN"
},
"source": [
"all_skillset,visa_skillset = {}, {}\n",
"\n",
"for category in all_categories:\n",
" update_dict(all_skillset, category)\n",
"\n",
"for category in visa_categories:\n",
" update_dict(visa_skillset, category)\n",
"\n",
"all_skillset = dict(sorted(all_skillset.items(), key=lambda item: item[1], reverse=True))\n",
"visa_skillset = dict(sorted(visa_skillset.items(), key=lambda item: item[1], reverse=True))"
],
"execution_count": 195,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 485
},
"id": "DLiaarTZcJ3N",
"outputId": "7d8b69d3-0379-4492-8389-a36c7dad1897"
},
"source": [
"import matplotlib.pyplot as plt\n",
"fig, (ax1,ax2) = plt.subplots(1,2,figsize=(20,20))\n",
"colors = {}\n",
"all_labels = list(all_skillset.keys())[:10]\n",
"all_sections = list(all_skillset.values())[:10]\n",
"visa_labels = list(remote_skillset.keys())[:10]\n",
"visa_sections = list(remote_skillset.values())[:10]\n",
"\n",
"combined_label = list(set(all_labels + visa_labels))\n",
"for i,v in enumerate(combined_label):\n",
" colors[v] = f\"C{i}\"\n",
"\n",
"ax1.pie(all_sections, labels=all_labels,\n",
" startangle=90,\n",
" autopct = '%1.2f%%',\n",
" colors=[colors[key] for key in all_labels])\n",
"ax1.set_title('Top 10 jobs required skill')\n",
"\n",
"\n",
"ax2.pie(visa_sections, labels=visa_labels,\n",
" startangle=90,\n",
" autopct = '%1.2f%%',\n",
" colors=[colors[key] for key in visa_labels])\n",
"\n",
"ax2.set_title('Top 10 Visa sponsorship jobs required skill')\n",
"plt.show()"
],
"execution_count": 196,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 2 Axes>"
]
},
"metadata": {}
}
]
}
]
}
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d1p commented Apr 28, 2022

Note: This one is outdared, RIP Stackoverflow jobs. You will be missed 👻

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