# Notebook from TobiAdeniyi/Linkedin_proj
Path: data_eda.ipynb

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import geopandas as gpd
import ast
from wordcloud import WordCloud, ImageColorGenerator, STOPWORDS
from nltk.corpus import stopwords
from nltk.tokenize import word_tokenize_____no_output_____df_raw = pd.read_csv('glassdoor_jobs_cleaned.csv')_____no_output_____pd.set_option('display.max_rows', None)
df_raw.head()_____no_output_____i = 0
for col in list(df_raw.columns):
    print(i+1, col)
    i += 11 Job Title
2 Job Description
3 Location
4 Headquarters
5 seniority
6 company_name
7 location_city
8 hq_city
9 ratings
10 avg_salary
11 min_salary
12 max_salary
13 min_revenue
14 max_revenue
15 avg_revenue
16 min_size
17 max_size
18 avg_size
19 languages
20 ownership
21 industry
22 sector
23 competitors
24 founded
# Create job role column
df = df_raw.copy()
def get_role(title):
    if "intern" in title.lower():
        return "intern"
    elif "research" in title.lower():
        return 'research'
    elif "analyst" in title.lower():
        return 'analyst'
    elif "machine learning" in title.lower() or "deep learning" in title.lower():
        return 'mle'
    elif "data engineer" in title.lower():
        return 'de'
    else:
        return 'ds'

df["role"] = df["Job Title"].apply(lambda x: get_role(x))
df.role.head()_____no_output_____def language_present(x):
    Languages = ["python","excel","sql",
                 "aws","spark","hadoop",
                 "java "," r ","tensorflow",
                 "matlab"]
    y = []
    x = ast.literal_eval(x)
    for l in Languages:
        if x[l]!=0:
            y.append(l)
    return y_____no_output_____df["competitors"] = df["competitors"].apply(lambda x: ast.literal_eval(x))
df["languages"] = df["languages"].apply(lambda x: language_present(x))
df["industry"] = df["industry"].apply(lambda x: ast.literal_eval(x))
df["sector"] = df["sector"].apply(lambda x: ast.literal_eval(x))_____no_output_____# Remove England, United kingdom, briton from location
def rm_contries(location):
    unwanted = ["uk", "england", "united kingdom"]
    if location.lower() in unwanted:
        return "-1"
    else:
        return location

df.location_city = df.location_city.apply(lambda x: rm_contries(x))_____no_output_____# Competitors count column
df["num_comp"] = df["competitors"].apply(lambda x: 0 if x[0] == '-1' else len(x))_____no_output_____# number of languages in each job
df["num_languages"] = df["languages"].apply(lambda x: len(x))_____no_output_____# Create company age column
df["age"] = df["founded"].apply(lambda x: -1 if x == -1 else 2020 - int(x))_____no_output_____# Remove newline character form job description field
df["Job Description"] = df["Job Description"].apply(lambda x: x.replace("\n", ""))_____no_output_____# Job discription length
df["description_len"] = df["Job Description"].apply(lambda x: len(x))_____no_output_____# Job location same as HQ
df["same_state"] = (df.location_city == df.hq_city).astype(int)_____no_output_____df.describe()_____no_output_____

A lot of the numerical columns have contain entries = -1. This will likely skew their statistics._____no_output_____

# List of numeric columns
numeric_cols = list(df.describe().columns)

# Drop max and min columns
numeric_cols_dropped = []

for col in numeric_cols:
    if 'min' in col or 'max' in col:
        numeric_cols_dropped.append(col)

# List of acceptable numerical columns
numeric_cols_ok = {x for x in numeric_cols if x not in numeric_cols_dropped}

# create a numeric dataframe
nm_df = df[list(numeric_cols_ok)]_____no_output_____no_plot = ['founded', 'avg_revenue', 'avg_size']
for col in nm_df.columns:
    if col not in no_plot:
        print(col)
        plt.figure()
        nm_df[col].hist()
        plt.show()
        plt.figure()
        nm_df.boxplot(column=col)
        plt.show()num_comp
#nm_df = nm_df.drop("founded", axis=1)_____no_output_____# Correlattion table
corr = nm_df.corr()
corr_____no_output_____cmap = sns.diverging_palette(220, 10, as_cmap=True)
sns.heatmap(corr, cmap=cmap, square=True, linewidth=.5, center=0)_____no_output_____# Catagorical columns
catagoric_cols = list(col for col in list(df.columns) if col not in numeric_cols)_____no_output_____# Dataframe of all catagorical data
cat_df = df[catagoric_cols]
cat_df.head()_____no_output_____# Remove dictionaries and list
# Remove large text fields and pre-derived fields
cat_df = cat_df.drop(["Job Description","Job Title","Location",
                     "Headquarters","languages","industry","sector",
                     "competitors"], axis=1)_____no_output_____cat_df.head()_____no_output_____for col in cat_df.columns:
    plt.figure()
    cat_count = cat_df[col].value_counts()[0:30]
    chart = sns.barplot(x=cat_count.index, y=cat_count)
    chart.set_xticklabels(chart.get_xticklabels(),
                         rotation=90)
    plt.show()_____no_output_____for col in ["languages","industry","sector","competitors"]:
    plt.figure()
    cat_count = df.explode(col)[col].value_counts()[0:40]
    if '-1' in cat_count.index:
        cat_count = cat_count.drop('-1', axis=0)
    chart = sns.barplot(x=cat_count.index, y=cat_count)
    chart.set_xticklabels(chart.get_xticklabels(),rotation=90)
    plt.show()_____no_output_____pd.pivot_table(df, index=['seniority','role'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____# Salary by revenue
#pd.pivot_table(df[df.role=='ds'], index=['avg_revenue'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____# Salary by rating
#pd.pivot_table(df[df.role=='ds'], index=['ratings'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____# Salary by industry
#pd.pivot_table(df[df.role=='ds'].explode('industry'), index=['industry'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____# Salary by Sector
#pd.pivot_table(df[df.role=='ds'].explode('sector'), index=['sector'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____# Salary by num_comp
#pd.pivot_table(df[df.role=='ds'], index=['num_comp'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____# Salary by each Language
#pd.pivot_table(df[df.role=='ds'].explode('languages'), index=['languages'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____# Salary by ownership
#pd.pivot_table(df[df.role=='ds'], index=['ownership'], values='avg_salary').sort_values(by='avg_salary', ascending=False)_____no_output_____for col in catagoric_cols:
    print(col)
    try:
        print(pd.pivot_table(df[df.role=='ds'], index=col, values='avg_salary').sort_values(by='avg_salary', ascending=False))
    except:
        print(pd.pivot_table(df[df.role=='ds'].explode(col), index=col, values='avg_salary').sort_values(by='avg_salary', ascending=False))Job Title
                                                      avg_salary
Job Title
BIG DATA ARCHITECT                                  87000.000000
Applied Scientist - Information Retrieval and N...  87000.000000
Clinical Development Scientist - Oncology Haema...  87000.000000
Chief Data Scientist (AI, Data Science)             87000.000000
Chemical Development Scientist                      87000.000000
Lead Scientist - Next Generation Sequencing         87000.000000
Data Platform Software Engineer                     87000.000000
Bioinformatics Data Manager                         87000.000000
Digital Scientist, Associate Director, Oncology...  87000.000000
Computational Genetics Scientist                    87000.000000
Senior Development Scientist                        87000.000000
Senior Organizational Development Scientist         87000.000000
Head of Data Strategy (remote working)              87000.000000
Software Developer/Scientist – Crystallography      87000.000000
Data Platform Engineer (Cloud, DevOps)              87000.000000
PBPK Modelling and Simulation Scientist             87000.000000
AI Scientist - Computer Vision                      87000.000000
Analytical Chemistry Scientist - HPLC Analysis      82000.000000
Senior Data Scientist - Remote & Cambridge - 80...  82000.000000
Data Scientist/Lead                                 82000.000000
Data Innovation Project Manager                     82000.000000
Head of Data and Analytics                          82000.000000
BioInformatics Data Scientist                       82000.000000
Senior Decision Scientist                           82000.000000
Principal Data Scientist - Marketing                82000.000000
Senior Data Scientist - Forecasting                 82000.000000
Scientist, Data, Methods and Analytics Immuno-i...  82000.000000
Associate Scientist, Cell & Gene Therapy Techno...  82000.000000
Senior Applied Data Scientist                       82000.000000
Data Scientist - Engineering and Product            82000.000000
Assay Development Scientist                         82000.000000
Team Lead, Analytics Data Preparation               82000.000000
Chemical Assay Scientist                            68000.000000
Molecular Virology Scientist                        68000.000000
Principal Electro-optic Materials Scientist         68000.000000
Senior Scientist, Downstream                        68000.000000
Data Entry Administrator (Night Shift)              68000.000000
Scientist I- Toxicology                             68000.000000
Senior Devops - Applied Data Science for Global...  68000.000000
Data Catalogue Lead                                 68000.000000
Senior Purification Scientist                       68000.000000
Technical Transfer Scientist                        68000.000000
Business Data Steward                               66500.000000
Senior Consultant, Cloud Data Solution Architec...  66500.000000
Senior Environmental Scientist                      66500.000000
Principal Consultant - Data Scientist               66500.000000
Data Architect                                      66000.000000
Data Scientist - Reinforcement Learning             64500.000000
Principal Data Scientist (Fintech)                  64500.000000
Data Modeller                                       64500.000000
senior data scientist - remote & cambridge - 80...  64500.000000
Mid-Senior Data Scientist                           64500.000000
Geo Spatial Data Scientist/Engineer                 64500.000000
Data Scientist (KTP Associate)                      64500.000000
Sports Data Scientist                               64500.000000
Senior Scientist - Data Science - Structural Bi...  64500.000000
Senior Data Scientist, Operations                   64500.000000
Scientist Flu BPD                                   64500.000000
Computational Genomics Scientist                    62000.000000
rotein Scientist                                    62000.000000
Data Specification Specialist - IRC                 62000.000000
Senior Data Scientist / ML Engineer                 62000.000000
Investigator Scientist - Structural Studies - D...  62000.000000
Senior Analytical Scientist - Pharmaceuticals       62000.000000
Data Scientist - (Business Consultancy / Analysis)  61500.000000
Marketing Mix Model Data Scientist                  61500.000000
Data Scientist - Absence Intelligence               61500.000000
Data Scientist (Python)                             61500.000000
Data Scientist - Genomics                           61500.000000
Data Scientist, Managed Rules                       61500.000000
Healthcare Data Scientist                           61500.000000
Data Scientist / Senior Data Scientist              61500.000000
Graduate Data Scientist                             61500.000000
Regulatory Reporting - Data Scientist               61500.000000
Senior Data Scientist - Curve Credit.               61500.000000
Applied Scientist - Personalization                 61000.000000
In Vivo Scientist                                   60000.000000
Drug Discovery Scientist                            60000.000000
HCPC Registered Biomedical Scientist                60000.000000
Senior Data Consultant                              60000.000000
Reporting Scientist (Toxicology)                    60000.000000
Senior Data Warehouse/ETL Engineer                  60000.000000
QC Analytical Scientist                             60000.000000
Sr. SAS Programmer / Data Manager (Associcate S...  60000.000000
Product Manager - Data                              60000.000000
Pharmacovigilance Safety Scientist, Manager         60000.000000
Data scientist VP                                   59250.000000
Principal Data Scientist                            58750.000000
Bioassay Scientist                                  58625.000000
Head of Data Science                                58285.714286
EMEA Senior Data Scientist I                        57833.333333
Data Scientist Lead                                 57000.000000
Data Science Manager                                56083.333333
GPS Scientist                                       56000.000000
Senior Specialist Biomedical Scientist              56000.000000
Data Scientist - suit PhD - Sept/Oct start          56000.000000
Head Data Strategy & Management                     56000.000000
Senior Assay Development Scientist - Diagnostics    55500.000000
Pan-Prostate Cancer Group Data Manager              55250.000000
Biomedical Scientist Virology                       55000.000000
Epidemiological Support Scientist (SD20/82)         55000.000000
Biomedical Scientist/Specialist Biomedical Scie...  55000.000000
Associate Scientist Bioscience                      55000.000000
Senior Scientist (Bioscience)                       55000.000000
Residue Scientist                                   55000.000000
R Developer / Data Developer - Fully Remote - 1...  55000.000000
Senior Support Scientist / Beamline Scientist       55000.000000
Crop Protection Modelling Scientist                 55000.000000
Data Insight Consultant                             55000.000000
Lead Data Scientist - Consumer Behaviour            54500.000000
Head of Data Science (findajob)                     54500.000000
BXB Digital: Data Scientist                         54500.000000
Data Scientist - AWS Sagemaker                      54000.000000
Data Scientist (Fixed Term Contract)                54000.000000
Data Scientist, Legal                               54000.000000
Data Scientist - Cyber                              54000.000000
Data Scientist - Marketing                          54000.000000
Data Analytics Statistician/Data Scientist          54000.000000
Data Scientist (Carra)                              54000.000000
Data Scientist, Product                             54000.000000
DATA SCIENTIST                                      54000.000000
AI Scientist                                        54000.000000
Data Scientist - Menu Tribe                         54000.000000
Data Scientist / ML Engineer                        54000.000000
Consultant, Data Scientist, Defence and Securit...  54000.000000
Data Scientist - Talent Pool (m/f/d)                54000.000000
Applied Scientist - IR and NLP                      53166.666667
Lead Data Scientist - Product                       53000.000000
Lead Data Scientist                                 52708.333333
CDO Data Scientist                                  52500.000000
Earth Observation Scientists                        52000.000000
NLP Data Scientist                                  52000.000000
Principal Advisory Consultant – Data Science        52000.000000
Scientists – Secure Navigation and Sensing          51750.000000
Statistical Scientist                               51750.000000
Senior Data Scientist - Oncology                    51750.000000
Analytic Consulting, Data Scientist                 51750.000000
Senior Data Scientist - Digital                     51750.000000
Consultant, Data Scientist, Defence and Securit...  51750.000000
Data Product Technical Lead – Data Scientist        51750.000000
Clinical Data Scientist                             51750.000000
Data Scientist - Fintech                            51750.000000
Formulation Design and Development Scientist        51187.500000
Data Scientist                                      51125.000000
Coastal Process Scientist                           50750.000000
Senior Manager Data Scientist                       50750.000000
Data Scientist - AI & ML - UK Projects              50500.000000
Development Scientist                               50500.000000
Senior Data Scientist (Growth Tribe)                50500.000000
SENIOR DATA SCIENTIST                               50500.000000
Bioinformatics Scientist – Algorithm Developer      50500.000000
R&D Principal Scientist                             50500.000000
Computational and Data Scientist                    50500.000000
Senior Data Scientist (Business Intelligence an...  50500.000000
Scientist, Cell & Gene Therapy Technologies         50500.000000
Particle and Powder Characterisation Scientist      49500.000000
Bioinformatics Scientist                            49500.000000
Data Scientist – Office based in Sofia, Bulgaria    49500.000000
Analytical Scientist API                            49500.000000
Data Scientist - Computer Vision                    49500.000000
Senior Scientist - Secure Navigation                49500.000000
Level 6 (Degree) Apprentice - Data Science          49333.333333
Senior Pharmacovigilance Scientist                  49333.333333
Data Architect - Data Steward                       49250.000000
Data Discovery Manager                              49250.000000
Medical Scientist (Late Stage Oncology)             49000.000000
Lead Scientist - Enzymology & Protein Engineering   49000.000000
Senior Scientist Cell Therapy                       49000.000000
Delivery Director (Data) / Senior Engagement Pr...  49000.000000
Senior Biomedical Scientist (Multidisciplinary ...  49000.000000
Senior Medical Safety Scientist, Oncology           49000.000000
Senior Associate QC Scientist (12 month Fixed T...  49000.000000
Senior Principal Scientist - Process Developmen...  49000.000000
SENIOR SCIENTIST: CELL TECHNOLOGIES                 49000.000000
Associate Scientist - Chemistry                     49000.000000
Virology Scientist (Physio-chemistry)               49000.000000
Biotransformation Scientist and DMPK Design Lead    49000.000000
Senior Data Scientist                               48914.634146
Senior Applied Scientist                            48500.000000
Software Developer/Scientist - Crystallography      48277.777778
Senior Data Scientist (Geospatial Data Exploita...  48000.000000
Insights Data Scientist                             48000.000000
Data Scientist 1                                    48000.000000
Data Scientist - App Store, Apple Music, Apple ...  48000.000000
Data Scientist – Causality Expert                   48000.000000
Data Scientist (SaaS)                               48000.000000
Marketing Data Analytics Lead                       48000.000000
Senior Data Scientist - Marketing Science           47975.000000
Principal Applied Scientist                         47694.444444
Client Facing Data Scientist                        47617.647059
Level 6 (Degree) Apprentice - Data Science, AI&...  47394.736842
Data Science Lead                                   47052.631579
Customer Analytics Data Scientist                   47000.000000
Applied Scientist - Automatic Speech Recognition    46815.789474
Senior Data Scientist (Belfast, UK)                 45785.714286
Radio Frequency Physics Effects (RF PE) Scienti...  45500.000000
Senior Scientist: Pooled CRISPR Screening           45500.000000
Senior Epidemiology Scientist (Real-time Syndro...  45500.000000
CRUK ECRIN-M3 Data Manager in B-cell Malignancies   45500.000000
Scientist I - Validation Project Manager            45500.000000
Senior Project Scientist Late RIA                   45500.000000
Data Visualization/BI professional (Entry-Level...  45000.000000
Data Scientists                                     45000.000000
HR Data Scientist                                   45000.000000
Data Scientist I                                    45000.000000
Data Scientist - ZISHI Adaptive                     45000.000000
Data Scientist Associate                            45000.000000
Junior Data Scientist                               45000.000000
Artificial Intelligence – Data Scientist            45000.000000
Data Scientist - Applied Science                    45000.000000
Data Scientist, Digital                             45000.000000
Lead Data Scientist - Head of People Analytics      45000.000000
Data Scientist/Bioinformatician with expertise ...  45000.000000
Senior Scientist & Project Manager - Chromatogr...  45000.000000
RWE Data Scientist                                  45000.000000
Senior Data Scientist - London-Remote - £70k-£80k   44500.000000
Data Scientist - Return to Engineering              44500.000000
Healthcare Scientist (Health Protection)            44000.000000
Senior Data Lab Architect                           44000.000000
Specialist Biomedical Scientist (Virology)          44000.000000
Senior Scientist – Translational Genomics, Tran...  44000.000000
Protein Scientist                                   44000.000000
Scientist / Engineer, Process Validation            44000.000000
Scientist - New Modalities and Parenteral Devel...  44000.000000
CPRD Data Scientist - £39,853 p.a. + benefits       44000.000000
Mass Spectrometry Proteomics Scientist              44000.000000
Clinical Scientist - Early Phase Oncology           44000.000000
Principal Scientist - Biomarker Specialist          44000.000000
Senior Analytical Development Scientist - Clean...  42500.000000
Senior Data Developer & Data Tools specialist -...  42500.000000
Informatics Scientist, Data Management              42500.000000
Investigator Scientist                              42500.000000
Head of Data Science and Engineering                42500.000000
20N/SPTR Temporary Scientists – PCR (20N/SPTR)      42500.000000
Audience Measurement - Senior Data Scientist        42500.000000
Associate Scientists                                42500.000000
Director of Applied Data Science - Financial Se...  42500.000000
Associate Principal Scientist - Characterisation    42500.000000
Data Curation Director                              42500.000000
QC Scientist III - Molecular Biology & Virology     42500.000000
Product Manager - Data Platforms                    42500.000000
Scientist - Chemical Epigenetics 10                 42500.000000
QC Scientist                                        42500.000000
Scientist                                           42500.000000
(Associate Principal/Sr) Clinical Genomics Scie...  42500.000000
Data Asset Management Director                      42500.000000
Data Scientist Engineer (Python AI/ML)              41500.000000
CPRD Data Scientist                                 41500.000000
Software Engineer (Data)                            41500.000000
Data Solutions Lead, Associate Director             41500.000000
Data Scientist - SC/DV Clearance                    41500.000000
Data Scientist (Cyber Security / AI startup)        41500.000000
Data Scientist - Defence Consultancy                41500.000000
Data Scientist, Sample Management                   41500.000000
Data Scientist - AI                                 41500.000000
Data Scientist - Causality Inference and Discovery  41500.000000
Creative Data Scientist                             41500.000000
Senior Data Scientist, Product Analytics (Belfa...  41400.000000
Sr Data Scientist                                   41166.666667
Computer Scientist                                  41000.000000
Lead Data Scientist - Digital                       41000.000000
Senior Data Scientist - Premium Analytics (Paym...  40500.000000
Bioinformatics Data Scientist                       40500.000000
Data-Scientist/Artificial Intelligence Scientist    40500.000000
Data Scientist Specialist                           40500.000000
Data Science Fellow - OrgAnalytics (part time)      40500.000000
Lead Data Scientist (Maternity Cover)               40500.000000
Audience Measurement - Data Scientist               40500.000000
Senior Data Scientist – Premium Analytics (Paym...  40500.000000
Data Science                                        40500.000000
Level 7 (Master's) Graduate Apprentice - Data S...  40500.000000
Data Scientist / Software Developer                 40500.000000
Data Scientist / Senior Data Scientist - Reading    40500.000000
Applied Scientist                                   40500.000000
Analytical Development Documentation Scientist      40000.000000
Senior Data Scientist - Fully Remote Until Sept...  40000.000000
Data Scientist (SC / DV / NPPV3 Cleared)            39750.000000
Register for our Data Science Talent Pool           39750.000000
Data Scientist - Innovative Applications of Cau...  39750.000000
Data Scientist - NLP                                39750.000000
Senior Data Scientist - Cambridge-Remote - 3 Mo...  39750.000000
Senior Data Scientist (UK Remote)                   39750.000000
MIS - Data Scientist                                39750.000000
Data Scientist (NLP, Python, R, Linguistics)        39375.000000
Senior Scientist                                    35500.000000
Biomarker Scientist                                 35500.000000
919-SA-33705099-EXT Data Scientist                  35500.000000
Senior Data Scientist - Electrical Power Systems    35500.000000
Senior Data Scientist - Procurement Team            34500.000000
Senior Data Scientist (PSGA Technical Support)      33750.000000
RNA Scientist                                       33750.000000
Development Scientist ( Assay Development )         33750.000000
Data Lead                                           33750.000000
919-BA-31427835-EXT - Senior Epidemiology Scien...  33500.000000
Senior Scientist Product Characterization           33500.000000
Senior Scientist IHC NPD                            33500.000000
PKPD Modelling & Simulation Scientists              33500.000000
Assistant Scientist 1                               33500.000000
Senior Drug Discovery Scientist                     33500.000000
Manager, Clinical Scientist                         33500.000000
Scientist (Purification Development)                33500.000000
Principal Enterprise Architect Data and Decision    33500.000000
SCIENTIST: CELL TECHNOLOGIES                        33500.000000
Principal Scientist in data driven drug discovery   33500.000000
Biomedical Scientist specialising in Histology      33500.000000
Scientist – Viral Cell Line Development             33500.000000
Visiting Scientist, Core Data Science               32000.000000
NLP Scientist                                       32000.000000
G4 Lead Data Scientist –                            32000.000000
Data Modeler                                        32000.000000
Data Consultant                                     32000.000000
Scientist - Bioassay / Cell-based Assays            32000.000000
Senior Statistician/Data Scientist                  32000.000000
Data Strategy & Design Expert                       29500.000000
Senior Applied Scientist, Computer Vision           29500.000000
Virology Scientist                                  29500.000000
Power BI Consultant | Data Analytics & Modelling    29500.000000
Head of Data Science - Revolut for Business (fi...  29500.000000
Senior Strategic Consultant - Data Science & An...  29500.000000
Data Discovery Director                             29500.000000
Development Lead Scientist                          25500.000000
Real World Evidence Scientist (RWE)                 25500.000000
Data Verification and Documentation Group Scien...  25500.000000
Senior Applied Scientist - NLP                      25500.000000
Solution Architect (Data Science & AI)              25000.000000
Job Description
                                                      avg_salary
Job Description
Due to business growth, there is now an excitin...  87000.000000
You want to be the next Herzberg? The next Ryan...  87000.000000
Chief Data Scientist (AI, Python, NLP)A leading...  87000.000000
Post-graduate degree in Computer Science, Mathe...  87000.000000
Company DescriptionEurofins Scientific is an in...  87000.000000
Consider joining Eurofins, where people are the...  87000.000000
What we’re looking for:Want to join the Chief D...  87000.000000
Genestack's mission is to accelerate health dis...  87000.000000
At AstraZeneca, we work together across global ...  87000.000000
Reading Scientific Services Ltd (RSSL)is a cutt...  87000.000000
Data Platform Software EngineerEdinburgh£50000 ...  87000.000000
Our Client are building the next generation mar...  87000.000000
You'll work in a top tier team of AI experts, s...  87000.000000
A Technology DisrupterA consultancy with the be...  87000.000000
Job ref: IRC254133Software Developer/Scientist ...  87000.000000
Advances in digitalization, data and advance an...  87000.000000
CK Group are recruiting for a Senior Developmen...  87000.000000
We are currently looking for a Computational Ge...  87000.000000
Head of Data Strategy (remote working) - London...  87000.000000
Applied Data Scientistdunnhumby is looking for ...  82000.000000
Springer Nature opens the doors to discovery fo...  82000.000000
Assay Development ScientistLondon Based£30,000 ...  82000.000000
Site Name: UK - Hertfordshire - Stevenage, USA ...  82000.000000
Valtech is more than just a digital agency. Whi...  82000.000000
Team Lead, Analytics Data Preparation R&D Data ...  82000.000000
Several positions open for BioInformation Scien...  82000.000000
About the Arabesque GroupWelcome to the Arabesq...  82000.000000
Analytical Chemistry Scientist - HPLC Analysis ...  82000.000000
Senior Data Scientist - Forecasting - Permanent...  82000.000000
Site Name: UK - London - BrentfordPosted Date: ...  82000.000000
Job Role: Head of Data and AnalyticsLocation: L...  82000.000000
Capital on Tap believes that the future is all ...  82000.000000
My client a leading Fintech organisation are cu...  82000.000000
Job summaryOrchard Therapeutics, Ltd. (OTL) is ...  82000.000000
For 70 years, Charles River employees have work...  82000.000000
Lead Data ScientistSalary: £88,000-£100,000 bas...  82000.000000
Data Scientist - Engineering and ProductJob des...  82000.000000
ABOUT THE TEAMData sits at the heart of Revolut...  82000.000000
Our dynamic Fintech Client in Central London ar...  82000.000000
Principal Data Scientist£80,000 – £88,000 benef...  82000.000000
Primary ResponsibilityThe Senior Data Scientist...  82000.000000
Our Global Technology Infrastructure group is a...  68000.000000
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What is Slice?Slice is the leading technology a...  33750.000000
Ordnance Survey (OS) is the national mapping ag...  33750.000000
OverviewhVIVO is a dynamic and pioneering globa...  33750.000000
Who we areWe are reinventing personal communica...  33750.000000
Senior Scientist Immunohistochemistry – New Pro...  33500.000000
...a.dialogApplyBtn {display: none;}Senior Scie...  33500.000000
For 70 years, Charles River employees have work...  33500.000000
On behalf of our client, we are looking to recr...  33500.000000
Biomedical Scientist State HCPC registered only...  33500.000000
As a Scientist - Viral Cell Line Development yo...  33500.000000
We lead our industry in our development of a st...  33500.000000
The Manager, Clinical Scientist (CS) will provi...  33500.000000
LocationBirminghamAbout the jobSummaryJob title...  33500.000000
Principal Scientist in data driven drug discove...  33500.000000
Our mission is to break down the barriers of to...  33500.000000
Today Lonza is a global leader in life sciences...  33500.000000
If you decline, your information won’t be track...  33500.000000
The National Crime Agency (NCA) leads the UK’s ...  32000.000000
The Bank of England is the UK's central bank. O...  32000.000000
Functional Area:FA - FinanceEstimated Travel Pe...  32000.000000
Facebook's mission is to give people the power ...  32000.000000
Scientist - Bioassay / Cell-based AssaysBased i...  32000.000000
5 billion people, two-thirds of the world’s pop...  32000.000000
Company DescriptionThe Rank Group is growing ra...  32000.000000
Senior Strategic Consultant - Data Science & An...  29500.000000
Outstanding opportunity for a Virology Scientis...  29500.000000
Company DescriptionEurofins Scientific is an in...  29500.000000
EVEN THOUGH ADVERTISED IN UK ROLE IS BASED IN B...  29500.000000
Would you like to be a part of a Data Science &...  29500.000000
Site Name: UK - Hertfordshire - Stevenage, USA ...  29500.000000
Remote Contract Role - Power BI Consultant - Ju...  29500.000000
Job Title: Head of Data Science - Revolut for B...  29500.000000
Eurofins Scientific is an international life sc...  25500.000000
We are currently looking for a Real World Evide...  25500.000000
Weve solved many complex problems to get to whe...  25500.000000
About Evaluate LtdEvaluate provides trusted com...  25500.000000
Due to an increased number of projects within o...  25500.000000
Do you have a combination of deep technical exp...  25000.000000
Location
                                                      avg_salary
Location
Wirral, England                                     87000.000000
Weybridge, England                                  87000.000000
Shoreditch, England                                 87000.000000
Collegeville, PA                                    82000.000000
Nottingham, England                                 74250.000000
Brentford, England                                  71000.000000
York, England                                       68000.000000
Crayford, England                                   68000.000000
Bromley, England                                    66000.000000
Sutton, Bedfordshire, East of England, England      64500.000000
Havant, England                                     64500.000000
Harpenden, England                                  64500.000000
Brighton, England                                   64500.000000
Chester, England                                    63250.000000
Bracknell, England                                  62250.000000
Little Chesterford, England                         62000.000000
Abingdon, England                                   61700.000000
Newcastle upon Tyne, England                        61500.000000
Dartford, England                                   61500.000000
Chichester, England                                 60000.000000
Aylesbury, England                                  57833.333333
Milton Keynes, England                              57500.000000
Farnborough, Hampshire, South East England, Eng...  56750.000000
Worthing, South East England, England               56000.000000
Milton, Oxfordshire, South East England, England    56000.000000
Bedford, England                                    55500.000000
Hinxton, England                                    55250.000000
Reading, England                                    55235.294118
Sutton in Ashfield, England                         55000.000000
Welwyn Garden City, England                         55000.000000
Milton, East Dunbartonshire, Scotland               55000.000000
United Kingdom                                      54722.222222
Edinburgh, Scotland                                 54409.090909
London                                              54000.000000
Livingston, Scotland                                54000.000000
Hazelwood, England                                  54000.000000
Poole, England                                      54000.000000
Leominster, England                                 54000.000000
Grimsby, England                                    54000.000000
Fareham, England                                    54000.000000
Greater London                                      54000.000000
Peterborough, England                               54000.000000
Stevenage, England                                  54000.000000
Croydon, England                                    54000.000000
Coventry, England                                   54000.000000
West Yorkshire                                      54000.000000
Lewes, England                                      54000.000000
Exeter, England                                     53250.000000
Royston, East of England, England                   52875.000000
Wilmslow, England                                   52000.000000
Kent                                                51500.000000
Paddington, England                                 51375.000000
Sandwich, England                                   51346.153846
Leeds, England                                      51333.333333
Malvern, England                                    51000.000000
Bolton, England                                     51000.000000
Morden, London, England                             50500.000000
London, England                                     50097.133758
Saffron Walden, England                             49833.333333
Slough, Berkshire, South East England, England      49766.666667
Oxfordshire                                         49694.444444
City of London, England                             49590.909091
Kingston upon Hull, England                         49500.000000
Portsmouth, South East England, England             49500.000000
Cambridge, England                                  49411.585366
Birmingham, England                                 49214.285714
Sittingbourne, England                              49000.000000
Macclesfield, England                               48826.086957
Didcot, England                                     48631.578947
Liverpool, England                                  48555.555556
Warrington, North West England, England             48131.578947
Glasgow, Scotland                                   48090.909091
Maidenhead, England                                 48055.555556
Bristol, England                                    48000.000000
Twickenham, England                                 48000.000000
Sunbury, England                                    48000.000000
Sheffield, England                                  48000.000000
Cardiff, Wales                                      48000.000000
Okehampton, England                                 48000.000000
England                                             47000.000000
Oxford, England                                     46785.714286
Southampton, England                                46035.714286
Greater Manchester                                  45875.000000
Belfast, Northern Ireland                           45277.777778
Wideopen, England                                   45000.000000
Basingstoke, England                                45000.000000
Warwick, West Midlands, England                     45000.000000
Bourne End, East of England, England                45000.000000
Manchester, England                                 45000.000000
Whittlesford, England                               44000.000000
Malmesbury, England                                 44000.000000
Hertfordshire                                       43500.000000
South West England                                  42500.000000
Crumlin, Wales                                      42500.000000
Cheshire                                            42500.000000
Cambridge, Cambridgeshire                           42500.000000
Harrogate, England                                  42500.000000
Loughborough, England                               42500.000000
Theale, South West England, England                 40500.000000
Ashby de la Zouch, England                          40500.000000
Gloucester, England                                 40500.000000
Charlbury, England                                  40500.000000
Market Rasen, England                               40500.000000
Berkshire                                           40000.000000
Covent Garden, England                              40000.000000
Richmond, London, England                           40000.000000
Salford, North West England, England                39750.000000
Remote                                              39666.666667
Shrewsbury, England                                 35500.000000
Tranent, Scotland                                   33500.000000
Billingham, England                                 33500.000000
Hurley, South East England, England                 33500.000000
Stirling, Scotland                                  33500.000000
Stevenage, United Kingdom                           29500.000000
Headquarters
                                       avg_salary
Headquarters
Copenhagen, Denmark                  87000.000000
Bromley, United Kingdom              87000.000000
Brentwood, United Kingdom            87000.000000
New Milton, United Kingdom           82000.000000
Brussels, Belgium                    82000.000000
Hammersmith, United Kingdom          82000.000000
Abingdon, United Kingdom             71000.000000
York, United Kingdom                 68000.000000
Douglas, Isle of Man                 66500.000000
Overland Park, KS                    66500.000000
Trenton, NJ                          64500.000000
Sofia, Bulgaria                      64500.000000
Diemen, Netherlands                  64500.000000
Burton-on-Trent, United Kingdom      64500.000000
Hunt Valley, MD                      64500.000000
Heidelberg, Germany                  63000.000000
Saffron Walden, United Kingdom       62000.000000
Boston, MA                           62000.000000
Dartford, United Kingdom             61500.000000
Marlow, United Kingdom               60500.000000
Barcelona, Spain                     60166.666667
Rio de Janeiro, Brazil               60000.000000
Princeton, NJ                        60000.000000
Wirral, United Kingdom               60000.000000
Reading, United Kingdom              59083.333333
Nottingham, United Kingdom           58000.000000
Chichester, United Kingdom           57333.333333
Milton Keynes, United Kingdom        57000.000000
Brentford, United Kingdom            56600.000000
Irving, TX                           56000.000000
Boulogne-Billancourt, France         56000.000000
Luxembourg, Luxembourg               55500.000000
Denver, CO                           55250.000000
Edinburgh, United Kingdom            55125.000000
Didcot, United Kingdom               55000.000000
SUTTON-IN-ASHFIELD, United Kingdom   55000.000000
Waltham Abbey, United Kingdom        55000.000000
Addlestone, United Kingdom           55000.000000
Wilmington, DE                       55000.000000
Berkhamsted, United Kingdom          55000.000000
San Francisco, CA                    54750.000000
Sydney, Australia                    54500.000000
Wimbledon, United Kingdom            54500.000000
Durham, NC                           54375.000000
Burr Ridge, IL                       54333.333333
Singapore, Singapore                 54250.000000
Milan, Italy                         54000.000000
Bolton, United Kingdom               54000.000000
Lewes, United Kingdom                54000.000000
Mount Laurel, NJ                     54000.000000
Nerima, Japan                        54000.000000
Birmingham, United Kingdom           54000.000000
Wickliffe, OH                        54000.000000
Newcastle upon Tyne, United Kingdom  54000.000000
Redhill, United Kingdom              54000.000000
Newport, United Kingdom              54000.000000
Bradford, United Kingdom             54000.000000
Cincinnati, OH                       54000.000000
Peterborough, United Kingdom         54000.000000
Poole, United Kingdom                54000.000000
FAREHAM, United Kingdom              54000.000000
Düsseldorf, Germany                  54000.000000
Raleigh, NC                          54000.000000
COLCHESTER, United Kingdom           54000.000000
Saint Helier, Jersey                 54000.000000
Zurich, Switzerland                  54000.000000
Turin, Italy                         53750.000000
Exeter, United Kingdom               52750.000000
Manchester, United Kingdom           52129.629630
San Jose, CA                         51750.000000
Oxford, United Kingdom               51666.666667
Bristol, United Kingdom              51500.000000
Basel, Switzerland                   51477.272727
-1                                   51440.677966
Hull, United Kingdom                 51166.666667
Lyndhurst, United Kingdom            50750.000000
TUNBRIDGE WELLS, United Kingdom      50500.000000
San Diego, CA                        50166.666667
Gottingen, Germany                   50055.555556
Mississauga, Canada                  50000.000000
Menlo Park, CA                       50000.000000
London, United Kingdom               49548.022599
Algonquin, IL                        49500.000000
Slough, United Kingdom               49500.000000
Plantation, FL                       49500.000000
Waltham, MA                          49500.000000
Glasgow, United Kingdom              49300.000000
Tokyo, Japan                         49277.777778
Atlanta, GA                          49250.000000
Cambridge, United Kingdom            49006.944444
Liverpool, United Kingdom            49000.000000
Cambridge, MA                        49000.000000
Salisbury, United Kingdom            49000.000000
Port Washington, NY                  48833.333333
Brussel, Belgium                     48722.222222
Swindon, United Kingdom              48655.172414
Macclesfield, United Kingdom         48638.888889
Cupertino, CA                        48000.000000
Sheffield, United Kingdom            48000.000000
Harpenden, United Kingdom            48000.000000
Burbank, CA                          48000.000000
Salford, United Kingdom              48000.000000
Paris, France                        47700.000000
New York, NY                         47412.500000
Milwaukee, WI                        47000.000000
Wilmington, MA                       45750.000000
Waterbeach, United Kingdom           45500.000000
Seattle, WA                          45055.555556
Frankfurt am Main, Germany           45000.000000
Dudley, United Kingdom               45000.000000
Didsbury, United Kingdom             45000.000000
Lincolnshire, IL                     45000.000000
Nuneaton, United Kingdom             44500.000000
Southampton, United Kingdom          43277.777778
Schlieren, Switzerland               42750.000000
Montreal, Canada                     42750.000000
Redmond, WA                          42500.000000
Burlington, NC                       42500.000000
Horsham, United Kingdom              42500.000000
Crumlin, United Kingdom              42500.000000
Hamburg, Germany                     42500.000000
Elk Grove Village, IL                42500.000000
Taunton, United Kingdom              42500.000000
Headington, United Kingdom           41500.000000
Norwich, United Kingdom              41500.000000
Jacksonville, FL                     41500.000000
Perth, United Kingdom                41500.000000
Mc Lean, VA                          41000.000000
Welwyn Garden City, United Kingdom   40666.666667
Newton, NJ                           40500.000000
Chicago, IL                          40500.000000
Chipping Norton, United Kingdom      40500.000000
Stockholm, Sweden                    40500.000000
Portsmouth, NH                       40500.000000
STEVENAGE, United Kingdom            40500.000000
Maidstone, United Kingdom            40500.000000
Pune, India                          39750.000000
Bexhill-on-Sea, United Kingdom       39750.000000
LONDON, United Kingdom               38500.000000
Boise, ID                            35500.000000
San Mateo, CA                        35500.000000
Streamwood, IL                       34500.000000
Stockton-on-Tees, United Kingdom     33500.000000
Darmstadt, Germany                   33500.000000
Clayton, NC                          33500.000000
Maidenhead, United Kingdom           32000.000000
Göttingen, Germany                   29500.000000
Newtown, PA                          25000.000000
seniority
             avg_salary
seniority
junior     50329.371817
senior     49588.750000
company_name
                                                      avg_salary
company_name
CK Group- Science, Clinical and Technical           87000.000000
Additional Resources                                87000.000000
Eden Scott                                          87000.000000
Science & Technology Facilities Council (STFC)      87000.000000
Peakon                                              87000.000000
William James Consultants                           87000.000000
Amazon Dev Centre(Scotland)Ltd                      87000.000000
Altius Data                                         87000.000000
Direct Line Group                                   87000.000000
Valtech                                             82000.000000
Capital on Tap                                      82000.000000
Springer Nature                                     82000.000000
Ntrinsic                                            82000.000000
FirstPort                                           82000.000000
Newton Colmore Consulting Ltd                       82000.000000
Adaptimmune                                         82000.000000
dunnhumby                                           82000.000000
Anson McCade                                        71750.000000
British American Tobacco Holdings Plc               68000.000000
Abingdon Health                                     68000.000000
SUEZ                                                68000.000000
Black & Veatch                                      66500.000000
Invenio Business Solutions                          66500.000000
PokerStars                                          66500.000000
European Bioinformatics Institute (EMBL-EBI)        66500.000000
Oxford Biomedica                                    66250.000000
Reading Scientific Services                         66000.000000
Equal Approach                                      64500.000000
Maestro Technologies                                64500.000000
SBTech                                              64500.000000
Randstad                                            64500.000000
Manchester Metropolitan University                  64500.000000
Expedia                                             64500.000000
Reed Business Information                           64500.000000
Monzo Bank                                          64500.000000
Agrimetrics                                         64500.000000
MADE.COM                                            64500.000000
McCormick & Company                                 64500.000000
Genestack Ltd                                       63750.000000
PGSM Consulting                                     63500.000000
Arabesque                                           63500.000000
Domainex                                            62000.000000
Guardian News & Media                               62000.000000
Network Rail                                        62000.000000
Vertex Pharmaceuticals                              62000.000000
Medical Research Council                            62000.000000
Doji Ltd                                            62000.000000
e-days                                              61500.000000
Avumi                                               61500.000000
EDF Trading                                         61500.000000
Huxley Associates                                   61500.000000
EdPlace                                             61500.000000
Curve                                               61500.000000
Vyn SmartVideoNotes                                 61500.000000
Badoo                                               61500.000000
BAE Systems UK                                      61500.000000
Laing O'Rourke                                      61500.000000
Cloudflare                                          61500.000000
Origami Energy                                      61500.000000
London Stock Exchange Group                         61500.000000
Bowerford Associates                                61500.000000
CashFlows                                           61500.000000
Real Time Consultants                               61500.000000
Sainsburys                                          61500.000000
Geollect Limited                                    61500.000000
McGinley Support Services (Infrastructure) Ltd      61500.000000
DataSpartan Consulting                              60500.000000
Eurofins Biopharma Product Testing Ireland Limited  60166.666667
Cazana                                              60000.000000
Russell Taylor Group Ltd                            60000.000000
Cellmark Forensic Services                          60000.000000
Outra Limited                                       60000.000000
Certara                                             60000.000000
Novafutur                                           59333.333333
Western Sussex Hospitals NHS Foundation Trust       57333.333333
Orchard Therapeutics                                56750.000000
Deloitte                                            56666.666667
Quotient Sciences                                   56250.000000
GSK                                                 56166.666667
UK Government - Met Office                          56000.000000
IPSEN                                               56000.000000
Syngenta                                            55666.666667
Medical Research Network                            55625.000000
Eurofins Scientific                                 55500.000000
Talenting                                           55250.000000
Sherwood Forest Hospitals NHS Foundation Trust      55000.000000
Animal and Plant Health Agency                      55000.000000
CitizenMe                                           55000.000000
Corteva Agriscience                                 55000.000000
The Placement Group                                 55000.000000
Quanta                                              55000.000000
Diamond Light Source                                55000.000000
Oscar Associates                                    54750.000000
Domestic & General Group                            54500.000000
Search Consultancy                                  54500.000000
Brambles                                            54500.000000
McCormick                                           54500.000000
IQVIA                                               54375.000000
Measurelab                                          54000.000000
dotdigital                                          54000.000000
GR8 CONNECT                                         54000.000000
University Hospitals Birmingham NHS Foundation ...  54000.000000
Medpace                                             54000.000000
Signal AI                                           54000.000000
Tec Partners                                        54000.000000
HITACHI EUROPE LTD.                                 54000.000000
Acorn Recruitment                                   54000.000000
Keoghs LLP                                          54000.000000
Lubrizol Corporation                                54000.000000
Moonshot CVE                                        54000.000000
Landmark Information Group                          54000.000000
Admiral Insurance                                   54000.000000
Specsavers                                          54000.000000
Mint Selection                                      54000.000000
NRG                                                 54000.000000
Medicines Discovery Catapult                        54000.000000
Jagex                                               54000.000000
Holland & Barrett Retail                            54000.000000
Vitality UK                                         54000.000000
Calligo                                             54000.000000
Founders Factory                                    54000.000000
PRA Health Sciences                                 54000.000000
Pitchup.com                                         54000.000000
Playdemic                                           54000.000000
Bet.Me / Easysoft                                   54000.000000
Forsyth Barnes                                      54000.000000
Deloitte UK                                         54000.000000
Deep Labs                                           54000.000000
Coople                                              54000.000000
RNLI                                                54000.000000
Cleo AI                                             54000.000000
Citi                                                54000.000000
Bwin                                                54000.000000
Caresoft Global                                     54000.000000
Recruitment Services                                54000.000000
The Access Group (UK)                               54000.000000
Capital One                                         54000.000000
BenevolentAI                                        54000.000000
Openreach                                           54000.000000
YOOX NET-A-PORTER GROUP                             54000.000000
FitXR                                               54000.000000
Echobox                                             54000.000000
Wm Morrison Supermarkets                            54000.000000
Balfour Beatty                                      54000.000000
Turner Broadcasting                                 54000.000000
BGL Group                                           54000.000000
Rentify Ltd.                                        54000.000000
Reply                                               53750.000000
QinetiQ                                             53300.000000
J.P. Morgan                                         52750.000000
Hyper Recruitment Solutions LTD                     52700.000000
Citibank                                            52625.000000
FICO                                                51750.000000
Medopad                                             51750.000000
Hummingbird Technologies Ltd                        51750.000000
EXPLORE AI Limited                                  51750.000000
Gousto                                              51666.666667
Marks & Spencer                                     51375.000000
causaLens                                           51187.500000
Agenda Life Sciences                                51166.666667
Templeton & Partners                                51000.000000
Plum Fintech                                        51000.000000
SRG                                                 50952.380952
Data Idols                                          50916.666667
Lonza                                               50815.789474
New Forest District Council                         50750.000000
Quintex Consulting                                  50700.000000
Gerrard White                                       50500.000000
Provectus Recruitment                               50500.000000
Sourcific Talent Ltd                                50500.000000
Isotropic Systems                                   50500.000000
Illumina                                            50166.666667
Randstad Technologies                               50100.000000
Sartorius                                           50055.555556
Facebook                                            50000.000000
Ignite Digital                                      50000.000000
Abcam                                               50000.000000
Pro Clinical                                        49500.000000
RB                                                  49500.000000
Thermo Fisher Scientific                            49500.000000
Oodle Finance                                       49500.000000
Marshall Wolfe                                      49500.000000
AVEVA                                               49500.000000
Shift F5 Limited                                    49300.000000
Revolut                                             49166.666667
MBR Partners                                        49166.666667
AstraZeneca                                         49136.363636
NTT Data UK                                         49000.000000
Biogen                                              49000.000000
GW Pharmaceuticals                                  49000.000000
UK Shared Business Services                         49000.000000
Redx Pharma                                         49000.000000
RLBUH                                               49000.000000
Careers at Depop                                    48850.000000
Pall                                                48833.333333
UCB S.A.                                            48722.222222
People Source Consulting                            48166.666667
Capco                                               48166.666667
Mogrify Ltd                                         48088.235294
Colt Technology Services                            48000.000000
Davies Group                                        48000.000000
Evi Technologies Limited                            48000.000000
The Floow Campus                                    48000.000000
ProFinda                                            48000.000000
Envelop Risk Analytics                              48000.000000
Pertemps Thames Water Commercial                    48000.000000
MIAC Analytics                                      48000.000000
CKM Advisors                                        48000.000000
Warner Bros. Entertainment Group                    48000.000000
Roc Search Limited                                  48000.000000
Selina Finance                                      48000.000000
Apple                                               48000.000000
SoulTek                                             48000.000000
ctrlio Ltd                                          48000.000000
Vital Human Resources                               48000.000000
Kinect Recruitment Ltd                              48000.000000
Lloyd's                                             48000.000000
Lynx Recruitment Ltd                                48000.000000
Southern Lights Ltd                                 48000.000000
iwoca                                               48000.000000
Synaptiv                                            48000.000000
Rothamsted Research                                 48000.000000
SG Digital                                          47694.444444
Depop                                               47625.000000
Experis                                             47000.000000
Ampersand Consulting                                46785.714286
British American Tobacco                            46500.000000
Peak                                                46500.000000
Slice                                               46086.956522
Eurofins UK PSS                                     46083.333333
Bank of England                                     46000.000000
Amazon                                              45937.500000
MBN Solutions                                       45833.333333
Charles River Laboratories, Inc.                    45750.000000
University of Southampton                           45500.000000
Tessian                                             45500.000000
Horizon Discovery                                   45500.000000
G-Research                                          45000.000000
Funding Circle UK                                   45000.000000
Zebra Technologies                                  45000.000000
Newton Europe                                       45000.000000
OSTC UK                                             45000.000000
Randstad Sourceright                                45000.000000
ITECCO Limited                                      45000.000000
Concept Resourcing                                  45000.000000
Current Health                                      45000.000000
Henry Nicholas                                      45000.000000
Deutsche Bank                                       45000.000000
Lyst                                                45000.000000
Capgemini                                           45000.000000
STEM Returners                                      44500.000000
X4 Group Ltd                                        44250.000000
BT                                                  44100.000000
NHS National Services Scotland                      44000.000000
EMBL                                                44000.000000
Avacta Life Sciences Ltd                            44000.000000
Met Office                                          44000.000000
Medicines and Healthcare Products Regulatory Ag...  44000.000000
University Hospital Southampton NHS Foundation ...  44000.000000
Dyson                                               44000.000000
Ordnance Survey                                     42857.142857
Zühlke                                              42750.000000
MRC Laboratory of Molecular Biology                 42500.000000
Microsoft                                           42500.000000
Group Quality and Regulatory Operations             42500.000000
Covance                                             42500.000000
UK Hydrographic Office                              42500.000000
Next Phase Recruitment                              42500.000000
Evotec                                              42500.000000
Randox Laboratories                                 42500.000000
Cyprotex                                            42500.000000
Public Health England                               42125.000000
Ipsos                                               41833.333333
Your.MD                                             41500.000000
Streetbees                                          41500.000000
DueDil                                              41500.000000
Amazon Dev Centre (London) Ltd                      41500.000000
Medicines and Healthcare products Regulatory Ag...  41500.000000
SSE plc                                             41500.000000
Coburg Banks IT                                     41500.000000
Sensyne Health                                      41500.000000
Chronomics                                          41500.000000
AstraZeneca UK                                      41500.000000
FIS                                                 41500.000000
MagicLab                                            41500.000000
Science and Technology Facilities Council           41333.333333
INTELLEGENS                                         41000.000000
Tesco                                               40666.666667
Yieldify                                            40500.000000
Tessella                                            40500.000000
The Renal Association                               40500.000000
myenergi Ltd                                        40500.000000
Spotlight Sports Group                              40500.000000
QueryClick                                          40500.000000
McKinsey & Company                                  40500.000000
Intec Select Ltd                                    40500.000000
Natter ai                                           40500.000000
HealthyHealth                                       40500.000000
Expedia Group                                       40500.000000
Checkout.com                                        40500.000000
Exposed Solutions                                   40500.000000
CGI                                                 40500.000000
Retail-FCL                                          40500.000000
STATS PERFORM                                       40500.000000
Bottomline Technologies                             40500.000000
Ada Mode                                            40500.000000
Spotify                                             40500.000000
MThree Consulting                                   40500.000000
Notonthehighstreet                                  40000.000000
Techmahindra                                        39750.000000
Financial Times                                     39750.000000
Hastings Direct                                     39750.000000
Holland & Barrett International                     39750.000000
J Sainsbury                                         39750.000000
Koyo                                                39750.000000
GB01 Lonza Biologics plc.                           38000.000000
Slice (NY)                                          36166.666667
Jenrick Commercial                                  35500.000000
Toumetis                                            35500.000000
Altius Consulting                                   34500.000000
Mars                                                34500.000000
TouchNote                                           33750.000000
hVIVO                                               33750.000000
Merck KGaA                                          33500.000000
Acculabs Diagnostics UK Ltd                         33500.000000
Novo Nordisk Pharmaceutical Industries              33500.000000
OXGENE                                              33500.000000
Pfizer                                              33500.000000
Allen Lane                                          32000.000000
AIG                                                 32000.000000
Rank Group                                          32000.000000
Touch Surgery                                       32000.000000
Amey                                                29500.000000
Sartorius Corporation                               29500.000000
Nodes ApS                                           29500.000000
Evaluate Group                                      25500.000000
EPAM Systems                                        25000.000000
location_city
                       avg_salary
location_city
Wirral               87000.000000
Shoreditch           87000.000000
Weybridge            87000.000000
Collegeville         82000.000000
Nottingham           74250.000000
Brentford            71000.000000
York                 68000.000000
Crayford             68000.000000
Bromley              66000.000000
Sutton               64500.000000
Harpenden            64500.000000
Brighton             64500.000000
Havant               64500.000000
Chester              63250.000000
Bracknell            62250.000000
Little Chesterford   62000.000000
Abingdon             61700.000000
Dartford             61500.000000
Newcastle upon Tyne  61500.000000
Chichester           60000.000000
Aylesbury            57833.333333
Milton Keynes        57500.000000
Farnborough          56750.000000
Worthing             56000.000000
Milton               55666.666667
Bedford              55500.000000
Hinxton              55250.000000
Reading              55235.294118
Sutton in Ashfield   55000.000000
Welwyn Garden City   55000.000000
Edinburgh            54409.090909
West Yorkshire       54000.000000
Leominster           54000.000000
Grimsby              54000.000000
Lewes                54000.000000
Greater London       54000.000000
Peterborough         54000.000000
Fareham              54000.000000
Poole                54000.000000
Livingston           54000.000000
Croydon              54000.000000
Coventry             54000.000000
Hazelwood            54000.000000
Exeter               53250.000000
Royston              52875.000000
-1                   52791.666667
Wilmslow             52000.000000
Kent                 51500.000000
Paddington           51375.000000
Sandwich             51346.153846
Leeds                51333.333333
Bolton               51000.000000
Malvern              51000.000000
Morden               50500.000000
London               50109.523810
Saffron Walden       49833.333333
Slough               49766.666667
Oxfordshire          49694.444444
City of London       49590.909091
Portsmouth           49500.000000
Kingston upon Hull   49500.000000
Cambridge            49369.696970
Birmingham           49214.285714
Sittingbourne        49000.000000
Macclesfield         48826.086957
Didcot               48631.578947
Liverpool            48555.555556
Warrington           48131.578947
Glasgow              48090.909091
Maidenhead           48055.555556
Okehampton           48000.000000
Twickenham           48000.000000
Cardiff              48000.000000
Sheffield            48000.000000
Bristol              48000.000000
Sunbury              48000.000000
Oxford               46785.714286
Southampton          46035.714286
Greater Manchester   45875.000000
Belfast              45277.777778
Basingstoke          45000.000000
Bourne End           45000.000000
Manchester           45000.000000
Wideopen             45000.000000
Warwick              45000.000000
Malmesbury           44000.000000
Whittlesford         44000.000000
Hertfordshire        43500.000000
South West England   42500.000000
Crumlin              42500.000000
Harrogate            42500.000000
Loughborough         42500.000000
Cheshire             42500.000000
Theale               40500.000000
Charlbury            40500.000000
Market Rasen         40500.000000
Gloucester           40500.000000
Ashby de la Zouch    40500.000000
Richmond             40000.000000
Covent Garden        40000.000000
Berkshire            40000.000000
Salford              39750.000000
Remote               39666.666667
Stevenage            37666.666667
Shrewsbury           35500.000000
Hurley               33500.000000
Tranent              33500.000000
Billingham           33500.000000
Stirling             33500.000000
hq_city
                        avg_salary
hq_city
Copenhagen            87000.000000
Bromley               87000.000000
Brentwood             87000.000000
New Milton            82000.000000
Brussels              82000.000000
Hammersmith           82000.000000
Abingdon              71000.000000
York                  68000.000000
Douglas               66500.000000
Overland Park         66500.000000
Sofia                 64500.000000
Trenton               64500.000000
Diemen                64500.000000
Burton-on-Trent       64500.000000
Hunt Valley           64500.000000
Heidelberg            63000.000000
Saffron Walden        62000.000000
Boston                62000.000000
Dartford              61500.000000
Marlow                60500.000000
Barcelona             60166.666667
Wirral                60000.000000
Rio de Janeiro        60000.000000
Princeton             60000.000000
Reading               59083.333333
Nottingham            58000.000000
Chichester            57333.333333
Milton Keynes         57000.000000
Brentford             56600.000000
Boulogne-Billancourt  56000.000000
Irving                56000.000000
Luxembourg            55500.000000
Denver                55250.000000
Edinburgh             55125.000000
Didcot                55000.000000
SUTTON-IN-ASHFIELD    55000.000000
Addlestone            55000.000000
Waltham Abbey         55000.000000
Berkhamsted           55000.000000
San Francisco         54750.000000
Wimbledon             54500.000000
Sydney                54500.000000
Durham                54375.000000
Burr Ridge            54333.333333
Singapore             54250.000000
Mount Laurel          54000.000000
Birmingham            54000.000000
Nerima                54000.000000
Redhill               54000.000000
Wickliffe             54000.000000
Bolton                54000.000000
Milan                 54000.000000
Lewes                 54000.000000
Newcastle upon Tyne   54000.000000
Zurich                54000.000000
Newport               54000.000000
Bradford              54000.000000
Cincinnati            54000.000000
Peterborough          54000.000000
Poole                 54000.000000
FAREHAM               54000.000000
Düsseldorf            54000.000000
Raleigh               54000.000000
COLCHESTER            54000.000000
Saint Helier          54000.000000
Turin                 53750.000000
Exeter                52750.000000
Manchester            52129.629630
San Jose              51750.000000
Oxford                51666.666667
Bristol               51500.000000
Basel                 51477.272727
-1                    51440.677966
Hull                  51166.666667
Lyndhurst             50750.000000
TUNBRIDGE WELLS       50500.000000
San Diego             50166.666667
Gottingen             50055.555556
Mississauga           50000.000000
Menlo Park            50000.000000
London                49548.022599
Waltham               49500.000000
Algonquin             49500.000000
Slough                49500.000000
Plantation            49500.000000
Glasgow               49300.000000
Tokyo                 49277.777778
Atlanta               49250.000000
Cambridge             49006.211180
Liverpool             49000.000000
Salisbury             49000.000000
Port Washington       48833.333333
Brussel               48722.222222
Swindon               48655.172414
Macclesfield          48638.888889
Salford               48000.000000
Harpenden             48000.000000
Cupertino             48000.000000
Sheffield             48000.000000
Burbank               48000.000000
Paris                 47700.000000
Wilmington            47600.000000
New York              47412.500000
Milwaukee             47000.000000
Waterbeach            45500.000000
Seattle               45055.555556
Frankfurt am Main     45000.000000
Didsbury              45000.000000
Lincolnshire          45000.000000
Dudley                45000.000000
Nuneaton              44500.000000
Southampton           43277.777778
Schlieren             42750.000000
Montreal              42750.000000
Redmond               42500.000000
Horsham               42500.000000
Crumlin               42500.000000
Hamburg               42500.000000
Elk Grove Village     42500.000000
Burlington            42500.000000
Taunton               42500.000000
Perth                 41500.000000
Headington            41500.000000
Norwich               41500.000000
Jacksonville          41500.000000
Mc Lean               41000.000000
Welwyn Garden City    40666.666667
Newton                40500.000000
Maidstone             40500.000000
Chipping Norton       40500.000000
Stockholm             40500.000000
Portsmouth            40500.000000
STEVENAGE             40500.000000
Chicago               40500.000000
Pune                  39750.000000
Bexhill-on-Sea        39750.000000
LONDON                38500.000000
Boise                 35500.000000
San Mateo             35500.000000
Streamwood            34500.000000
Clayton               33500.000000
Stockton-on-Tees      33500.000000
Darmstadt             33500.000000
Maidenhead            32000.000000
Göttingen             29500.000000
Newtown               25000.000000
languages
              avg_salary
languages
matlab      51728.070175
hadoop      50833.333333
java        50637.096774
 r          50623.456790
aws         50435.897436
spark       50112.149533
excel       50091.078067
sql         49785.714286
tensorflow  49708.333333
python      49425.818882
ownership
             avg_salary
ownership
third      58454.545455
-1         51850.427350
private    50422.794118
public     49001.103753
industry
                                      avg_salary
industry
Real Estate                         68000.000000
Utilities                           68000.000000
Architectural                       66500.000000
Engineering Services                66500.000000
Home Furniture and Houseware Shops  64500.000000
General Repair                      62000.000000
Maintenance                         62000.000000
Superstores                         61500.000000
General Merchandise                 61500.000000
Stock Exchanges                     61500.000000
Publishing                          57100.000000
Insurance Operators                 55714.285714
Accounting                          55500.000000
Modelling Agencies                  55250.000000
Chemical Manufacturing              55250.000000
Talent                              55250.000000
Marketing                           55083.333333
Advertising                         55083.333333
Farm Support Services               55000.000000
Colleges                            55000.000000
Universities                        55000.000000
Aerospace                           54666.666667
Defence                             54666.666667
Logistics                           54500.000000
Supply Chain                        54500.000000
Legal                               54000.000000
Caravan Parks                       54000.000000
Camping                             54000.000000
Financial Analytics                 54000.000000
Video Games                         54000.000000
Network Solutions                   53500.000000
Enterprise Software                 53500.000000
Consumer Products Manufacturing     52625.000000
Building Societies                  52083.333333
Banks                               52083.333333
Outsourcing                         52007.692308
Staffing                            52007.692308
Beverage Shops                      51666.666667
Telecommunications Manufacturing    51666.666667
Energy                              51500.000000
Shoe Shops                          51375.000000
Department                          51375.000000
Clothing                            51375.000000
-1                                  51161.764706
Gambling                            50833.333333
Lending                             50571.428571
Biotech                             49914.448669
Pharmaceuticals                     49914.448669
Asset Management                    49816.666667
Investment Banking                  49816.666667
Wholesale                           49500.000000
Hospitals                           49481.481481
Healthcare Services                 49481.481481
Financial Transaction Processing    49227.272727
Computer Hardware                   48444.444444
Software                            48444.444444
IT Services                         48331.395349
Food                                48083.333333
Film Production                     48000.000000
Food Production                     48000.000000
Distribution                        48000.000000
TV Broadcasting                     47250.000000
Cable Networks                      47250.000000
Consulting                          46781.250000
Other Retail Shops                  46357.142857
Internet                            45957.142857
Brokerage Services                  45000.000000
Telecommunications Services         44750.000000
Health Shops                        44500.000000
Drink Manufacturing                 44500.000000
Pharmacies                          44500.000000
Electrical                          44000.000000
Electronic Manufacturing            44000.000000
Construction                        43625.000000
Building                            43625.000000
Government Agencies                 43466.666667
Research                            43321.428571
Supermarkets                        42583.333333
Grocery Shops                       42583.333333
Brokerages                          42500.000000
Insurance Agencies                  42500.000000
Development                         41541.666667
sector
                          avg_salary
sector
Real Estate             68000.000000
Utilities               57000.000000
Gas                     57000.000000
Oil                     57000.000000
Energy                  57000.000000
Accounting              55125.000000
Legal                   55125.000000
Education               55000.000000
Defence                 54666.666667
Aerospace               54666.666667
Transportation          54500.000000
Logistics               54500.000000
Travel                  54000.000000
Tourism                 54000.000000
Media                   53600.000000
Entertainment           53357.142857
Recreation              53357.142857
Arts                    53357.142857
Insurance               51750.000000
Forestry                51500.000000
Agriculture             51500.000000
-1                      51161.764706
Manufacturing           50750.000000
Business Services       50237.623762
Finance                 50109.375000
Pharmaceuticals         49914.448669
Biotech                 49914.448669
Maintenance             49750.000000
Repair                  49750.000000
Building                49750.000000
Healthcare              49481.481481
Information Technology  48497.191011
Retail                  48000.000000
Telecommunications      47055.555556
Government              43466.666667
competitors
                                    avg_salary
competitors
first direct                      87000.000000
RSA Group                         87000.000000
Veolia                            68000.000000
CH2M                              68000.000000
American Water                    68000.000000
Kiewit Corporation                66500.000000
Burns & McDonnell                 66500.000000
Thomson Reuters                   64500.000000
Bloomberg L.P.                    64500.000000
DNAnexus                          63750.000000
Biogen                            62000.000000
Sanger Institute                  62000.000000
News International                62000.000000
Daily Mail and General Trust      62000.000000
Amey                              62000.000000
The Telegraph                     62000.000000
Wellcome Trust                    62000.000000
Transport for London              62000.000000
Bechtel National                  62000.000000
Thales                            61500.000000
Nasdaq                            61500.000000
Rolls-Royce                       61500.000000
Babcock International Group       61500.000000
Intercontinental Exchange         61500.000000
Euronext                          61500.000000
AstraZeneca                       56600.000000
Merck                             56600.000000
Pfizer                            56600.000000
PwC                               56000.000000
McKinsey & Company                55600.000000
LV=                               55500.000000
Hays                              54500.000000
PageGroup                         54500.000000
INC Research                      54375.000000
Parexel                           54000.000000
Boots Opticians                   54000.000000
Wells Fargo                       54000.000000
Walt Disney Company               54000.000000
Vrbo                              54000.000000
Vision Express                    54000.000000
Laing O'Rourke                    54000.000000
Markel Insurance                  54000.000000
Airbnb                            54000.000000
ArenaNet                          54000.000000
Skanska                           54000.000000
Precise                           54000.000000
Bet365                            54000.000000
Costain                           54000.000000
Chubb                             54000.000000
Optical Express                   54000.000000
Philadelphia Insurance Companies  54000.000000
Paddy Power Betfair               54000.000000
Blizzard Entertainment            54000.000000
Philip Morris International       53666.666667
Imperial Brands                   53666.666667
Japan Tobacco International       53666.666667
Amazon                            53300.000000
PPD                               52333.333333
PRA Health Sciences               52000.000000
Verily Life Sciences              51750.000000
DeepMind                          51750.000000
Babylon Health                    51750.000000
NBCUniversal                      51000.000000
Covance                           50815.789474
DSM                               50815.789474
Perrigo                           50815.789474
-1                                50251.020408
Thermo Fisher Scientific          50166.666667
Robert Walters                    50000.000000
Agilent Technologies              49500.000000
J.P. Morgan                       49500.000000
Illumina                          49500.000000
Novartis                          49038.461538
GlaxoSmithKline                   49038.461538
Roche                             49006.024096
Capgemini                         49000.000000
Deloitte                          48875.000000
Donaldson Company                 48833.333333
Parker Hannifin                   48833.333333
GE                                48833.333333
AbbVie                            48722.222222
Apple                             48500.000000
Accenture                         48318.181818
IQVIA                             48250.000000
EY                                48166.666667
Premier Group Recruitment         48000.000000
Austin Fraser                     48000.000000
BT                                48000.000000
Samsung Electronics               48000.000000
GCS Recruitment                   48000.000000
NES Global Talent                 48000.000000
Gattaca                           48000.000000
Deutsche Telekom                  48000.000000
Fircroft                          48000.000000
Booking.com                       47250.000000
Robert Half                       47000.000000
Adecco                            46500.000000
Microsoft                         46295.454545
Google                            46130.434783
NortonLifeLock                    45500.000000
Mimecast                          45500.000000
Proofpoint                        45500.000000
Walmart                           45323.529412
ASDA                              45285.714286
Sopra Steria                      45000.000000
Allegis Global Solutions          45000.000000
Cielo                             45000.000000
Farfetch                          45000.000000
OnDeck                            45000.000000
Bond Street                       45000.000000
LendingClub                       45000.000000
Mandara                           45000.000000
CGI                               45000.000000
XTB                               45000.000000
Tesco                             44500.000000
Orange                            44100.000000
Vodafone                          44100.000000
J Sainsbury                       44000.000000
William Hill                      43000.000000
Siemens                           42500.000000
Fiserv                            41500.000000
Jack Henry & Associates           41500.000000
First Data                        41500.000000
Adyen                             40500.000000
IBM                               40500.000000
Boston Consulting Group           40500.000000
Priceline.com                     40500.000000
Stripe                            40500.000000
Strategy&                         40500.000000
Braintree                         40500.000000
Kayak.com                         40500.000000
Bain & Company                    40500.000000
Booz Allen Hamilton               40500.000000
Morrisons                         40300.000000
Wipro                             39750.000000
Admiral Insurance                 39750.000000
Swinton Insurance                 39750.000000
HCL Technologies                  39750.000000
Infosys                           39750.000000
Minted                            33750.000000
Moonpig                           33750.000000
Shutterfly                        33750.000000
Sanofi                            33500.000000
Adobe                             32000.000000
Balfour Beatty                    29500.000000
Atkins                            29500.000000
role
        avg_salary
role
ds    50029.828109
words = " ".join(df['Job Description'])

def punctuation_stop(text):
    """remove punctuation and stop words"""
    filtered = []
    stop_words = set(stopwords.words('english'))
    word_tokens = word_tokenize(text)
    for w in word_tokens:
        if w not in stop_words and w.isalpha():
            filtered.append(w.lower())
    return filtered

words_filtered = punctuation_stop(words)

text = " ".join([ele for ele in words_filtered])

wc= WordCloud(background_color="white",
              random_state=1, stopwords=STOPWORDS,
              max_words=2000, width=800, height=1500)
wc.generate(text)

plt.figure(figsize=[10,10])
plt.imshow(wc, interpolation="bilinear")
plt.axis('off')
plt.show()_____no_output_____df.head()_____no_output_____df.to_csv("glassdoor_jobs_eda.csv")_____no_output_____