In [79]:
from bs4 import BeautifulSoup
import numpy as np
import requests
import matplotlib.pyplot as plt
import re
import pandas as pd
from statsmodels.stats.outliers_influence import summary_table
from matplotlib.dates import HourLocator, MinuteLocator, DateFormatter

from collections import Counter, defaultdict

import statsmodels.api as sm
import seaborn as sns
import sqlite3
import pickle
from scipy import stats
import json
from datetime import datetime

%matplotlib inline

In [122]:
def jaccard_similarity(a, b):
    intersection = set(a).intersection(set(b))
    union = set(a).union(set(b))
    return len(intersection)/len(union)

In [2]:
from geopy.geocoders import Nominatim
geolocator_nominatim = Nominatim()

In [3]:
from geopy.geocoders import GoogleV3
geolocator = GoogleV3()
from geopy.exc import GeocoderTimedOut, GeocoderQueryError
from geopy.distance import vincenty

In [83]:
import googlemaps
gmaps_key = json.load(open('/Users/spardy/.config/OAUTHS/google.json'))['KEY']
gmaps = googlemaps.Client(key=gmaps_key)

In [4]:
def lookup_coords(loc, retries=2):
    i = 0
    while i < retries:
        try:
            loc_res = geolocator.geocode(loc)
            return loc_res
        except (GeocoderTimedOut, GeocoderQueryError):
            i += 1

In [5]:
def running_median(x, width, upper=90, lower=10):
    if width % 2 == 0:
        width += 1
    
    N = width // 2
    
    def make_window(x, i):
        ln = len(x)
        start = i - N if i > N else 0
        end = i + N if i < ln - N else ln
        return x[start:end]
    
    medians = np.empty_like(x)
    upper_perc = np.empty_like(x)
    lower_perc = np.empty_like(x)
    
    for i in range(len(x)):
        window = make_window(x, i)
        medians[i] = np.median(window)
        upper_perc[i] = np.percentile(window, upper)
        lower_perc[i] = np.percentile(window, lower)
        
    return medians, upper_perc, lower_perc

AAS Has changed their webpage and no longer hold all this data


In [147]:
headers = {
    'User-Agent': '',
}

In [105]:
baseurl = 'https://jobregister.aas.org/archives/'

In [80]:
url = 'https://jobregister.aas.org/archives/back_issues'
r = requests.get(url, headers=headers)
c = r.content
soup = BeautifulSoup(c)


/usr/local/lib/python3.5/site-packages/bs4/__init__.py:181: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system ("lxml"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.

The code that caused this warning is on line 170 of the file /usr/local/Cellar/python3/3.5.1/Frameworks/Python.framework/Versions/3.5/lib/python3.5/runpy.py. To get rid of this warning, change code that looks like this:

 BeautifulSoup([your markup])

to this:

 BeautifulSoup([your markup], "lxml")

  markup_type=markup_type))

In [103]:
jobs_each_year = soup.find('table', {'class': 'TableBorders'}).find_all('tr')[1:]

In [107]:
jobs_each_year = []  # to prevent running
full_df = None
for jobs_this_year in jobs_each_year:
    entries = jobs_this_year.find_all('td')
    year = entries[0].text
    for entry in entries[1:]:
        month = entry.find('a').text
        job_page_url = baseurl + entry.find('a').attrs['href'] 
        print(job_page_url, month, year)
        
        #scrape job page
        
        job_r = requests.get(job_page_url, headers=headers)
        job_c = job_r.content
        job_soup = BeautifulSoup(job_c)
        
        jobs1 = job_soup.find_all("tr", {"class": "JR_Tablle_Row_Color_1"})
        jobs2 = job_soup.find_all("tr", {"class": "JR_Tablle_Row_Color_2"})
        jobs = jobs1+jobs2
        Njobs = len(jobs)
        
        jobs_url = np.empty(Njobs, dtype=object)
        jobs_num = np.empty(Njobs, dtype=int)
        jobs_name = np.empty(Njobs, dtype=object)
        jobs_location = np.empty(Njobs, dtype=object)
        jobs_posted_date = np.empty(Njobs, dtype=object)
        
        for i, job in enumerate(jobs):
            entries = job.find_all('td')
            job_link = entries[0].find('a')

            jobs_url[i] = job_link.attrs['href']
            jobs_num[i] = int(job_link.text[1:])
            jobs_name[i] = entries[1].find('a').text
            jobs_location[i] = entries[2].text
            jobs_posted_date[i] = entries[3].text
            
        data = np.vstack((jobs_url, jobs_num, jobs_name, jobs_location, jobs_posted_date)).T
        
        df_ = pd.DataFrame(data, columns=['url', 'job_number', 'position', 'location', 'posted'])
        
        conn = sqlite3.connect("AAS_jobs.db")
        df_.to_sql(month+year, conn, if_exists="replace")
        conn.close()
        
        if full_df is None:
            full_df = df_
        else:
            full_df = full_df.append(df_)


https://jobregister.aas.org/archives/issue?year=2003&month=1 January 2003
/usr/local/lib/python3.5/site-packages/bs4/__init__.py:181: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system ("lxml"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.

The code that caused this warning is on line 170 of the file /usr/local/Cellar/python3/3.5.1/Frameworks/Python.framework/Versions/3.5/lib/python3.5/runpy.py. To get rid of this warning, change code that looks like this:

 BeautifulSoup([your markup])

to this:

 BeautifulSoup([your markup], "lxml")

  markup_type=markup_type))
https://jobregister.aas.org/archives/issue?year=2003&month=2 February 2003
https://jobregister.aas.org/archives/issue?year=2003&month=3 March 2003
https://jobregister.aas.org/archives/issue?year=2003&month=4 April 2003
https://jobregister.aas.org/archives/issue?year=2003&month=5 May 2003
https://jobregister.aas.org/archives/issue?year=2003&month=6 June 2003
https://jobregister.aas.org/archives/issue?year=2003&month=7 July 2003
https://jobregister.aas.org/archives/issue?year=2003&month=8 August 2003
https://jobregister.aas.org/archives/issue?year=2003&month=9 September 2003
https://jobregister.aas.org/archives/issue?year=2003&month=10 October 2003
https://jobregister.aas.org/archives/issue?year=2003&month=11 November 2003
https://jobregister.aas.org/archives/issue?year=2003&month=12 December 2003
https://jobregister.aas.org/archives/issue?year=2004&month=1 January 2004
https://jobregister.aas.org/archives/issue?year=2004&month=2 February 2004
https://jobregister.aas.org/archives/issue?year=2004&month=3 March 2004
https://jobregister.aas.org/archives/issue?year=2004&month=4 April 2004
https://jobregister.aas.org/archives/issue?year=2004&month=5 May 2004
https://jobregister.aas.org/archives/issue?year=2004&month=6 June 2004
https://jobregister.aas.org/archives/issue?year=2004&month=7 July 2004
https://jobregister.aas.org/archives/issue?year=2004&month=8 August 2004
https://jobregister.aas.org/archives/issue?year=2004&month=9 September 2004
https://jobregister.aas.org/archives/issue?year=2004&month=10 October 2004
https://jobregister.aas.org/archives/issue?year=2004&month=11 November 2004
https://jobregister.aas.org/archives/issue?year=2004&month=12 December 2004
https://jobregister.aas.org/archives/issue?year=2005&month=1 January 2005
https://jobregister.aas.org/archives/issue?year=2005&month=2 February 2005
https://jobregister.aas.org/archives/issue?year=2005&month=3 March 2005
https://jobregister.aas.org/archives/issue?year=2005&month=4 April 2005
https://jobregister.aas.org/archives/issue?year=2005&month=5 May 2005
https://jobregister.aas.org/archives/issue?year=2005&month=6 June 2005
https://jobregister.aas.org/archives/issue?year=2005&month=7 July 2005
https://jobregister.aas.org/archives/issue?year=2005&month=8 August 2005
https://jobregister.aas.org/archives/issue?year=2005&month=9 September 2005
https://jobregister.aas.org/archives/issue?year=2005&month=10 October 2005
https://jobregister.aas.org/archives/issue?year=2005&month=11 November 2005
https://jobregister.aas.org/archives/issue?year=2005&month=12 December 2005
https://jobregister.aas.org/archives/issue?year=2006&month=1 January 2006
https://jobregister.aas.org/archives/issue?year=2006&month=2 February 2006
https://jobregister.aas.org/archives/issue?year=2006&month=3 March 2006
https://jobregister.aas.org/archives/issue?year=2006&month=4 April 2006
https://jobregister.aas.org/archives/issue?year=2006&month=5 May 2006
https://jobregister.aas.org/archives/issue?year=2006&month=6 June 2006
https://jobregister.aas.org/archives/issue?year=2006&month=7 July 2006
https://jobregister.aas.org/archives/issue?year=2006&month=8 August 2006
https://jobregister.aas.org/archives/issue?year=2006&month=9 September 2006
https://jobregister.aas.org/archives/issue?year=2006&month=10 October 2006
https://jobregister.aas.org/archives/issue?year=2006&month=11 November 2006
https://jobregister.aas.org/archives/issue?year=2006&month=12 December 2006
https://jobregister.aas.org/archives/issue?year=2007&month=1 January 2007
https://jobregister.aas.org/archives/issue?year=2007&month=2 February 2007
https://jobregister.aas.org/archives/issue?year=2007&month=3 March 2007
https://jobregister.aas.org/archives/issue?year=2007&month=4 April 2007
https://jobregister.aas.org/archives/issue?year=2007&month=5 May 2007
https://jobregister.aas.org/archives/issue?year=2007&month=6 June 2007
https://jobregister.aas.org/archives/issue?year=2007&month=7 July 2007
https://jobregister.aas.org/archives/issue?year=2007&month=8 August 2007
https://jobregister.aas.org/archives/issue?year=2007&month=9 September 2007
https://jobregister.aas.org/archives/issue?year=2007&month=10 October 2007
https://jobregister.aas.org/archives/issue?year=2007&month=11 November 2007
https://jobregister.aas.org/archives/issue?year=2007&month=12 December 2007
https://jobregister.aas.org/archives/issue?year=2008&month=1 January 2008
https://jobregister.aas.org/archives/issue?year=2008&month=2 February 2008
https://jobregister.aas.org/archives/issue?year=2008&month=3 March 2008
https://jobregister.aas.org/archives/issue?year=2008&month=4 April 2008
https://jobregister.aas.org/archives/issue?year=2008&month=5 May 2008
https://jobregister.aas.org/archives/issue?year=2008&month=6 June 2008
https://jobregister.aas.org/archives/issue?year=2008&month=7 July 2008
https://jobregister.aas.org/archives/issue?year=2008&month=8 August 2008
https://jobregister.aas.org/archives/issue?year=2008&month=9 September 2008
https://jobregister.aas.org/archives/issue?year=2008&month=10 October 2008
https://jobregister.aas.org/archives/issue?year=2008&month=11 November 2008
https://jobregister.aas.org/archives/issue?year=2008&month=12 December 2008
https://jobregister.aas.org/archives/issue?year=2009&month=1 January 2009
https://jobregister.aas.org/archives/issue?year=2009&month=2 February 2009
https://jobregister.aas.org/archives/issue?year=2009&month=3 March 2009
https://jobregister.aas.org/archives/issue?year=2009&month=4 April 2009
https://jobregister.aas.org/archives/issue?year=2009&month=5 May 2009
https://jobregister.aas.org/archives/issue?year=2009&month=6 June 2009
https://jobregister.aas.org/archives/issue?year=2009&month=7 July 2009
https://jobregister.aas.org/archives/issue?year=2009&month=8 August 2009
https://jobregister.aas.org/archives/issue?year=2009&month=9 September 2009
https://jobregister.aas.org/archives/issue?year=2009&month=10 October 2009
https://jobregister.aas.org/archives/issue?year=2009&month=11 November 2009
https://jobregister.aas.org/archives/issue?year=2009&month=12 December 2009
https://jobregister.aas.org/archives/issue?year=2010&month=1 January 2010
https://jobregister.aas.org/archives/issue?year=2010&month=2 February 2010
https://jobregister.aas.org/archives/issue?year=2010&month=3 March 2010
https://jobregister.aas.org/archives/issue?year=2010&month=4 April 2010
https://jobregister.aas.org/archives/issue?year=2010&month=5 May 2010
https://jobregister.aas.org/archives/issue?year=2010&month=6 June 2010
https://jobregister.aas.org/archives/issue?year=2010&month=7 July 2010
https://jobregister.aas.org/archives/issue?year=2010&month=8 August 2010
https://jobregister.aas.org/archives/issue?year=2010&month=9 September 2010
https://jobregister.aas.org/archives/issue?year=2010&month=10 October 2010
https://jobregister.aas.org/archives/issue?year=2010&month=11 November 2010
https://jobregister.aas.org/archives/issue?year=2010&month=12 December 2010
https://jobregister.aas.org/archives/issue?year=2011&month=1 January 2011
https://jobregister.aas.org/archives/issue?year=2011&month=2 February 2011
https://jobregister.aas.org/archives/issue?year=2011&month=3 March 2011
https://jobregister.aas.org/archives/issue?year=2011&month=4 April 2011
https://jobregister.aas.org/archives/issue?year=2011&month=5 May 2011
https://jobregister.aas.org/archives/issue?year=2011&month=6 June 2011
https://jobregister.aas.org/archives/issue?year=2011&month=7 July 2011
https://jobregister.aas.org/archives/issue?year=2011&month=8 August 2011
https://jobregister.aas.org/archives/issue?year=2011&month=9 September 2011
https://jobregister.aas.org/archives/issue?year=2011&month=10 October 2011
https://jobregister.aas.org/archives/issue?year=2011&month=11 November 2011
https://jobregister.aas.org/archives/issue?year=2011&month=12 December 2011
https://jobregister.aas.org/archives/issue?year=2012&month=1 January 2012
https://jobregister.aas.org/archives/issue?year=2012&month=2 February 2012
https://jobregister.aas.org/archives/issue?year=2012&month=3 March 2012
https://jobregister.aas.org/archives/issue?year=2012&month=4 April 2012
https://jobregister.aas.org/archives/issue?year=2012&month=5 May 2012
https://jobregister.aas.org/archives/issue?year=2012&month=6 June 2012
https://jobregister.aas.org/archives/issue?year=2012&month=7 July 2012
https://jobregister.aas.org/archives/issue?year=2012&month=8 August 2012
https://jobregister.aas.org/archives/issue?year=2012&month=9 September 2012
https://jobregister.aas.org/archives/issue?year=2012&month=10 October 2012
https://jobregister.aas.org/archives/issue?year=2012&month=11 November 2012
https://jobregister.aas.org/archives/issue?year=2012&month=12 December 2012
https://jobregister.aas.org/archives/issue?year=2013&month=1 January 2013
https://jobregister.aas.org/archives/issue?year=2013&month=2 February 2013
https://jobregister.aas.org/archives/issue?year=2013&month=3 March 2013
https://jobregister.aas.org/archives/issue?year=2013&month=4 April 2013
https://jobregister.aas.org/archives/issue?year=2013&month=5 May 2013
https://jobregister.aas.org/archives/issue?year=2013&month=6 June 2013
https://jobregister.aas.org/archives/issue?year=2013&month=7 July 2013
https://jobregister.aas.org/archives/issue?year=2013&month=8 August 2013
https://jobregister.aas.org/archives/issue?year=2013&month=9 September 2013
https://jobregister.aas.org/archives/issue?year=2013&month=10 October 2013
https://jobregister.aas.org/archives/issue?year=2013&month=11 November 2013
https://jobregister.aas.org/archives/issue?year=2013&month=12 December 2013
https://jobregister.aas.org/archives/issue?year=2014&month=1 January 2014
https://jobregister.aas.org/archives/issue?year=2014&month=2 February 2014
https://jobregister.aas.org/archives/issue?year=2014&month=3 March 2014
https://jobregister.aas.org/archives/issue?year=2014&month=4 April 2014
https://jobregister.aas.org/archives/issue?year=2014&month=5 May 2014
https://jobregister.aas.org/archives/issue?year=2014&month=6 June 2014
https://jobregister.aas.org/archives/issue?year=2014&month=7 July 2014
https://jobregister.aas.org/archives/issue?year=2014&month=8 August 2014
https://jobregister.aas.org/archives/issue?year=2014&month=9 September 2014
https://jobregister.aas.org/archives/issue?year=2014&month=10 October 2014
https://jobregister.aas.org/archives/issue?year=2014&month=11 November 2014
https://jobregister.aas.org/archives/issue?year=2014&month=12 December 2014
https://jobregister.aas.org/archives/issue?year=2015&month=1 January 2015
https://jobregister.aas.org/archives/issue?year=2015&month=2 February 2015
https://jobregister.aas.org/archives/issue?year=2015&month=3 March 2015
https://jobregister.aas.org/archives/issue?year=2015&month=4 April 2015
https://jobregister.aas.org/archives/issue?year=2015&month=5 May 2015
https://jobregister.aas.org/archives/issue?year=2015&month=6 June 2015
https://jobregister.aas.org/archives/issue?year=2015&month=7 July 2015
https://jobregister.aas.org/archives/issue?year=2015&month=8 August 2015
https://jobregister.aas.org/archives/issue?year=2015&month=9 September 2015
https://jobregister.aas.org/archives/issue?year=2015&month=10 October 2015
https://jobregister.aas.org/archives/issue?year=2015&month=11 November 2015
https://jobregister.aas.org/archives/issue?year=2015&month=12 December 2015
https://jobregister.aas.org/archives/issue?year=2016&month=1 January 2016
https://jobregister.aas.org/archives/issue?year=2016&month=2 February 2016
https://jobregister.aas.org/archives/issue?year=2016&month=3 March 2016
https://jobregister.aas.org/archives/issue?year=2016&month=4 April 2016
https://jobregister.aas.org/archives/issue?year=2016&month=5 May 2016
https://jobregister.aas.org/archives/issue?year=2016&month=6 June 2016
https://jobregister.aas.org/archives/issue?year=2016&month=7 July 2016
https://jobregister.aas.org/archives/issue?year=2016&month=8 August 2016
https://jobregister.aas.org/archives/issue?year=2016&month=9 September 2016
https://jobregister.aas.org/archives/issue?year=2016&month=10 October 2016
https://jobregister.aas.org/archives/issue?year=2016&month=11 November 2016
https://jobregister.aas.org/archives/issue?year=2016&month=12 December 2016
https://jobregister.aas.org/archives/issue?year=2017&month=1 January 2017
https://jobregister.aas.org/archives/issue?year=2017&month=2 February 2017
https://jobregister.aas.org/archives/issue?year=2017&month=3 March 2017
https://jobregister.aas.org/archives/issue?year=2017&month=4 April 2017
https://jobregister.aas.org/archives/issue?year=2017&month=5 May 2017
https://jobregister.aas.org/archives/issue?year=2017&month=6 June 2017
https://jobregister.aas.org/archives/issue?year=2017&month=7 July 2017
https://jobregister.aas.org/archives/issue?year=2017&month=8 August 2017
https://jobregister.aas.org/archives/issue?year=2017&month=9 September 2017
https://jobregister.aas.org/archives/issue?year=2017&month=10 October 2017
https://jobregister.aas.org/archives/issue?year=2017&month=11 November 2017
https://jobregister.aas.org/archives/issue?year=2017&month=12 December 2017

Load full posting for available archives


In [6]:
headers = {
    'User-Agent': '',
}

In [34]:
job_data = {}

In [37]:
base_url = 'https://jobregister.aas.org/'

archive_urls = ["/jobs/archive/2017/7",
 "/jobs/archive/2017/6",
 "/jobs/archive/2017/5",
 "/jobs/archive/2017/4",
 "/jobs/archive/2017/3",
 "/jobs/archive/2017/2",
 "/jobs/archive/2017/1",
 "/jobs/archive/2016/12",
 "/jobs/archive/2016/11",
 "/jobs/archive/2016/10",
 "/jobs/archive/2016/9",
 "/jobs/archive/2016/8"]

for archive_url in archive_urls:
    job_data[archive_url] = {}
    
    url = base_url + archive_url
    r = requests.get(url, headers=headers)
    c = r.content
    soup = BeautifulSoup(c)
    
    jobs = soup.find_all('td', {'class': 'jobs_hash_id'})
    for job in jobs:
        href = job.find('a')['href']
        r_job = requests.get(base_url+href, headers=headers)
        c_job = r_job.content
        soup_job = BeautifulSoup(c_job)
        _data = soup_job.find_all('fieldset')
        job_data[archive_url][href] = _data


/usr/local/lib/python3.5/site-packages/bs4/__init__.py:181: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system ("lxml"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.

The code that caused this warning is on line 170 of the file /usr/local/Cellar/python3/3.5.1/Frameworks/Python.framework/Versions/3.5/lib/python3.5/runpy.py. To get rid of this warning, change code that looks like this:

 BeautifulSoup([your markup])

to this:

 BeautifulSoup([your markup], "lxml")

  markup_type=markup_type))

In [69]:
def get_contents_of_fields(field_sets):
    info = {}
    for field_set in field_sets:
        fields = field_set.find_all('div', {'class': 'field'})
        for field in fields:
            label = field.find('div', {'class', 'field-label'})
            contents = field.find('div', {'class', 'field-item'})
            info[label.text] = contents.text
    return info

In [73]:
job_data_fields = [get_contents_of_fields(_data) for _data1 in job_data.values() for _data in _data1.values()]

In [91]:
for _job_data_fields in job_data_fields:
    if 'loc' not in _job_data_fields:
        loc = lookup_coords(_job_data_fields['Institution/Company:\xa0'])
        if loc is None:
            print("No location found for: {:s}".format(_job_data_fields['Institution/Company:\xa0']))
        else:
            _job_data_fields['loc'] = loc


No location found for: 
No location found for: 
No location found for: Center for Theoretical Physics, Polish Academy of Sciences
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Astrophysicist retired from National Centre of Scientific Research France
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: EACOA Secretariat at NAOC 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: European Space Agency, Directorate of Science
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Theoretical Astrophysics Group, Physics & Astronomy Department
No location found for: ASTRON / JIVE
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: CEA-IRFU-Service d'Astrophysique
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Physics and Astronomy Department
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Centre for Astrophysics & Supercomputing (CAS)
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: University of California
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Center for Space and Habitability (CSH)
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Finnish Centre for Astronomy with ESO (FINCA)
No location found for: 
No location found for: 
No location found for: 
No location found for: Theoretical Astrophysics Center, Department of Astronomy
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Universidad Andres Bello and Millennium Institute of Astrophysics
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Institute for Research on Exoplanets (iREx)
No location found for: 
No location found for: Space Radiation Laboratory
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Unniversity of the Pacific
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: NCCR PlanetS
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: LERMA, Observatoire de Paris / IAP
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: 
No location found for: Please send application via http://www.career.dtu.dk/
No location found for: 
No location found for: 
No location found for: Center for Theoretical Physics, Polish Academy of Sciences
No location found for: Space Science & Astrobiology Division 
No location found for: AURA/NSO DKIST
No location found for: Space Science & Astrobiology Division

In [112]:
#for _job_data_fields in job_data_fields:
#    if 'loc' in _job_data_fields:
#        location_coordinates[_job_data_fields['Institution/Company:\xa0']] = _job_data_fields['loc']

In [77]:
#pickle.dump(job_data_fields, open('Data/job_archives.pl', 'wb'))

Load from db


In [116]:
full_df = None

conn = sqlite3.connect("AAS_jobs.db")
c = conn.cursor()
c.execute("SELECT name FROM sqlite_master WHERE type='table';")
tables = c.fetchall()
for table_name in tables:
    table_name = table_name[0]
    if table_name != 'test':
        df_ = pd.read_sql_query("SELECT * from %s" % table_name, conn)
        
        if full_df is None:
            full_df = df_
        else:
            full_df = full_df.append(df_)
conn.close()

In [246]:
full_df.shape


Out[246]:
(18355, 8)

In [247]:
full_df = full_df.drop_duplicates(subset=('job_number', 'location'))

In [248]:
full_df.shape


Out[248]:
(11709, 8)

In [249]:
months = [datetime.strptime(key, '%b %Y') for key in full_df.groupby('posted').count()['url'].keys()]
counts = full_df.groupby('posted').count()['url'].values

In [250]:
for i, row in enumerate(full_df.iterrows()):
    loc = row[1][3]
    pos = row[1][2]
    url = row[1][0]
    if 'Illinois' in loc:
        print(i, row)
        #print(pos, loc, url)


501 (122, index                                                       122
url                                     ../job_view?JobID=21603
job_number                                                21603
position      Multiple Post Doctoral positions in Cosmology ...
location                                 University of Illinois
posted                                                 Dec 2003
Country                                                     USA
Year                                                       2003
Name: 122, dtype: object)
5467 (43, index                                                        43
url                                     ../job_view?JobID=37119
job_number                                                37119
position      Illinois-Paris Fellow in Computational/Theoret...
location               University of Illinois at Urbana-Champai
posted                                                 Aug 2010
Country                                                     USA
Year                                                       2010
Name: 43, dtype: object)
5575 (105, index                                                       105
url                                     ../job_view?JobID=37215
job_number                                                37215
position      Illinois-Paris Fellow: Next Generation Cosmic ...
location               University of Illinois at Urbana-Champai
posted                                                 Sep 2010
Country                                                     USA
Year                                                       2010
Name: 105, dtype: object)
6557 (184, index                                                       184
url                                     ../job_view?JobID=40494
job_number                                                40494
position      Faculty Position, Theoretical Astrophysics, Un...
location           University of Illinois Department of Physics
posted                                                 Oct 2011
Country                                           United States
Year                                                       2011
Name: 184, dtype: object)
7283 (116, index                                                       116
url                                     ../job_view?JobID=42704
job_number                                                42704
position       Assistant/Associate Professor of Astronomy - ...
location             University of Illinois at Urbana-Champaign
posted                                                 Sep 2012
Country                                                     USA
Year                                                       2012
Name: 116, dtype: object)
8198 (95, index                                                        95
url                                     ../job_view?JobID=45843
job_number                                                45843
position      Faculty Position Experimental or Observational...
location           University of Illinois/Department of Physics
posted                                                 Oct 2013
Country                                           United States
Year                                                       2013
Name: 95, dtype: object)
8714 (25, index                                                        25
url                                     ../job_view?JobID=47988
job_number                                                47988
position      University of Illinois at Urbana-Champaign - V...
location             University of Illinois at Urbana-Champaign
posted                                                 Apr 2014
Country                                                     USA
Year                                                       2014
Name: 25, dtype: object)
9852 (88, index                                                        88
url                                     ../job_view?JobID=51606
job_number                                                51606
position      Postdoctoral Research Associate in Numerical R...
location             University of Illinois at Urbana-Champaign
posted                                                 Sep 2015
Country                                                     USA
Year                                                       2015
Name: 88, dtype: object)

In [300]:
for loc, url in zip(full_df['location'], full_df['url']):
    if 'Chicago' in loc:
        print(loc, url)


University of Chicago ../job_view?JobID=20364
University of Chicago, Enrico Fermi Inst ../job_view?JobID=20376
University of Chicago ../job_view?JobID=20364
University of Chicago, Enrico Fermi Inst ../job_view?JobID=20376
University of Chicago ../job_view?JobID=20706
The University of Chicago ../job_view?JobID=20499
The University of Chicago ../job_view?JobID=20499
University of Chicago ../job_view?JobID=20706
The University of Chicago ../job_view?JobID=21045
The University of Chicago ../job_view?JobID=20499
The University of Chicago ../job_view?JobID=21042
University of Chicago ../job_view?JobID=20706
The University of Chicago ../job_view?JobID=21414
The University of Chicago ../job_view?JobID=21639
The University of Chicago ../job_view?JobID=21642
The University of Chicago ../job_view?JobID=21639
The University of Chicago ../job_view?JobID=21642
The University of Chicago ../job_view?JobID=21639
The University of Chicago ../job_view?JobID=21642
University of Chicago Press ../job_view?JobID=22446
University of Chicago ../job_view?JobID=22626
University of Chicago ../job_view?JobID=22563
University of Chicago ../job_view?JobID=22626
University of Chicago ../job_view?JobID=22626
University of Chicago ../job_view?JobID=23004
University of Chicago ../job_view?JobID=23088
The University of Chicago ../job_view?JobID=22944
The University of Chicago ../job_view?JobID=23382
University of Chicago ../job_view?JobID=22626
University of Chicago ../job_view?JobID=23088
University of Chicago ../job_view?JobID=23004
The University of Chicago ../job_view?JobID=22944
University of Chicago ../job_view?JobID=22626
University of Chicago ../job_view?JobID=23088
University of Chicago ../job_view?JobID=22626
University of Chicago ../job_view?JobID=24018
The University of Chicago ../job_view?JobID=24873
The University of Chicago ../job_view?JobID=24873
University of Chicago ASC Flash Center ../job_view?JobID=25047
University of Chicago ../job_view?JobID=25413
University of Chicago ../job_view?JobID=25572
University of Chicago ../job_view?JobID=25413
University of Chicago ../job_view?JobID=25641
University of Chicago ../job_view?JobID=25572
University of Chicago ../job_view?JobID=25413
The University of Chicago ASC/Alliances  ../job_view?JobID=25869
University of Chicago ../job_view?JobID=25572
University of Chicago ../job_view?JobID=25641
The University of Chicago ASC/Alliances  ../job_view?JobID=25869
University of Chicago ../job_view?JobID=26160
Fermilab, and University of Chicago ../job_view?JobID=27120
The University of Chicago ../job_view?JobID=27081
The University of Chicago ../job_view?JobID=27081
The University of Chicago ../job_view?JobID=27684
The University of Chicago ../job_view?JobID=27081
The University of Chicago ../job_view?JobID=27684
The University of Chicago ../job_view?JobID=29499
The University of Chicago ../job_view?JobID=29499
University of Chicago ../job_view?JobID=29916
University of Chicago ../job_view?JobID=29916
University of Chicago ASC/Alliance Cente ../job_view?JobID=31089
University of Chicago ASCAlliance Center ../job_view?JobID=31083
University of Chicago ASC/Alliance Cente ../job_view?JobID=31089
University of Chicago ASCAlliance Center ../job_view?JobID=31083
University of Chicago ../job_view?JobID=31284
University of Chicago ../job_view?JobID=31284
The University of Chicago ../job_view?JobID=32658
University of Chicago ../job_view?JobID=32874
The University of Chicago ../job_view?JobID=32658
University of Chicago ../job_view?JobID=32874
University of Chicago ../job_view?JobID=33693
University of Chicago ../job_view?JobID=32874
University of Chicago ../job_view?JobID=33693
University of Chicago ../job_view?JobID=34086
University of Chicago ../job_view?JobID=34086
The University of Chicago, Kavli Institu ../job_view?JobID=34998
University of Chicago ../job_view?JobID=35019
The University of Chicago, Kavli Institu ../job_view?JobID=34998
University of Chicago ../job_view?JobID=35019
University of Chicago ../job_view?JobID=35019
The University of Chicago ../job_view?JobID=35958
The University of Chicago ../job_view?JobID=35958
University of Chicago ../job_view?JobID=36378
University of Chicago ../job_view?JobID=36948
University of Chicago ../job_view?JobID=37803
University of Chicago ../job_view?JobID=37896
The University of Chicago ../job_view?JobID=38016
University of Chicago ../job_view?JobID=37896
University of Chicago - Flash Center for ../job_view?JobID=38907
University of Chicago ../job_view?JobID=38925
University of Chicago ../job_view?JobID=39369
University of Chicago ../job_view?JobID=39361
University of Chicago ../job_view?JobID=39361
University of Chicago ../job_view?JobID=39369
University of Chicago ../job_view?JobID=39647
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=39814
University of Chicago ../job_view?JobID=39891
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=39814
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=40089
University of Chicago ../job_view?JobID=39891
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=39814
Enrico Fermi Institute, University of Chicago ../job_view?JobID=40506
University of Chicago ../job_view?JobID=40590
Enrico Fermi Institute, University of Chicago ../job_view?JobID=40506
University of Chicago ../job_view?JobID=40590
Univ. of Chicago - Enrico Fermi Institute ../job_view?JobID=41851
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=42416
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=42416
University of Chicago, Department of Physics ../job_view?JobID=42760
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=42416
University of Chicago, Department of Physics ../job_view?JobID=42760
University of Chicago ../job_view?JobID=43597
University of Chicago ../job_view?JobID=43597
University of Chicago ../job_view?JobID=43851
The University of Chicago, Department of Astronomy and Astrophysics, and Argonne National Labs ../job_view?JobID=44152
University of Chicago ../job_view?JobID=43851
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=45481
Department of Astronomy & Astrophysics, University of Chicago ../job_view?JobID=45438
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=45481
University of Chicago ../job_view?JobID=45699
University of Chicago ../job_view?JobID=45953
University of Chicago ../job_view?JobID=46071
Department of Astronomy & Astrophysics, University of Chicago ../job_view?JobID=45438
University of Chicago ../job_view?JobID=45953
University of Chicago ../job_view?JobID=45699
University of Chicago ../job_view?JobID=48218
University of Chicago ../job_view?JobID=48268
University of Chicago ../job_view?JobID=48268
University of Chicago ../job_view?JobID=48428
University of Chicago ../job_view?JobID=48268
University of Chicago ../job_view?JobID=48514
University of Chicago ../job_view?JobID=48514
Enrico Fermi Institute, University of Chicago ../job_view?JobID=48879
Enrico Fermi Institute, University of Chicago ../job_view?JobID=48879
The University of Chicago ../job_view?JobID=49033
University of Chicago ../job_view?JobID=48514
Department of Astronomy & Astrophysics, The University of Chicago ../job_view?JobID=49722
Enrico Fermi Institute, University of Chicago ../job_view?JobID=48879
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=50044
University of Chicago ../job_view?JobID=51098
University of Chicago ../job_view?JobID=51251
University of Chicago ../job_view?JobID=51470
University of Chicago ../job_view?JobID=51470
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=51591
The University of Chicago ../job_view?JobID=51948
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=51591
University of Chicago ../job_view?JobID=52025
University of Chicago ../job_view?JobID=51470
The University of Chicago ../job_view?JobID=51948
University of Chicago ../job_view?JobID=52025
University of Chicago ../job_view?JobID=52927
The University of Chicago ../job_view?JobID=51948
University of Chicago ../job_view?JobID=53307
The University of Chicago ../job_view?JobID=51948
University of Chicago ../job_view?JobID=54111
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=55646
The University of Chicago, Kavli Institute for Cosmological Physics ../job_view?JobID=55646
Enrico Fermi Institute, University of Chicago ../job_view?JobID=56969
University of Chicago ../job_view?JobID=59123
University of Chicago ../job_view?JobID=59123

In [251]:
#pure binned yearly avg
year_bins = np.zeros((14, 2))
for month, count in zip(months, counts):
    bin_id = month.year % 2003
    if bin_id < 14:
        year_bins[bin_id, 0] += count
        year_bins[bin_id, 1] += 1
        
year_avg = year_bins[:, 0]/year_bins[:, 1]
years = [datetime.strptime(str(y), '%Y') for y in range(2003, 2017)]

In [252]:
fig, axis = plt.subplots(1)
axis.plot(years, year_bins[:, 0], '.', linestyle='-')
axis.set_ylabel('Jobs per Year')


Out[252]:
<matplotlib.text.Text at 0x1226ca438>

In [253]:
for year, tot in zip(years, year_bins[:, 0]):
    print(year, tot)


2003-01-01 00:00:00 527.0
2004-01-01 00:00:00 684.0
2005-01-01 00:00:00 668.0
2006-01-01 00:00:00 761.0
2007-01-01 00:00:00 816.0
2008-01-01 00:00:00 891.0
2009-01-01 00:00:00 798.0
2010-01-01 00:00:00 825.0
2011-01-01 00:00:00 830.0
2012-01-01 00:00:00 891.0
2013-01-01 00:00:00 846.0
2014-01-01 00:00:00 818.0
2015-01-01 00:00:00 951.0
2016-01-01 00:00:00 1027.0

In [254]:
ms = np.argsort(months)
avg_ct, upper_ct, lower_ct = running_median(counts[ms], 12, upper=75, lower=25)

In [46]:
fig, axis = plt.subplots(1)
axis.plot(months, counts, 'k.')
axis.set_ylabel('Number of Jobs per Month')
axis.plot(years, year_avg, 'bo')


Out[46]:
[<matplotlib.lines.Line2D at 0x1094a2e48>]

In [44]:
with open('/Users/spardy/Code/Web/Blog/resources/AASJobTrendMonthly.csv', 'w') as f:
    f.write('Year,Month,Total\n')
    for date_, num_ in zip(months, counts):
        y_ = date_.year
        m_ = date_.month
        f.write("{:d},{:d},{:d}\n".format(y_, m_, int(num_)))

In [255]:
months_folded = [d.replace(year=2000) for d in months]

In [48]:
fig, axis = plt.subplots(1)
axis.plot(months_folded, counts, 'k.')
axis.xaxis.set_major_formatter(DateFormatter('%B'))
axis.set_ylabel('Number of Jobs Per Month')


Out[48]:
<matplotlib.text.Text at 0x10905ee80>

In [199]:
full_df['position'].map(lambda x: 'postdoc' in x.lower())


Out[199]:
8016

In [201]:
sum(full_df['position'].map(lambda x: 'phd' in x.lower()))


Out[201]:
564

In [109]:
location_coordinates = pickle.load(open('job_locations.pl', 'rb'))

In [51]:
location_count = Counter(full_df['location'])

In [52]:
close_groups = []
for loc1, loc_res1 in location_coordinates.items():
    
    if loc1 in [i for ai in close_groups for i in ai['names']]:
        continue
    
    close_group = {}
    close_group['names'] = [loc1]
    close_group['loc'] = loc_res1
    close_group['count'] = location_count[loc1]
    
    for loc2, loc_res2 in location_coordinates.items():
        
        if loc1 == loc2:
            continue
        
        if loc2 in [i for ai in close_groups for i in ai['names']]:
            continue
        
        p1 = (loc_res1.latitude,
              loc_res1.longitude)

        p2 = (loc_res2.latitude,
              loc_res2.longitude)
        
        if vincenty(p1, p2).kilometers < 2:
            close_group['names'].append(loc2)
            close_group['count'] += location_count[loc2]
            
    if len(close_group) > 1:
        close_groups.append(close_group)

In [54]:
with open('/Users/spardy/Code/Web/Blog/resources/AAS_job_locs.csv', 'w') as f:
    f.write("Lat,Lon,Count,Name\n")
    for close_group in close_groups:
        f.write("{:3.6f},{:3.6f},{:d},{:s}\n".format(close_group['loc'].latitude,
                                                close_group['loc'].longitude,
                                                close_group['count'],
                                                close_group['names'][0].replace(',','')))

In [ ]:
#location_coordinates = {}

In [153]:
for loc in full_df['location'].unique():
    if loc not in location_coordinates:
        sim = np.zeros(len(location_coordinates))
        for i, loc_key in enumerate(location_coordinates.keys()):
            sim[i] = jaccard_similarity(loc, loc_key)
            
        if max(sim) > 0.8:
            loc_res = list(location_coordinates.values())[np.argmax(sim)]
        else:
            loc_res = lookup_coords(loc)
        
        if loc_res is not None:
            location_coordinates[loc] = loc_res
        else:            
            print(max(sim), "No results found for - {:s}".format(loc))


0.761904761905 No results found for - Joint Astronomy Centre (Research Corpora
0.75 No results found for - Chandra X-Ray Center, Smithsonian Astrop
0.733333333333 No results found for - Canadian universities listed in text
0.0 No results found for - 
0.777777777778 No results found for - Danish Space Research Institute
0.76 No results found for - Max-Planck-Society for the Advancement o
0.791666666667 No results found for - Swinburne University Centre for Astrophy
0.571428571429 No results found for - C.A.R.A./W.M. Keck Obsv.
0.730769230769 No results found for - UCSC Astronomy Department / UCO Lick Obs
0.75 No results found for - Attn: Fortner Research Fellowships in Th
0.72 No results found for - TIARA, Academia Sinica and National Tsin
0.666666666667 No results found for - Jodrell Bank Observatory and other ANGLE
0.722222222222 No results found for - Positions at several institutes in Germa
0.68 No results found for - CELT Development Corporation - Thirty Me
0.5 No results found for - Serco FM BV at ESA/ESTEC
0.72 No results found for - ASTRON and the Joint Institute for VLBI 
0.6875 No results found for - Interferometrics, Inc
0.769230769231 No results found for - JETSET RTN - Dublin Institute for Advanc
0.791666666667 No results found for - Institute for Astronomy, c/o Research Co
0.772727272727 No results found for - Kalmbach Publishing Co. - Human Resource
0.714285714286 No results found for - Arizona State University - C/O Korn Ferr
0.764705882353 No results found for - POSITIONS AT SEVERAL INSTITUTES IN GERMA
0.625 No results found for - ANGLES research training network
0.761904761905 No results found for - Zentrum fuer Astronomie / Universitaet H
0.5 No results found for - Chandra X-ray Center (CXC)
0.777777777778 No results found for - CITA and Department of Astronomy and Ast
0.714285714286 No results found for - Chandra X-ray Observatory
0.703703703704 No results found for - NRC-HIA?s Dominion Radio Astrophysical O
0.739130434783 No results found for - Danish National Space Center, Niels Bohr
0.571428571429 No results found for - Joint ALMA Organization (JAO)
0.708333333333 No results found for - Institute of Space Science  (IEEC/CSIC)
0.590909090909 No results found for - The European Duel Network
0.740740740741 No results found for - OmegaCEN, Kapteyn Institute, University 
0.772727272727 No results found for - Chester F. Carlson Center for Imaging Sc
0.736842105263 No results found for - Various European astronomical institutes
0.739130434783 No results found for - Caltech Center for Advanced Computing Re
0.772727272727 No results found for - Millennium Center for Supernova Studies
0.740740740741 No results found for - Smart Guides Publishing Company
0.655172413793 No results found for - LCOGTN,Inc./ Center for Astrophysics
0.125 No results found for - --
0.782608695652 No results found for - Astronomy Education Review
0.64 No results found for - Multiple (see text) within EU Initial Tr
0.666666666667 No results found for - This is a contractor position through Or
---------------------------------------------------------------------------
GeocoderQuotaExceeded                     Traceback (most recent call last)
<ipython-input-153-d41b4de142b0> in <module>()
      8             loc_res = list(location_coordinates.values())[np.argmax(sim)]
      9         else:
---> 10             loc_res = lookup_coords(loc)
     11 
     12         if loc_res is not None:

<ipython-input-4-6b556a9b899b> in lookup_coords(loc, retries)
      3     while i < retries:
      4         try:
----> 5             loc_res = geolocator.geocode(loc)
      6             return loc_res
      7         except (GeocoderTimedOut, GeocoderQueryError):

/usr/local/lib/python3.5/site-packages/geopy/geocoders/googlev3.py in geocode(self, query, exactly_one, timeout, bounds, region, components, language, sensor)
    215         logger.debug("%s.geocode: %s", self.__class__.__name__, url)
    216         return self._parse_json(
--> 217             self._call_geocoder(url, timeout=timeout), exactly_one
    218         )
    219 

/usr/local/lib/python3.5/site-packages/geopy/geocoders/googlev3.py in _parse_json(self, page, exactly_one)
    336         places = page.get('results', [])
    337         if not len(places):
--> 338             self._check_status(page.get('status'))
    339             return None
    340 

/usr/local/lib/python3.5/site-packages/geopy/geocoders/googlev3.py in _check_status(status)
    361         if status == 'OVER_QUERY_LIMIT':
    362             raise GeocoderQuotaExceeded(
--> 363                 'The given key has gone over the requests limit in the 24'
    364                 ' hour period or has submitted too many requests in too'
    365                 ' short a period of time.'

GeocoderQuotaExceeded: The given key has gone over the requests limit in the 24 hour period or has submitted too many requests in too short a period of time.

In [256]:
countries = []
for loc in full_df['location']:
    if loc in location_coordinates:
        countries.append(location_coordinates[loc].address.split(',')[-1])
    else:
        countries.append(None)

full_df['Country'] = pd.Series(countries, index=full_df.index)


/usr/local/lib/python3.5/site-packages/ipykernel/__main__.py:8: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy

In [257]:
def get_year(entry):
    #print(ind)
    return entry.split(' ')[1]

full_df['Year'] = pd.Series(full_df['posted'].apply(get_year), index=full_df.index)


/usr/local/lib/python3.5/site-packages/ipykernel/__main__.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy

In [258]:
def is_us(series):
    
    def _is_us(entry):
        if entry is not None:
            return entry.lstrip() == 'USA'
        else:
            return False
    
    return series.apply(_is_us)

In [259]:
plt.plot(full_df.groupby('Year')['Country'].apply(lambda s: sum(is_us(s))))
plt.plot(full_df.groupby('Year')['Country'].apply(lambda s: sum(~is_us(s))))


Out[259]:
[<matplotlib.lines.Line2D at 0x121c61fd0>]

In [260]:
us_jobs = full_df.groupby('Year')['Country'].apply(lambda s: sum(is_us(s)))
non_us_jobs = full_df.groupby('Year')['Country'].apply(lambda s: sum(~is_us(s)))

In [262]:
with open('/Users/spardy/Code/Web/Blog/resources/AASJobTrendYearly.csv', 'w') as f:
    f.write('Year,Avg,Total,US,NonUS\n')
    for y_, avg_, tot_, us_, non_ in zip([year.year for year in years], year_avg, year_bins[:, 0],
                              us_jobs, non_us_jobs):
        f.write("{:d},{:2.3f},{:d},{:d},{:d}\n".format(y_, avg_, int(tot_), us_, non_))

In [121]:
#pickle.dump(location_coordinates, open('job_locations.pl', 'wb'))

In [219]:
def find_field(pos):
    pos_l = pos.lower()
    if ' in ' in pos_l:
        return pos_l[pos_l.find(' in ')+4:]
    else:
        return None

unique_fields = full_df['position'].map(find_field).unique()

In [220]:
for field in unique_fields:
    print(field)


None
observational astronomy
computational astrophysics
3d spectroscopy
grb astrophysics with swift
astrophysics
stellar populations
physics and astronomy
x-ray astronomy
extragalactic astronomy and cosmology
observatinal cosmology and/or submillimeter instrumentation
theoretical astrophysics
high-energy astrophysics
antarctic submillimeter astronomy
astrophysics and cosmology
observational molecular line astronomy
astronomy and astrophysics
gamma-ray astrophysics
cometary science
experimental astronomy
astronomy
theoretical cosmology & particle astrophysics
observational astrophysics
numerical hydrodynamics of wind-blown nebulae around massive stars/supernova remnants
galaxy formation and evolution
gamma-ray detector development and experimental
theoretical astrophysics/cosmology
millimetre- wave interferometry
space sciences - nasa - goddard space flight center
the astromomy department
physics
extragalactic astronomy
protostellar disk evolution
infrared extragalactic astronomy
infrared spectroscopy
solar physics
theoretical physics
high energy and relativistic astrophysics
dwarf galaxy formation and evolution
astrobiology and atmospheric chemistry
experimental physics or astrophysics
theoretical physics or astrophysics
the experimental cosmology group
geological and planetary sciences
experimental space-based astronomy
asrophysical thermonuclear explosions
pulsar astronomy
cosmology
planetary rings
computational astrophysics/combustion
theoretical astrophysics and relativity
infrared astrophysics
extragalactic astrophysics
theoretical and computational astrophysics for position #t04-04
gravitational wave astronomy
star and planet formation
theoretical astrophysics, cosmology and planetary science
extragalactic astrophysics or cosmology
star formation
numerical relativity
experimental or observational astrophysics
experimental physics
planetary science
infrared astronomy/interferometry
ism astrophysics
planetary nebulae
observational extragalactic astronomy and cosmology
gravitational lensing and cosmology
radio astronomy or cosmology
radio/optical astronomy
experimental astrophysics
astrophysics, cosmology and/or astroparticle physics
infrared astronomy
stellar astrophysics (pulsating stars)
astrophysics of gravitational wave sources
theoretical cosmology
galactic or extragalactic astrophysics
galaxy evolution
astronomy/astrophysics at the shanghai observatory and the max planck institut fuer astrophysik
observational and theoretical astronomy
stellar astrophysics
supernova remnant research
general relativity at cornell university
theoretical and/or experimental astrophysics
star & planet formation
radio astronomy, active galaxies, or cosmology
electrical engineering/adaptive optics
experimental particle astrophysics
areas of radio & radar astronomy, and atmospheric sciences
space astrophysics
numerical astrophysics
gamma-ray burst theory
local group chemical evolution
galaxy cluster research
x-ray astrophysics
high-resolution x-ray astrophysics
astronomical instrumentation
research and education
observational cosmology
astrophysics (db03003)
infrared/submillimeter astronomy
cosmology and gravitation
radio astronomy
national education and public outreach
cosmology/dark energy
astronomy , department of physics
gamma-ray burst studies
the mpe x-ray group
gravitational lensing
experimental particle/astrophysics
all subfields of astrophysics
infrared instrumentation for astronomy
support of gravity probe b mission
cosmology at the university of illinois
galaxy evolution and the goods project
gravitational microlensing
gamma-ray burst science
astrophysics, cosmology and gravitation
physics & astrophysics in planetary science or geophysics
extragalactic astronomy/cosmology
us government laboratories
theoretical gamma-ray astrophysics
massive star formation
support of omegacam and astro-wise wide field imaging at kapteyn institute
extragalactic research/cosmology
computational astrophysics/interface modeling
experimental solar astrophysics
space physics/astronomy
cassini science and analysis
galaxy formation and globular cluster systems
submillimetre mapping
stellar populations/galaxy evolution
gravitational physics and astrophysics
submm-astronomy
computational astrophysics/code validation
high-resolution spectroscopic analysis at msu
theoretical/computational astrophysics
galactic astronomy
nulling coronagraphy
astrophysics associated with a fellowship at wadham college, oxford
observational cosmology and agn
active galactic nuclei and related objects
astrophysics and e-science
high energy astrophysics
any field of astronomy
numerical simulation of astronomical adaptive optics
theoretical stellar astrophysics
the area of astronomy/atmospheric sciences.
integral astronomical data analysis and mass modelling
astronomy and two in computational astrophysics
stellar astronomy
space science
astronomy or astrophysics
astronomy/astrophysics/cosmology
interferometry instrumentation
agn and black hole research
the space and planetary sciences
observational astronomy/cosmology
submillimeter wave astronomy
physics/astronomy
theoretical or observational astronomy
ground-based gamma-ray astronomy
experimental cosmology
grb theory
star formation studies
gamma ray burst physics and cosmology
nuclear and computational astrophysics
extrasolar planet research
south africa on site analysis, simulationand technology development for the square kilometre array
astronomy & physics
the astrophysics group within caltech's jet propulsion laboratory
planetary sciences
x-ray astronomy and cosmology
extrasolar planet physics
numerical astrophysics/applied mathematics, 04/3559
stellar interferometry
planetary debris disks research
submillimetre astronomy
circumstellar/interstellar material
planetary atmospheres
physics education
microwave background cosmology
theoretical/computational astrophysics theoretical institute for advanced research in astrophysics academia sinica and national tsinghua university, taiwan
extragalactic astrophysics and cosmology
the centre for earth, planetary, space and astronomical research, the open university, u.k.
observational solar physics
star formation in galaxies
physics (applied optics)
helio/astroseismology
support of omegacam and astro-wise wide field imaging at kapteyn
diffuse astrophysical media
theoretical astrphysics
observational high energy astrophysics
stellar systems/extragalactic astrophysics or stellar physics
satellite instrumentation
cosmology for the dark energy survey
galaxy evolution and cosmology
particle astrophysics
cosmology/supernova physics
astrophysics star formation and infrared observation: assistant professor
cosmology or extragalactic astrophysics
astronomy/grid computing
observational optical or infrared astronomy
theoretical astrophysics (brown dwarfs & egps)
optical interferometry
supernova studies
theoretical or computational astrophysics
space science at goddard space flight center
theoretical astrophysics (supernova theory)
astrophysics (2 positions)
asteroseismology
experimental particle or astroparticle physics
climate modeling and astrobiology
high-redshift galaxies and nir instrumentation.
galaxies and observational cosmology
observational x-ray astronomy
cosmology/extragalactic astronomy
theoretical astrophysics and observational astronomy
clusters
data intensive astrophysics - postdoctoral fellow or assistant reseach scientist
astrophysics (ref. no. 10-04)
astrophysics and space research group
extrasolar planets
jpl's astrophysics group
astrophysics, galaxy evolution
observational neutron star astrophysics
the area of galaxy dynamics
the area of experimental gravitational wave physics.
theoretical astrophysics, disks and planets
astrophysics, space & planetary sciences, and supporting technologies
astroparticle theory
physics and astrophysics
data intensive science
astrophysics - open
galaxies and cosmology - groningen, leiden or utrecht, the netherlands
galaxy formation theory
cosmological weak lensing
astronomy - princeton university and pontificia universidad catolica de chile
astrophysics: observation and instrumentation
computational cosmology
observational and theoretical cosmology
computational physics
solar or space physics
gcm-based research in comparative aeronomy
laboratory astrophysics
cosmology leading to permanent lectureship
cosmochemistry or planetary science
astroparticle physics
experimental astrophysics and space physics
astrophysics - submillimetre interstellar medium
theoretical astrophysics and cosmology
astronomy & planetary science
astronomy/astrophysics
astrophysics: european network for the multi-wavelength analysis of galaxy populations
gravitational lensing with the angles marie curie research training network
observational extragalactic astronomy
astronomy/astrophysics with hst's advanced camera for surveys
observational extragalactic astronomy (ukidss)
planet formation
extragalactic research
supernova research
theoretical nuclear astrophysics
solar and space physics
various fields of astrophysics
astrobiology
stellar theory or observational extragalactic astronomy
astronomy (nspda01)
rtn network gamma-ray bursts: an enigma and a tool
clusters of galaxies / x-ray astronomy
supernova remnants/neutron stars
the broad area of theoretical cosmology
extragalactic astrophysics/astronomy university of california santa barbara
theoretical asteroseismology
millimeter-wave astronomy
astrophysics at the university of texas at brownsville
nuclear astrophysics
survey science and image processing - lsst research fellow
astrophysics (2 posts)
supernovae and gamma ray bursts
astrophysics (agn/black hole evolution)
laboratory for adaptive optics
planetary formation, accretion disk theory, and solar system dynamics
cosmology (dark energy)
ths space and planetary sciences in us government laboratories
extragalactic astronomy & cosmology
computational astrophysics of star formation
the very-long-baseline interferometry group
cosmology institution
experimental/observational cosmology
adaptive optics systems for astronomy
active galactic nuclei
high-energy astrophysics/observational cosmology
alma and apex-sz science
mhd astrophysics
observational cosmology & galaxy evolution
near-infrared integral-field spectroscopy studies
computational astrophysics at the university munich
clusters of galaxies
astrophysical mhd
high-resolution stellar abundance analysis
experimental high-energy neutrino astrophysics
cool stars and extrasolar planets
optical/nir spectroscopy
astronomy for master students
substellar astrophysics -
applied mathematics/computational astrophysics
optical/ir astronomy
space physics
star formation research
adaptive optics
high redshift galaxies
rtn network gamma-ray bursts
theoretical black-hole dynamics
observational astronomy  and instrumentation
gravitational wave astronpysics at u. texas at brownsville
computational solar physics
experimental solar-terrestrial science
optical /ir astronomy
cosmic microwave background polarimetry
nearby galaxy research
the x-ray group
observation of grb-oa - norfolk state university
asteroseismology (2 posts)
stellar oscillations
helioseismology
astro-biology/exo-planets
solar physics (helioseismology)
high mass star formation at high angular resolution
gamma ray burst physics and cosmology  (2 year fixed term)
theoretical studies of star forming regions
epoch of reionization science and instrument development
galactic dynamics
supernovae studies
solar astrophysics
theoretical astrophysics / plasma astrophysics
physics and laboratory manager
radio and x-ray study of active galactic nuclei
physics or astronomy
interstellar medium studies
theoretical astrophysics (galactic dynamics and evolution)
x-ray and infrared astrophysics
far infrared astronomy (two positions)
the field of planetary aeronomy
cosmology created by the university of cape town and the south african astronomical observatory (saao): associate professor/ senior lecturer/ lecturer in cosmology
theory of gamma-ray bursts
astrophysics at goddard space flight center
millimeter & sub-millimeter astronomy at univ. de concepcion, chile
observational astrophysical plasmas
theoretical astrophysical plasmas
high energy extragalactic astrophysics
astronomy (gaia-related science)
astronomical instrumentation-pontificia universidad catolica de chile
high energy and relativisitic astrophysics
nautical almanac office
theoretical and observational astrophysics and cosmology
astronomy (tenure-track) for fall 2006
experimental and theoretical physics
infrared interferometry/astrometry -
infrared/submillimeter
weak gravitational lensing
 astrophysics
observational cosmology and galaxy formation at nrao
the institute for theory and computation
the field of astrophysics.
astronomy and astrophysics at the assistant professor level
observational astronomy or observational astrophysics
theoretical astrophysics and computational science
the herschel-pacs icc
gamma-ray burst science and swift operations
solar and astrophysics
cmb observational cosmology and instrumentation (mcgill university, canada)
theoretical and computational astrophysics
cosmology/astrophysics theory
experimental astrophysics and astronomy
astronomical detectors
areas of radio astronomy, solar system radar astronomy, and atmospheric sciences
high angular resolution astronomy (ref. no. 14-05)
cool stars & planet search
cosmology and astrophysics
theoretical cosmology/astrophysics
observational weak gravitational lens cosmology
astronomy and astrophysics-tata institute of fundamental research (tifr)
star or planet formation
submm/mm astrophysics
gravity
galaxies and observational cosmology (ref. no. 13-05)
theory group of extragalactic astronomy (ref. no. 12-05)
galaxy evolution studies
massive star ltsa project
astronomy/astrophysics at the shanghai observatory and the max-planck-institut for astrophysics
observational  and theoretical astrophysics
the areas of high-energy astrophysics and/or plasma physics
studies of the cosmic microwave background
lsst observational cosmology
dust astrophysics
astrophysical plasmas
innovative computing)
theoretical studies of the dynamics of diffuse astrophysical sources
gravitational lensing and related studies in the angles network
theoretical cosmology / astroparticle physics
stellar spectroscopy
cosmology and galaxy evolution
pulsar astrophysics
observational galaxy evolution
stellar populations and galaxy formation
cosmology and astro-particle physics
galaxy formation/evolution (2 positions)
theoretical star formation
(sub)millimeter interferometry
esma submillimeter interferometry
theoretical
theoretical nuclear  and particle astrophysics
atmospheric physics, planetary physics, or astronomy
planetary transit search
observational or theoretical extragalactic astronomy
numerical galaxy formation and evolution
experimental high energy astrophysics: development of protoexist
stellar interiors/star formation, ecole normale superieure lyon
square kilometer array simulations
simulations of jets from young stars (jetset)
space astronomy
astrophysics, observational and expermiental cosmology
cosmology and statistics at laboratoire d'astrophysique de marseille and institut d'astrophysique de paris, france
theoretical high-energy astrophysics
numerical astrophysics - laboratoire d'astrophysique de grenoble (france)
optical wide field astronomy
astrophysics - interstellar medium
neutron star and supernova remnant research
charge, narrabri observatory
large astronomical instrumentation project
optical astronomy
the area of extragalactic observational astronomy
infrared interferometry/astrometry (06-02)
e-vlbi astronomy/postdoctoral research fellow in astronomical computing
computational astrophysics/high resolution solar physics
jpl's protostellar disk modeling team
observational extragalactic research/cosmology
infrared astronomy and instrumentation
submillimeter interferometry
high angular resolution techniques
theoretical cosmology and galaxy formation
extragalactic astronomy (vacancy ref. 11954)
stellar dynamics
square kilometre array simulations
hot,  luminous stars
molecular astrophysics
observational astronomy and theoretical astrophysics
physics / astronomy
the european ska design study (skads)
astrophysics (massive stars)
planetary formation and ring-satellite interactions
observational astrophysics - star formation
theoretical plasma physics/astrophysics
numerical astrophysics  (laog, france)
star cluster evolution
solar atmospheric physics and irradiance variations
the european ska design study
extreme environments
astronomy - molecular astrophysics and / or submillimetre astronomy
protostellar accretion
galaxies and clusters
galactic globular clusters
theoretical astrophysics (jets/accretion)
the field of experimental astrophysics
theoretical interpretation of cmb observations
high-energy gamma-ray astronomy with h.e.s.s.
transient optical astronomy
exoplanetary systems research
astrophysical and terrestrial combustion
astronomy dept
jpl's space sciences section.
astrophysics of dark matter
gamma-ray burst and transient astronomy
cmb data analysis
the interaction between rotation, convection and magnetic fields in the sun and solar-type stars  ref. 06130/ia
astrophysical and planetary sciences
star formation at high redshift
astrophysics of cosmic dust
x-ray supernova remant/ism studies
astrophysics at keele university, leading to permanent lectureship
observational high-energy multiwavelength astronomy
hst studies of resolved stellar populations
infrared astronomy/starbursts
neutron star astrophysics
instrumentation for the elt
astrophysics at indian institute of astrophysics, bangalore, india.
astronomy instrumentation/data analysis
astronomy, faculty of science
cosmic microwave background science at danish national space center and the niels bohr institute
astrophysics on dark energy with baryonic acoustic oscillations
physics and astronomy (level b)
relativistic astrophysics
time domain astrophysics (fastoptical x-ray binaries)
the esa space telescope division at the space telescope science institute
extragalactic radioastronomy
x-ray galaxy cluster studies
active galactic nuclei (agn)
cmb observational cosmology
extrasolar planet search
high resolution (extragalactic) radio astronomy
planetary physics
stellar evolution, population synthesis or nucleosynthesis
cosmology theory
the field of astrobiology
high-energy/particle astrophysics
low frequency radio astronomy instrumentation and interstellar medium polarimetry
high energy gamma-ray astrophysics
interstellar medium research
compact objects hard x-ray emission
observational cosmology and extagalactic astrophysics
extragalactic astrophysics or experimental cosmology
astroparticle physics or astrophysics
astrophysics/particle astrophysics/cosmology
astronomy (06-13), snwg-group
radio polarimetry
(sub-)millimeter interferometry
astronomy (06-12), snwg-group
the field of
theoretical astrochemistry
planetary astronomy
mexico city
astronomy / astrophysics
observational or theoretical astrophysics
theoretical and computational astrophysics and cosmology
astrophysical theory rsaa3648
jpl's cosmology group
galaxies and cosmology
observational cosmology and extragalactic astrophysics
galaxy formation (theory)
science
the area of interstellar medium physics and the formation of stars and circumstellar material
ensenada
astrophysics (gravitational lensing)
computational astrophysics of star formation at lawrence livermore national laboratory
radio astronomy arrays
theoretical/computational astrophysics - max planck institute for extraterrestrial physics and university observatory munich
astrostatistics
astronomy/ astrophysics
astronomy,  agn, galaxies, x-ray surveys
the academia sinica institute of astronomy and astrophysics
observational infrared/submillimetre astronomy
theoretical astrophysics/cosmology/astroparticle physics
the research training group
solar and heliospheric physics
extragalactic observational astronomy
theoretical physics at the niels bohr international academy
supernovae hydrodynamics
astrophysics at universidad de valparaiso, chile
jpl's astrophysics and space sciences research element
astrophysical sciences
theoretical astrophysics, cosmology, and planetary science
support of the european virtual observatory- euro-vo
astronomy/physics, faculty of arts and sciences
astrophysics/cosmology
observational extragalactic astronomy at ir/submm/radio wavelengths
extragalactic star formation and the low-mass initial mass function
the european ska design study (skads) (db06011)
observational brown dwarf astrophysics and near infrared instrumentation
the alma regional center node
extraglactic astronomy
observational and instrumental astrophysics (db06010)
astrophysics and e-science university of durham
theoretical astrophysics and cosmology (db06009)
theoretical astronomy
extrasolar planets & planet formation theory
extragalactic star clusters
gravitational wave physics at penn state
the mpe x-ray group, focussed on x-ray surveys
nuclear physics or astrophysics
star and/or planet formation
physical cosmology
the department of astronomy and department of earth and planetary sciences
theoretical astrophysics  (tenured full professor)
observational astronomy and cosmology
submillimeter cosmology
weak lensing
radioastronomy or astroparticle physics
cosmology and galaxy formation and evolution
exoplanet detection
cosmology at heidelberg university
theoretical astrophysics and cosmology in barcelona
planetary/earth science
cosmology/particle astrophysics
extragalactic star formation
galactic radio astronomy
the cosmology group at uc davis
agn observation
gamma-ray burst observational research
supernova remnants/star formation/ism studies
interferometry/integrated optics for star and planet formation and exoplanet observation
clusters and groups
the astrophysical relativity division at the aei
physics / observational cosmology group
atmospheric science
jpl's astrophysics research element
supernova cosmology
radio polarization science
experimental high energy astrophysics
astrophysics and cosmology -- the munich/garching cluster of excellence
the areas of planetary science, life detection, astrophysics and space science.
galaxy evolution at the university of heidelberg
geosciences at yale university
galactic structure and evolution
astrophysics (db07001)
high energy emission in young stellar objects
chandra data analysis/ high-energy astrophysics/ cosmology
qso absorption spectroscopy
dark sector research (db07002)
compact object accretion
thz instrumentation and observations
astrophysics - university of valparaiso, chile
astrochemistry/astrobiology
physical science
astrophysics at unam
instrument modelling for the gaia mission
extra-solar planets
cosmos (ref. no. 2007-06)
theoretical cosmology, steward observatory
cosmic microwave background science
chemistry of young stars
astrophysics and cosmology with the panstarrs and kids multi-wave band wide field surveys
astrophysics: galaxy formation, star formation, extrasolar planets and supernovae
astrophysics and observational cosmology
astronomy/astrophysics and computer cluster administration
the international graduate school on the cosmic matter circuit
space plasma physics
physics and space sciences
theoretical astrophysics in the area of protoplanetary disks and/or planet formation
astronomy, solar physics high energy processes
far infrared astronomy
feedback processes in galaxy formation rsaa4076
the space sciences
exoplanet instrumentation
the galaxy - a study with the integral gamma-ray spectrometer
the areas of planetary science and life detection, astrophysics and space sciences, earth science, earth remote sensing science, communications, tracking and radar, instruments and data systems
astrophysics, magnetic processes in high
astrophysics: massive galaxy formation and distant radio galaxies
extragalactic x-ray astronomy
supernovae and massive star studies
the astronomy group at astron (dwingeloo, nl)
extra-solar planetary science
neutron star studies
particle astrophysics / cosmology - stanford university
star- or planet-formation
uv irradiance modeling
extragalactic astrophysics or accretion physics
millimeter radioastronomy and class software development
astronomy, satellite and experimental astronomy
wide-field imaging
radio astronomy techniques
millimetre/submillimetre observational astrophysics and cosmology
pulsar astrophysics, dense stellar systems, and relativistic astrophysics
space-based studies of exoplanets
theoretical astrophysics, school of mathematical sciences
theoretical astrophysics on cosmological galaxy evolution and chemical enrichment
physics and astrophysics - numerical simulations in stellar physics - ecole normale superieure de lyon (ens-lyon, france)
observational radio astronomy
interferometry
particle astrophysics/dark matter search
x-ray extragalactic astronomy
planetary x-ray emission modeling
detectors
pulsars
stellar dynamics & evolution
massive stars
observational and computational astrophysics at swinburne university
theoretical or computational research in nuclear astrophysics or stellar evolution
astrophysics (3)
radio astronomy calibration and imaging
astrophysics at mcgill university
star formation and astrochemistry
astrophysics of high redshift galaxies
infrared instrumentation
infrared instrumentation & astrophysics
theoretical and computational astrophysics and cosmology. institute for theoretical physics
cosmology and astrophysics at ice, barcelona
theoretical particle cosmology
observational extragalactic astrophysics
 astronomy and astrophysics
astronomy and cosmic physics
astrophysics, cosmology, nuclear, plasma and particle physics - cluster of excellence munich
low-frequency radio instrument development and science (mwa)
the cosmology group at uc davis - university of california, davis
computational radio astronomy  (radio astronomy and astrophysics)
astronomy and astrophysics, from solar system to cosmology, including theory, observations, and instrumentation
planetary science & life detection, astrophysics & space science, earth science, remote sensing science, communications, tracking & radar, instruments & data systems
theoretical cosmology and astrophysics
experimental physics with glast at the stanford linear accelerator center
experimental/observational astrophysics
experimental space & planetary science
inter (stellar+galactic) medium
extragalactic ism research
galaxy formation
theoretical nuclear/particle astrophysics
grbs and pan-starrs transient studies
stellar astrophysics and cosmic chemical evolution at the max planck institute for astrophysics
cosmos submillimeter astronomy
ir/submm astronomy
galaxy cluster evolution
the sdss-iii planet survey
extrasolar planet searches
observational astrophysics galex
theoretical astrophysics, observational astronomy, space science, space geodesy
particle astrophysics/cosmology theory
astrophysics in association with st catherine's college
atmospheric and space sciences
astrophysics: stellar, solar, or solar-stellar connections but other fields of astrophysics will be considered.
instrumentation, observation, or theory
far infrared and millimeter-wave astronomy
galaxies and cosmology (ref. no. 07-20)
accretion-powered astrophysics
extragalactic astrophysics and galaxy evolution
astronomy, xrbs, ism, agn & study of galaxies in x-rays
theoretical astrophysics at shanghai observatory and at max-planck-institut fuer astrophysik
neutron star burst physics
extrasolar planet detection and/or planet formation theory
the astrophysics division
earth and space systems
cosmology and deep galaxy surveys
astronomy/cosmology
high energy astrophysics and star and planet formation
cosmology and astrophysics theory; astronomy and observational cosmology (e.g. study of dark energy with hypersuprime cam at subaru)
the framework of lofar, a radio astronomy project
cosmology and structure formation
infrared observations
cosmology and extragalactic astronomy
observational/theoretical extragalactic astronomy
intergalactic medium
theoretical astrophysics and cosmology (db07005)
high energy astrophysical research
galaxy formation & evolution
cosmology and astrophysics theory; astronomy and observational cosmology
infrared astronomy/stardust research
gamma-ray astronomy at slac/stanford
computational statistics
high-energy gamma-ray astrophysics
deep project
the field of supernovae and grbs
gamma-ray burst studies in the frame of the french consortium of x-shooter
astrophysics - the cosmos project
very high energy gamma-ray astronomy
college science education
space instrumentation and observational cosmology
studies of galactic compact x-ray source idenfifications
galaxy feedback studies
gravitational wave astrophysics
astronomical instrumentation:  mosfire
supernova remnant hydrodynamics
galaxy cluster studies
infrared interferometry/astrometry
galaxy evolution and stellar populations at the university of heidelberg
earth and space sciences, science
extragalactic astrophysics @ caltech
the university of valparaiso, chile
extra-solar planets (07-23)
hard-x rays - spi/integral
pasadena, ca
observational, theoretical or computational astrophysics
theoretical/numerical star formation
exoplanet detection and characterization
infrared studies of star formation
astrophysics: galaxy formation, stellar populations, star formation and extrasolar planets
theoretical and numerical astrophysics
distance scale and stellar populations
extragalactic high energy astrophysics
observations exoplanet research
saclay, france: the origin of stellar masses with herschel
astronomical optics
astronomy (astrophysics)
observational exoplanet research
accretion/jet studies
mm/submm astronomy at the universidad de valparaiso, chile
debris disks and extrasolar planets
high energy density physics
variable star research
low mass stars and exoplanets
supernova astrophysics
space/astrophysical plasma theory
theoretical astrophysics, observational astronomy, space science, and space geodesy
solar and atomic physics
near-infrared instrumentation
astrophysics: gamma-ray bursts, star formation and galaxy evolution
co/gamma-ray studies
the area of solar and heliospheric physics
new eu marie curie itn network
physics/astronomy or a related discipline
observational star formation
astrophotonics
optical instrumentation - astrophysics group
astrophysics (neutron star burst oscillations)
extragalactic astronomy and interstellar medium research
theoretical astrophysics - max-planck institute for extraterrestrial physics
stellar astrophysics and planetary sciences
planet formation and the evolution of protoplanetary disk models
star formation and galaxy evolution
galaxy cluster science
pulsar software development for lofar
high energy astrophysics departnment
vlbi techniques and applications
internet-based citizen science (2 positions)
lunar imaging studies at columbia university
observational astronomy and instrumentation development
experimental particle physics
agn feedback in galaxy formation
astrophysics, laboratory astrophysics or inertial fusion science
software for radio astronomy
extragalactic radio astronomy
astronomy and space science
marseille at cppm
granada, spain
astrophysical plasma theory and simulation
extrasolar planets and experimental astronomy
high-redshift galaxy evolution
supernova theory
spectroscopy of massive stars
theoretical astrophysics - northwestern university
cmb data analysis for the planck mission
theoretical astrophysics (interacting stars)
cosmological physics
exoplanetary science
the galaxies and cosmology department (reference 08-09)
the ?star and planet formation?department at the max-planck institute for astronomy (mpia) in heidelberg
theoretical/numerical astrophysics
high-energy astrophysics, astroparticle and gravitational physics
stellar astrophysics/stellar populations
astrophysics at the university of paris d. diderot
experimental astrophysics/particle-astrophysics/cosmology
cosmology and particle astrophysics at arizona state university
observational studies of high-redshift galaxy formation and evolution
exoplanets
theoretical astrophysics at northwestern university
extragalactic aastronomy
star formation and molecular cloud physics
astrophysics, particle theory, and cosmology at new york university
stellar astrophysics and galactic archeology at the max planck institute for astrophysics
 extragalactic astronomy
high energy and general relativistic astrophysics
stellar mhd and computational astrophysics
extragalactic astronomy and cosmology (reference 08-11)
observational or instrumental astronomy
astrophysics/cosmology.
astrophysics, 1 graduate fellowship for software scientist
astronomy and astrophysics at leiden university
theoretical and observational astrophysics
infrared extragalactic astrophysics
alma science
theoretical star formation studies
time-variable astronomy
the field of young stars and star formation
extragalactic submillimetre spectroscopy with herschel
galaxy formation and evolution (theory)
observational cosmology in barcelona
theoretical astrophysics / planet formation
astrophysics and cosmology in the areas of analysis and instrumentation
astronomy & astrophysics
extra-galactic astronomy
areas of radio astronomy, solar system radar astronomy, and space & atmospheric sciences
observational extragalactic astronomy/cosmology
the department of physics and astronomy
astrophysical dynamos
astrophysics and radio astronomy
astrophysical dynamos - nordita
cosmology (two positions)
kuiper belt studies
the area of galaxies
galaxies and cosmology in leiden, groningen or utrecht
optical/uv instrumentation
numerical stellar dynamics
exosolar planet high-contrast imaging
extragalactic astronomy, hst coma cluster treasury survey
extragalactic astronomy and observational cosmology
astrophysics at the université de montréal
observational or experimental astrophysics
theoretical cosmology, particle or astroparticle physics
the cosmic matter circuit
black hole astrophysics
extragalactic astrophysics and/or astronomical instrumentation
observational studies of galaxy evolution
galaxy formation and ism modelling
the herschel lensing survey
exoplanetary physics
time series analysis
astrophysics/cosmology - apc/iap - paris
high-energy astrophysics within the eu marie curie itn network
nuclear astrophysics or stellar evolution
origins and evolution of the universe
solid earth geophysics and planetary sciences
theoretical or computational astrophysics or relativity
astronomy and astrophysics in the netherlands
cosmology and large scale-structure
theoretical astrophysics/astro-particle physics
observational studies of the intergalactic medium and galaxy formation
computational astrophysics and cosmology
exoplanet research
alma commissioning and submillimeter astronomy
the local cluster substructure survey (locuss)
the gaseous medium in the universe
astrophysics/planetary science: modeling exoplanet atmospheres - bordeaux, france
space science and engineering
solar/stellar physics
protoplanetary disks studies
cosmology / general relativity
automatic stellar classification
the astronomy group at astron (dwingeloo, the netherlands)
ultra-deep spitzer/mips imaging of the lockman hole
spitzer studies of kepler exoplanets
astronomy education research
non-thermal x-ray astronomy
exoplanet research/pan-starrs-1 outer solar system science
astrophysics at universite laval
cmb research
canadian network for astrophysical research; extragalactic and/or stellar astrophysics
the field of space, astrophysical, and computational plasma physics
spitzer/irac & hst/wfc3 lensing cluster survey
pulsar and transient science with lofar, based at astron (netherlands institute for radio astronomy)
infrared-submillimeter extragalactic astronomy
ir agn science
resolved stellar population studies
coronal mass ejections
theoretical high energy
gamma-ray astronomy and dark matter detection
near field cosmology
computational physics california state university los angeles
astronomy (exoplanets)
high-redshift astrophysics and observational cosmology
far-infrared/submm surveys with herschel
low frequency cosmology
stellar astronomy/astrophysics
theoretical astrophysics (tenure track)
stellar astrophysics, particularly atomic processes in stellar atmospheres
exoplanet astronomy
young stars and their circumstellar environments
agn & galaxy evolution (fixed-term)
optical/nir instrumentation
high-redshift astronomy with miri on jwst
general relativity and numerical hd/mhd
extra-solar planet detection and characterisation
exoplanets and low mass stars
the field of space and astrophysical plasma physics
ir interferometry
millimeter astronomy
alma-related science
atomic data for high-resolution x-ray spectroscopy
solar and plasma astrophysics
galactic star formation
the detection of extra-solar planets from an infrared transit survey.
star and planet formation -- pennsylvania state  university
the high-energy astrophysics group at the max-planck institute for extraterrestrial physics.
high-energy gamma-ray astrophysics with the fermi gamma-ray space telescope
experimental or theoretical physics
observational, theoretical and computational astrophysics
australian square kilometre array pathfinder science
computational plasma physics and turbulence
observational cosmology -  hetdex
star formation or extra-solar planets
stellar magnetic field modelling
numerical modelling of astrophysical data
cosmology/astrophysics
old and young stars
quasars/agn research
extragalactic infrared astronomy and cosmology
fir-submm astronomy
the high-energy astrophysics group at mpe
theoretical astrophysics (ref. no. 09-03)
astrochemistry - lille university, phlam  (france)
the early universe
the sub-millimetre study of galaxy formation
astrochemistry - cesr, toulouse university and phlam, lille university (france)
cosmology and extragalactic astrophysics
galactic magnetism and radio astronomy
astrochemistry - grenoble university, laog  (france)
high-redshift galaxies and agn
observational millimeter/submillimeter astronomy
the infrared-group at max-planck-institute for extraterrestrial physics
observational studies of galaxy clusters
data mining computer science department - college of engineering
astrophotonics - photonic applications for astronomical instrumentation
galactic astrophysics
extragalactic x-ray survey astronomy
observational or theoretical cosmology (ref. 09-04)
starburst galaxies.
astrophysics: numerical simulations of the eor
astrophysics at universidad de chile (aste)
high-energy  astrophysics
observational radio pulsar astrophysics
astrophysics -  universidad de chile
theoretical studies of star formation
theoretical astrophysics (interstellar medium)
galaxy evolution with herschel
astrophysics at universidad de chile
astronomy conicyt-cnrs
extragalactic astrophysics/cosmology
simulating galaxy mergers
distance scale research
extragalactic astronomy with herschel
education and public outreach
astronomy - modelling of stellar and circumstellar media
millimeter-wave astronomy assistant director for operations
stellar evolution and nucleosynthesis
astronomy at the university of sydney
plasma astrophysics
cosmological observations and/or analysis
 space-astrophysics
astrophysics and physics
design of exoplanet imaging polarimeter for the e-elt
imps program
galaxy formation and cosmology
extragalactic astronomy and cosmology with lofar
exoplanets : optical and nir precision radial velocity techniques for exoplanet searches
radio transients
(sub-)millimeter astronomy (reference number 09-11)
?galaxies and cosmology? (reference number 09-10)
far-ir/submillimeter polarimetry
galaxy formation/cosmology
the radio transient sky
first star formation studies
the cosmic microwave background
astrophysics and observational/theoretical cosmology
astrophysics & cosmology
supernovae
dynamical structure of galaxies  (reference number 09-12)
planet formation - university of zurich
astrophysics and cosmology - university of zurich
the ?star and planet formation?department at the max-planck institute for astronomy (mpia)
solar system studies
stellar evolution
astrophysics, cosmology, and particle astrophysics
radio pulsar timing
galactic archaeology/near-field cosmology
theoretical astrophysics, cosmology or planetary science
optical astronomy of galactic compact objects
cosmology and astrophysics - institute for the physics and mathematics of the universe (ipmu)
ultra-faint galaxies
astronomincal instrumentation
astronomy or astrophysics, atomic/molecular & optical physics, computational physics, or nuclear physics
astronomy in the netherlands
optical and nir instrumentation
circumstellar disks
cmb observational cosmology using the south pole telescope
observations of the first stars - stellar astrophysics and galactic archeology
intergalactic medium and galaxy formation studies
high-resolution infrared studies of massive star formation
wide field survey astronomy
low temperature detector development
computational astronomy
galaxy cluster astrophysics
astrophysics, cosmology and particle theory
multi-object fiber spectroscopy
theoretical and numerical stellar dynamics
observational cosmology at asu
astrophysics or assistant professor in astrophysics
high-redshift galaxy evolution, quasars, supermassive black holes, quasar-host galaxy evolution, reionization, gamma-ray bursts, dark matter, cosmic dust, clusters of galaxies and gravitational lensing
cosmology in toulouse and marseille, france
theoretical plasma astrophysics
cmb observational cosmology and instrumentation for ebex
the astophysical relativity division at the aei
millimetre-wave studies of massive star formation
star formation & galaxy clusters
extragalactic astronomy with lofar
radio astronomy, solar system studies & atmospheric sciences
instrument development at asu
cosmology/space science
escience
physics (particle astrophysics and cosmology)
internet-based citizen science - db09016
time-domain science
cosmology and radio astronomy
x and gamma-ray astronomy
science education research
dust evolution in galaxies
extragalactic astronomy, job #0022374
astrophysics at sissa
high-mass star formation and extrasolar planet research/instrumentation
extragalactic far-ir/submillimetre astronomy
galaxies and extragalactic globular clusters
radio & planetary astronomy
high-energy extragalactic astronomy
observational astrophysics - db09014
hard x-ray astrophysics.
submillimeter astronomy of nearby galaxies
extragalactic astrophysics with herschel goods at institut d'astrophysique spatiale
adjustable grazing incidence x-ray optics
infared astrophysics
star- and planet formation
physics: plasma physics related to magnetic confinement fusion, theoretical or experimental
 extrasolar planet studies
research
star formation and young stellar environments
extragalactic astronomy and x-ray binaries
galactic radio and (sub)millimeter astronomy
high-contrast exoplanet imaging
radial velocity exoplanet detection
galaxy formation & observational cosmology
the herschel key program debris
multi-wavelength extragalactic astronomy
suborbital space physics
astrophysics or cosmology
characterization of kepler exoplanets
experimental physics with the fermi-lat
galaxy evolution at high redshift (2 posts)
cosmological structure formation
resolved stellar populations - university of edinburgh
exoplanets : transiting exoplanets from space, laboratoire d'astrophysique de marseille, france
gravitational wave (astro)physics
computational hydrodynamics
physics (29uc5712)
galaxy formation and computational cosmology at the university of trieste
young stars
computational astrophysics or computer science
statistical magnetic field inference with radiostronomical data
high contrast polarimetric imaging with sphere
x-ray studies of galaxy clusters - smithsonian astrophysical observatory
chemistry
experimental astroparticle physics
theoretical, observational, instrumental, and softwaring researches
the department of astronomy
planetary, solar, or space physics
fundamental astronomy including the directorate of the astronomical institute
astrophysics at swinburne university
gravitational lensing and quasar physics
structure formation and cosmology
astrophysics, cosmology, nuclear and particle physics
the faculty of science
mathematics
the field of  ?extragalactic astrophysics/observational cosmology? code number 2078/w3
observational time-domain astronomy.
ao exoplanet research
brown dwarfs and star formation
the herschel-spire instrument team
supernova remnants
submillimeter astrophysics/superconducting detector development
astronomy and astrophysics (subject areas: exoplanets, galactic research, general)
stellar spectroscopy and galactic astronomy using the chinese lamost telescope
pdr and photoionization modelling (ref. 1135138)
computational/theoretical astrophysics
astrophysics (solar physics or cosmology)
galactic radio spectroscopy and in astronomical and geodetic vlbi
small bodies research
experimental physics at nasa/gsfc
the field of extrasolar planets and their host stars
high dynamic range imaging
instrumentation and origins of stars and planets
submillimeterwave astronomy
m51 - mpi for astronomy, heidelberg (reference number 10-07)
astrophysics (extragalactic)
observational stellar astrophysics
star formation at the dublin institute for advanced studies
galactic archaeology & the formation of the milky way
observational or theoretical astronomy
low metallicity galaxies
anomalous microwave emission
the universe
observational, computational & theoretical astrophysics
radio astronomical image processing
galactic center group
computational/theoretical cosmology and large scale structure
astronomy, uk alma regional centre (2 posts)
cosmology and gravity
multi-wavelenght extragalactic astronomy
astronomy international max planck research school (imprs) for astronomy and astrophysics at the universities of bonn and cologne
plasma/high energy astrophysics or astronomical polarimetry
theoretical and observational astrochemistry
theoretical/computational star formation
the star and planet formation department (reference number 10-13)
observational/theoretical studies of quasars
galaxy simulation
computational  astrophysics
galactic infrared astronomy
stellar & high energy astrophysics
experimental astrophysics or observational astronomy
x-ray studies of galaxies
astrochemistry in the netherlands
astrophysics/astronomy
cosmic magnetic fields
solar/stellar flares
grenoble
astronomy at east asian alma regional center
wide-field radio astronomy, relativistic astrophysics and high-performance computing
?galaxies and cosmology?  (reference number 10-11)
?galaxy formation in a dark universe? at the max planck institute for astronomy (mpia) in heidelberg (reference number 10-12)
theoretical/computational star and/or planet formation
galactic magnetism
infrared interferometry
21 cm cosmology
distance scale
heidelberg (reference number 10-10)
herschel extragalactic sciences
the lofar reionization key-science project
computational astrophysics, galaxy formation
numerical relativity or computational astrophysics
exoplanet science
x-ray instrumentation
astrophysics and cosmology  at the university of waterloo
hst studies of stellar clusters in m31
radio astronomical instrumentation
numerical simulations of galaxy formation and evolution
high angular resolution astronomy (reference number 10-15)
experimental physics (astroparticle physics)
gravitation and astroparticle physics
the dept. of physics and astronomy
radio, optical, or mm astronomy
observational and theoretical cosmology and extragalactic astronomy
observational and computational cosmology
exoplanet research (reference number 10-16)
quasars and the intergalactic medium
star cluster evolution and resolved stellar populations
east asian alma regional center
near-field cosmology and galaxy evolution
near-field cosmology
global epoch of reionisation signature experiments
low-frequency radio astronomy
algorithm development for slow radio transients
radio frequency spectral and time analysis
cosmological simulations
black hole formation in the early universe
experimental physics with fermi at the
compact objects, supernovae or transients
space sciences education
cosmology/astroparticle physics/gravitational waves
experimental cosmology and particle astrophysics at arizona state university
cosmology and space science
geosciences
observational stellar and exoplanetary astrophysics
experimental astrophysics/surface science
galaxy formation, galaxy-scaled star formation, simulations and observations
time variable astronomy
theoretical/observational astronomy
high energy astrophysics and physical cosmology
cosmology and galaxy formation
computational astrophysics and plasma astrophysics
wallaby science and commissioning
extragalactic hydrogen surveys
fast radio transients
transient surveys
the planet and star formation department ref. no. 2010-17
planck
the nearby universe
astrophysical theory and computation
gravitational physics/cosmology
observational, experimental or theoretical astrophysics
theoretical astrophysics or cosmology.
asteroid compositions)
galaxy cluster cosmology and astrophysics.
extragalactic fundamental physics
accretion disk dynamics
gravitational lensing observations
submm/fir astronomy
supernova theory: numerical hydrodynamics, numerical relativity and nuclear physics
vlbi geodesy and space-based geodesy
agn & galaxy evolution
physics--all areas of specialty are encouraged
high-performance computing for radio astronomy
africa)
stellar astrophysics, particularly stellar activity and magnetism
extragalactic astronomy/cosmology/instrumentation
precision astrophysics
galaxy cluster astrophysics at the kavli institute for astrophysics and space research
extrasolar planets and variable stars
multi-wavelength studies of nearby galaxies
galaxy evolution studies with herschel
theoretical / numerical astrophysics
cosmological analysis
observational cosmology - kavli institute for astrophysics and space research
wide-field radio astronomy, relativistic astrophysics, and high energy-performance computing
observational mm/sub-mm astrophysics dba009
mathematics and natural science
astrostatistics: astrophysics group, department of physics & statistics section, department of mathematics
the milky way and in nearby galaxies at iram/granada
modelling the milky way
high-resolution x-ray astrophysics at the kavli institute for astrophysics and space research
observational extragalactic astronomy (herschel surveys)
galaxy & agn evolution
extragalactic and high energy astrophysics
computer graphics and visualisation
planetary science and stellar evolution
quasar and gravitational lenses studies
planetary astrobiology
observational astrophysics, laboraty astrophysics and astronomical instrumentation
neutral hydrogen radio interferometry
the occasion of iau symposium 281
hst studies of stellar populations in m31
nearby young stellar populations
areas from galactic astronomy to cosmology
extrasolar planet atmosphere studies
observational extragalactic astrophysics and/or observational cosmology
stellar populations and galaxy evolution
solar and stellar mhd-modeling
galaxy evolution at high redshift
infrared/submm extragalactic astrophysics
visualization researcher/astronomer
experimental astrophysics and cosmology
black-hole / neutron-star research
observational radio/summ astronomy
brown dwarf observational astrophysics
galactic polarised dust with blast-pol
adaptive optics instrumentation
star formation and astrochemistry with herschel
the study of galaxy transformation
characterizing nearby m-dwarfs for exoplanet surveys
physics of  planets and planetary systems
theoretical astroparticle physics
compact object astrophysics
numerical cosmology univ. of milano-bicocca and heidelberg
the area of interstellar medium, supernovae, cosmic rays and numerical mhd simulations
observational studies of massive star formation
astrophysics and astrocomputing
infrared instrumentation and astrophysics
physics and astronomy at the stockholm university astrobiology centre
observational cosmology - cea saclay, france
multi-wavelength astronomy - university of cape town  
galactic archaeology at observatoire de la côte d’azur
extragalactic molecular gas studies
astrophysical & planetary sciences / aer postdoc 
astronomy at southampton
astrophysics and space physics (position number: pc09216)
association with new college
astrophysics at instituto de astronomia, unam
neutral hydrogen radio interferometry - university of cape town
the field of interstellar medium and astrochemistry
cosmological hydrodynamical simulation
astrophysics x 2
plasma/high energy astrophysics
measurement methods for weak gravitational lensing
astrophysics (position number: pc07122)
astrodynamics
science and technology for space and the environment
nearby galaxies -- an evla survey (chang-es)
the physics of gamma ray bursts  
astrophysics.
near-infrared polarimetry.
ionized gas.
science and technology for space and the environment - portugal
commissioning and early science with the murchison widefield array (mwa)
observational cosmology (galaxy clusters)
europe for research linked to studies of the milky way
solar magnetism.
solar physics at montana state university
astronomy in the area of star formation and exoplanets
astrochemistry
circumstellar disc modelling
earth & planetary science or astrophysics
planet formation theory
analysis and interpretation of nir observations of nearby galaxies
global epoch of reionisation experiments
cosmology at the universidad de valparaiso, chile 
physics / astrophysics: modelling the night sky background and correcting astronomical data
astrophysics (2-year position)
astrophysics at the centre for astronomy and astrophysics of the university of lisbon
cosmology and high-redshift surveys
galactic (sub)millimeter astronomy
observational cosmology and gamma-ray astrophysics, stockholm university
nearby galaxies (reference number 11-03)
cosmology at the university of bologna
galactic and extra-galactic star formation
“milky way structure” at the max planck institute for astronomy (mpia) in heidelberg (referenznummer 11-05)
the department of physics (ref.: 20110392)
astronomy                                                                 
studies of galactic star formation
theoretical, observational, instrumental, and softwaring researches  
galaxy evolution, radio interferometry and theoretical cosmology  (3 positions)
galactic astronomy at paris-meudon observatory
heidelberg (reference number 11-06)
signal processing/data analysis for radio transients
the galactic center group -- ucla
high-performance computing for radio astronomy at the university of amsterdam
agn modelling
the sphere/vlt planet finder project - eth zurich
cosmology at the scuola normale superiore, pisa.
theory of brown dwarfs and planetary atmospheres
exoplanet studies
magneto and radiation hydrodynamics of accretion disks and planet formation (ref. no. 11-08)
magneto hydrodynamics of planet formation  and accretion disks (ref. no. 11-10)
the department of astrophysical sciences, princeton university
star and planet formation theory
the field of astronomy/astrophysics 
experimental astrophysics or observational astronomy - university of toronto
cosmology, astrophysics - dark cosmology centre/niels bohr institute, copenhagen
astronomy and planetary science
computational star/galaxy formation
the planet and star formation department at the max-planck-institute for astronomy (mpia) in heidelberg
computational/theoretical cosmology and large scale structure.  
astronomy and astrophysics, northwestern university
galaxy clusters/cluster cosmology
thz sis mixers
astronomy, in particular formation and evolution of planets and stars, astronomical institute anton pannekoek, university of amsterdam
astrophysics in association with st cross college
gravity, cosmology and astrophysics
astronomy and astrophysics 
active galactic nuclei and galaxy evolution
astrophysics at universite laval (quebec, canada)
goettingen 
cosmology at carnegie mellon
dynamics and galaxy formation.
weak lensing cosmology
solar/stellar astrophysik
local group proper motion
chile
astrophysics at mcgill university 
the study of evolved stars, star formation and/or magnetic fields
theoretical and observational 21 cm cosmology
galactic archaeology
precision spectroscopy
astrophysics - university of vienna 
theoretical nuclear physics/astrophysics - university of minnesota
cosmology  
astrophysics at the university of waterloo
“galaxies and cosmology” at the max planck institute for astronomy (mpia) in heidelberg (reference number 11-07)
physics universidad de los andes – bogota colombia
experimental particle astrophysics and cosmology
astrophysics and cosmology at los alamos national laboratory
solar/stellar astrophysics
early universe studies: chemical abundances (observational)/cosmological simulations  (theory)
the vlbi group at the max-planck-institut für radioastronomie
explosive and stellar astrophysics
extrasolar planets and stellar astrophysics
theoretical astrophysics at the niels bohr international academy
galactic radio astronomy ref han305/11
solar physics 
experimental physics with fermi at the slac national accelerator laboratory
astrophysics - towards imaging the event horizon
stellar mass loss
the universe (university assistant - 6 years)
low frequency radio cosmology
exoplanetary astrophysics (ref:1204482)
astronomy/astrophysics, university of oklahoma
astronomy - university of massachusetts amherst
the netherlands
extrasolar planet research and astrophotonics
heidelberg
astronomy/astrochemistry new york center for astrobiology 
observational surveys of quasars and agn
galaxy formation, large-scale star formation, simulations and observations
exoplanet  detection
low frequency reionization science
polarized reionization foregrounds
black-hole/neutron-star star research --- university of amsterdam
cosmic structure formation
astrophysics or meteoritics research and education
gravitational lensing and/or wide-field imaging
observational cosmology and astrophysics
natural science
astronomy/astrophysics at the kapteyn astronomical institute, groningen
supernova research at the university of texas
theoretical astrophysicist
high redshift galaxy formation
optical instrumentation, exoplanet science, and academic development
theoretical astrophysics, cosmology, and  planetary science 
extragalactic astrophysics 
time variable astronomy at ucsb and lcogt
strong lensing/microlensing 
high-redshift infrared- to millimeter-astronomy
theoretical astrophysics or relativity
theoretical and observational astrophysics at shanghai astronomical observatory
solar physics/computational astrophysics, university of oslo
observational extragalactic astronomy (two posts)
physics and chemistry of high-mass star-forming regions
stellar physics
cmb polarization 
radio weak lensing
  star- and planet formation with alma
galaxy evolution (theory)
visible / near-ir astronomical instrumentation
kinematics of galaxies (dagal eu itn network).
supernova remnant and hot interstellar medium research  
observational x-ray astrophysics
space plasma turbulence at the observatoire de la côte d'azur, nice, france
theoretical astrophysics, particle physics, or cosmology
astrophysics division, nasa headquarters
computational and theoretical black hole astrophysics
optical/near-ir instrumentation
physical processes in the intragalactic medium 
computational astrophysics of star formation 
observational cosmology at ifae barcelona
theoretical cosmology 
time-domain studies:  grbs, pan-starrs, variability of subsetllar objects
submm/fir astronomy group at universitaet zu koeln
supernova theory: numerical hydrodynamics
galaxy evolution and galaxy clusters
galaxy evolution (observational)
numerical modelling of galaxies (dagal eu itn network).
astrophysics/planetary science/cosmology
astronomy - department of earth sciences
physics & astronomy
planet formation at u. de chile
radio astronomy - murchison widefield array
alma-related science and agn
x-ray binary jets
astronomy and astrophysics - gaia-eso survey of the milky way
new key national research  program on planetary habitability - university of vienna, iwf graz
exoplanet research/pan-starrs-1 outer solar system science 
stellar magnetism
europe
computational and theoretical astrophysics
solar spectroscopy and related experimental   
galaxy clusters and high energy astrophysics
introductory physics and astronomy
x-ray and tev gamma-ray astronomy
the collaborative research center "astrophysical flow instabilities and turbulence"
theoretical astrophysics (1-3 years)
numerical studies of galaxy formation
formation and evolution of planetary systems
extragalactic astronomy, cosmology, or instrumentation
exoplanet research (leuven, belgium)
computational astrophysics 
magnetism of young solar-type stars
physics (astrophysics)
astronomy at the university of edinburgh
computational star formation (2 years)
the laboratory astrophysics and cluster physics group of the max planck institute for astronomy (mpia) in jena
galactic plane surveys
cosmology 
precision radial velocity and asteroseismology
theory of planetary atmospheres
astrophysics - centro de radioastronomia y astrofisica, unam
exoplanet atmospheres with hst
high angular resolution imaging of nearby stellar systems and agn
coronagraph technology development
galaxy formation and evolution, lerma, paris observatory
theory of stars and substellar objects
computational star formation
dynamical modeling of terrestrial planet accretion at observatoire de la côte d’azur (nice, france)
galaxy cluster formation and evolution
extragalactic computational astrophysics
computational stellar astrophysics
protoplanetary disk research
cosmology with multi-wavelength data
optical/nir observational astrophysics
astrophysics or space physics
nearby galaxies (dagal eu itn network).
galaxy evolution (observations)
high energy astrophysics / active galactic nuclei
high energy astrophysics 
high performance computing for radio interferometry
astrophysics 
astrophysics and cosmology 
ensenada/san pedro martir, baja california, mexico.
astronomy / astrophysics at  paris doctoral school 
accreting black holes
theoretical, observational, instrumental, and softwaring researches 
science, technology, and innovation
radio galaxy spectra and agn feedback 
astrophysics at the university of exeter
x-ray optics
cosmology and gravitational lensing
joint big bear solar observatory (bbso) and national solar observatory (nso) project
experimental high energy density laser-plasma physics 
physical cosmology at the max-planck-institut fuer astrophysik
the field of star formation
integral field spectroscopy
research on extra solar planets at stellar astrophysics centre, aarhus university
astrophysics, space and planetary sciences)
observational or theoretical stellar physics at stellar astrophysics centre, aarhus university
astrophysics:  observational and theoretical studies of star-formation and/or  extrasolar planetary systems
the physics and evolution of the molecular   cloud structure
gamma-ray bursts
the field of supernovae at stockholm university
modelling of in interacting binaries
extragalactic astroinformatics
radio pulsars and fast transients
cosmology (ref: 1260394)
the field of far infrared astronomy with sofia 
the search for extrasolar planets and stellar activity
x-ray source populations in old star clusters  
instrumentation development for the spectroscopic search  for extrasolar planets
computation and exoplanetary atmospheres
radio astronomy techniques & technologies 
submm/fir astronomy at universität zu köln
observational extragalactic astrophysics and galaxy evolution (ref: 1259169)
theoretical astro-particle physics or cosmology
star formation and high energy astrophysics 
optical astrophysics / cosmology / photometry
stellar clusters, stellar populations and galaxies
gaia/eso survey
the institute for theory and computation  -  harvard-smithsonian center for astrophysics
cosmology - experiment and/or analysis
hard x-ray astrophysics (nustar)
astrophysics at center for radioastronomy and astrophysics, unam, mexico
x-ray agn/black hole research with astro-h
cambridge astronomical survey unit
astrophysics, cosmology and particle theory at new york university
precision pulsar timing with lofar
theoretical nuclear astrophysics (nucastro) and theoretical stellar astrophysics (3d1d) 
reionization and 21 cm cosmology
extragalactic astrophysics/detector physics
the department of physics, university of chicago
theoretical astrophysics at the niels bohr institute
galaxy and black hole astrophysics
agn and galaxy evolution
ec-funded project arches: archival resource cross-matching for high-energy studies
time-domain astronomy
the field of astrophysical cosmology
the ism of galaxies
signal processing for radio astronomy
observational cosmology and mm-wave instrumentation
galaxy evolution and integral field spectroscopy
theoretical and numerical high energy astrophysics
computational galaxy formation 
theoretical and observational cosmology
star- and planet formation, astrochemistry, early solar system
star and planet formation 
advanced data analysis for exoplanets
instrumentation
radio astronomy at csiro astronomy and space science
planetary astronomy - comp fac-2012-07
planetary sciences at universidad de chile
physics (non-tenure-track)
solar physics/computational astrophysics at university of oslo
high-mass star formation
astroparticle physics at nasa/gsfc
pulsar astronomy at csiro astronomy and space science
the galaxies and cosmology department (reference 12-14)
observational studies of cosmic magnetism
stellar tidal streams and dark matter
astrophysics at the max-planck-institut fuer astrophysik
observational cosmology @ epfl
cosmology and astrophysics - kavli institute for the physics and mathematics of the universe  (kavli ipmu)
physics at rhodes college
experimental astrophysics or observational astronomy – university of toronto
theoretical studies of the early universe
astrophysics at stockholm university
planet formation and protoplanetary disc dynamics
star formation at the university of geneva
formation of galaxies and cosmological structures
observational cosmology / galaxy evolution
gravitational and high-energy astrophysics
theoretical astrophysics (galaxy evolution)
theoretical astrophysics 
stellar population modeling
time variable astronomy at ucsb / lcogt
radio astronomy techniques & technologies
theoretical astroparticle physics at grappa/university of amsterdam
observational cosmology at ifae barcelona 
physics of extragalactic star formation
extra-galactic astronomy at edinburgh within astrodeep
cosmoparticle physics at the oskar klein centre, stockholm university
galactic dynamics/galactic archeology
observational, x-ray and theoretical astronomy 
star and planet formation  (position 2) 
plasma theory for magnetic confinement fusion
astronomy and astrophysics at shanghai jiaotong university
astrophysics, shanghai astronomical observatory
observational astronomy with focus on origins
submillimeter astronomy
observation, theory, or instrumentation
exoplanetary astrophysics (ref: 1287899)
gravitation and astroparticle physics at grappa/university of amsterdam
theoretical astrophysics cornell university
cosmology at lawrence berkeley national laboratory 
theoretical astrophysics -- university of california, san diego
cosmology and galaxy formation at shanghai jiaotong university
high contrast imaging and exoplanet research
relativity at the university of chicago
time-domain astrophysics
 astronomy
heidelberg (reference 12-16) 
the ism / star formation
observational cosmology at eth zurich
galaxy clusters
weak gravitational lensing and in modified gravity
type-ia supernovae studies and related transients at aarhus university, denmark
the department of physics
mathematics and natural sciences
astrophysics at universidad diego portales, chile
astronomy at university of hawaii hilo
astronomy, university of michigan-dearborn
astronomy at macalester college
bayesian astrostatistics
high-energy astrophysics - georgia institute of technology
the fields of astrophysical fluid dynamics, and stellar and planetary astrophysics
astrophysics / cosmology
precision nir rv instrumentation
observational studies of explosive astrophysical transients
near-infrared, high-resolution astronomy
brown dwarf astrophysics
nir imaging and spectroscopic surveys
galaxy formation and evolution 
relativistic jet astrophysics  
exoclimes and exoplanets
stellar astrophysics - university of innsbruck
low-mass stars, brown dwarfs & exoplanets - id# 12575
weak lensing measurement with euclid
physics department, new jersey institute of technology
physics/astronomy education research at michigan state university
computational science
cmb foregrounds 
hi intensity mapping
astrophysics at nasa hq
astrostatistics at universidad de valparaiso, chile
theoretical astro and plasma physics (two posts)
early galaxy astrophysics
extragalactic astrophysics: reionization and z>~7 galaxies
active galaxies and cosmic surveys related to nustar
wide field imaging data
ifu galaxy evolution
high-redshift galaxy studies with spitzer and hyper-suprime-cam
star formation 
time domain or extragalactic astronomy
dark energy related sciences
astrophysical fluid dynamics
astrophysics (exoplanets)
frontiers of science
low-frequency hi foregrounds
instrumentation development for exoplanet detection
strong lensing - university of chicago / argonne national labs
advanced data analysis and hetdex science exploitation
the euclid surveys
galactic chemical evolution (michigan state university)
computational stellar astrophysics in exeter
data mining and solar system small bodies
cosmology at ift (madrid, spain)
the jupiter system.
intermediate mass halos
radio astronomy of galaxy clusters
galaxy evolution (12-0178)
sdss-iii
compact object and/or stellar dynamics
planet formation at wesleyan university
computational cosmology at the sydney institute for astronomy 
cmb cosmology with act
exoplanetary sciences
computational astrophysics -- univ. of notre dame
radio astronomy and director of the swedish national facility for radio astronomy, onsala space observatory
astrophysical dynamics
the field "extrasolar planets and their host stars"
multi-wavelength agn astrophysics
solar spectroscopy and related experimental atomic physics studies 
nova astrophysics
exoplanets and transit surveys
supernova astrophysics and cosmology 
observational and theoretical astrophysics
cosmology and galaxy evolution studies with euclid
the technion astrophysics & comology group
agn population studies
star formation and exoplanets at the stockholm university astrobiology centre
astrophysics  
extragalactic astronomy and cosmology at the university of waterloo
high-contrast imaging
stellar physics at monash university
astrophysics at universidad catolica de chile
multiwavelength studies of hot stars
astrophysics) (ref: 492331)
astronomy - university of science and technology of china
astrophysics in association with brasenose college
astrophysics at the radboud university nijmegen
the matisse instrument group at the max planck institute for astronomy (mpia) in heidelberg
galactic interstellar medium research at paris observatory
astronomical data analysis
supernovae and other time-domain astronomy with euclid
extragalactic astronomy to work with the new subaru hyper suprime cam (hsc) multi-wavelength survey.
solar physics at stockholm university
solar/stellar physics  
black hole astrophysics (observations, theory, simulations)
stellar structure and evolution 
instrument development: emir.
exoplanet research 2013
extragalactic astrophysics at instituto de astronomia, unam, mexico
astroparticles, cosmology, and particle physics 
protoplanetary disks
cosmic ray physics 
hydrodynamical simulations of mass transfer in binary systems
astrophysics at instituto de astronomía, unam, mexico
galaxy evolution at astron and university of groningen
astrophysics, especially star and planet formation
astronomy / astrophysics at paris doctoral school
theoretical astrophysics — university of amsterdam
hybrid simulation of planet-induced stellar activity
observational astrophysics at universidad de antofagasta
turbulent protoplanetary discs
cmb research: quijote and planck
terahertz instrumentation & metamaterials
astronomy and astrophysics, caltech
advancing radio astronomical
particle acceleration and synchrotron spectra 
edinburgh
theoretical astrophysics or cosmology 
galaxy evolution at swinburne university, melbourne
astrophysics at macquarie university in sydney, australia
millimetre-wavelength instrumentation and cosmology
astronomy/astrophysics at the kapteyn astronomical institute
gamma-ray bursts and supernovae 
structure formation and cosmology – ludwig-maximilians university (munich)
astrophysics - instituto de astronomia, unam
astronomy 
astrophysics,  cosmology, nuclear and particle physics
heidelberg (reference number 13-10)
the institute for theory & computation - harvard-smithsonian center for astrophysics
astronomy (naoj fellow)
astrophysics - national tsing hua university
galaxy evolution exploiting cosmos and xxl survey data
gamma-ray astronomy.
astrophysics and cosmology at the technion
optical instrumentation (spectroscopy)
accreting black holes and cosmic feedback
theoretical and observational cosmology/extragalactic sciences at uc irvine
theoretical physics or astronomy
solar system science
the grappa phd programme at the university of amsterdam
theoretical and computational astrophysics at the niels bohr institute
protoplanetary discs
theoretical astrophysics / cosmology
supernovae, star formation, and cosmology.
galaxy evolution using adaptive optics
observational cosmology and numerical simulations
astrophysics, machine learning, and statistics at cmu mcwilliams center
cosmology and structure formation - ludwig-maximilians university (munich)
instrumentation for cmb and 21cm observational cosmology (physics, electrical engineering, or astro background)
z>2 galaxy evolution
cosmology - galaxy clusters
spectroscopic data reduction for weave
experimental and observational astrophysics
stellar astrophysics, exoplanets, and/or astroinformatics at georgia state university
fundamental theory of gravity, cosmology, or high energy physics 
cosmology, carnegie mellon university
planetary/exoplanet science
star formation at the centre for star and planet formation, university of copenhagen
galaxy formation at the max planck institute for astrophysics (mpa)
extrasolar planets and protoplanets
magnetism of cool & solar-type stars 
observational cosmology, epfl, switzerland
cosmology and astrophysics - kavli institute for the physics and mathematics of the universe (kavli ipmu)
exoplanet atmospheres 
numerical simulations in galaxies
cosmology (2 appointments)
astronomy and astrophysics - national tsing hua university
astrumentation
the department of physics at the university of chicago
astrophysics with focus on star and planet formation - rice university
supernova research at stockholm university
solar physics at stockholm university 
galaxy evolution (sdss-iv/manga operations manager) 
exoplanet research at the niels bohr institute, faculty of science, university of copenhagen
the cosmology group at korea astronomy and space science institute
hydrodynamical simulations
cosmology at caltech
the department for vlbi
extragalactic astrophysics and gravitational lensing
grbs and time-domain astrophysics
stellar or interstellar astronomy
star cluster formation and evolution 
galactic archaeology/near-field cosmology in the era of gaia
numerical galaxy formation
signal processing for observational astronomy
radio/high-energy astrophysics
dynamical evolution of globular clusters
the gaseous medium of galaxies and clusters
observational, x-ray and theoretical astronomy
theoretical and experimental particle physics, astroparticle physics, cosmology and instrumentation r&d at ifae barcelona 
data visualization and galaxy evolution at the university of pittsburgh
transient astrophysics and cosmology
computational astrophysics at the university of cologne
exoplanets for the preparation of the cheops space mission 
stars and interstellar medium.
theoretical particle physics/cosmology
astrophysics at instituto de astronomia, unam, mexico
the southampton astronomy group
data intensive astrophysics
high-resolution agn research
exoplanetary atmospheres and climates (university of bern, switzerland)
computational astrophysics at cologne university
star formation theory and computation
theoretical computational astrophysics
“galaxy formation in a dark universe” at the max planck institute for astronomy (mpia) in heidelberg (13-12)
exoplanetary science 
low-mass stars and brown dwarfs
high-energy astrophysics  
astronomy, astrophysics, astroparticle physics, particle theory and cosmology at the oskar klein centre in stockholm
the “galaxies and cosmology” department at the max planck institute for astronomy (mpia) in heidelberg (13-13)
galaxy formation and evolution - jrid46189
observational galaxy formation and evolution
galaxy physics / deep extragalactic surveys
large-scale structure at edinburgh
theory/computation of stars and planets
cosmology at eth zurich
astronomy at universidad diego portales
 high energy astrophysics 
supernovae at ucsb/lcogt
astronomy & space science
astronomy/astrophysics  
space sciences
astronomy & astrophysics - radio astronomy
astronomy/astrophysics and space physics
gravity, cosmology, and astrophysics
extragalactic astronomy to work with new subaru hyper suprime cam (hsc) multiwavelength survey
collaboration with icg portsmouth
galaxy evolution and metal enrichment
the study of evolved stars or star formation
cosmology/galaxy evolution at cefca
observational extragalactic astronomy - swinburne university of technology
supernova physics and cosmology
transient radio astronomy
computational and theoretical astrophysics 
optical astronomical interferometry
theory/computation of star formation
astrophysics  universidad de chile 
astrophysics: the formation and evolution of mean-motion  resonances in planetary systems 
computational gravitational dynamics
gravitational and high-energy astrophysics at the university of maryland, dept. of physics and jsi
intergalactic medium and reionization
the “planet and star formation” department at the max planck institute for astronomy (mpia) in heidelberg
galaxy evolution and large scale structures
high-frequency submm astronomy or atmospheric research
observational astrophysics 
astrochemistry and star/planet formation
high-redshift galaxy formation and evolution 
galaxy evolution at irap (toulouse, france) 
astrophysics: the formation and evolution of mean-motion resonances in planetary systems
cosmology and astrophysics 
low-mass stars, brown dwarfs & exoplanets
radio astronomy and 21 cm cosmology at the kapteyn institute and astron
uv experimental astrophysics
star formation, exoplanets, or stellar astrophysics
theoretical   astrophysics
a max planck research group
astrophysics or planetary science
physics (2 positions)
theoretical astrophysics at the niels bohr institute 
galactic ism
astrophysics of galaxies and clusters of galaxies.
exoplanet observations
exoplanet and brown dwarf characterization
star formation and galaxy evolution at haverford college
epoch of reionization science
radio astronomy, solar system studies & atmospheric sciences at arecibo observatory
theoretical astrophysics at purple mountain observatory
astrophysics - instituto de astronomia, unam 
astrophysics, university of science and technology of china
astrophysics (three positions) 
extragalactic astrophysics / observational cosmology
active galactic nuclei 
pulsar timing array science
stellar / binary physics
mm-waves astronomical instrumentation
computational star formation / ism / galaxy evolution
astrophysics: accretion and jets
theoretical astrophysics: planets, stars and disks cornell university 
galaxy formation studies with gravitational lensing
igm / reionization studies
observational cosmology - cppm
theoretical cosmology, university of edinburgh
heliospheric physics and high-energy astrophysics
theoretical and experimental particle physics, astroparticle physics, cosmology and instrumentation r&d at ifae barcelona
observational cosmology at cea-­saclay
extragalactic stellar spectroscopy
exoplanet formation and evolution
physics, astrophysics or atmospheric physics/meteorlogy
astroparticles  and cosmology
observational, theoretical, and/or computational astrophysics
stellar variability
adaptive optics at stanford 
the application of interferometry to understanding star formation
dark energy
galactic star clusters
exoplanets 
galactic centre research
large area infrared surveys for galaxy evolution
astronomy with specialization in numerical astrophysics
astrophysics - summer internships 
astrophysics at uppsala university
numerical simulations - university of cape town 
millimeter astronomy at the iram/30m telescope
cosmology and structure formation – max planck institute for extraterrestrial physics (munich)
exoplanetary research and instrumentation at uva and sron
astronomy at stockholm university
observational astrophysics using interferometry and adaptive optics 
adaptive optics at the observatory of lyon (cral)
instrumentation/software development
astronomy at universidad andres bello
observational, theoretical, and/or instrumentational astronomy
observational astrophysics/ instrumentation
radio astronomy at astron and the university of amsterdam
space sciences and technology
galaxy formation, evolution and cosmology
atmospheric chemistry
the centre for astrophysical surveys (3 posts)
observational star formation at the university of toledo
black hole transients
extragalactic astronomy (high redshift sources)
martian atmospheric/planetary science at york university
millimetre-wavelength instrumentation & cosmology
theoretical and/or semi-analytical modeling of galaxy kinematics
infrared instrumentation for large interferometric arrays
radiation magnetohydrodynamics
solar physics.
hard x-ray astrophysics
exoplanets or solar system minor bodies. 
planetary nebulae.
radio cosmology, computer science, and visualization 
theoretical astrophysics (211-0272)
observational stellar astrophysics at the max planck institute for astronomy (mpia) in heidelberg (ref. 14-07)
numerical simulations of active galactic nuclei, starburst galaxies, and star-forming regions
optical transients
astrophysics at ensenada, instituto de astronomia, unam, mexico
caltech space structures laboratory
radio transients (michigan state university)
software, princeton university
the exoplanetary and comparative planetary sciences at jpl/caltech
very-long-baseline interferometry research
experimental physics or astrophysics 
all fields of astrophysics and planetary science
 observational astronomy 
the “planet and star formation” department at the max planck institute for astronomy (mpia) in heidelberg (14-10)
intergalactic medium science and cosmology
stellar astrophysics 
computational extragalactic astrophysics
computational nuclear astrophysics
theoretical physics and astrophysics
physics, university of chicago dept. of physics and the enrico fermi institute 
optical spectroscopic instrumentation
stellar astrophysics and gaia
galaxy formation and numerical cosmology
astronomy and astrophysics, university of michigan
theoretical stellar physics at the stellar astrophysics centre, aarhus university
heidelberg, galaxies and cosmology department (14-12)
gravitational lensing at the aifa, bonn
support of jwst-miri
the areas of relativistic astrophysics and/or gravitational wave astronomy at ttu
star- and planet formation, astrochemistry, and early solar system
cosmology and astrophysics at kavli ipmu
high angular resolution astronomy
type ia supernova astrophysics and cosmology with iptf/ztf
extragalactic astronomy at the laboratoire d’astrophysique de marseille
experimental astrophysics/cosmology/particle-astrophysics
astronomy at the university of texas at austin
hi absorption-line surveys
the planet and star formation department at the max-planck institute for astronomy (mpia) in heidelberg (reference number 14-11)
applied mathematics / extragalactic astrophysics
exo-planets, brown dwarfs and young stars
polarization astrophysics at the german alma regional centre node
supernova research at the department of astronomy and the oskar klein centre, stockholm 
first star and galaxy formation 
astrophysics & planetary sciences
cosmology, machine learning, and statistics
theoretical astrophysics, cosmology, and planetary science, uc berkeley department of astronomy
cmb and/or 21cm observational cosmology
experimental physics with fermi-lat at the slac national accelerator laboratory
high-energy astrophysics 
korea astronomy and space science institute(kasi)
astronomical instrumentation or data-intensive astronomy – university of toronto
physics and astronomy at university of south florida
astrophysics at nasa headquarters
astronomy within star and planet formation
theoretical cosmology and astrophysics 
stellar astrophysics and exoplanet studies
gravitational lensing and optical survey astronomy
extragalactic astronomy- department of astronomy-uc berkeley
theoretical and computation astrophysics steward observatory/university of arizona
particle astrophysics and cosmology
extragalactic astrophysics - galaxy clusters
dust and gas in galaxies
nucleosynthesis, compact object mergers, and supernovae
numerical astrophysics and cosmology at shanghai jiao tong university
grb and astrophysical transient studies
black hole accretion and strong gravity
stellar astrophysics and galactic archaeology
galactic dynamics/cosmology -leibniz institute for astrophysics potsdam (aip)
galaxy clusters and galaxy evolution
supernova and host galaxy science at new york university
exoplanet research eth zurich
neuroscience and physics
space physics, department of physics and space sciences 
astronomy and astrophysics at shanghai jiao tong university
 non-accelerator he
software engineering
agn/quasar narrow line region emission line imaging and integral field spectroscopy
cosmology and large scale structures  at ias, orsay
observational early universe studies of metal-poor stars and chemical evolution
extragalactic astronomy and observational cosmology at shanghai jiao tong university
cosmology & astrophysics
supernova studies 
experimental astrophysics on exoplanets
multiwavelength studies of nearby galaxies
observational extragalactic astrophysics - leibniz institute for astrophysics potsdam (aip)
galaxy formation modeling at the university of chicago
all fields in astrophysics
planetary science, department of physics and space sciences
“space science instrumentation” at the institut d'astrophysique spatiale and univ. paris-sud  (orsay, france)
astronomy with specialisation in physics of planetary systems ufv-pa 2014/2730
astroparticle physics/cosmology - physics and astronomy department, rice university
physics, astronomy, or astrophysics at uc san diego
cosmology or in experimental particle physics
high-energy astrophysics at the university of tübingen
 theoretical/computational extra-galactic astronomy at the institut d’astrophysique de paris (iap), france
magnetized relativistic outflows
compact objects in globular clusters
theoretical astro and plasma physics (up to two posts)
atmospheric and planetary circulation and dynamics
reionization and diffuse cosmic gas
the study of binaries and exo-planets in tel aviv university
dynamics of young stellar systems
planets, supernovae and high-redshift galaxies
astrophysics—star formation
molecular clouds and star formation
high contrast imaging and exoplanet research - department of astronomy - uc berkeley
observational cosmology at leiden observatory
extragalactic or high energy astrophysics
astrophysics, university of bath
supernova cosmology and physics
particle acceleration high energy astrophysics
infrared extragalactic astrophysics - national observatory of athens
agn triggering & feedback
active black holes
astrophysics – stellar magnetic field modelling
astrophysics - star formation and the ism
infrared/submillimetre extragalactic astronomy
particle astrophysics, cosmology and gravitation, case western reserve university department of physics
exoplanetary science at mcgill university
the school of earth and space exploration
theoretical/numerical astrophysics at the max planck institute for astronomy (mpia) in heidelberg, galaxies and cosmology department (14-18)
tokyo, japan
computational and theoretical astrophysics at universidad de chile.
x-ray astronomy and galaxy/galaxy-cluster research
observational extragalactic sub-millimetre astronomy
planet formation and migration
computational  high-energy astrophysics
observations and modelling of explosive transients
radio and high energy astrophysics at southampton
magellanic cloud star formation
ism physics
data reduction pipeline development for iris, thirty meter telescope 
active and inactive galaxies
modelling disk winds in agn
astrochemical studies of complex organic molecules in space
theoretical high energy astrophysics
e-elt instrumentation with focus on optical design and imaging astrometry at the (“galaxies and cosmology” department), ref. no. 14-19
astrophysics at the centro de radioastronomia y astrofisica, unam
high-energy astrophysics at the university of michigan department of astronomy
heidelberg (germany)
lsst data management and galaxy surveys, university of pennsylvania and princeton university
neutron star physics
star formation and early stellar evolution
galaxy and cluster evolution
inverse problems
information engineering
stellar abundances
radio astronomy (extragalactic star formation)
supernovae and supernova remnants
radio interferometry calibration and imaging
energy sensitive detectors for visible/ near-ir astronomy
extragalactic x-ray binaries and globular cluster systems
quasar physics at the dark cosmology centre, copenhagen
disks around low-mass pre-main sequence stars
astrophysics of accreting sources
instrumentation, sdss science or planetary sciences
the doppler search for extra-solar planets
supernova/transient astrophysics
21cm cosmology and epoch of reionization
future space infrared mission
stellar evolution modelling
observational/theoretical extragalactic astronomy at universidad de valparaiso, chile
theoretical astroparticle physics at stockholm university
asteroseismology 
astrophysics and statistical mechanics
cosmology at cefca (teruel, spain)
radioastronomy  
jet-energetics and feedback processes within active galactic nuclei
galactic archaeology at the stellar astrophysics centre, aarhus university
dust evolution studies at the ias
solar physics and numerical simulations, northwest research associates, boulder colorado
cosmology with the ska
experimental astrophysics at the université de montréal 
observational, theoretical, and/or computational astrophysics and instrumentation
globular clusters and galaxy evolution
the erc group “from cloud to star formation”  in the planet and star formation department at the max planck institute for astronomy (mpia) in heidelberg (reference number 15-04)
galactic archaeology/near-field cosmology in the gaia era
engineering physics embry-riddle aeronautical university, fl
theoretical physics at the niels bohr institute
the formation and evolution of galaxies
extragalactic astronomy 
submm/fir astronomy at universitaet zu koeln
experimental cosmology & astrophysics
transient radio astronomy: vlite
x-ray studies of galaxies, groups, and clusters
svom at lupm (montpellier)
the department of earth and space science, graduate school of science, osaka university
the submm/fir astronomy group at universitaet zu koeln
astronomy and astrophysics - formation of asteroids and exoplanets 
fir-astronomy/interstellar medium in nearby galaxies (sfb 956/a3)
the high-mass star formation
observational astrophysics at the dark cosmology centre, niels bohr institute
x-ray astronomy and applications
open access stellar database development
millimeter and submillimeter wavelength electronics
experimental cosmology 2015
tokyo)
the evolution of gas in galaxies
computational astrophysics of star and planet evolution at university of exeter
planet formation 
experimental x-ray science and technology (including astrophysics).
the electromagnetic spectrum management unit (esmu)
the high-energy group of the anton pannekoek institute for astronomy at the university of amsterdam
planet detection and astronomical instrumentation
galaxy formation theory and simulations
distributed multiscale astronomical simulations
x-ray astronomy, university of california, irvine department of physics and astronomy
the ucla galactic center group
experimental astroparticle physics (polarised x-ray astrophysics)
radio intensity mapping
black hole accretion at mpe garching
cosmic microwave background studies
observatorio astronomico nacional (oan)
supernovae or exoplanets
ism group, naoc
gravitational lensing at mpa
extragalactic radio astronomy — a panoramic perspective on gas in galaxies
21-cm cosmology
2016
submillimeter astronomy and star formation
wide-field radio astronomy
star formation astrophysics at instituto de astronomia, unam, mexico
galaxy formation and evolution astrophysics at instituto de astronomía, unam, méxico
proto-planetary discs and planetary atmospheres
support of jwst-miri 
debris disks and extrasolar planets 
astronomical instrumentation for extra-solar planet characterisation
x-ray and gamma-ray astrophysics  at clemson university
low-mass stellar, exoplanet, solar system and planetary astrophysics at instituto de astronomia, unam, mexico
galaxy formation and evolution astrophysics at instituto de astronomia, unam, ciudad universitaria, mexico
astronomy and planetary science at nau
space science  (ref.: 201500869)
radio astronomy research
radio astronomy (104-15-0056)
astrophysics at the american museum of natural history
astrophysics at goddard space flight center 
the characterization of exoplanetary systems
atomic physics
software
computational astrophysics: university of rochester
the planet and star formation department at the  max planck institute for astronomy (mpia), heidelberg (reference number 15-09)
numerical relativity or computational astrophysics university of illinois at urbana-champaign
nir camera system development at northwestern university
optical metrology for space-based gravitational wave detection
the institute for theory and computation (itc)
experimental and/or theoretical physics
astronomy and astrophysics - northwestern university
extragalactic astronomy at the max planck institute for astrophysics
brown dwarf/exoplanet atmosphere modeling, university of exeter. 
observational near-field cosmology
extragalactic astronomy at the university of chicago
heidelberg, galaxies and cosmology department
the study of star formation or outflow modeling
astrophysics & planetary sciences - niels bohr institute
milky way high mass star formation
radio astronomy and instrumentation
the eucid galaxy survey
exoplanets at stockholm university
computational galaxy evolution
galaxy morphology 
star formation and ism dynamics
galaxy evolution theory
astrophysics and director of astronomy and astrophysics
physics with an emphasis in observational high-energy astrophysics
observational astrophysics at york university
galaxy formation and black hole evolution
cosmology at harvard university
planetary dynamics
astrophysics (observational studies of extreme objects)
exoplanet theory
big data and cosmology
first star formation
astrophysics and astrochemistry in japan
extra-galactic astronomy, galaxy formation, and numerical cosmology
optical time-domain astronomy -- national central university (taiwan)
adaptive-optics
infrared/submillimeter astronomy and instrumentation
exoplanet and binary star studies
galaxy formation and evolution, star formation, and/or interstellar medium evolution
cosmology (2 posts) 
theoretical particle/astrophysics/cosmology
cosmology,carnegie mellon university mcwilliams center for cosmology,physics department
astronomy and astrophysics - high-resolution, infrared stellar spectroscopy
the erc group “from cloud to star formation”  at the max planck institute for astronomy (mpia) in heidelberg (ref. 15-16)
euclid weak gravitational lensing
the field of reionization modeling
cosmology with galaxy redshift survey at kavli ipmu
the “galaxies and cosmology” theory group at the max planck institute for astronomy (mpia) in heidelberg (ref. 15-17)
cosmology at the scuola normale superiore, pisa
the erc group "promise" at the max planck institute for astronomy (mpia) in heidelberg (ref. 15-18)
theoretical astrophysics, cosmology, and planetary science- department of astronomy, uc berkeley
submillimeter/infrared astrophysics
time domain astronomy
supernova cosmology at the university of pittsburgh
astrophysics and/or cosmology
astrophysics at universidad diego portales
solar physics / heliophysics at boston university
observational and/or theoretical agn astrophysics
multi-scale physics  of black holes, stars and exoplanets
the field of 21cm cosmology
magnetized relativistic outflows
detector development
observational extragalactic astronomy at the geneva observatory
computational cosmology and radio astronomy
cosmology at the university of michigan
the science of habitability
swiss-wide exoplanet network 
ska receiver development
evolution of galaxies
theoretical galaxy formation
the cosmology and large-scale structure research group
computational plasma physics and cosmology - michigan state university
harmoni spectrograph design and development
theoretical astrophysics at université de montréal
astroparticle physics and cosmology
astronomy and astrophysics - large spectroscopic surveys of the milky way
instrumentation for mroi
general relativity- cornell univesity
extragalactic astronomy / galaxy evolution
radio interferometry
cosmology at the technion
cosmology and the intergalactic medium at the university of washington
young stellar objects research at the institute for astronomy and astrophysics in tübingen
high-energy-density computation and theory
cosmology/extragalactic sciences at uc irvine
high-energy astrophysics in hust
cosmology at the university of edinburgh
supernova science
milky way and local volume research group: first stars
agn with the australian dark energy survey (ozdes)
agn evolution
circumstellar disk structure and dynamics
galactic astronomy at the paris-meudon observatory
center for gravity, cosmology and astrophysics
exoplanetary research at the university of amsterdam
astrophysics at universidad catolica del norte, chile
physics/astrophysics
frontiers of science 
exoplanets and large surveys
exoplanets and planet formation theory
planetary science and star formation
observational studies of interactions between galaxies and clusters
radio transients research
observations of compact binaries
neraby galaxies 2015
galaxy formation (w andrea macciò)
extragalactic astronomy at the space telescope science institute 
galactic stellar populations
far-ir & (sub)-mm astronomy
exoplanet and brown dwarf atmospheres
superconducting detector development
gravitational wave and compact object astrophysics at radboud university, the netherlands
cosmology/data analysis
astronomy in the field of star and planet formation 
astronomy at university of florida
astrophysics at the university of florida
astrophysics (two posts)
stellar astrophysics at uppsala university
astrophysics - quantitative spectroscopy of massive stars
collaboration with dr. jennifer lotz and jhu/stsci
evolution of planetary nebulae
supernova cosmology and astrophysics
radiative hydrodynamics
21cm and eor astrophysics
x-ray emission studies from supernovae, supernova remnants, and wind-blown bubbles
observational cosmology with the supernova probe
the observational and theoretical astrophysics of star formation and (globular) cluster formation from nearby galaxies out to high redshift
substellar/exoplanetary and/or time-domain astronomy 
polarimetry with the askap radio telescope
astrophysical fluid dynamics, amsterdam
numerical cosmology
the cas group
theoretical galaxy evolution
galaxy structure
cosmology and astrophysics at stockholm university (associated with nordita)
euclid weak gravitational lensing 
experimental particle physics and cosmology 
the department of earth and space science,  graduate school of science, osaka university
astronomical instrumentation or associated field
cmb polarization
optical metrology for space-based gravitational wave detection (331-300)
high-z galaxy evolution and jwst/miri software and science
exoplanet imaging at stanford
galaxy evolution and photometric redshifts with video and euclid
interstellar/circumstellar dust
inhomogeneous relativistic cosmology
planet formation and protoplanetary disc dynamics 
astronomy for project titled “wfirst infrared nearby galaxies survey” 
astronomy and sabbatical replacement instructor positions
astronomy and physics
survey science
the field of theoretical models for evolved stars
the field of cool stellar atmospheres
computational astrophysics at villanova university
high energy stellar physics
astrophysics at the institute for radioastronomy and astrophysics, unam, mexico
paris (4 phds and 1 postdoc)
cometary science at the laboratoire d’astrophysique de marseille (france)
theoretical astroparticle physics at universitaet potsdam
stellar astrophysics and exoplanets with the tess mission
theory/computation of stellar accretion and winds
neutron star physics at ncac
asteroseismology at ncac
experimental cosmological physics
millimeter/submillimeter wavelength electronics
stockholm
astrophysics in warsaw/poland
extragalactic astronomy with cfht+subaru large datasets
high-energy astrophysics at ncac
cosmology at cea saclay, service d'astrophysique
astronomy on the magellanic clouds
theoretical astrophysics -- university of amsterdam
innovative optical design for astronomical instrumentation
department of physics
the kasi
astrophysical fluid dynamics 
support of jwst gto activities (fixed term)
experimental molecular physics/physical chemistry
the department of physics and astronomy, georgia state university
computational astrophysics  
the physics of the molecular cloud structure  and star formation (ref. 16-03)
astrophysics (star formation and the ism)
the metis/elt project
nearby & distant galaxies - mpi for astronomy, heidelberg (ref. 16-02)
astronomy & radio astronomy engineering at the international centre for radio astronomy research (icrar), curtin university node.
radio astronomy at narit, thailand
accretion & jet physics at the international centre for radio astronomy research (icrar), curtin university node.
protoplanetary discs and planet formation
general relativity and its applications at charles university in prague
lunar permanently shadowed regions laboratory simulation
astrophysics and/or theoretical physics 
observational & theoretical astrophysics at the international centre for radio astronomy research, uwa node
system engineering for adaptive optics projects on large and extremely large telescopes
taiwan
exo-planetary science - york university
astrophysics and stellar magnetic field modelling
solar/stellar physics (can become permanent)
planetary radar (427-1100)
statistical inference for astronomical data
heidelberg (16-04)
the “galaxies and cosmology” theory group at the max planck institute for astronomy (mpia) in heidelberg, ref. no. 16-05
theoretical explorations of exoplanet atmospheres
determination of solar chromospheric magnetic fields with applications to space weather 
quasar and galaxy evolution
astrophysics and space science at sun yat-sen university
observational cosmology 
exoplanets and stellar astrophysics at nasa goddard space flight center
extragalactic astronomy at leiden observatory
dark energy or transients
experimental physics on tess
experimental atomic physics for solar physics at columbia university
astronomical instrumentation, u.c. berkeley
astronomical instrumentation at leiden observatory
astrophysics and cosmology in ben-gurion university
astronomy and astrophysics, tata institute of fundamental research, mumbai, india
warsaw, poland
extragalactic astronomy, galaxies and cosmology department, max planck institute for astronomy, heidelberg (ref. 16-06)
compact stellar x-ray sources
nuclear/stellar/galactic astrophysics
brazil (porto alegre, rio de janeiro and são paulo)
protostellar discs/accretion discs dynamics at the university of milano (italy)
astronomy or planetary science at northern arizona university
astronomical instrumentaton 
gravitational waves
modelling galaxy formation and evolution
the simons observatory
stellar populations at universidad de concepcion
observational astronomy 
the institute for theory and computation (itc) 
astronomy and astrophysics – northwestern university
the astronomy group at astron
astronomical detector development
radio astronomy (radio-loud agn and galaxy clusters)
agn and multi-messenger astronomy
x-ray astrophysics of compact objects
modeling and observation of exoplanet atmospheres
exoplanetary atmospheres - johannes kepler postdoctoral program 
the lsst group at the slac national accelerator laboratory
uco and the uc santa cruz department of astronomy and astrophysics
the planet and star formation department at the  max planck institute for astronomy (mpia), heidelberg (reference number 16-07)
physical climate science
astrophysics and cosmology at kavli ipmu
astrophysics at universidad de la serena, chile
the department of physics and astronomy at franklin and marshall college
neutrino physics/astrophysics/geophysics (theory)
galaxy and star formation at the australian national university / mt. stromlo observatory
computational galaxy formation
galaxy formation (w. andrea macciò) 
machine learning, statistics and astrophysics
theoretical astrophysics: exoplanets, disks and compact objects cornell university
computational astrophysics at shanghai astronomical observatory
the characterization of exoplanetary systems 
experimental plasma physics for solar physics
starburst regions'
solar/stellar physics (solve project)  
astrophysics at shanghai astronomical observatory
theoretical astronomy - stony brook university
solar physics - georgia state university
the computational or theoretical astrophysics of strongly gravitating systems
exoplanets at the university of warwick
space-based astronomy
astronomy, columbia university
astronomy – national central university, taiwan
theoretical astroparticle physics (tenure track)
x-ray studies of neutron stars at nasa / goddard space flight center
the science of habitability (3 positions)
observational studies of exoplanets 
the physics of the molecular cloud structure  and star formation department at the max planck institute for astronomy (mpia), heidelberg (reference number: 16-08)
astrophysics at kth in stockholm, sweden
stellar astrophysics and galactic archaeology at ncac, poland
time-domain astrophysics (transients, gravitational waves, star/exoplanet magnetic activity)
the black hole-host lifecycle evolution (bhole) project
stellar populations and globular clusters
cosmology:cmb instrumentation/fieldwork/analysis
extragalactic astrophysics (high-redshift quasars)  
the galaxies and cosmology department at the max planck institute for astronomy (mpia) in heidelberg
star- and planet formation, astrochemistry
star- and planet formation with jwst-miri
theoretical/computational high-energy astrophysics 
computational astrophysics at the university of florida
cosmology and black hole physics at the center for theoretical astrophysics at los alamos national laboratory
observational astronomy with a focus on relativistic objects
astrophysics (tenured professor)
astronomy, the university of toledo
astrophysics -stony brook university
solar/stellar data analysis - georgia state university
experimental astrophysics at the université de montréal
galaxy evolution at eth zurich and saclay
galactic/extragalactic astronomy
the field of 21cm astrophysical cosmology
the areas of gravitational wave physics and time-domain astrophysics
extragalactic / ism astronomy
extragalactic astronomy at ut austin
the joint center for planetary astronomy
theoretical astrophysics at the university of amsterdam
astrophysics at paris observatory
observations/simulations/eresearch
extragalactic star formation and galaxy evolution
computational galaxy formation and evolution
cosmology at university of oslo
cosmic microwave background polarization experiment
high-energy and extragalactic astrophysics at eotvos university
small body planetary science
experimental high-energy astrophysics
cosmic reionisation
gravitational-wave physics, penn state
astrophysics -- university of notre dame
planetary science 
astronomical instrumentation at durham university, uk
exoplanets - department of physics, mcgill university
big data in astronomy
galaxy evolution with the mad program
astronomy and computer science, to work on galaxy evolution and big data  (sundial eu itn network). 
computational astrophysics at ghent university
microwave kinetic inductance detectors
cosmology at penn state
galaxy evolution at eth zurich
dark energy survey cosmology
theory and simulation of astrophysical plasmas 
computational galaxy fromation
instrumentation for mm/submm astronomy/cosmology
galaxy formation and theoretical cosmology
observational, theoretical, and numerical cosmology and extragalactic astrophysics at uc santa barbara
observational, x-ray and theoretical astrophysics
transient astrophysics and cosmology at the university of california, santa cruz
theory and simulations of star formation and molecular cloud evolution
nearby galaxies postdoctoral researcher
astronomy & astrophysics 
the arc centre of excellence for gravitational wave discovery (ozgrav)
cosmology and gravitational physics (3 posts) 
computational astrophysics, univ. of notre dame
theoretical/computational galaxy formation & cosmology
swiss-wide exoplanet network
cosmology - department of physics, mcgill university
 physics, astronomy, or astrophysics uc san diego 
the gaia era
theoretical/numerical cosmic structure formation at eth zurich
groups and clusters of galaxies
multi-wavelength studies of interacting binaries,  circumbinary environments, and outburst and jets
extragalactic astronomy and high energy astrophysics
solar physics (solar alma project) 
cosmological large-scale structure
cosmological perturbations
gravity, cosmology or astrophysics
galaxies
extragalactic hi studies
australia
extragalactic interstellar medium studies
extragalactic astronomy & astrophysics
exoplanet formation
cosmology at stockholm university
supernova dust studies: destruction and survival rates
quasars/agn research.
supernova theory & numerical mhd
cosmology (weak gravitational lensing)
exoplanet and comparative planetary sciences at jpl/caltech
solar physics (solar alma project)
theoretical astrophysics, high energy and gravitational theory 
astronomical instrumentation: fabry-pérot etalons as wavelength calibrators for high-resolution spectrographs
filaments and superclusters
the field of theoretical astrophysics
cosmology with ongoing and future large-scale structure surveys
computation planetary science (universities of bern and zürich)
theoretical and computational astrophysics research and education
accretion & jet physics at the international centre for radio astronomy research (icrar), curtin university node
galaxy evolution, ism, igm, and cosmology
star/planet formation and exoplanets
reionization and 21cm intensity mapping
exoplanet astrophysics
astronomy at the department of terrestrial magnetism
high-z galaxy evolution 
planetary science, florida institute of technology
cosmology at cea-saclay irfu/spp
nearby galaxies and resolved stellar populations
optical astrophysics and space science
planet formation and evolution theory
strong gravitational lensing
star formation at konkoly observatory, budapest
x-ray polarimetry instrumentation
relativistic astrophysics- erc
cosmology at university of oslo - one more
near earth objects and planetary astronomy at northern arizona university
physics at phillips academy
chief – full-time position
science education
stellar cartography
galaxy evolution with alma
astrophysics dedicated to sdss-iv projects - instituto de astronomía, unam
numerical and theoretical star formation
experimental very-high-energy gamma-ray astrophysics (2 posts) 
astronomy, astrophysics and space science
cosmology at icc (barcelona)
the high-energy astrophysics
3d spectral decomposition of galaxies
experimental / observational cosmology
x-ray astronomy 
cosmology/astrophysics/planetary science
extragalactic astronomy / cosmology at university of oslo
theoretical and numerical astrophysics at uc santa barbara
naoc
observational infrared astronomy 
distance scale group at universidad de concepcion
digital receivers for radio astronomy
probing star-formation and accretion through cosmic time
mhd simulations of star-disk interaction
multi-messenger astronomy
interstellar optical spectroscopy
stellar populations, galactic center, astrometry, or adaptive optics
astrophysics at the institute of radioastronomy & astrophysics, unam
cryogenic receivers for ska
theoretical and computational high-energy astrophysics 
protoplanetary disk evolution
high-contrast imaging and adaptive optics
astrophysics and particle astrophysics, queen's university, kingston, canada
exoplanet habitability
the field of exoplanets
observational high-energy astronomy
the near ir 2017
astrophysical transients
galaxy/quasar evolution studies at the max planck institute for astronomy (mpia) in heidelberg
data intensive astronomy
science with osiris-rex project 2017
gravitational wave science
observational intermediate or high-redshift astronomy and/or observational cosmology, ghent university
purple mountain observatory, chinese academy of science
astrophysics: dark matter and galaxy formation/evolution
astrophysics at the international centre for radio astronomy research, uwa
astronomical optical instrumentation
new york city (bdnyc) research group
galaxy evolution/agn/transient
radiative transfer, stellar astrophysics, supernovae
the area of sinology, with focus on contemporary china (economy, society and culture)
high energy astro- and astroparticle physics
radio astronomy 
the natural and physical sciences
galactic open clusters
globular clusters
chinese academy of science, a dark matter indirect detection satellite project
the area of galactic dynamics/galactic archaeology
computational planet formation
heidelberg, ref. no. 17-03
observational solar system science at the university of michigan
molecular astrophysics and protoplanetary disks
astrophysics (supernovae and transients)
neutron stars astrophysics
astrophysics at the university of canterbury
mm radio astronomy
adaptive optics and astronomical instrumentation - marseille - france
millimeter astronomy at the iram/30-meter telescope
astrophysics (ciera) at northwestern university
galaxy evolution at swinburne university (melbourne)  and university of queensland
star formation at univ. of bordeaux (erc funded)
computational cosmology 
the field of high-energy astrophysics
chemistry and physics
comparative planetary atmospheres
fast radio bursts
galactic archaeology at shanghai observatory
photosensors and cosmology 
photosensors and cosmology
star formation as well as the development of microwave kinetic inductance detectors (mkids) for astronomy. 
spectral lines and/or pulsars with the parkes telescope
machine learning to deliver science from large radio surveys
icecube and next generation neutrino telescopes.

In [ ]:


In [97]:
conn = sqlite3.connect("AAS_jobs.db")
df1 = pd.read_sql("SELECT * FROM TEST", conn)
conn.close()

In [ ]: