How Indeed can Improve their Job Search with Semantics Search (Elastic Search as Search Stack)

Power of Semantics Search combined with Elastic Search to Search Peta Bytes Scale Data¶

Soumil Nitin Shah¶

Bachelor in Electronic Engineering | Masters in Electrical Engineering | Master in Computer Engineering |

• Website : https://soumilshah.herokuapp.com
• Github: https://github.com/soumilshah1995
• Linkedin: https://www.linkedin.com/in/shah-soumil/
• Blog: https://soumilshah1995.blogspot.com/
• Youtube : https://www.youtube.com/channel/UC_eOodxvwS_H7x2uLQa-svw?view_as=subscriber
• Facebook Page : https://www.facebook.com/soumilshah1995/
• Email : shahsoumil519@gmail.com

In [1]:

ENDPOINT="htXXXX"
USERNAME="XXX"
PASSWORD="XXX"

Step 1: Installing all Modules and packages¶

In [2]:

!pip install -U sentence-transformers

Collecting sentence-transformers
  Downloading sentence-transformers-2.2.2.tar.gz (85 kB)
Requirement already satisfied, skipping upgrade: transformers<5.0.0,>=4.6.0 in c:\python38\lib\site-packages (from sentence-transformers) (4.15.0)
Requirement already satisfied, skipping upgrade: tqdm in c:\python38\lib\site-packages (from sentence-transformers) (4.64.0)
Requirement already satisfied, skipping upgrade: torch>=1.6.0 in c:\python38\lib\site-packages (from sentence-transformers) (1.8.1)
Requirement already satisfied, skipping upgrade: torchvision in c:\python38\lib\site-packages (from sentence-transformers) (0.11.2)
Requirement already satisfied, skipping upgrade: numpy in c:\python38\lib\site-packages (from sentence-transformers) (1.23.0)
Requirement already satisfied, skipping upgrade: scikit-learn in c:\python38\lib\site-packages (from sentence-transformers) (0.23.1)
Requirement already satisfied, skipping upgrade: scipy in c:\python38\lib\site-packages (from sentence-transformers) (1.4.1)
Requirement already satisfied, skipping upgrade: nltk in c:\python38\lib\site-packages (from sentence-transformers) (3.5)
Requirement already satisfied, skipping upgrade: sentencepiece in c:\python38\lib\site-packages (from sentence-transformers) (0.1.95)
Requirement already satisfied, skipping upgrade: huggingface-hub>=0.4.0 in c:\python38\lib\site-packages (from sentence-transformers) (0.4.0)
Requirement already satisfied, skipping upgrade: packaging>=20.0 in c:\python38\lib\site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (21.3)
Requirement already satisfied, skipping upgrade: regex!=2019.12.17 in c:\python38\lib\site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (2017.4.5)
Requirement already satisfied, skipping upgrade: sacremoses in c:\python38\lib\site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (0.0.44)
Requirement already satisfied, skipping upgrade: requests in c:\python38\lib\site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (2.26.0)
Requirement already satisfied, skipping upgrade: tokenizers<0.11,>=0.10.1 in c:\python38\lib\site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (0.10.3)
Requirement already satisfied, skipping upgrade: pyyaml>=5.1 in c:\python38\lib\site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (5.3.1)
Requirement already satisfied, skipping upgrade: filelock in c:\python38\lib\site-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (3.0.12)
Requirement already satisfied, skipping upgrade: colorama; platform_system == "Windows" in c:\python38\lib\site-packages (from tqdm->sentence-transformers) (0.4.3)
Requirement already satisfied, skipping upgrade: typing-extensions in c:\python38\lib\site-packages (from torch>=1.6.0->sentence-transformers) (3.10.0.2)
Requirement already satisfied, skipping upgrade: pillow!=8.3.0,>=5.3.0 in c:\python38\lib\site-packages (from torchvision->sentence-transformers) (7.2.0)
Requirement already satisfied, skipping upgrade: threadpoolctl>=2.0.0 in c:\python38\lib\site-packages (from scikit-learn->sentence-transformers) (2.1.0)
Requirement already satisfied, skipping upgrade: joblib>=0.11 in c:\python38\lib\site-packages (from scikit-learn->sentence-transformers) (0.15.1)
Requirement already satisfied, skipping upgrade: click in c:\python38\lib\site-packages (from nltk->sentence-transformers) (7.1.2)
Requirement already satisfied, skipping upgrade: pyparsing!=3.0.5,>=2.0.2 in c:\python38\lib\site-packages (from packaging>=20.0->transformers<5.0.0,>=4.6.0->sentence-transformers) (2.4.7)
Requirement already satisfied, skipping upgrade: six in c:\python38\lib\site-packages (from sacremoses->transformers<5.0.0,>=4.6.0->sentence-transformers) (1.15.0)
Requirement already satisfied, skipping upgrade: idna<4,>=2.5; python_version >= "3" in c:\python38\lib\site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (2.8)
Requirement already satisfied, skipping upgrade: urllib3<1.27,>=1.21.1 in c:\python38\lib\site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (1.25.11)
Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in c:\python38\lib\site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (2020.6.20)
Requirement already satisfied, skipping upgrade: charset-normalizer~=2.0.0; python_version >= "3" in c:\python38\lib\site-packages (from requests->transformers<5.0.0,>=4.6.0->sentence-transformers) (2.0.12)

WARNING: You are using pip version 20.2.2; however, version 22.1.2 is available.
You should consider upgrading via the 'c:\python38\python.exe -m pip install --upgrade pip' command.

Building wheels for collected packages: sentence-transformers
  Building wheel for sentence-transformers (setup.py): started
  Building wheel for sentence-transformers (setup.py): finished with status 'done'
  Created wheel for sentence-transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=125924 sha256=a04830901bfb42c5a5bb73e71c4c39577153fd4e4f838061c5b2338d63a4132e
  Stored in directory: c:\users\s.shah\appdata\local\pip\cache\wheels\5e\6f\8c\d88aec621f3f542d26fac0342bef5e693335d125f4e54aeffe
Successfully built sentence-transformers
Installing collected packages: sentence-transformers
  Attempting uninstall: sentence-transformers
    Found existing installation: sentence-transformers 2.1.0
    Uninstalling sentence-transformers-2.1.0:
      Successfully uninstalled sentence-transformers-2.1.0
Successfully installed sentence-transformers-2.2.2

In [3]:

! pip install transformers

Requirement already satisfied: transformers in c:\python38\lib\site-packages (4.15.0)
Requirement already satisfied: regex!=2019.12.17 in c:\python38\lib\site-packages (from transformers) (2017.4.5)
Requirement already satisfied: numpy>=1.17 in c:\python38\lib\site-packages (from transformers) (1.23.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in c:\python38\lib\site-packages (from transformers) (0.4.0)
Requirement already satisfied: pyyaml>=5.1 in c:\python38\lib\site-packages (from transformers) (5.3.1)

WARNING: You are using pip version 20.2.2; however, version 22.1.2 is available.
You should consider upgrading via the 'c:\python38\python.exe -m pip install --upgrade pip' command.

Requirement already satisfied: filelock in c:\python38\lib\site-packages (from transformers) (3.0.12)
Requirement already satisfied: tqdm>=4.27 in c:\python38\lib\site-packages (from transformers) (4.64.0)
Requirement already satisfied: packaging>=20.0 in c:\python38\lib\site-packages (from transformers) (21.3)
Requirement already satisfied: sacremoses in c:\python38\lib\site-packages (from transformers) (0.0.44)
Requirement already satisfied: requests in c:\python38\lib\site-packages (from transformers) (2.26.0)
Requirement already satisfied: tokenizers<0.11,>=0.10.1 in c:\python38\lib\site-packages (from transformers) (0.10.3)
Requirement already satisfied: typing-extensions>=3.7.4.3 in c:\python38\lib\site-packages (from huggingface-hub<1.0,>=0.1.0->transformers) (3.10.0.2)
Requirement already satisfied: colorama; platform_system == "Windows" in c:\python38\lib\site-packages (from tqdm>=4.27->transformers) (0.4.3)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\python38\lib\site-packages (from packaging>=20.0->transformers) (2.4.7)
Requirement already satisfied: joblib in c:\python38\lib\site-packages (from sacremoses->transformers) (0.15.1)
Requirement already satisfied: click in c:\python38\lib\site-packages (from sacremoses->transformers) (7.1.2)
Requirement already satisfied: six in c:\python38\lib\site-packages (from sacremoses->transformers) (1.15.0)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\python38\lib\site-packages (from requests->transformers) (1.25.11)
Requirement already satisfied: charset-normalizer~=2.0.0; python_version >= "3" in c:\python38\lib\site-packages (from requests->transformers) (2.0.12)
Requirement already satisfied: idna<4,>=2.5; python_version >= "3" in c:\python38\lib\site-packages (from requests->transformers) (2.8)
Requirement already satisfied: certifi>=2017.4.17 in c:\python38\lib\site-packages (from requests->transformers) (2020.6.20)

data Set https://www.kaggle.com/madhab/jobposts¶

Link https://www.sbert.net/docs/quickstart.html¶

Step 2: Define Imports¶

In [4]:

import pandas as pd
import numpy as np
import json
import os
import uuid


from sentence_transformers import SentenceTransformer, util
model = SentenceTransformer('all-MiniLM-L6-v2')

import elasticsearch
from elasticsearch import Elasticsearch
from elasticsearch import helpers

from tqdm.auto import tqdm
tqdm.pandas()

In [5]:

df  = pd.read_csv("data job posts.csv")

In [6]:

df.shape

Out[6]:

(19001, 24)

Shows Sample Job Posting¶

In [7]:

df.head(1)

Out[7]:

	jobpost	date	Title	Company	AnnouncementCode	Term	Eligibility	Audience	StartDate	Duration	...	Salary	ApplicationP	OpeningDate	Deadline	Notes	AboutC	Attach	Year	Month	IT
0	AMERIA Investment Consulting Company\r\nJOB TI...	Jan 5, 2004	Chief Financial Officer	AMERIA Investment Consulting Company	NaN	NaN	NaN	NaN	NaN	NaN	...	NaN	To apply for this position, please submit a\r\...	NaN	26 January 2004	NaN	NaN	NaN	2004	1	False

1 rows × 24 columns

This is Sample class that will help to convert sentences into Token¶

In [8]:

class Tokenizer(object):
    def __init__(self):
        self.model = SentenceTransformer('all-MiniLM-L6-v2')

    def get_token(self, documents):
        sentences  = [documents]
        sentence_embeddings = self.model.encode(sentences)
        encod_np_array = np.array(sentence_embeddings)
        encod_list = encod_np_array.tolist()
        return encod_list[0]

Step 3: Creating Tokens¶

Lets create corups of vectors and use teh power of elastic search to Search vectors with semantics Search

In [10]:

token_instance = Tokenizer()

Converting Job Post into Vectors legth of vector is 382¶

In [190]:

df = df.head(5000)
df = df.dropna(how='all')

In [191]:

df['vector'] = df['jobpost'].progress_apply(token_instance.get_token)

In [ ]:

PUT posting 
{
   "settings":{
      "index":{
         "number_of_shards":1,
         "number_of_replicas":0,
         "knn":{
            "algo_param":{
               "ef_search":40,
               "ef_construction":40,
               "m":"4"
            }
         }
      },
      "knn":true
   },
   "mappings":{
      "properties":{
         "vector":{
            "type":"knn_vector",
            "dimension":384
         },
         "title":{
            "type":"text",
            "fields":{
               "keyword":{
                  "type":"keyword",
                   "index":false
               }
            }
         },
         "company":{
            "type":"keyword",
            "index":false
         },
         "location":{
            "type":"keyword",
            "index":false
         },
         "salary":{
            "type":"keyword",
            "index":false
         },
         "job_description":{
            "type":"keyword",
            "index":false
         }
      }
   }
}

In [ ]:

PUT posting1 
{
   "settings":{
      "index":{
         "number_of_shards":20,
         "number_of_replicas":1,
         "knn":{
            "algo_param":{
               "ef_search":40,
               "ef_construction":40,
               "m":"4"
            }
         }
      },
      "knn":true
   },
   "mappings":{
      "properties":{
         "vector":{
            "type":"knn_vector",
            "dimension":384
         }
      }
   }
}

i am only taking certain feilds¶

In [207]:

elk_data = df.to_dict("records")

In [12]:

es = Elasticsearch(hosts=[ENDPOINT],  http_auth=(USERNAME, PASSWORD))
es.ping()

Out[12]:

True

In [ ]:

for x in elk_data:
    try:
        _={
           "title":x.get("Title", ""),
            "company":x.get("Company", ""),
            "location":x.get("Location", ""),
            "salary":x.get("Salary", ""),
            "vector":x.get("vector", ""),
            "job_description":x.get("JobDescription", ""),

        }
        es.index(index='posting1',body=_)
    except Exception as e:pass
    
   

Test For Semantics Search¶

In [15]:

INPUT = input("Enter the Input Query ")
token_vector = token_instance.get_token(INPUT)

query  ={
  "_source": ["title", "job_description"], 
   "size":50,
   "query":{
      "bool":{
         "must":[
            {
               "knn":{
                  "vector":{
                     "vector":token_vector,
                     "k":20
                  }
               }
            }
         ]
      }
   }
}


res = es.search(index='posting1',
                size=50,
                body=query,
                request_timeout=55)

title = [x['_source']  for x in res['hits']['hits']] 
title

Enter the Input Query  I am looking for jobs on python Developer with aws and elasticsearch skills 

Out[15]:

[{'job_description': 'We are looking for experienced Python Developers for\r\nthe development of an internet application.',
  'title': 'Python Developers'},
 {'job_description': 'LinkGard Systems LLC is seeking ethical, energetic and\r\nhighly motivated individuals to fill the position of SEO Specialist as\r\npart of the Search Engine Optimization Group. We have several openings\r\nand 2 shifts for students to fit their schedule:\r\nMorning shift:  8:00 a.m. - 2:00 p.m.\r\nEvening shift:  2:00 p.m. - 10:00 p.m.',
  'title': 'Search Engine Optimization Specialists'},
 {'job_description': 'LinkGard Systems LLC is seeking ethical, energetic and\r\nhighly motivated individuals to fulfill the position of SEO Specialist as\r\npart of the Search Engine Optimization Group. We are especially looking\r\nfor good English-speaking students who are savvy with Internet\r\ntechnologies.\r\nWe have many openings and 2 shifts for students to fit their schedule:\r\nMorning shift:  8:00 a.m. - 2:00 p.m.  (4 openings).\r\nAfternoon shift: 2:00 p.m. - 7:00 p.m. (2 openings).',
  'title': 'Search Engine Optimization Specialist'},
 {'job_description': 'LinkGard Systems LLC is seeking ethical, energetic and\r\nhighly motivated individuals to fill the position of SEO Specialist as\r\npart of the Search Engine Optimization Group. We have several openings\r\nand 2 shifts for students to fit their schedule:\r\nMorning shift:  8:00 a.m. - 2:00 p.m.\r\nEvening shift:  2:00 p.m. - 10:00 p.m.',
  'title': 'Search Engine Optimization Specialists'},
 {'job_description': 'In this position, the individual designs, develops,\r\ntroubleshoots and debugs software programs. You will be involved into\r\none of several projects like DataWareHouse, Shopping.',
  'title': 'Software Engineer / Senior Software Engineer'},
 {'job_description': 'GlobalSoft LLC is currently looking for experienced\r\nWeb Developers with excellent and demonstrated problem solving skills.',
  'title': 'Web Developer'},
 {'job_description': 'As a Project Coordinator you will be responsible for\r\ntasks such as meeting notes, planning parts of the project,\r\ncommunication to our development centers in Europe. \r\nOverall Goal: Increase Search engine generated traffic on Lycos Sites.',
  'title': 'Project Manager SEO'},
 {'job_description': 'As a Project Coordinator you will be responsible for\r\ntasks such as meeting notes, planning parts of the project,\r\ncommunication to our development centers in Europe. \r\nOverall Goal: Increase Search engine generated traffic on Lycos Sites.',
  'title': 'Project Manager SEO'},
 {'job_description': 'OffshoreSoft.DE GmbH is currently looking for a highly\r\nqualified candidate to fulfill the position of Software Developer/\r\nProgrammer.',
  'title': 'Software Developer/ Programmer'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Java Software Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Java Software Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Java Software Developers'},
 {'job_description': "The candidate will be responsible for developing and\r\nmaintaining a Graphical User Interface (GUI) used for design entry and\r\nconfiguration of Sonics' products. \r\nIn addition he/ she will develop and maintain the data model used by the\r\nGUI and related design tools. The candidate will help with the support of\r\ninfrastructure used to produce the Sonics' design generators for Verilog\r\nand SystemC.",
  'title': 'Software Engineer'},
 {'job_description': 'The Web Developer/ Programmer will develop interactive\r\nwebsites.',
  'title': 'Web Developer/ Programmer'},
 {'job_description': 'The role requires dedicated Java professionals that\r\nwill enjoy applying the latest technologies in a creative, professional\r\nenvironment of the Lycos Billing Platform multinational team. Current\r\nprojects are dedicated to create unique billing solution for all premium\r\nLycos Services.',
  'title': 'Advanced Java Developer for Lycos Billing Platform'},
 {'job_description': 'The role requires dedicated web developer\r\nprofessionals that will enjoy applying the latest technologies for\r\nsolving challenging tasks in a creative, professional environment of the\r\nLycos Communities multinational team. Current projects are dedicated to\r\nachieving our ambitious goal of strengthening and expanding our premier\r\nposition in Europe and becoming the Number One on-line chat in the\r\nWorld.',
  'title': 'JSP/Java Developer for Lycos Chat'},
 {'job_description': 'The role requires dedicated web developer\r\nprofessionals that will enjoy applying the latest technologies in a\r\ncreative, professional environment of the Lycos Billing Platform\r\nmultinational team. Current projects are dedicated to create unique\r\nbilling solution for all premium Lycos Servises.',
  'title': 'JSP/Java Developer for Lycos Billing Platform'},
 {'job_description': 'The role requires dedicated Java/C++ professionals\r\nthat will enjoy applying the latest technologies for solving challenging\r\ntasks in a creative, professional environment of the Lycos Communities\r\nmultinational team. Current projects are dedicated to achieving our\r\nambitious goal of strengthening and expanding our premier position in\r\nEurope and becoming the Number One on-line chat in the World.',
  'title': 'Advanced Java Developer for Lycos Communities'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Java/C++ Backend Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Senior Developers'},
 {'job_description': 'We are looking for a highly qualified person with deep\r\nknowledge and practical experience in Web programming. The selected\r\ncandidate will be involved in all stages of the development life cycle.',
  'title': 'Web Developer'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Java/C++/PHP Software Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'JSP/Java/PHP Developers'},
 {'job_description': 'We are looking for a highly qualified person with deep\r\nknowledge and practical experience in Web programming. The selected\r\ncandidate will be involved in all stages of the development life cycle.',
  'title': 'Web Developer'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Senior Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'Senior Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'C/C++ Software  Developers'},
 {'job_description': 'Web Systems Department Junior Engineer will take part\r\nin design, implementation, and execution of Web based systems.',
  'title': 'Junior Engineer, Web Systems Department'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'PHP Software Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'PHP Software Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'PHP Software Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'C/C++ Software  Developers'},
 {'job_description': 'The role requires dedicated and responsible Java, C++\r\nor PHP professionals. The key elements of the role are full life cycle\r\nproduct development working in a technically strong team through\r\nrequirements gathering, architecture, development and release. The\r\ncandidate is required to work closely with the other technical members\r\nof Lycos teams.',
  'title': 'C/C++ Software  Developers'},
 {'job_description': 'The Software Engineer will be engaged in software\r\ndesign and development.',
  'title': 'Software Engineer'},
 {'job_description': 'The primary objective of this position is automation\r\nof testing process to ensure the quality of CQG products. Automated Test\r\nEngineer will perform wide range of automated testing and work with test\r\ndocumentation.',
  'title': 'Automated Test Engineer'},
 {'job_description': 'Essence Development LLC is looking for a candidate to\r\nfulfill the position of Tester/ Quality Assurance Engineer.',
  'title': 'Tester/ Quality Assurance Engineer'},
 {'job_description': 'We are looking for experienced web developers with\r\nexcellent and demonstrated problem solving skills.',
  'title': 'Web Developer'},
 {'job_description': 'We are looking for qualified Web Developers.',
  'title': 'Web Developer'},
 {'job_description': 'The role requires dedicated and responsible Java\r\nProfessionals. The responsibilities of this position are focused on\r\nsoftware development tasks such as developing integrated web\r\napplications and web portal systems.',
  'title': 'Java Professionals'},
 {'job_description': 'The role requires dedicated Java/C++ professionals\r\nthat will enjoy applying the latest technologies for solving challenging\r\ntasks in a creative, professional environment of the Lycos Communities\r\nmultinational team. Current projects are dedicated to achieving our\r\nambitious goal of strengthening and expanding our premier position in\r\nEurope and becoming the Number One on-line chat in the World.',
  'title': 'Java or C++ backend developer for Lycos Communities'},
 {'job_description': 'We are looking for a statistician who will be\r\nresponsible to develop tools and statistics from the company business\r\ndata.',
  'title': 'Data Miner'},
 {'job_description': 'WebSoft Technologies is currently seeking for a\r\ncommitted person to fill the vacancy of PHP Programmer.',
  'title': 'PHP Programmer'},
 {'job_description': 'LinkGard Systems, LLC is seeking highly experienced\r\nSenior Software Engineers (four engineers in total) that can design and\r\ndevelop web-based J2EE applications. We need ethical, energetic, and\r\nhighly motivated individuals with full software development life-cycle\r\nexperience.',
  'title': 'Senior Developer(s)/ Software Engineers'},
 {'job_description': 'The role requires dedicated and responsible Web\r\nDevelopers that will apply the technologies in a creative, professional\r\nenvironment of the Lycos Hosting multinational team.',
  'title': 'PHP Developer for Lycos Hosting'},
 {'job_description': 'We are looking for a candidate to fulfill the position\r\nof Tester/ Quality Assurance Engineer. On the given direction the company\r\noffers services on professional development of the software on the basis\r\nof platforms J2EE, JBoss, MySQL for western business.',
  'title': 'Tester / Quality Assurance Engineer'},
 {'job_description': 'The role requires dedicated Java/C++ professionals\r\nthat will enjoy applying the latest technologies for solving challenging\r\ntasks in a creative, professional environment of the Lycos Communities\r\nmultinational team. Current projects are dedicated to achieving our\r\nambitious goal of strengthening and expanding our premier position in\r\nEurope and becoming the Number One on-line chat in the World.',
  'title': 'Java/C++ Developer for Lycos Communities'},
 {'job_description': 'Koan Technologies is looking for a skilled Flash\r\nAction Scripting Programmer for a long-term project requiring traveling\r\nto the Brussels, Belgium.',
  'title': 'Flash Action Scripting Programmer/ HTML Coder'},
 {'job_description': 'The primary objective of this position is the\r\ndevelopment of automated Testing Tools and Framework, maintenance of\r\nwide range of automated tests like functional, regression, stress, load\r\nand performance to test and ensuring the quality of CQG products.',
  'title': 'Senior Developer in Automated Test Department'},
 {'job_description': 'We are looking for a highly qualified person with deep\r\nknowledge and practical experience in Web programming. The selected\r\ncandidate will be involved in all stages of the development life cycle.',
  'title': 'Web Developer'},
 {'job_description': 'The primary objective of this position is the\r\ndevelopment of automated Testing Tools and Framework, maintenance of\r\nwide range of automated tests like functional, regression, stress, load\r\nand performance to test and ensuring the quality of CQG products.',
  'title': 'Senior Developer in Automated Test Department'}]

In [ ]: