Build a Choropleth map which shows intuitively (i.e., use colors wisely) how much grant money goes to each Swiss canton.
In [1]:
import pandas as pd
import numpy as np
# We will read json files, for instance API keys stored in our computers for using Google Maps API, so they're not publicly visible
import json
# Geolocation
import geopy
from geopy.geocoders import geonames
import math
import logging
In [2]:
p3_grant_export_data = pd.read_csv("P3_GrantExport.csv", sep=";")
p3_grant_export_data
Out[2]:
"Project Number"
Project Title
Project Title English
Responsible Applicant
Funding Instrument
Funding Instrument Hierarchy
Institution
University
Discipline Number
Discipline Name
Discipline Name Hierarchy
Start Date
End Date
Approved Amount
Keywords
0
1
Schlussband (Bd. VI) der Jacob Burckhardt-Biog...
NaN
Kaegi Werner
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
10302
Swiss history
Human and Social Sciences;Theology & religious...
01.10.1975
30.09.1976
11619.00
NaN
1
4
Batterie de tests à l'usage des enseignants po...
NaN
Massarenti Léonard
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
10104
Educational science and Pedagogy
Human and Social Sciences;Psychology, educatio...
01.10.1975
30.09.1976
41022.00
NaN
2
5
Kritische Erstausgabe der "Evidentiae contra D...
NaN
Kommission für das Corpus philosophorum medii ...
Project funding (Div. I-III)
Project funding
Kommission für das Corpus philosophorum medii ...
NPO (Biblioth., Museen, Verwalt.) - NPO
10101
Philosophy
Human and Social Sciences;Linguistics and lite...
01.03.1976
28.02.1985
79732.00
NaN
3
6
Katalog der datierten Handschriften in der Sch...
NaN
Burckhardt Max
Project funding (Div. I-III)
Project funding
Abt. Handschriften und Alte Drucke Bibliothek ...
Universität Basel - BS
10302
Swiss history
Human and Social Sciences;Theology & religious...
01.10.1975
30.09.1976
52627.00
NaN
4
7
Wissenschaftliche Mitarbeit am Thesaurus Lingu...
NaN
Schweiz. Thesauruskommission
Project funding (Div. I-III)
Project funding
Schweiz. Thesauruskommission
NPO (Biblioth., Museen, Verwalt.) - NPO
10303
Ancient history and Classical studies
Human and Social Sciences;Theology & religious...
01.01.1976
30.04.1978
120042.00
NaN
5
8
Die schweizerische Wirtschaftspolitik seit dem...
NaN
Kleinewefers Henner
Project funding (Div. I-III)
Project funding
Séminaire de politique économique, d'économie ...
Université de Fribourg - FR
10203
Economics
Human and Social Sciences;Economics, law
01.01.1976
31.12.1978
53009.00
NaN
6
9
Theologische Forschungen zur Oekumene (Studien...
NaN
Stirnimann Heinrich
Project funding (Div. I-III)
Project funding
Institut für ökumenische Studien Université de...
Université de Fribourg - FR
10102
Religious sciences, Theology
Human and Social Sciences;Theology & religious...
01.01.1976
31.12.1976
25403.00
NaN
7
10
Konfuzianische Kulturwerte in der sozialen Ent...
NaN
Deuchler Martina
Project funding (Div. I-III)
Project funding
Ostasiatisches Seminar Universität Zürich
Universität Zürich - ZH
10301
History in general
Human and Social Sciences;Theology & religious...
01.10.1975
31.03.1977
47100.00
NaN
8
11
Edizione degli scritti di Aurelio de' Giorgi B...
NaN
Stäuble Antonio
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
10502
Romance languages and literature
Human and Social Sciences;Linguistics and lite...
01.10.1975
31.03.1977
25814.00
NaN
9
13
La construction de nouveautés au sein des morp...
NaN
Piaget Jean
Project funding (Div. I-III)
Project funding
Laboratoire de Didactique et Epistémologie des...
Université de Genève - GE
10105
Psychology
Human and Social Sciences;Psychology, educatio...
01.10.1975
30.09.1978
360000.00
NaN
10
14
Wissensstruktur, Fragegenese und Wissenserweit...
NaN
Flammer August
Project funding (Div. I-III)
Project funding
Klinische Psychologie und Psychotherapie Insti...
Université de Fribourg - FR
10105
Psychology
Human and Social Sciences;Psychology, educatio...
01.10.1975
31.12.1978
153886.00
NaN
11
17
Rechtsquellenkommission des Schweizerischen Ju...
NaN
Schweizerische Rechtsquellen c/o Universität Z...
Project funding (Div. I-III)
Project funding
Schweizerische Rechtsquellen c/o Universität Z...
NPO (Biblioth., Museen, Verwalt.) - NPO
10205
Legal sciences
Human and Social Sciences;Economics, law
01.10.1975
30.09.1978
862200.00
NaN
12
18
L'école et la vie: examens pédagogiques des re...
NaN
Girod Roger
Project funding (Div. I-III)
Project funding
Département de Sociologie Faculté des Sciences...
Université de Genève - GE
10201
Sociology
Human and Social Sciences;Sociology, social wo...
01.10.1975
30.09.1977
116991.00
NaN
13
19
Das Ringen um soziale Sicherheit in der Schweiz
NaN
Borner Silvio
Project funding (Div. I-III)
Project funding
Institut für Volkswirtschaft WWZ / FGS Univers...
Universität Basel - BS
10203
Economics
Human and Social Sciences;Economics, law
01.10.1975
31.12.1978
112664.00
NaN
14
20
Kolloquium zum Thema "Ein System Sozialer Indi...
NaN
Hoffmann-Nowotny Hans-Joachim
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
10201
Sociology
Human and Social Sciences;Sociology, social wo...
01.10.1975
31.12.1975
5000.00
NaN
15
21
Struktur und Funktion didaktischer Bezugssyste...
NaN
Santini Bruno
Project funding (Div. I-III)
Project funding
Forschungszentrum FAL
Université de Fribourg - FR
10104
Educational science and Pedagogy
Human and Social Sciences;Psychology, educatio...
01.10.1975
30.09.1977
204018.00
NaN
16
23
Psycholinguistique génétique: l'évolution des ...
NaN
Sinclair Hermina
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
10105
Psychology
Human and Social Sciences;Psychology, educatio...
01.10.1975
30.09.1977
149485.00
NaN
17
25
Grösse, Verwaltungsstruktur und Entwicklung sc...
NaN
Heintz Peter
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
10201
Sociology
Human and Social Sciences;Sociology, social wo...
01.01.1976
31.08.1977
83983.00
NaN
18
26
Rollendifferenzierung bei Schweizer Ehepaaren ...
NaN
Unteregger Judith
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
10201
Sociology
Human and Social Sciences;Sociology, social wo...
01.01.1976
31.12.1976
38152.00
NaN
19
27
Déviants sociaux et culturels, réseaux lausannois
NaN
Willener Alfred
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
10201
Sociology
Human and Social Sciences;Sociology, social wo...
01.12.1975
31.01.1977
14138.00
NaN
20
28
Evaluation de quelques objectifs d'une école e...
NaN
Huberman Michael
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
10104
Educational science and Pedagogy
Human and Social Sciences;Psychology, educatio...
01.10.1975
30.09.1978
164602.00
NaN
21
30
Werte und Wertordnungen in der schweizerischen...
NaN
Rüegg Walter
Project funding (Div. I-III)
Project funding
NaN
Universität Bern - BE
10201
Sociology
Human and Social Sciences;Sociology, social wo...
01.10.1975
30.04.1978
147795.00
NaN
22
32
Der Einfluss kleinstaatlicher Bedingungen auf ...
NaN
Frei Daniel
Project funding (Div. I-III)
Project funding
Forschungsbereich Politisches Verhalten und Oe...
Universität Zürich - ZH
10202
Political science
Human and Social Sciences;Sociology, social wo...
01.01.1976
30.06.1977
24552.00
NaN
23
33
Etude des instruments heuristiques propres à f...
NaN
Roulet Eddy
Project funding (Div. I-III)
Project funding
Département des langues et des littératures fr...
Université de Genève - GE
10502
Romance languages and literature
Human and Social Sciences;Linguistics and lite...
01.10.1975
30.09.1978
44802.00
NaN
24
34
Die Haltung der Schweiz im Kalten Krieg (1945-...
NaN
Bonjour Edgar
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
10302
Swiss history
Human and Social Sciences;Theology & religious...
01.01.1976
31.12.1979
56000.00
NaN
25
35
L'italiano regionale del canton Ticino.Ricerca...
NaN
Bianconi Sandro
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
10502
Romance languages and literature
Human and Social Sciences;Linguistics and lite...
01.10.1975
30.09.1977
152535.00
NaN
26
36
Aktion Bauernhausforschung in der Schweiz
NaN
Schweizerische Gesellschaft für Volkskunde
Project funding (Div. I-III)
Project funding
Schweizerische Gesellschaft für Volkskunde
NPO (Biblioth., Museen, Verwalt.) - NPO
10403
Ethnology
Human and Social Sciences;Ethnology, social an...
01.10.1975
30.09.1976
225000.00
NaN
27
37
Erschliessung und Inventarisierung des Nachlas...
NaN
Kuratorium Carl J. Burckhardt
Project funding (Div. I-III)
Project funding
Kuratorium Carl J. Burckhardt
NPO (Biblioth., Museen, Verwalt.) - NPO
10302
Swiss history
Human and Social Sciences;Theology & religious...
01.10.1975
30.04.1978
179124.00
NaN
28
38
Hateruma, sozio-religiöse Aspekte einer Inselk...
NaN
Ouwehand Cornelius
Project funding (Div. I-III)
Project funding
NaN
Universität Zürich - ZH
10403
Ethnology
Human and Social Sciences;Ethnology, social an...
01.10.1975
31.03.1976
20000.00
NaN
29
39
Chronologie und Oekologie schweizerischer ur- ...
NaN
Bosshard Walter
Project funding (Div. I-III)
Project funding
Eidg. Forschungsanstalt für Wald, Schnee und L...
Eidg. Forschungsanstalt für Wald,Schnee,Land -...
10402
Archaeology
Human and Social Sciences;Theology & religious...
01.10.1975
30.09.1978
445198.00
NaN
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
63939
170414
Gleichstellungspolitik öffentlicher Arbeitgebe...
Equal Opportunity Policies of Public Employers...
Fuchs Gesine
Publication grants
Science communication
Institut Sozialmanagement und Sozialpolitik Ho...
Hochschule Luzern - HSLU
10202
Political science
Human and Social Sciences;Sociology, social wo...
01.08.2016
31.07.2017
1898.00
Gleichstellungspolitik;Betriebliche Gleichstel...
63940
170473
Johann Ferdinand Schor und seine Architekturma...
Johann Ferdinand Schor and his Architectural T...
Šterbová Daniela
International short research visits
Careers
Stiftung Bibliothek Werner Oechslin
NaN
10407
Architecture and Social urban science
Human and Social Sciences;Art studies, musicol...
01.07.2016
30.09.2016
9300.00
Architectural education;Manuscripts of lecture...
63941
170478
Cascading uncertainties in coupled component m...
Cascading uncertainties in coupled component m...
Zischg Andreas Paul
International short research visits
Careers
School of Geographical Sciences University of ...
NaN
20705
Hydrology, Limnology, Glaciology
Mathematics, Natural- and Engineering Sciences...
01.08.2016
31.10.2016
9500.00
sensitivity analysis;uncertainty propagation i...
63942
170510
Ist Addieren schwieriger als Multiplizieren in...
Is addying more difficult than multiplying in ...
Ziegler Esther
International short research visits
Careers
NaN
NaN
10105
Psychology
Human and Social Sciences;Psychology, educatio...
01.07.2016
31.07.2016
4000.00
Educational psychology;Mathematics instruction...
63943
170707
Halogenated Greenhouse Gases on a Global Scale
Halogenated Greenhouse Gases on a Global Scale
Vollmer Martin K.
International short research visits
Careers
CSIRO Marine and Atmospheric Research
NaN
20704
Climatology. Atmospherical Chemistry, Aeronomoy
Mathematics, Natural- and Engineering Sciences...
01.08.2016
31.10.2016
11000.00
mass spectrometry;hydrofluoroolefines;ozone de...
63944
170714
Modern Dance and Hollywood. A Transatlantic Ap...
Modern Dance and Hollywood. A Transatlantic Ap...
Köhler Kristina
International short research visits
Careers
NaN
NaN
10406
Theater and Cinema
Human and Social Sciences;Art studies, musicol...
01.07.2016
31.08.2016
7500.00
Weimar Cinema;transatlantic cross-cultural tra...
63945
170715
Evolving bedrock erosion from modelled cosmoge...
Evolving bedrock erosion from modelled cosmoge...
Norton Kevin Patrick
International short research visits
Careers
Departement Geographie, SIE Universität Zürich
NaN
20702
Geomorphology
Mathematics, Natural- and Engineering Sciences...
01.08.2016
30.09.2016
8000.00
Surface exposure dating;10Be;Erosion;Modelling...
63946
170716
The creation of a thick labor market between S...
The creation of a thick labor market between S...
Beerli Andreas
International short research visits
Careers
CReAM Department of Economics University Colle...
NaN
10203
Economics
Human and Social Sciences;Economics, law
01.09.2016
30.11.2016
9300.00
thick labor market;agglomoration economies;fre...
63947
170718
Unraveling the mechanism of dendritic cell mat...
Unraveling the mechanism of dendritic cell mat...
Kashyap Abhishek
International short research visits
Careers
NaN
NaN
30103
Cellular Biology, Cytology
Biology and Medicine;Basic Biological Research
01.08.2016
30.09.2016
7000.00
immunotherapy;dendritic cells;microtubule disr...
63948
170762
Effect of Material, Pore Size, and Configurati...
Effect of Material, Pore Size, and Configurati...
Howe Kerry
International short research visits
Careers
Eawag
NaN
20511
Other disciplines of Engineering Sciences
Mathematics, Natural- and Engineering Sciences...
01.09.2016
31.10.2016
6000.00
gravity-driven membrane filtration;membrane fo...
63949
170806
Spatial and temporal dynamics of N2O fluxes an...
Spatial and temporal dynamics of N2O fluxes an...
Barthel Matthias
International short research visits
Careers
Catholic University of Bukavu
NaN
20701
Pedology
Mathematics, Natural- and Engineering Sciences...
01.09.2016
30.09.2016
4500.00
nitrous oxide;stable isotopes;eddy covariance
63950
170812
Formes d'Europe : de l'Union européenne et d'...
Forms of Europe : of the European Union and of...
Grin Gilles
Scientific Conferences
Science communication
Fondation Jean Monnet pour l'Europe Centre de ...
NPO (Biblioth., Museen, Verwalt.) - NPO
10202
Political science
Human and Social Sciences;Sociology, social wo...
01.10.2016
31.12.2016
2800.00
Union européenne;intégration européenne;intégr...
63951
170813
NRP68 partial synthesis on spatial development...
NRP68 partial synthesis on spatial development...
Grêt-Regamey Adrienne
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Planning of Landscape and Urban Systems Instit...
ETH Zürich - ETHZ
20511
Other disciplines of Engineering Sciences
Mathematics, Natural- and Engineering Sciences...
01.10.2016
30.09.2017
99952.00
Synthesis;Spatial Planning;Soil resources
63952
170814
Thematic Synthesis NRP68: Soil Data, Methods a...
NaN
Keller Armin
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschungsanstalt Agroscope Reckenholz-Tänikon...
Forschungsanstalten Agroscope - AGS
20701
Pedology
Mathematics, Natural- and Engineering Sciences...
01.10.2016
31.12.2017
98040.00
soil survey;cost benefit analysis;soil informa...
63953
170815
Towards Sustainable Soil Policy - Thematic Syn...
NaN
Walter Felix
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschung und Beratung in Wirtschaft und Polit...
Firmen/Privatwirtschaft - FP
10202
Political science
Human and Social Sciences;Sociology, social wo...
01.09.2016
28.02.2018
100000.00
food production;governance;spatial development...
63954
170817
Genomics of temperature tolerance in the ecolo...
Genomics of temperature tolerance in the ecolo...
Yampolsky Lev
International short research visits
Careers
Zoologisches Institut Universität Basel
NaN
30202
Zoology
Biology and Medicine;General Biology
01.09.2016
30.11.2016
10500.00
Genomics;temperature;local adaptation;antioxida
63955
170883
Does Religion Make a Difference? Discourses an...
Does Religion Make a Difference? Discourses an...
Köhrsen Jens-Ole
International Exploratory Workshops
Science communication
Zentrum für Religion, Wirtschaft und Politik T...
Universität Basel - BS
10102
Religious sciences, Theology
Human and Social Sciences;Theology & religious...
01.10.2016
31.12.2016
10030.00
Religion;Development;Global South;Sustainabili...
63956
170893
Cortical EEG- and MEG-sources of complex menta...
Cortical EEG- and MEG-sources of complex menta...
Milz Patricia
International short research visits
Careers
Abteilung für Neuropsychologie Zentrum für Kog...
NaN
30302
Neurophysiology and Brain Research
Biology and Medicine;Basic Medical Sciences
01.08.2016
31.10.2016
7870.00
complex mental processing;EEG;MEG;inter-indivi...
63957
170894
Towards the fetal connectome: developing diffu...
Towards the fetal connectome: developing diffu...
Kuklisova Murgasova Maria
International short research visits
Careers
NaN
NaN
20504
Electrical Engineering
Mathematics, Natural- and Engineering Sciences...
01.08.2016
31.08.2016
3150.00
Diffusion MRI;In-vivo fetal imaging;Mathematic...
63958
170953
Conference "Human : Non-Human: Body, things, a...
NaN
Malinar Angelika
Scientific Conferences
Science communication
Abteilung für Indologie Universität Zürich
Universität Zürich - ZH
10503
Other languages and literature
Human and Social Sciences;Linguistics and lite...
01.10.2016
31.12.2016
10600.00
Asia and Europe;Posthumanism;environmentalism;...
63959
171009
Inventer la littérature médiévale (XVIe-XVIIe ...
Inventing medieval literature (16th-17th century)
Dahhaoui Yann
Scientific Conferences
Science communication
Institut Religions, Cultures, Modernité FTSR U...
Université de Lausanne - LA
10301
History in general
Human and Social Sciences;Theology & religious...
01.10.2016
31.12.2016
2515.00
Histoire des savoirs;Histoire de l'érudition;H...
63960
171100
Numerical and field study of Argentinian and N...
Numerical and field study of Argentinian and N...
Manzella Irene
International short research visits
Careers
NaN
NaN
20801
Geology
Mathematics, Natural- and Engineering Sciences...
01.10.2016
31.10.2016
3500.00
rock avalanches ;numerical modelling;field stu...
63961
171106
Anisotropic particles at fluid interfaces: the...
Anisotropic particles at fluid interfaces: the...
Senbil Nesrin
International short research visits
Careers
Department of Physics University of Massachusetts
NaN
20409
Other disciplines of Physics
Mathematics, Natural- and Engineering Sciences...
01.10.2016
31.10.2016
4000.00
fluid interfaces;anisotropic colloids;Contact ...
63962
171112
From the barricades into politics: the role of...
From the barricades into politics: the role of...
Grano Simona Alba
International short research visits
Careers
NaN
NaN
10202
Political science
Human and Social Sciences;Sociology, social wo...
01.09.2016
30.09.2016
3550.00
Social activists;environmental politics
63963
171113
La fin de l'intériorité ?
La fin de l'intériorité ?
Pierron Nathalie
Scientific Conferences
Science communication
Haute École d'art et de design - Genève HES-SO
HES de Suisse occidentale - HES-SO
10603
Arts
Human and Social Sciences;Art studies, musicol...
01.10.2016
31.12.2016
3000.00
architecture d'intérieur;espace;architecture;t...
63964
171114
Faulheit – Spielformen des Faulen
NaN
Stetter Bitten
Scientific Conferences
Science communication
Departement Design Zürcher Hochschule der Küns...
Zürcher Fachhochschule (ohne PH) - ZFH
10603
Arts
Human and Social Sciences;Art studies, musicol...
01.10.2016
31.12.2016
1000.00
Cultural Studies;Sociology;Design Research;Phi...
63965
171126
Sound Colour Space - Abschlusstagung
Sound Colour Space - Final Conference
Neukom Martin
Scientific Conferences
Science communication
Institute Performing Arts and Film Zürcher Hoc...
Zürcher Fachhochschule (ohne PH) - ZFH
10604
Music, Theatre
Human and Social Sciences;Art studies, musicol...
01.09.2016
30.11.2016
2000.00
Diagrammatologie;Klangfarbe;Tonsysteme;Farbe/T...
63966
171130
Combining Brain-Computer Interfaces and Neurom...
Combining Brain-Computer Interfaces and Neurom...
Millán José del R.
International short research visits
Careers
Department of Electrical Engineering and Compu...
NaN
20511
Other disciplines of Engineering Sciences
Mathematics, Natural- and Engineering Sciences...
01.09.2016
31.12.2016
10500.00
brain-computer interfaces;transcranical direct...
63967
171131
Computational optimization of a model-based in...
Computational optimization of a model-based in...
Szilágyi Sándor Miklós
International short research visits
Careers
Département de Biologie Faculté des Sciences U...
NaN
30102
Molecular Biology
Biology and Medicine;Basic Biological Research
01.09.2016
30.11.2016
9500.00
Circadian Oscialltor;Delayed differential equa...
63968
171414
Growth Kinetics Interaction of Staphylococcus ...
Growth Kinetics Interaction of Staphylococcus ...
Frey Pascal
International short research visits
Careers
The Forsyth Institute Department of Microbiolo...
NaN
30307
Medical Microbiology
Biology and Medicine;Basic Medical Sciences
01.10.2016
30.11.2016
7000.00
Bacterial growth interaction;Dolosigranulum pi...
63969 rows × 15 columns
In [3]:
# Here is the total number of rows we will have to deal with
len(p3_grant_export_data.index)
Out[3]:
63969
In [4]:
# We keep only the rows which mention how much money has been granted (the amount column starts by a number)
# ie : we keep rows where the 'Approved Amount' column starts with a number
p3_grant_export_data = p3_grant_export_data[p3_grant_export_data['Approved Amount'].apply(lambda x : x[0].isdigit())]
In [5]:
# Almost 200k rows have been removed
p3_grant_export_data.size
Out[5]:
795885
In [6]:
# We don't need this data
p3_grant_export_data = p3_grant_export_data.drop(p3_grant_export_data.columns[[0]], axis = 1)
p3_grant_export_data = p3_grant_export_data.drop(['Project Title', 'Project Title English', 'Responsible Applicant', 'Discipline Number', 'Discipline Name', 'Discipline Name Hierarchy', 'Keywords'], axis=1)
p3_grant_export_data.size
Out[6]:
371413
First, we will locate projcets according to the University name. We will ignore all project in which the University is not mentioned : we assume that if it's not, the project is probably outside Switzerland. If we have the time, a better solution would be taking the institution's location into account as well.
In [7]:
# Removing rows in which University is not mentioned
# p3_grant_export_data = p3_grant_export_data.dropna(subset=['University'])
# p3_grant_export_data.size
In [8]:
p3_grant_export_data
Out[8]:
Funding Instrument
Funding Instrument Hierarchy
Institution
University
Start Date
End Date
Approved Amount
0
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.10.1975
30.09.1976
11619.00
1
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1976
41022.00
2
Project funding (Div. I-III)
Project funding
Kommission für das Corpus philosophorum medii ...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.03.1976
28.02.1985
79732.00
3
Project funding (Div. I-III)
Project funding
Abt. Handschriften und Alte Drucke Bibliothek ...
Universität Basel - BS
01.10.1975
30.09.1976
52627.00
4
Project funding (Div. I-III)
Project funding
Schweiz. Thesauruskommission
NPO (Biblioth., Museen, Verwalt.) - NPO
01.01.1976
30.04.1978
120042.00
5
Project funding (Div. I-III)
Project funding
Séminaire de politique économique, d'économie ...
Université de Fribourg - FR
01.01.1976
31.12.1978
53009.00
6
Project funding (Div. I-III)
Project funding
Institut für ökumenische Studien Université de...
Université de Fribourg - FR
01.01.1976
31.12.1976
25403.00
7
Project funding (Div. I-III)
Project funding
Ostasiatisches Seminar Universität Zürich
Universität Zürich - ZH
01.10.1975
31.03.1977
47100.00
8
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
01.10.1975
31.03.1977
25814.00
9
Project funding (Div. I-III)
Project funding
Laboratoire de Didactique et Epistémologie des...
Université de Genève - GE
01.10.1975
30.09.1978
360000.00
10
Project funding (Div. I-III)
Project funding
Klinische Psychologie und Psychotherapie Insti...
Université de Fribourg - FR
01.10.1975
31.12.1978
153886.00
11
Project funding (Div. I-III)
Project funding
Schweizerische Rechtsquellen c/o Universität Z...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.09.1978
862200.00
12
Project funding (Div. I-III)
Project funding
Département de Sociologie Faculté des Sciences...
Université de Genève - GE
01.10.1975
30.09.1977
116991.00
13
Project funding (Div. I-III)
Project funding
Institut für Volkswirtschaft WWZ / FGS Univers...
Universität Basel - BS
01.10.1975
31.12.1978
112664.00
14
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
01.10.1975
31.12.1975
5000.00
15
Project funding (Div. I-III)
Project funding
Forschungszentrum FAL
Université de Fribourg - FR
01.10.1975
30.09.1977
204018.00
16
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1977
149485.00
17
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
01.01.1976
31.08.1977
83983.00
18
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.01.1976
31.12.1976
38152.00
19
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
01.12.1975
31.01.1977
14138.00
20
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1978
164602.00
21
Project funding (Div. I-III)
Project funding
NaN
Universität Bern - BE
01.10.1975
30.04.1978
147795.00
22
Project funding (Div. I-III)
Project funding
Forschungsbereich Politisches Verhalten und Oe...
Universität Zürich - ZH
01.01.1976
30.06.1977
24552.00
23
Project funding (Div. I-III)
Project funding
Département des langues et des littératures fr...
Université de Genève - GE
01.10.1975
30.09.1978
44802.00
24
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.01.1976
31.12.1979
56000.00
25
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.10.1975
30.09.1977
152535.00
26
Project funding (Div. I-III)
Project funding
Schweizerische Gesellschaft für Volkskunde
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.09.1976
225000.00
27
Project funding (Div. I-III)
Project funding
Kuratorium Carl J. Burckhardt
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.04.1978
179124.00
28
Project funding (Div. I-III)
Project funding
NaN
Universität Zürich - ZH
01.10.1975
31.03.1976
20000.00
29
Project funding (Div. I-III)
Project funding
Eidg. Forschungsanstalt für Wald, Schnee und L...
Eidg. Forschungsanstalt für Wald,Schnee,Land -...
01.10.1975
30.09.1978
445198.00
...
...
...
...
...
...
...
...
63939
Publication grants
Science communication
Institut Sozialmanagement und Sozialpolitik Ho...
Hochschule Luzern - HSLU
01.08.2016
31.07.2017
1898.00
63940
International short research visits
Careers
Stiftung Bibliothek Werner Oechslin
NaN
01.07.2016
30.09.2016
9300.00
63941
International short research visits
Careers
School of Geographical Sciences University of ...
NaN
01.08.2016
31.10.2016
9500.00
63942
International short research visits
Careers
NaN
NaN
01.07.2016
31.07.2016
4000.00
63943
International short research visits
Careers
CSIRO Marine and Atmospheric Research
NaN
01.08.2016
31.10.2016
11000.00
63944
International short research visits
Careers
NaN
NaN
01.07.2016
31.08.2016
7500.00
63945
International short research visits
Careers
Departement Geographie, SIE Universität Zürich
NaN
01.08.2016
30.09.2016
8000.00
63946
International short research visits
Careers
CReAM Department of Economics University Colle...
NaN
01.09.2016
30.11.2016
9300.00
63947
International short research visits
Careers
NaN
NaN
01.08.2016
30.09.2016
7000.00
63948
International short research visits
Careers
Eawag
NaN
01.09.2016
31.10.2016
6000.00
63949
International short research visits
Careers
Catholic University of Bukavu
NaN
01.09.2016
30.09.2016
4500.00
63950
Scientific Conferences
Science communication
Fondation Jean Monnet pour l'Europe Centre de ...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.2016
31.12.2016
2800.00
63951
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Planning of Landscape and Urban Systems Instit...
ETH Zürich - ETHZ
01.10.2016
30.09.2017
99952.00
63952
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschungsanstalt Agroscope Reckenholz-Tänikon...
Forschungsanstalten Agroscope - AGS
01.10.2016
31.12.2017
98040.00
63953
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschung und Beratung in Wirtschaft und Polit...
Firmen/Privatwirtschaft - FP
01.09.2016
28.02.2018
100000.00
63954
International short research visits
Careers
Zoologisches Institut Universität Basel
NaN
01.09.2016
30.11.2016
10500.00
63955
International Exploratory Workshops
Science communication
Zentrum für Religion, Wirtschaft und Politik T...
Universität Basel - BS
01.10.2016
31.12.2016
10030.00
63956
International short research visits
Careers
Abteilung für Neuropsychologie Zentrum für Kog...
NaN
01.08.2016
31.10.2016
7870.00
63957
International short research visits
Careers
NaN
NaN
01.08.2016
31.08.2016
3150.00
63958
Scientific Conferences
Science communication
Abteilung für Indologie Universität Zürich
Universität Zürich - ZH
01.10.2016
31.12.2016
10600.00
63959
Scientific Conferences
Science communication
Institut Religions, Cultures, Modernité FTSR U...
Université de Lausanne - LA
01.10.2016
31.12.2016
2515.00
63960
International short research visits
Careers
NaN
NaN
01.10.2016
31.10.2016
3500.00
63961
International short research visits
Careers
Department of Physics University of Massachusetts
NaN
01.10.2016
31.10.2016
4000.00
63962
International short research visits
Careers
NaN
NaN
01.09.2016
30.09.2016
3550.00
63963
Scientific Conferences
Science communication
Haute École d'art et de design - Genève HES-SO
HES de Suisse occidentale - HES-SO
01.10.2016
31.12.2016
3000.00
63964
Scientific Conferences
Science communication
Departement Design Zürcher Hochschule der Küns...
Zürcher Fachhochschule (ohne PH) - ZFH
01.10.2016
31.12.2016
1000.00
63965
Scientific Conferences
Science communication
Institute Performing Arts and Film Zürcher Hoc...
Zürcher Fachhochschule (ohne PH) - ZFH
01.09.2016
30.11.2016
2000.00
63966
International short research visits
Careers
Department of Electrical Engineering and Compu...
NaN
01.09.2016
31.12.2016
10500.00
63967
International short research visits
Careers
Département de Biologie Faculté des Sciences U...
NaN
01.09.2016
30.11.2016
9500.00
63968
International short research visits
Careers
The Forsyth Institute Department of Microbiolo...
NaN
01.10.2016
30.11.2016
7000.00
53059 rows × 7 columns
Using only university names as a parametrer for geolocators isn't enough, because we get about half of the results.
A better idea would be using university name, and if there is no result, using the institution name as a second chance.
We will then take both universities and institution names into account in order to do our research:
1) Create initial data containers :
- a key-value (name-canton) dictionary for universities and institutions :
-['University', 'Canton'] and ['Institution', 'Canton']
- a table that contains all cantons that have been found
2) Go trough the dataframe:
In [9]:
# Let's start by creating our geolocator. We will use Google Maps API :
googlemapsapikeyjson = json.loads(open('google_maps_api_keys.json').read())
# We might need several API keys, to make a potentially huge number of requests
googlemapsapikeys = googlemapsapikeyjson['keys']
In [10]:
# Specifying the region for the geolocator: for instance, University of Geneva might be localized in the US !
test_geolocator = geopy.geocoders.GoogleV3(api_key=googlemapsapikeys[0])
test_university_geneva = test_geolocator.geocode("University of Geneva", region='ch')
test_university_geneva
Out[10]:
Location(International University in Geneva, Route de Pré-Bois 20, 1215 Meyrin, Switzerland, (46.2243735, 6.1008613, 0.0))
Now let's start by creating the indexes for universities and institutions :
In [11]:
try:
university_canton_dict = json.loads(open('university_canton_dict.json').read())
except FileNotFoundError:
print('The dictionary for universities has not been saved yet. Let''s create a new dictionary.')
university_canton_dict = {}
try:
institution_canton_dict = json.loads(open('institution_canton_dict.json').read())
except FileNotFoundError:
print('The dictionary for institutions has not been saved yet. Let''s create a new dictionary.')
institution_canton_dict = {}
We excpect some dirty values if the dataframe, so we are anticipate the problems:
In [12]:
# We can already add the values in our dataframe that won't lead to an address
university_canton_dict['Nicht zuteilbar - NA'] = {'long_name': 'N/A', 'short_name': 'N/A'} # it means "Not Available" in German !
institution_canton_dict['NaN'] = {'long_name': 'N/A', 'short_name': 'N/A'}
institution_canton_dict['nan'] = {'long_name': 'N/A', 'short_name': 'N/A'}
We will need to log the next steps in order de debug easily the part of code related to geolocation... It seems like it's hard to create a log file in iPython, so we adapted the following of code. Basically, it writes to a file named geolocation.log
In [13]:
# set root logger level
root_logger = logging.getLogger()
root_logger.setLevel(logging.DEBUG)
# setup custom logger
logger = logging.getLogger(__name__)
handler = logging.FileHandler('geolocation.log')
formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
handler.setFormatter(formatter)
logger.addHandler(handler)
# log
logger.info('This file is used to debug the next code part related to geolocation of universities/institutions')
It's rather dirty, but we will need more than one API key to make all the requests we need for our data. So we created several Google API keys and switch the key each time the current one cannot be used anymore ! Here is the main code to get all the cantons that we will associate with our dataframe:
In [14]:
# We create tables that will contains every canton we find, so we'll be able to match it with the dataframe at the end.
logger.debug('Beginning of geolocation : creating canton tables')
canton_shortname_table = [] # eg: VD
canton_longname_table = []# eg: Vaud
# number of rows analysed. Can be limited for debuging (eg : 10) because the number of requests to Google Maps API is limited !
MAX_ROWS = math.inf # values between 0 and math.inf
row_counter = 0 # will be incremented each time we iterate over a row
# maximum duration of a query to the geocoder, in seconds
geocoder_timeout = 5
# We're going to use more than one API key if we want to make all the requests !! :@
# Keys are referenced in a table, se we start with the first key:
APIkeynumber = 0
# This function definition makes the geolocator "stubborn" : it uses all the keys that are available and if it gets a timeout error, it just tries again !
def stubborn_geocode(geolocator, address):
global APIkeynumber
try:
geolocator = geopy.geocoders.GoogleV3(api_key=googlemapsapikeys[APIkeynumber])
return geolocator.geocode(address, region='ch', timeout=geocoder_timeout)
except geopy.exc.GeocoderTimedOut:
print("Error : the geocoder timed out. Let's try again...")
return stubborn_geocode(geolocator, address)
except geopy.exc.GeocoderQuotaExceeded:
print("Error : 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. Let's try again with a different key...")
APIkeynumber = APIkeynumber + 1
try:
print("Trying API key n°" + str(APIkeynumber) + "...")
return stubborn_geocode(geolocator, address)
except IndexError:
print("Error : Out of API keys ! We need to request another API key from Google :(")
print("When you get a new API key, add it to the json file containing the others keys.")
# We have to stop there... the error will be raised and the execution stopped.
raise
# Go through the dataframe that contains all universities and institutions
for index, row in p3_grant_export_data.iterrows():
logger.debug("Iterating over row n°" + str(row_counter) + ":")
# initialize variables that will contain canton name for the current row
canton_longname = 'N/A'
canton_shortname = 'N/A'
# Check if the university name exists in our index
university_name = row['University']
institution_name = row['Institution']
if university_name in university_canton_dict:
# The university has already been located. Let's add the canton to the canton table
if university_canton_dict[university_name]['long_name'] is not None:
logger.debug('University already exists in dictionary (' + university_canton_dict[university_name]['long_name'] + ')')
else:
logger.debug('University already exists in dictionary, but no canton is associated to it (it might be outside Switzerland).')
canton_longname = university_canton_dict[university_name]['long_name']
canton_shortname = university_canton_dict[university_name]['short_name']
elif institution_name in institution_canton_dict:
# The institution has already ben located, so we add its canton to the canton table
logger.debug('University wasn''t found, but institution already exists in dictionary (' + institution_canton_dict[institution_name]['long_name'] + ')')
canton_longname = institution_canton_dict[institution_name]['long_name']
canton_shortname = institution_canton_dict[institution_name]['short_name']
else:
# Nor the university neither the institution has been found yet, so we have to geolocate it
logger.debug(str(university_name) + ' / ' + str(institution_name) + ' not found in dictionaries, geolocating...')
adr = stubborn_geocode(geolocator, university_name)
if adr is None:
# No address has been found for this University. So we have to do the same with Institution
adr = stubborn_geocode(geolocator, institution_name)
# Now, the address should have been found, either by locating the university or the institution
if adr is not None:
# Check if it's a Swiss address and finds the right canton
try:
swiss_address = False
for i in adr.raw['address_components']:
if i["types"][0] == "country" and i["long_name"] == "Switzerland":
# The address is located in Switerland
swiss_address = True
# So, we go on only if we found a Swiss address. Otherwise, there is no point to continue.
if swiss_address:
for i in adr.raw['address_components']:
if i["types"][0] == "administrative_area_level_1":
# We found a canton !
canton_longname = (i['long_name'])
canton_shortname = (i['short_name'])
break
except IndexError:
# I don't know where this error comes from exactly, just debugging... it just comes from this line :
# if i["types"][0] == "country" and i["long_name"] == "Switzerland":
# For the moment I assume that the the address doesn't match the requirements, so it should not be located in Switzerland
# Thus, we just forget it and look for the next address.
print("IndexError : no canton found for the current row")
except KeyError:
print("KeyError : no canton found for the current row")
print("Current item: n°" + str(len(canton_shortname_table)))
# The address doesn't act as excpected. There are two possibilities :
# - The address doesn't contain the field related to the canton
# - The address doesn't contain the field related to the country
# So we don't consider this address as a Swiss one and we give up with this one.
# Let's add what we found about the canton !
# If we didn't find any canton for the current university/institution, it will just append 'N/A' to the tables.
logger.debug("Appending canton to the table: " + canton_longname)
canton_shortname_table.append(canton_shortname)
canton_longname_table.append(canton_longname)
# We also add it to the university/institution dictionary, in order to limit the number of requests
university_canton_dict[university_name] = {}
university_canton_dict[university_name]['short_name'] = canton_shortname
university_canton_dict[university_name]['long_name'] = canton_longname
institution_canton_dict[institution_name] = {}
institution_canton_dict[institution_name]['short_name'] = canton_shortname
institution_canton_dict[institution_name]['long_name'] = canton_longname
row_counter = row_counter + 1
if row_counter >= MAX_ROWS:
print("Maximum number of rows reached ! (" + str(MAX_ROWS) + ")")
print("Increase the MAX_ROWS variable to analyse more locations")
print("No limit : MAX_ROWS = maths.inf")
break
In [15]:
# We have the table containing all cantons !
len(canton_shortname_table)
Out[15]:
53059
In [16]:
canton_longname_table
Out[16]:
['N/A',
'Genève',
'Zurich',
'Basel-Stadt',
'Zurich',
'Fribourg',
'Fribourg',
'Zürich',
'Vaud',
'Genève',
'Fribourg',
'Zurich',
'Genève',
'Basel-Stadt',
'Zürich',
'Fribourg',
'Genève',
'Zürich',
'N/A',
'Vaud',
'Genève',
'Canton of Bern',
'Zürich',
'Genève',
'N/A',
'N/A',
'Zurich',
'Zurich',
'Zürich',
'Vaud',
'Zurich',
'Zurich',
'Basel-Stadt',
'Zurich',
'Genève',
'Zurich',
'N/A',
'Zurich',
'Canton of Neuchâtel',
'Genève',
'Genève',
'N/A',
'Fribourg',
'Canton of Bern',
'Zürich',
'Basel-Stadt',
'Basel-Stadt',
'Zurich',
'Basel-Stadt',
'Genève',
'N/A',
'Vaud',
'Zurich',
'Canton of Neuchâtel',
'Zurich',
'Genève',
'Geneva',
'Vaud',
'Zurich',
'Canton of Bern',
'Genève',
'Fribourg',
'Zurich',
'Canton of Neuchâtel',
'Canton of Bern',
'Zurich',
'Zürich',
'Fribourg',
'Zurich',
'Genève',
'Genève',
'Fribourg',
'Zürich',
'Zurich',
'Zurich',
'Zurich',
'Zürich',
'Zurich',
'Geneva',
'Canton of Bern',
'N/A',
'Canton of Bern',
'Sankt Gallen',
'Canton of Bern',
'Canton of Bern',
'Zürich',
'Zürich',
'Zurich',
'Sankt Gallen',
'Aargau',
'Zürich',
'Zürich',
'Zürich',
'Zurich',
'Zurich',
'Zurich',
'Genève',
'Zurich',
'Genève',
'Vaud',
'Basel-Stadt',
'Zürich',
'Canton of Bern',
'Zurich',
'Basel-Stadt',
'Canton of Bern',
'Canton of Neuchâtel',
'Zurich',
'Canton of Bern',
'Zurich',
'N/A',
'Sankt Gallen',
'Zürich',
'Canton of Bern',
'N/A',
'Vaud',
'N/A',
'Zurich',
'Canton of Neuchâtel',
'Fribourg',
'Genève',
'Canton of Bern',
'Zürich',
'N/A',
'N/A',
'Zurich',
'Fribourg',
'Canton of Neuchâtel',
'Zurich',
'Zurich',
'N/A',
'Fribourg',
'Fribourg',
'Zurich',
'Zurich',
'N/A',
'Zurich',
'Geneva',
'Grisons',
'Zürich',
'Genève',
'Basel-Stadt',
'Vaud',
'Fribourg',
'Zurich',
'Zurich',
'Genève',
'Zurich',
'Canton of Neuchâtel',
'Canton of Bern',
'Genève',
'Canton of Bern',
'Canton of Bern',
'Genève',
'N/A',
'Genève',
'Zurich',
'Canton of Bern',
'Sankt Gallen',
'Sankt Gallen',
'Geneva',
'Genève',
'Genève',
'Canton of Neuchâtel',
'N/A',
'Sankt Gallen',
'Zurich',
'Fribourg',
'Genève',
'Zurich',
'Fribourg',
'N/A',
'Canton of Bern',
'Canton of Bern',
'Vaud',
'Fribourg',
'Canton of Neuchâtel',
'Sankt Gallen',
'Zurich',
'Genève',
'N/A',
'N/A',
'Zurich',
'Sankt Gallen',
'N/A',
'Canton of Neuchâtel',
'Zürich',
'Genève',
'Genève',
'Zürich',
'Fribourg',
'Canton of Bern',
'N/A',
'Zurich',
'Basel-Stadt',
'Genève',
'Vaud',
'Genève',
'Fribourg',
'Canton of Bern',
'Sankt Gallen',
'Zürich',
'Canton of Bern',
'Canton of Bern',
'Canton of Bern',
'Sankt Gallen',
'Zurich',
'Zurich',
'Sankt Gallen',
'Basel-Stadt',
'Vaud',
'Sankt Gallen',
'Genève',
'N/A',
'Zürich',
'Zurich',
'Zürich',
'Zürich',
'Zürich',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Geneva',
'N/A',
'Basel-Stadt',
'Zurich',
'Fribourg',
'Geneva',
'N/A',
'Genève',
'N/A',
'Canton of Bern',
'Vaud',
'Zurich',
'Vaud',
'Sankt Gallen',
'Zurich',
'N/A',
'Canton of Neuchâtel',
'Zurich',
'Zurich',
'Canton of Bern',
'N/A',
'N/A',
'N/A',
'Zurich',
'Fribourg',
'Zurich',
'N/A',
'Vaud',
'Zürich',
'Zurich',
'N/A',
'Zurich',
'Vaud',
'Zurich',
'N/A',
'Sankt Gallen',
'Zürich',
'Basel-Stadt',
'Zurich',
'Sankt Gallen',
'Vaud',
'N/A',
'Fribourg',
'Sankt Gallen',
'Zurich',
'Genève',
'Aargau',
'Genève',
'Basel-Stadt',
'Zurich',
'N/A',
'Genève',
'Zürich',
'Sankt Gallen',
'Zürich',
'Genève',
'Zürich',
'Genève',
'Vaud',
'Fribourg',
'Zurich',
'Fribourg',
'Zurich',
'Zurich',
'Fribourg',
'Genève',
'Vaud',
'Zurich',
'Genève',
'Canton of Bern',
'Genève',
'N/A',
'Zurich',
'Fribourg',
'Sankt Gallen',
'Fribourg',
'N/A',
'Zürich',
'Zürich',
'Fribourg',
'N/A',
'Canton of Bern',
'Genève',
'Zurich',
'N/A',
'Genève',
'Luzern',
'Canton of Bern',
'N/A',
'Geneva',
'Zurich',
'Genève',
'Zurich',
'Zürich',
'Zürich',
'Zürich',
'Geneva',
'Zürich',
'Zurich',
'Basel-Stadt',
'Zurich',
'Zurich',
'Zurich',
'Basel-Stadt',
'Zürich',
'Zurich',
'Genève',
'Zürich',
'Basel-Stadt',
'Zurich',
'N/A',
'Sankt Gallen',
'Zurich',
'N/A',
'Zürich',
'Zurich',
'N/A',
'N/A',
'Zurich',
'Zurich',
'Zurich',
'Genève',
'Zurich',
'Zürich',
'Zürich',
'Zürich',
'Basel-Stadt',
'Zurich',
'N/A',
'Basel-Stadt',
'N/A',
'Basel-Stadt',
'Vaud',
'Fribourg',
'Canton of Bern',
'Canton of Bern',
'Zürich',
'Vaud',
'Zurich',
'N/A',
'Vaud',
'Zürich',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Luzern',
'Basel-Stadt',
'Fribourg',
'Canton of Bern',
'Zurich',
'Vaud',
'Sankt Gallen',
'Fribourg',
'Genève',
'Zurich',
'Canton of Bern',
'N/A',
'N/A',
'Fribourg',
'Sankt Gallen',
'Vaud',
'Vaud',
'N/A',
'Fribourg',
'Zürich',
'Zurich',
'Zürich',
'Fribourg',
'Zürich',
'N/A',
'N/A',
'Genève',
'Fribourg',
'Canton of Bern',
'Fribourg',
'Zürich',
'Genève',
'Vaud',
'Sankt Gallen',
'N/A',
'Basel-Stadt',
'N/A',
'Canton of Bern',
'Vaud',
'Zurich',
'Genève',
'Zurich',
'Genève',
'Zurich',
'Genève',
'Genève',
'Fribourg',
'Zurich',
'Zürich',
'Fribourg',
'Geneva',
'Basel-Stadt',
'Geneva',
'Canton of Neuchâtel',
'Zürich',
'Zürich',
'Genève',
'Fribourg',
'Zurich',
'Genève',
'N/A',
'Canton of Bern',
'Basel-Stadt',
'Zurich',
'Canton of Bern',
'Canton of Bern',
'Genève',
'Vaud',
'Zurich',
'Sankt Gallen',
'Zurich',
'Vaud',
'Genève',
'Fribourg',
'Vaud',
'Zürich',
'Aargau',
'N/A',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Fribourg',
'Zurich',
'Zurich',
'Canton of Neuchâtel',
'Genève',
'Fribourg',
'Canton of Bern',
'Zürich',
'N/A',
'Geneva',
'Basel-Stadt',
'Zurich',
'Zurich',
'Sankt Gallen',
'Zürich',
'Zürich',
'Basel-Stadt',
'Canton of Bern',
'Zürich',
'Zurich',
'Genève',
'Genève',
'Zurich',
'Basel-Stadt',
'Canton of Bern',
'Canton of Bern',
'Canton of Bern',
'Genève',
'Zurich',
'N/A',
'Zurich',
'Zurich',
'Sankt Gallen',
'N/A',
'Genève',
'Fribourg',
'N/A',
'Basel-Stadt',
'Genève',
'Zurich',
'Zurich',
'Zürich',
'N/A',
'Vaud',
'Canton of Neuchâtel',
'Genève',
'Sankt Gallen',
'Basel-Stadt',
'Zurich',
'Canton of Bern',
'Vaud',
'Zürich',
'N/A',
'Canton of Neuchâtel',
'Genève',
'N/A',
'N/A',
'N/A',
'Canton of Neuchâtel',
'Zurich',
'Canton of Neuchâtel',
'Zürich',
'Zürich',
'Zurich',
'Zurich',
'Fribourg',
'Zürich',
'Canton of Bern',
'Zürich',
'Basel-Stadt',
'Zürich',
'Zurich',
'N/A',
'Zürich',
'Zürich',
'Canton of Bern',
'Fribourg',
'Zürich',
'Zürich',
'Genève',
'Zurich',
'Canton of Bern',
'Zurich',
'Zurich',
'Vaud',
'Genève',
'Zürich',
'N/A',
'Zurich',
'Fribourg',
'Zurich',
'Genève',
'Zurich',
'Zurich',
'Fribourg',
'Geneva',
'Canton of Bern',
'Genève',
'Basel-Stadt',
'N/A',
'Zurich',
'Genève',
'Genève',
'Zürich',
'Genève',
'Canton of Bern',
'Basel-Stadt',
'Genève',
'Sankt Gallen',
'Zürich',
'Genève',
'Fribourg',
'Canton of Neuchâtel',
'Zurich',
'Genève',
'Fribourg',
'Canton of Bern',
'Zürich',
'N/A',
'Fribourg',
'Zurich',
'Fribourg',
'Zürich',
'Zurich',
'Grisons',
'Fribourg',
'Fribourg',
'Zurich',
'Zurich',
'Sankt Gallen',
'Canton of Bern',
'Zurich',
'N/A',
'Zurich',
'N/A',
'N/A',
'Canton of Bern',
'N/A',
'Zurich',
'Zürich',
'Canton of Neuchâtel',
'Basel-Stadt',
'Sankt Gallen',
'N/A',
'Genève',
'Canton of Bern',
'Zürich',
'Genève',
'Fribourg',
'Genève',
'Geneva',
'Fribourg',
'Sankt Gallen',
'Zürich',
'Genève',
'Canton of Bern',
'Vaud',
'Basel-Stadt',
'N/A',
'Zurich',
'Basel-Stadt',
'Genève',
'Zürich',
'Genève',
'Zürich',
'Genève',
'Zurich',
'Zürich',
'Zurich',
'Zürich',
'Canton of Bern',
'Geneva',
'Genève',
'Sankt Gallen',
'Genève',
'Zurich',
'Basel-Stadt',
'Zurich',
'N/A',
'Zurich',
'Zurich',
'Vaud',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Zürich',
'N/A',
'Canton of Neuchâtel',
'Genève',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'N/A',
'Zürich',
'Basel-Stadt',
'Zurich',
'Canton of Neuchâtel',
'Zurich',
'Zürich',
'Zurich',
'Sankt Gallen',
'N/A',
'Zurich',
'Genève',
'Aargau',
'Genève',
'Fribourg',
'Vaud',
'N/A',
'Zurich',
'Fribourg',
'Basel-Stadt',
'Zürich',
'Zürich',
'Vaud',
'Zurich',
'Canton of Bern',
'Canton of Bern',
'Genève',
'Vaud',
'Basel-Stadt',
'Genève',
'Vaud',
'Zürich',
'Zürich',
'Canton of Bern',
'Canton of Neuchâtel',
'Zurich',
'Vaud',
'Genève',
'Fribourg',
'Zurich',
'Genève',
'Genève',
'Fribourg',
'Genève',
'N/A',
'Fribourg',
'N/A',
'N/A',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Genève',
'Genève',
'Zürich',
'Sankt Gallen',
'Zurich',
'Ticino',
'Genève',
'Aargau',
'Canton of Bern',
'Zurich',
'Vaud',
'N/A',
'Zürich',
'Zürich',
'Zurich',
'Fribourg',
'Zürich',
'Zürich',
'Zurich',
'Basel-Stadt',
'Zürich',
'Zürich',
'Canton of Bern',
'Basel-Stadt',
'Canton of Bern',
'N/A',
'N/A',
'Vaud',
'N/A',
'Zürich',
'Zurich',
'Canton of Bern',
'Zurich',
'Basel-Stadt',
'Zürich',
'Genève',
'N/A',
'Zürich',
'Basel-Stadt',
'Zurich',
'Canton of Bern',
'Zurich',
'N/A',
'Vaud',
'Basel-Stadt',
'Fribourg',
'N/A',
'Genève',
'Zürich',
'Canton of Solothurn',
'Genève',
'Zurich',
'Genève',
'Vaud',
'Zurich',
'Zurich',
'N/A',
'Zurich',
'Zurich',
'Canton of Bern',
'Zürich',
'Canton of Neuchâtel',
'Canton of Bern',
'Genève',
'Basel-Stadt',
'N/A',
'Zurich',
'Zurich',
'Fribourg',
'Canton of Bern',
'Zürich',
'Zürich',
'N/A',
'Fribourg',
'Zürich',
'Canton of Bern',
'Zürich',
'N/A',
'Genève',
'N/A',
'Zürich',
'Zurich',
'Vaud',
'Zürich',
'Fribourg',
'Canton of Neuchâtel',
'Zurich',
'Zurich',
'Fribourg',
'Zurich',
'Genève',
'Canton of Neuchâtel',
'Zürich',
'Zürich',
'Genève',
'Zurich',
'Vaud',
'Genève',
'Sankt Gallen',
'Genève',
'Sankt Gallen',
'N/A',
'Basel-Stadt',
'Zurich',
'Genève',
'Vaud',
'Genève',
'Aargau',
'Canton of Bern',
'Basel-Stadt',
'Zurich',
'Zürich',
'Basel-Stadt',
'Genève',
'Canton of Bern',
'Genève',
'N/A',
'Canton of Bern',
'N/A',
'Aargau',
'Zürich',
'Genève',
'Zürich',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Canton of Neuchâtel',
'Zürich',
'Vaud',
'Zurich',
'N/A',
'N/A',
'Vaud',
'Canton of Bern',
'Zurich',
'N/A',
'Genève',
'Zürich',
'Vaud',
'Zurich',
'Zürich',
'Genève',
'Zürich',
'Genève',
'Genève',
'Geneva',
'Canton of Bern',
'Genève',
'Vaud',
'Genève',
'Zurich',
'Zürich',
'N/A',
'N/A',
'Genève',
'Zurich',
'N/A',
'Basel-Stadt',
'Genève',
'Genève',
'Basel-Stadt',
'N/A',
'N/A',
'Zurich',
'Canton of Bern',
'Canton of Bern',
'Canton of Bern',
'Zürich',
'N/A',
'Zurich',
'Basel-Stadt',
'Canton of Neuchâtel',
'Zürich',
'Zurich',
'Sankt Gallen',
'Genève',
'Fribourg',
'Zürich',
'Zurich',
'Canton of Bern',
'Canton of Bern',
'Zürich',
'Zürich',
'Genève',
'N/A',
'Canton of Bern',
'Fribourg',
'Zurich',
'Canton of Bern',
'Fribourg',
'Zürich',
'Zurich',
'N/A',
'Zurich',
'Zurich',
'Vaud',
'N/A',
'Vaud',
'Basel-Stadt',
'Canton of Bern',
'Zürich',
'Canton of Bern',
'Vaud',
'Zurich',
'Genève',
'Zurich',
'Zürich',
'Genève',
'Zürich',
'Genève',
'Vaud',
'Zurich',
'Sankt Gallen',
'Zurich',
'N/A',
'Vaud',
'N/A',
'Zurich',
'Zurich',
'Fribourg',
'Zurich',
'Zürich',
'Zurich',
'Vaud',
'N/A',
'Zurich',
'Zürich',
'Zurich',
'Genève',
'Vaud',
'Vaud',
'N/A',
'N/A',
'N/A',
'Vaud',
'Zurich',
'Vaud',
'Genève',
'Vaud',
'Canton of Bern',
'Zurich',
'Genève',
'Canton of Bern',
'Canton of Bern',
'N/A',
'N/A',
'Canton of Bern',
'Canton of Bern',
'Fribourg',
'Basel-Stadt',
'Fribourg',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Zurich',
'Genève',
'Canton of Bern',
'Basel-Stadt',
'N/A',
'Zurich',
'Genève',
'Basel-Stadt',
'Genève',
'Sankt Gallen',
'Zurich',
'N/A',
'Grisons',
'Zürich',
'Basel-Stadt',
'Vaud',
'Fribourg',
'Vaud',
'Zürich',
'N/A',
'Canton of Bern',
'Zürich',
'N/A',
'Canton of Bern',
'Basel-Stadt',
'Canton of Bern',
'Geneva',
'Fribourg',
'Zürich',
'N/A',
'Basel-Stadt',
'N/A',
'Canton of Neuchâtel',
'Zurich',
'Basel-Stadt',
'Vaud',
'N/A',
'Genève',
'Zurich',
'Canton of Bern',
'N/A',
'Genève',
'Vaud',
'Genève',
'Sankt Gallen',
...]
In [17]:
# We save the dictionary of cantons associated with universities
# Thus we won't need to make requests that have already been made to Google Maps next time we run this notebook !
with open('university_canton_dict.json', 'w') as fp:
json.dump(university_canton_dict, fp, indent=4)
university_canton_dict
Out[17]:
{nan: {'long_name': 'N/A', 'short_name': 'N/A'},
'Pädagogische Hochschule Schaffhausen - PHSH': {'long_name': 'Canton of Schaffhausen',
'short_name': 'SH'},
'Fachhochschule Nordwestschweiz (ohne PH) - FHNW': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Berner Fachhochschule - BFH': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Facoltà di Teologia di Lugano - FTL': {'long_name': 'Ticino',
'short_name': 'TI'},
'Swiss Center for Electronics and Microtech. - CSEM': {'long_name': 'N/A',
'short_name': 'N/A'},
'Pädagogische Hochschule Zug - PHZG': {'long_name': 'Canton of Zug',
'short_name': 'ZG'},
'Swiss Institute of Bioinformatics - SIB': {'long_name': 'Geneva',
'short_name': 'GE'},
'Forschungskommission SAGW': {'long_name': 'N/A', 'short_name': 'N/A'},
'Weitere Spitäler - ASPIT': {'long_name': 'Lucerne', 'short_name': 'LU'},
'Universität Bern - BE': {'long_name': 'Canton of Bern', 'short_name': 'BE'},
'Eidg. Anstalt für Wasserversorgung - EAWAG': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Haute école pédagogique du canton de Vaud - HEPL': {'long_name': 'Vaud',
'short_name': 'VD'},
'Robert Walser-Stiftung Bern - RWS': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Pädagogische Hochschule Wallis - PHVS': {'long_name': 'Valais',
'short_name': 'VS'},
'Universität Zürich - ZH': {'long_name': 'Zürich', 'short_name': 'ZH'},
'Schweizer Paraplegiker Forschung - SPF': {'long_name': 'N/A',
'short_name': 'N/A'},
'Schweizer Kompetenzzentrum Sozialwissensch. - FORS': {'long_name': 'Vaud',
'short_name': 'VD'},
'Friedrich Miescher Institute - FMI': {'long_name': 'N/A',
'short_name': 'N/A'},
'Universität St. Gallen - SG': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Allergie- und Asthmaforschung - SIAF': {'long_name': 'N/A',
'short_name': 'N/A'},
'NPO (Biblioth., Museen, Verwalt.) - NPO': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Fernfachhochschule Schweiz (Mitglied SUPSI) - FFHS': {'long_name': 'N/A',
'short_name': 'N/A'},
'Pädagogische Hochschule St. Gallen - PHSG': {'long_name': 'St. Gallen',
'short_name': 'SG'},
'Université de Genève - GE': {'long_name': 'Genève', 'short_name': 'GE'},
'Hochschule Luzern - HSLU': {'long_name': 'Lucerne', 'short_name': 'LU'},
'Biotechnologie Institut Thurgau - BITG': {'long_name': 'N/A',
'short_name': 'N/A'},
'Pädagogische Hochschule Thurgau - PHTG': {'long_name': 'Thurgau',
'short_name': 'TG'},
'Forschungsanstalten Agroscope - AGS': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'NaN': {'long_name': 'N/A', 'short_name': 'N/A'},
'Schweiz. Institut für Kunstwissenschaft - SIK-ISEA': {'long_name': 'Vaud',
'short_name': 'VD'},
'Paul Scherrer Institut - PSI': {'long_name': 'Aargau', 'short_name': 'AG'},
'Inst. universit. romand de Santé au Travail - IST': {'long_name': 'N/A',
'short_name': 'N/A'},
'Istituto Svizzero di Roma - ISR': {'long_name': 'N/A', 'short_name': 'N/A'},
'SUP della Svizzera italiana - SUPSI': {'long_name': 'Ticino',
'short_name': 'TI'},
'Haute école pédagogique BE, JU, NE - HEPBEJUNE': {'long_name': 'N/A',
'short_name': 'N/A'},
'Weitere Institute - FINST': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Staatsunabh. Theologische Hochschule Basel - STHB': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Université de Lausanne - LA': {'long_name': 'Vaud', 'short_name': 'VD'},
'Pädag. Hochschule Tessin (Teilschule SUPSI) - ASP': {'long_name': 'Ticino',
'short_name': 'TI'},
'Pädagogische Hochschule Nordwestschweiz - PHFHNW': {'long_name': 'N/A',
'short_name': 'N/A'},
'Ente Ospedaliero Cantonale - EOC': {'long_name': 'Ticino',
'short_name': 'TI'},
'Universität Basel - BS': {'long_name': 'Basel-Stadt', 'short_name': 'BS'},
'Haute école pédagogique fribourgeoise - HEPFR': {'long_name': 'Canton of Fribourg',
'short_name': 'FR'},
'Inst. Suisse de Spéléologie et Karstologie - ISSKA': {'long_name': 'N/A',
'short_name': 'N/A'},
'Università della Svizzera italiana - USI': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Eidg. Forschungsanstalt für Wald,Schnee,Land - WSL': {'long_name': 'Vaud',
'short_name': 'VD'},
'Nicht zuteilbar - NA': {'long_name': 'N/A', 'short_name': 'N/A'},
'Université de Neuchâtel - NE': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Pädagogische Hochschule Luzern - PHLU': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Eidg. Material und Prüfungsanstalt - EMPA': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Instituto Ricerche Solari Locarno - IRSOL': {'long_name': 'Ticino',
'short_name': 'TI'},
'Pädagogische Hochschule Bern - PHBern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Interkant. Hochschule für Heilpädagogik ZH - HfH': {'long_name': 'N/A',
'short_name': 'N/A'},
"Centre de rech. sur l'environnement alpin - CREALP": {'long_name': 'N/A',
'short_name': 'N/A'},
'EPF Lausanne - EPFL': {'long_name': 'Vaud', 'short_name': 'VD'},
'Idiap Research Institute - IDIAP': {'long_name': 'Valais',
'short_name': 'VS'},
'Forschungsinstitut für Opthalmologie - IRO': {'long_name': 'N/A',
'short_name': 'N/A'},
'Inst. de Hautes Etudes Internat. et du Dév - IHEID': {'long_name': 'Geneva',
'short_name': 'GE'},
'Firmen/Privatwirtschaft - FP': {'long_name': 'Aargau', 'short_name': 'AG'},
'Kantonsspital St. Gallen - KSPSG': {'long_name': 'St. Gallen',
'short_name': 'SG'},
'Fachhochschule Kalaidos - FHKD': {'long_name': 'N/A', 'short_name': 'N/A'},
'Schweiz. Hochschule für Logopädie Rorschach - SHLR': {'long_name': 'N/A',
'short_name': 'N/A'},
'Universität Luzern - LU': {'long_name': 'Luzern', 'short_name': 'LU'},
'Institut Universitaire Kurt Bösch - IUKB': {'long_name': 'N/A',
'short_name': 'N/A'},
'ETH Zürich - ETHZ': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Fachhochschule Ostschweiz - FHO': {'long_name': 'St. Gallen',
'short_name': 'SG'},
'Pädagogische Hochschule Graubünden - PHGR': {'long_name': 'Grisons',
'short_name': 'GR'},
'Franklin University Switzerland - FUS': {'long_name': 'N/A',
'short_name': 'N/A'},
'HES de Suisse occidentale - HES-SO': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Pädagogische Hochschule Schwyz - PHSZ': {'long_name': 'Canton of Schwyz',
'short_name': 'SZ'},
'AO Research Institute - AORI': {'long_name': 'N/A', 'short_name': 'N/A'},
'Eidg. Hochschulinstitut für Berufsbildung - EHB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Kulturforschung Graubünden - IKG': {'long_name': 'Grisons',
'short_name': 'GR'},
'Université de Fribourg - FR': {'long_name': 'Fribourg', 'short_name': 'FR'},
'Forschungsinstitut für biologischen Landbau - FIBL': {'long_name': 'N/A',
'short_name': 'N/A'},
'Physikal.-Meteorolog. Observatorium Davos - PMOD': {'long_name': 'N/A',
'short_name': 'N/A'},
'Pädagogische Hochschule Zürich - PHZFH': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Zürcher Fachhochschule (ohne PH) - ZFH': {'long_name': 'Zurich',
'short_name': 'ZH'}}
In [18]:
# We save the dictionary of cantons/institutions as well
with open('institution_canton_dict.json', 'w') as fp:
json.dump(institution_canton_dict, fp, indent=4)
institution_canton_dict
Out[18]:
{'Institut für Anatomie Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut des neurosciences Faculté des sciences de la vie EPF - Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut für Neuro- und Verhaltensbiologie Universität Münster': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Zentrum für Entwicklung und Umwelt Geographisches Institut Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Laboratoire de systèmes et algorithmes intelligents distribués EPFL - ENAC - IIE - DISAL': {'long_name': 'Vaud',
'short_name': 'VD'},
nan: {'long_name': 'N/A', 'short_name': 'N/A'},
'Institut für Geschichte der Medizin Albert-Ludwigs-Universität Freiburg': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Blutspendedienst SRK Zentrallaboratoriu m Bern CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Center for Integrative Genomics (CIG) Faculté de biologie et de médecine Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Teilchenphysik Hochenergiephysik': {'long_name': 'Zürich',
'short_name': 'ZH'},
'UNI: AO Research Institute Davos CH': {'long_name': 'N/A',
'short_name': 'N/A'},
"University Hospital Centre 'Mother Theresa' Clinc of Allergology": {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Université de Genève Dépt de physique n ucléaire et corpusculaire Genève CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für angewandte Mikroökonomie': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Bundesamt für Kultur': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Interdisziplinäres Zentrum für Schlafmedizin Universitäts-Kinderkliniken': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Laboratoire de Microbiologie générale Sciences III': {'long_name': 'Genève',
'short_name': 'GE'},
'NaN': {'long_name': 'N/A', 'short_name': 'N/A'},
'Sec. de Langues et Civilisations Orientales Faculté des Lettres Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Center of Religious Culture of the State University of Kurgan': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'UNI: University College London Dept of Anato my and Developmental Biology London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Pflanzenernährung Institut für Agrarwissenschaften ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institute of Computational Physics Zürcher Hochschule für Angewandte Wissenschaften': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Geologisch-Paläontologisches Institut Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: EPF-L Institut de Physique Appliquée E cublens CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Hungarian Academy of Sciences Institute of Experimental Medicine Budapest H': {'long_name': 'Genève',
'short_name': 'GE'},
'Klinik für Kardiologie Departement Innere Medizin Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Klinik und Poliklinik für Viszerale und Transplantationschirurgie Inselspital': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'MTEC ETH Zürich': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Laboratoire interdisciplinaire de performance intégrée au projet EPFL - ENAC - IA - LIPID': {'long_name': 'Vaud',
'short_name': 'VD'},
'Departement Chirurgie Universitätsspital Basel': {'long_name': 'Vaud',
'short_name': 'VD'},
'Service de Transplantation Département de Chirurgie Hôpital Cantonal': {'long_name': 'Genève',
'short_name': 'GE'},
'Klinik für Reproduktions-Endokrinologie Departement Frauenheilkunde Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Centre Vaudois de Recherches Pédagogiques': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Universität Bern Institut für Pädagogik Bern CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Humboldt-Universität Institut für Physi k Berlin D': {'long_name': 'N/A',
'short_name': 'N/A'},
'Theologische Fakultät Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Département de physiologie et radiologie Faculté de Médecine Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut für Politikwissenschaft Abt. internationale Beziehungen Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Historisches Seminar Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Abteilung Allg. und Historische Pädagogik Institut für Erziehungswissenschaft Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Viszeralchirurgie Departement Chirurgie Universitaetsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Unité provisoire pour le Prof. Fraering EPFL - SV - BMI - UPFRA': {'long_name': 'Vaud',
'short_name': 'VD'},
'Center for Health Service Research University of Newcastle upon Tyne': {'long_name': 'N/A',
'short_name': 'N/A'},
'Wald- und Holzforschung D-WAHO ETH-Zentrum': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Abteilung Soziologie Institut für Sozialwissenschaften Universität Koblenz-Landau': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: University of Cambridge Company of Biol ogists Cambridge GB': {'long_name': 'N/A',
'short_name': 'N/A'},
"Séminaire d'archéologie paléochrétienne Université de Fribourg": {'long_name': 'Fribourg',
'short_name': 'FR'},
'Laboratoire de traitement des signaux 5 EPFL - STI - IEL - LTS5': {'long_name': 'Vaud',
'short_name': 'VD'},
'Gastroenterologie-Zentrum Hirslanden Zürich': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
"Association Pro Lousonna Musée cantonal d'Archéologie et d'Histoire": {'long_name': 'Zurich',
'short_name': 'ZH'},
"Section d'Allemand Université de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: School of Computer Science Caulfield A US': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Janus Pannonius University Department o f General Human Geography and Urbanics Pécs H': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Bibliothèque nationale de France Dépt d es manuscrits occidentaux Paris F': {'long_name': 'N/A',
'short_name': 'N/A'},
'Département de Biologie Végétale Faculté des Sciences Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: Université de Lausanne Institut de Géol ogie et Paléontologie Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Ospedale San Giovanni': {'long_name': 'Ticino', 'short_name': 'TI'},
'M.E. Müller Forschungszentrum für Orthopädische Chirurgie Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut de Philosophie Faculté des Lettres et Sciences Humaines Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
"Institut d'histoire économique et sociale Université de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
'Abteilung Altes Testament Theologische Fakultät Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
"Institut d'Histoire Faculté des Lettres et des Sciences Humaines Université de Neuchâtel": {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Hochschule St. Gallen': {'long_name': 'Sankt Gallen', 'short_name': 'SG'},
'Fachstelle Forschung Hochschule der Künste Bern Berner Fachhochschule': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Bulgarian Academy of Sciences Institute of Mechanics': {'long_name': 'Vaud',
'short_name': 'VD'},
'CESSRIVE Bibliothèque': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Institut für Anästhesiologie Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Groupe du LSM EPFL - STI - IEL - GR-LSM': {'long_name': 'Vaud',
'short_name': 'VD'},
"Division d'Onco-Immunologie Clinique Centre Ludwig de l'Univérsité de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
"Geneva Emotion Research Group Faculté Psych. et des Sciences de l'Educat. Univ. de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
"Département d'Histoire médiévale et moderne et sciences auxiliaires de l'histoire Université de Fribourg": {'long_name': 'Fribourg',
'short_name': 'FR'},
'Centre de rech. sur les modes alternatifs et juridiction. de gestion des conflits (CEMAJ) Faculté de droit, Univ. de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Division de Neurophysiologie Clinique Hôpital Cantonal Universitaire': {'long_name': 'Genève',
'short_name': 'GE'},
'Département de génétique médicale Faculté de biologie et de médecine CHUV & Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Departement Innere Medizin Kantonsspital Baden': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Germanistische Mediävistik Departement Sprachen und Literaturen Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Allgemeine Psychologie, Kognition Psychologisches Institut Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Laboratoire de Génétique végétale Département de Biologie Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Interdisziplinäres Zentrum für Geschlechterforschung (IZFG) Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Professur für Architektur und Konstruktion D-Arch ETHZ, Hönggerberg': {'long_name': 'Zurich',
'short_name': 'ZH'},
'FHS St. Gallen Hochschule für angewandte Wissenschaften': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Laboratoire de construction en composites EPFL - ENAC - IIC - CCLAB': {'long_name': 'Vaud',
'short_name': 'VD'},
'Avdeling Naturskade Norges Geotekniske Institutt': {'long_name': 'Aargau',
'short_name': 'AG'},
'Abteilung Schul- und Unterrichtsforschung Institut für Erziehungswissenschaft Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Séminaire de littérature française Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Laboratoire de Physiologie végétale Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
"Institutions Universitaires de psychiatrie Unité d'investigation sociologique": {'long_name': 'Genève',
'short_name': 'GE'},
'Institut für Angewandte und Numerische Mathematik 1 Karlsruher Institut für Technologie': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Université Louis Pasteur URA CNRS 854 I nstitut de Mécanique des Fluids (IMF) Strasb ourg F': {'long_name': 'N/A',
'short_name': 'N/A'},
'Psychiatriezentrum Rheinau Klinik für psychiatrische Rehabilitation': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Universität Duisburg-Essen': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Kantonsspital Basel Universitätsklinik für Wiederher- stellende Chirurgie': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Klinik für Kiefer- und Gesichtschirurgie Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Universitäts-Augenklinik': {'long_name': 'Zürich', 'short_name': 'ZH'},
'UNI: Universität Budapest of Economic Scienc es Budapest H': {'long_name': 'N/A',
'short_name': 'N/A'},
'Labor für Transplantationsimmunologie Departement für Innere Medizin Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'ETH Zürich': {'long_name': 'Zurich', 'short_name': 'ZH'},
"UNI: CNRS Laboratoire d'études des propriété s électroniques des solides LEPES Grenoble F": {'long_name': 'N/A',
'short_name': 'N/A'},
'Institute of Physics University of Zagreb': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Department of Clinical Physiology Medic al Center of Postgrad. Education Warszawa PL': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut für Geschichte und Theorie der Architektur ETH Hönggerberg': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Labor für Sensomotorische Systeme ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Volkswirtschaftliche Abteilung Hochschule St. Gallen': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Laboratoire de machines hydrauliques EPFL - STI - IGM - LMH': {'long_name': 'Vaud',
'short_name': 'VD'},
'Center for Regional Economic Development Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Kommission für das Corpus Vasorum Antiquorum Antikenmuseum': {'long_name': 'Zurich',
'short_name': 'ZH'},
"Section des Sciences de la Terre et de l'environnement Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Zürcher Hochschule der Künste ICST': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Czech Academy of Sciences Institute of Molecular Genetics Prag TS': {'long_name': 'Vaud',
'short_name': 'VD'},
"UNI: Fondation Hardt pour l'Etude de l'Antiq uité Classique Vandoeuvres CH": {'long_name': 'N/A',
'short_name': 'N/A'},
'Division des maladies infectieuses CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'Klinik und Poliklinik für Onkologie Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'UNI: Hungarian Academy of Sciences Research Group dor Altaic Studies Budapest H': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Kyoto Institute of Technology Laborator y of Chemistry Kyoto J': {'long_name': 'N/A',
'short_name': 'N/A'},
'Rätisches Museum': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Institut für Medien und Schule PHZ Schwyz Pädagogische Hochschule Zentralschweiz': {'long_name': 'Canton of Schwyz',
'short_name': 'SZ'},
'Algebra Department of the A. Razmadze Mathematical Institute Georgian Academy of Sciences': {'long_name': 'Vaud',
'short_name': 'VD'},
'INURA Zürich Institut': {'long_name': 'Aargau', 'short_name': 'AG'},
'UNI: Imperial College Department of Mathemat ics London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Dept. de Quimica Fundamental CCEN Universidade Federal de Pernambuco': {'long_name': 'N/A',
'short_name': 'N/A'},
'Departement Chemie Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'ÖKK': {'long_name': 'Zürich', 'short_name': 'ZH'},
"UNI: United Medical School Guy's Hospital Ca mpus London GB": {'long_name': 'N/A',
'short_name': 'N/A'},
'Technische Universität Dresden Fakultät Mathematik/Naturwiss. Institut für Psychologie 4': {'long_name': 'Zürich',
'short_name': 'ZH'},
"Service d'Enseignement Thérapeutique pour Maladies Chroniques Dépt. Médecine Communautaire - HUG": {'long_name': 'Genève',
'short_name': 'GE'},
'Veterinärmedizinische Fakultät Klinik für Andrologie und Gynäkologie Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
"Séminaire d'anglais Université de Neuchâtel": {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'UNI: University College of London Department of Mechanical Engineering London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Fachbereich Informatik Departement Mathematik und Informatik Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
"Département d'Allemand Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'University of Basel Biozentrum Genome Scale Biology & Bioinformatics': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
"Laboratoire d'Économie Urbaine et de l'Environnement (LEURE)": {'long_name': 'Vaud',
'short_name': 'VD'},
"Unité d'Ecologie et Evolution Département de Biologie Université de Fribourg": {'long_name': 'Fribourg',
'short_name': 'FR'},
'Unité de Musicologie Département des Lettres Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Laboratoire des matériaux semiconducteurs EPFL - STI - IMX - LMSC': {'long_name': 'Vaud',
'short_name': 'VD'},
'Eulerkommission der SANW': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Institut für Kartografie ETH - Hönggerberg': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Section de langue et littérature françaises Faculté des lettres Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Forschungsgruppe Humangenetik Zentrum für Biomedizin DKBW UKBB Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'University Medical School of Pécs Department of Medical Chemistry': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'ORL-Institut ETH-Hönggerberg': {'long_name': 'Zurich', 'short_name': 'ZH'},
'UNI: University of Essex Dept of Biological and Chemical Sciences Colchester GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'EPFL - SCI - STI - LT': {'long_name': 'Vaud', 'short_name': 'VD'},
'Lab. de biologie du vieillissement Département de Gériatrie': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut de microtechnique EPFL - STI - IMT': {'long_name': 'Vaud',
'short_name': 'VD'},
'Gottlieb Duttweiler Institut Bibliothek': {'long_name': 'Aargau',
'short_name': 'AG'},
'Inst. für Operations Research und mathematische Methoden Zürich CH Universität Zürich': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Umweltentscheidungen D-USYS ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Centre for Area and Cultural Studies Collège des humanités - CdH EPFL': {'long_name': 'Vaud',
'short_name': 'VD'},
'GAP-Optique Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: Josef Attila University Department of O rganic Chemistry Szeged H': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Abt. für Transplantationsimmunologie und Nephrologie Kantonsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Kinderspital Zürich Universitäts-Kinderklinik': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Service de Médecine Préventive Hospitalière CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'Abteilung Qualitätsmanagement und Patientensicherheit USZ UniversitätsSpital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'UNI: Russian Academy of Sciences Shemyakin I nstitute of Bioorganic Chemistry Moskau RUS': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Medizinische Universitätsklinik Kantonsspital Liestal': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Institut Informatique de gestion HES-SO Valais': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Departement Architektur ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Laboratory of Physical Chemistry of Enzymatic Transformation of Polymers': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: Universität Lodz Abteilung für Biophysi k Banacha 12/16 Lodz PL': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: EPF-Lausanne Laboratoire de métallurgie physique Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Limnologische Station Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Lab, Division of Neprology and Hypertension Department of Medicine CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'Alaska Volcano Observatory United State Geological Survey': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Université de Lausanne Faculté des Lett res Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
"Division d'endocrinologie, diabétologie et du métabolisme Département de médecine interne - CHUV": {'long_name': 'Vaud',
'short_name': 'VD'},
'Musée cantonal de Zoologie': {'long_name': 'Vaud', 'short_name': 'VD'},
"Institut d'Etudes sociales INTEREC Secteur Service Social": {'long_name': 'Genève',
'short_name': 'GE'},
'Ural Forest Engineering Academy USFEA Research Division': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut des Sciences Végétales CNRS Bâtiment 23': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut religion, culture et modernité Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Faculty of Mathematics and Physics Comenius University': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Abteilung für Sozialpsychologie Institut für Psychologie Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Interdisziplinäre Notfallstation Innere Medizin Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Zürcher Handelskammer Börsengebäude': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Faculté Autonome de Théologie Protestante Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut Suisse de Recherche Expérimentale sur le Cancer EPFL SV ISREC': {'long_name': 'Vaud',
'short_name': 'VD'},
'Lab. de recherche en orthopédie Inst. de génie biologique et de Biotech. EPFL': {'long_name': 'Vaud',
'short_name': 'VD'},
'Urban Mobility Research': {'long_name': 'N/A', 'short_name': 'N/A'},
'Laboratoire de Cristallographie Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: Ukrainian Academy of Sciences Bogomolet z Institute of Physiology Kiev RUS': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut de géographie Faculté des lettres et sciences humaines Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Biogeochemie EAWAG': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Institut de pédagogie Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Laboratoire de construction et conservation EPFL - ENAC - IA - LCC': {'long_name': 'Vaud',
'short_name': 'VD'},
'Universität Freiburg': {'long_name': 'Fribourg', 'short_name': 'FR'},
'Inst. für klinische Mikrobiologie und Immunologie': {'long_name': 'Aargau',
'short_name': 'AG'},
'Institut für Physiologie der Universität Basel Vesalianum': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Laboratoire des matériaux inorganiques fonctionnels EPFL - SB - ISIC - LFIM': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut de Géographie Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
"Département d'Histoire économique Faculté des sciences économiques et sociales Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Div. de Gastroentérologie et Hépatologie Département de Médecine Interne Hôpitaux Universitaires de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Departement of Anesthesiology&Pain Medicine University of Alberta': {'long_name': 'Zürich',
'short_name': 'ZH'},
'UNI: Université Technique Cluj-Napoca R': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Estonian Academy of Sciences Institute of Physics Tartu EE': {'long_name': 'Zurich',
'short_name': 'ZH'},
"Service d'oto-rhino-laryngologie CHUV": {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut für Medizingeschichte Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institute for Corporate Communication Faculty of Communication sciences University of Lugano': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Institut für Systematische Botanik und Botanischer Garten Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
"Section d'Italien Faculté des Lettres Université de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
'Ecole cantonale vaudoise de Chantepierre': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Architekturbüro Peter Philipp Forrer': {'long_name': 'Aargau',
'short_name': 'AG'},
'Urologische Klinik und Poliklinik Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Fakultät für Psychologie Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Seminar für Privatrecht und Allgemeine Einführung': {'long_name': 'N/A',
'short_name': 'N/A'},
"Université de Lausanne Institut d'Anatomie": {'long_name': 'Vaud',
'short_name': 'VD'},
'Abteilung Kardiologie Medizinische Klinik Kantonsspital Luzern': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Seminar für Deutsche Philologie Georg-August-Universität Göttingen': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Pflanzenwissenschaften Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Kommission für das Corpus philosophorum medii aevi der SGG': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Schweiz. Fachstelle für Alkoholprobleme Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Neuropsychologische Abteilung Neurologische Klinik Universitätsspital Zürich': {'long_name': 'N/A',
'short_name': 'N/A'},
'Limnologische Station Institut für Pflanzenbiologie Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
"Monumenti Storici Dipartimento dell'ambiente Ufficio Cantonale": {'long_name': 'Zurich',
'short_name': 'ZH'},
'Unité de Musicologie Faculté des Lettres Université de Genève': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Russian Academy of Sciences Institute o f Precambrian Geology and Geochronology St. Petersburg RUS': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Dipartimento di Studi Romanzi Università degli Studi di Roma La Sapienza Facoltà di Scienze Umanistiche': {'long_name': 'N/A',
'short_name': 'N/A'},
'Laboratoire de production microtechnique EPFL - STI - IMT - LPM': {'long_name': 'Vaud',
'short_name': 'VD'},
'Collège Cantonal Saint-Michel': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Laboratoire de technologie des composites et polymères EPFL - STI - IMX - LTC': {'long_name': 'Vaud',
'short_name': 'VD'},
'Hier und Jetzt Verlag für Kultur und Geschichte': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Unité de Recherche Clinique Département de Psychiatrie': {'long_name': 'Genève',
'short_name': 'GE'},
"Unité d'Histologie Département de Médecine Université de Fribourg": {'long_name': 'Fribourg',
'short_name': 'FR'},
'Forschungsschwerpunkt Transdisziplinarität Zürcher Hochschule der Künste Zürcher Fachhochschule': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut für Integrative Biologie (IBZ) Departement Umweltwissenschaften ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Histoire Moderne Faculté des Lettres Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Laboratoire de Génétique Comportementale EPFL - SV - BMI': {'long_name': 'Vaud',
'short_name': 'VD'},
'Commission nationale pour la publication des DDS': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Dept. of Cell Physiology & Pharmacology College of Medicine University of Leicester': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: EPFL Institut de Génie Atomique Lausan ne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
"Institut interdisciplinaire d'éthique et des droits de l'homme Université de Fribourg": {'long_name': 'Fribourg',
'short_name': 'FR'},
'Interactive Geometry Lab ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Museum zu Allerheiligen': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Department of Molecular Medicine Medical School University of Rijeka': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für empirische Sozialforschung': {'long_name': 'Aargau',
'short_name': 'AG'},
'UNI: Uniwersytet Slaski Instytut Fizyki Kat owice PL': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: National Inst. of Oncology Department o f Immunology Budapest H': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Moscow University Institute of Mechanic s Moscow RUS': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Musikethnologisches Archiv der Univ. Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Abteilung Forschung und Dienstleistungen Pädagogische Hochschule Graubünden': {'long_name': 'Grisons',
'short_name': 'GR'},
'Regionalspital Thun Chirurgische Klinik': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: ETH-Zürich Dept. Chemie Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Liceo economico-sociale': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Ecole Polytechnique Federale de Lausanne EPFL': {'long_name': 'Vaud',
'short_name': 'VD'},
'Infektiologie Medizinische Klinik Universitäts-Kinderklinik Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Haute école de gestion Arc - HES-SO': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Abteilung für Nephrologie Medizinische Universitäts-Kinderklinik Inselspital': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institute for Empirical Research in Economic University of Zurich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut für Medizingeschichte der Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: ETHZ Zürich CH': {'long_name': 'N/A', 'short_name': 'N/A'},
'Bundesamt für Sozialversicherung': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Research Centre for Medical Genetic Inst. of Clinical Genetics Russian Academy of Sciences': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Ingenieurgeologie Geologisches Institut ETH-Hönggerberg': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut de Physiologie Departement de Physiopathologie Clinique CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'Department of Mathematics & Statistics University of Lancaster': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Universität Zürich Physikalisches Insti tut Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Denkmalpflege und Bauforschung ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UniversitätsSpital Zürich Molekulare Innere Medizin Medpol, DIM': {'long_name': 'N/A',
'short_name': 'N/A'},
'Laboratoire de Psychophysique EPFL - SV - BMI - LPSY': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut für Kommunikations- und Medienwissenschaften (ikmb) Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
"Département de l'Imagerie et Sciences de l'Information Médicale Hôpitaux Universitaires de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'C-CINA Biozentrum Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Arbeitsgruppe PLENAR': {'long_name': 'Aargau', 'short_name': 'AG'},
'UNI: Imperial College of London Department o f Biochemistry London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
"Laténium Parc et musée d'archéologie de Neuchâtel": {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'HES-SO Valais / Wallis': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'UNI: Naturhistorisches Museum Bern CH': {'long_name': 'N/A',
'short_name': 'N/A'},
"Borchardt-Cohen'schen Stiftung": {'long_name': 'Zurich', 'short_name': 'ZH'},
"Hôpital Cantonal / Département d'anesthésiologie, pharmacologie et soins intensifs de chirurgie": {'long_name': 'Genève',
'short_name': 'GE'},
'Lab. de chimie analytique pharmaceutique (LCAP) Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut de criminologie et de droit pénal Ecole des Sciences Criminelles ESC Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Economic Psychology Institut für Psychologie Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Centre de Neurosciences Psychiatriques Hôpital de Cery': {'long_name': 'N/A',
'short_name': 'N/A'},
'Fondation GIPRI': {'long_name': 'Genève', 'short_name': 'GE'},
'Kuratorium für das Corpus der römischen Meilensteine': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Inselspital Bern Diagnostische, Interventionelle und Pädiatrische Radiologie': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
"Institut d'Histologie et d'Embryologie": {'long_name': 'Vaud',
'short_name': 'VD'},
'Département Médecine interne HUG': {'long_name': 'Genève',
'short_name': 'GE'},
'Klinik für Endokrinologie, Diabetologie und Klinische Ernährung Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
"Section d'Histoire de l'Art Faculté des Lettres Université de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
'Abt. Ultrastruktur-Pathologie & Zellbiologie Institut für klinische Pathologie Universität Wien': {'long_name': 'N/A',
'short_name': 'N/A'},
'Hôpital des Enfants/Département de Pédiatrie HUG /Div. de néonatologie et de soins intensifs': {'long_name': 'Genève',
'short_name': 'GE'},
'Schlaflabor Neurologische Klinik Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Netzwerk Stadt und Landschaft der ETH Zürich (NSL)': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Abteilung für Angewandte Physiologie Institut für Veterinär-Physiologie Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Friedrich Miescher Institute': {'long_name': 'N/A', 'short_name': 'N/A'},
'UNI: Technical University Department of Orga nic Chemical Techno- logy Budapest H': {'long_name': 'Vaud',
'short_name': 'VD'},
'Ethik-Zentrum Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'ZHAW Departement Gesundheit': {'long_name': 'Zurich', 'short_name': 'ZH'},
'EPFL-SV-GHI-LVG': {'long_name': 'Vaud', 'short_name': 'VD'},
'Cabimer Andalusian Center for Molecular Biology and Regenerative Medicine': {'long_name': 'Genève',
'short_name': 'GE'},
"Département d'Histoire contemporaine Université de Fribourg": {'long_name': 'Fribourg',
'short_name': 'FR'},
'Forschungsgemeinschaft für Nationalökonomie FGN-HSG': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Departement für Psychologie Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
"Centre de recherche sur l'Asie moderne (IUHEI/IUED)": {'long_name': 'Geneva',
'short_name': 'GE'},
'Abteilung für Onkologie Medizinische Universitätsklinik B Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'EPFL SV GHI UPHARRIS': {'long_name': 'Vaud', 'short_name': 'VD'},
"Institut d'Archéologie et des Sciences de l'Antiquité BFSH 2": {'long_name': 'Vaud',
'short_name': 'VD'},
"Section des Sciences de l'Education Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Klinik für Intensivmedizin Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Anatomisches Institut Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
"Department of Medical Genetics Kyiv's Medical Academy of Post- Diploma Education": {'long_name': 'Zürich',
'short_name': 'ZH'},
'Abteilung für Hochleistungskeramik Eidg. Materialprüfungs- und Forschungsanstalt (EMPA)': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut für Sozialethik Ethik-Zentrum Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut für Französische Sprach- und Literaturwissenschaft Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Denison University': {'long_name': 'N/A', 'short_name': 'N/A'},
'Abteilung Neuro- und Entwicklungspädiatrie Universitäts Kinderspital beider Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Departement Maschinenbau- und Verfahrenstechnik ETH-Zentrum': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut für Unternehmensrechnung und Controlling Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: Charles University Department of Physio logy Prag CSSR': {'long_name': 'Genève',
'short_name': 'GE'},
'Psychologisches Institut Ruprecht-Karl Universität': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: Romanian Academy Center for advanced re search in machine learning Bucarest R': {'long_name': 'Genève',
'short_name': 'GE'},
'IPMZ - Institut für Publizistikwissenschaft und Medienforschung Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut Montana': {'long_name': 'Aargau', 'short_name': 'AG'},
'ISAB Institut für Sozialforschung': {'long_name': 'Aargau',
'short_name': 'AG'},
'Institut für Theorie (ith) Zürcher Hochschule der Künste (ZHdK)': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Service de Chirurgie Plastique, Reconstructive et Esthétique Hôpitaux Universitaires de Genève (HUG))': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut für Elektrische Energieübertragung und Hochspannungstechnik ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: IMAGE et VILLE Institut de Géographie Strasbourg F': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Akademie der Wissenschaften Institut fü r Säugetierforschung Bialowieza PL': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Loughborough University Department of E conomics Leics GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Paul Sacher Stiftung Archiv und Forschungszentrum für die Musik des 20. und 21. Jahrhunderts': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Architectural Association School of Arc hitecture London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: University of Birmingham School of Chem istry Birmingham GB': {'long_name': 'N/A',
'short_name': 'N/A'},
"Séminaire d'anglais Faculté des lettres et sciences humaines Université de Neuchâtel": {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Institut für Experimentelle Design- und Medienkulturen Hochschule für Gestaltung und Kunst, FHNW': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Departement Medizinische Radiologie MR-Zentrum Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Onkologische Forschungsabteilung Med. Klinik C Kantonsspital': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Abteilung für Allgemeine Innere Medizin Medizinische Universitätsklinik B Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Institut Fremdenverkehr + Verkehrswirt- schaft - Hochschule St. Gallen St. Gallen C H': {'long_name': 'N/A',
'short_name': 'N/A'},
'Génie biochimique IGE EPFL Ecublens': {'long_name': 'Vaud',
'short_name': 'VD'},
'Laboratoire de neurochimie Clinique infantile CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'Abteilung Beton / Bauchemie EMPA': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Departement für Physik und Astronomie Astronomisches Institut Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: University of Cambridge Department of L inguistics Cambridge GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Universität Basel Psychiatrische Univer sitätsklinik Basel CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Université de Lausanne CME Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
"Département d'histoire économique ISTEC - SES Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Department of Chemistry A University of Zurich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Wasserressourcen und Trinkwasser EAWAG': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Center for Disability and Integration CDI-HSG Universität St. Gallen': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Institute of Computational Science Università della Svizzera italiana': {'long_name': 'Lucerne',
'short_name': 'LU'},
'IPSO Sozial-, Marketing- und Personalforschung': {'long_name': 'Aargau',
'short_name': 'AG'},
'Research Institute for Int. Mngt. FIM-HSG Universität St. Gallen': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Département de Français Faculté des lettres Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Lamprecht und Stamm Sozialforschung und Beratung AG': {'long_name': 'Aargau',
'short_name': 'AG'},
'Archiv für Agrargeschichte': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Unité de Psychiatrie du développe- ment mental Hôpitaux Universitaires de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Massachusetts Institute of Technology Linguistics and Philosophy': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Geographisches Institut Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Forschungsstelle für Wirtschafts- geographie und Raumplanung FWR-HSG Universität St. Gallen': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Stiftung Landschaftsschutz Schweiz': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Geschichte der modernen Welt ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Professur für Philosophie GESS/Institut für Philosophie ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Lehrstuhl für Sozialarbeit': {'long_name': 'Fribourg', 'short_name': 'FR'},
'UNI: Université de Lausanne Centre Microscop ie Electronique Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Seminar für allgemeine und schweizerische Zeitgeschichte Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Zentrum Urban Landscape ZHAW': {'long_name': 'Zurich', 'short_name': 'ZH'},
'MeteoSuisse': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Unité de Thyroïde Hôpital Cantonal Universitaire': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut für Tierpathologie Molekulare Pathologie Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut für Biomechanik ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Université de Lausanne Section de Langu es et Cicilisations Orientales Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: University of Oxford Wolfson College Ce ntre for Socio-Legal Studies Oxford GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Hungarian Academy of Sciences Magyar Tu domanyos Akademia Pécs H': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Fonoteca Nazionale Svizzera': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Unité de Médecine des Voyages Département de Médecine Communautaire et de Hôpital Cantonal Universitaire de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: Friedrich Miescher-Institut Basel CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: University of Strathclyde Department of Management Sciences Glasgow GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Walther-Meissner-Institut für Tieftemperaturforschung (VMI) Bayerische Akad. der Wissenschaften': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Archivio di Stato del Canton Ticino': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Scottish Crop Research Inst. Invergowr ie Dundee GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut de transmissions, ondes et photonique, ITOP STI-EPFL': {'long_name': 'Vaud',
'short_name': 'VD'},
'Laboratoire de Chimie Technique LCT Département de Chimie EPF - Ecublens': {'long_name': 'Vaud',
'short_name': 'VD'},
'Volkswirtschaftliches Institut Abteilung Wirtschaftstheorie Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Département de droit pénal Faculté de droit Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Laboratoire de Technologie des Poudres EPFL - STI - IMX - LTP': {'long_name': 'Vaud',
'short_name': 'VD'},
'Dept. of Otorhinolaryngology Medical Academy': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
"Service d'oto-rhino-laryngology (ORL) CHUV Université de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
'Tagesklinik für Kinder- und Jugendpsychatrie': {'long_name': 'Zürich',
'short_name': 'ZH'},
'UNI: University of London Birkbeck College D ept of applied linguistics London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Hôpital Cantonal Universitaire de Genèv e Genève CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Mikro- und Nanosysteme ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut de sociologie Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'UNI: University of Essex Institute of Aeroso l Science Colchester GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Abteilung Oberflächengewässer EAWAG': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut de Médecine Sociale et Préventive Faculté de Médecine Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Max Plank Institute for Colloids and Interfaces Theory Department': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut für Physik Abt. Experimentelle Physik der Kondensierten Materie': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Medizinhistorisches Institut Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Bundeskanzlei Bundeshaus West': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: EPFL Lausanne CH': {'long_name': 'N/A', 'short_name': 'N/A'},
'EPFL - STI - IBI-STI - GR-VDV': {'long_name': 'Vaud', 'short_name': 'VD'},
"Storia dell'arte e dell'architettura Accademia di architettura Università della Svizzera italiana": {'long_name': 'Lucerne',
'short_name': 'LU'},
'Haute école de santé ARC Haute Ecole Spécialisée de Suisse occidentale': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
"Laboratoire Louis Jeantet/cancer de la peau Dépt. d'Immunopathologie et de Dermatologie Centre Médical Universitaire": {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: CNRS Montpellier F': {'long_name': 'N/A', 'short_name': 'N/A'},
"Unité d'Urodynamique Dép. de Gynéco-Obstétrique CHUV": {'long_name': 'Vaud',
'short_name': 'VD'},
'Arbeitsgemeinschaft Swissaid / Fastenopfer / Brot für alle / Helvetas / Caritas': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Interdisz. Zentrum f.Geschlechterforschung Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Kantonsschule Zürcher Unterland': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut für Bio- und Medizinethik (IBMB) Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: ETH-Zürich Laboratorium für Organische Chemie ETH-Zentrum Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
"Dépt. d'Anesthésiologie, Pharmacologie, Soins Intensifs Chirurgicaux (APSIC) Hôpital Cantonal": {'long_name': 'Genève',
'short_name': 'GE'},
"Université de Lausanne Département d'Ecologie et d'Evolution": {'long_name': 'Vaud',
'short_name': 'VD'},
'Service de Médecine Intensive Adulte Département des Centres Interdisciplinaires CHUV & Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
"Département d'informatique Université de Genève": {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Euröpaische Politik ETH Zentrum': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Ostschweizer Kinderspital': {'long_name': 'St. Gallen', 'short_name': 'SG'},
'Institut de Pédagogie Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Zentrum für Literatur- und Kulturforschung': {'long_name': 'N/A',
'short_name': 'N/A'},
'Faculty of Silviculture and Forest Engineering "Transilvanya" University of Brasov': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Gräzistik Departement Altertumswissenschaften Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Service de Développement et Croissance Département de Pédiatrie Hôpital des Enfants - HUG': {'long_name': 'Genève',
'short_name': 'GE'},
'Universität St. Gallen': {'long_name': 'Sankt Gallen', 'short_name': 'SG'},
'Department of Geology The Australian National University': {'long_name': 'N/A',
'short_name': 'N/A'},
'Abteilung für Nordische Philologie Deutsches Seminar Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut des sciences et ingénierie chimiques EPFL SB ISIC': {'long_name': 'Vaud',
'short_name': 'VD'},
"Unité d'Égyptologie et Copte Département des Sciences de l'Antiquité Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Hôpital cantonal universitaire': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Polyclinique médicale universitaire Centre Hospitalier Universitaire Vaudois': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut de Banque et Finance Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut de Mathématiques Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institute of Molecular Life Sciences Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Division de Recherche Clinique Neuromusculaire Hôpital Cantonal Universitaire': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: Department of Pathology University Medi cal Buildings Aberdeen GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Philosophie Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut de langue et littérature allemandes Faculté des lettres et sciences humaines Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'UNI: University of Glasgow Dept of Biochemis try Glasgow GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Katedra socioekonomickej geografie Prir odovedecka fakulta UK Bratislava CSSR': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Consumer Behavior Institute for Environmental Decisions IED ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Religionwissenschaft Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'UNI: University of L. Kossuth Ecological Ins titute Debrecen H': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Horticulture Research International Wel lesbourne Warwick GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institute of Mathematics Simion Stoilow of the Romanian Academy': {'long_name': 'Vaud',
'short_name': 'VD'},
'Karl Barth-Archiv': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Faculty of Forestry University of Sarajevo': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Engin. Inst. for Environment Ministry o f Waters, Forests and Environmental Protecti on Bucharest R': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Laboratoire de nanostructures superficielles EPFL - SB - IPHYS - LNS': {'long_name': 'Vaud',
'short_name': 'VD'},
'EPFL EC-L Expert-Center pour la conservation du patrimoine bâti': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut für Aerosol- und Sensortechnik Hochschule für Technik Fachhochschule Nordwestschweiz': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Department of Political Science University of Ghana': {'long_name': 'N/A',
'short_name': 'N/A'},
'RMS Foundation': {'long_name': 'Canton of Bern', 'short_name': 'BE'},
'Helmholtz-Zentrum für Infektionsforschung GmbH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut Universitaire de Médecine Sociale et Préventive - IUMSP CHUV et Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Kantonsschule Abt. Biologie': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Laboratoire de recherches Service de Pneumologie Hôpital Cantonal': {'long_name': 'Genève',
'short_name': 'GE'},
"Jurassica Museum Service sc. auxiliaire en géosciences Antenne universitaire de l'univ. de Fribourg": {'long_name': 'Fribourg',
'short_name': 'FR'},
'Institut für Teilchenphysik ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut für Sport und Sportwissenschaft Medizinische Fakultät Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Domaine Santé & Social HES-SO Valais': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Institut Sekundarstufe I und II Forschung und Entwicklung Pädagogische Hochschule der FHNW': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
"CEDOTEC Service d'information documentaire": {'long_name': 'Zurich',
'short_name': 'ZH'},
'Chaire de géométrie EPFL - SB - IGAT - GEOM': {'long_name': 'Vaud',
'short_name': 'VD'},
'Klinik für Onkologie Bereich Innere Medizin-Onkologie Universitätsspital Zürich': {'long_name': 'N/A',
'short_name': 'N/A'},
'CER-ETH Resource Economics ETH Zurich': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Universität Zürich Institut für Pflanze nbiologie Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Watson Institute for International Studies Brown University': {'long_name': 'N/A',
'short_name': 'N/A'},
'Sozialversicherungsgericht des Kantons Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Baker & McKenzie Zürich': {'long_name': 'Sankt Gallen', 'short_name': 'SG'},
'Novartis Pharma AG Arthritis & Bone Metabolism': {'long_name': 'Aargau',
'short_name': 'AG'},
'Institut für Iberoromanistik Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Domaine Français Département des langues et littératures Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'UNI: Université Mohyla Kiew RUS': {'long_name': 'Genève',
'short_name': 'GE'},
'Kantonsschule am Burggraben Rektorat': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Laboratoire de biophysique statistique EPFL - SB - ITP - LBS': {'long_name': 'Vaud',
'short_name': 'VD'},
'Kantonsschule Freudenberg': {'long_name': 'Zurich', 'short_name': 'ZH'},
'UNI: Centro de investigaciones biologicas M adrid E': {'long_name': 'N/A',
'short_name': 'N/A'},
'Physiologie végétale Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Moscow State University Computional Mathematics and Cyber- netics Faculty': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Trimarca AG': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Institut für Diagnostische Radiologie Departement Medizinische Radiologie Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'East European Institute of Reproductive Health Targu-Mures': {'long_name': 'Genève',
'short_name': 'GE'},
'C-CINA Biozentrum, Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Int. Space University Stockholm S': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut Universitaire de Psychothérapie Département de Psychiatrie Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Universität Basel Historisches Seminar Basel CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Haute Ecole de Santé de Genève (HEdS) HES-SO': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Pädagogisches Institut Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut Central des Hôpitaux Valaisans Département Microbiologie-Immunologie': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Domaine Sciences des sociétés des cultures Département des Sciences sociales Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Departement Forschung der Universitätskliniken Kantonsspital': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Hôpital Cantonal Universitaire Lab. central de chimie clinique': {'long_name': 'Genève',
'short_name': 'GE'},
'LOGITEC SA': {'long_name': 'Vaud', 'short_name': 'VD'},
'Dépt des Neurosciences Fondamentales Faculté de Médecine Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Radiochemistry Laboratory Institute of the Human Brain Russian Academy of Sciences': {'long_name': 'Zürich',
'short_name': 'ZH'},
'HES-SO Valais': {'long_name': 'Canton of Solothurn', 'short_name': 'SO'},
"Laboratoire d'Astrophysique EPFL": {'long_name': 'Vaud', 'short_name': 'VD'},
'Dept. of Engineering Management and Systems Engineering Frank Batten College of Engineering': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Hochschule für Soziale Arbeit Fachhochschule Nordwestschweiz': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Laboratoire de neuroenergétique et dynamique cellulaire EPFL - SV - BMI - LNDC': {'long_name': 'Vaud',
'short_name': 'VD'},
"Division d'Endocrinologie et Biochimie Clinique, Dépt. Méd. int. CHUV - BH10": {'long_name': 'Vaud',
'short_name': 'VD'},
"Clinique de Stérilité et d'Endocrinologie gynécologique": {'long_name': 'Genève',
'short_name': 'GE'},
'Franklin University Switzerland': {'long_name': 'N/A', 'short_name': 'N/A'},
'Research Centre Cadenazzo Agroscope': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Professur für Philosophie ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'FSP Kommunikationsdesign Hochschule der Künste Bern Berner Fachhochschule': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Department of Cell Biology Erasmus University Medical Center': {'long_name': 'N/A',
'short_name': 'N/A'},
"Laboratoire de la production d'architecture EPFL ENAC IA LAPA": {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Universität Novosibirsk Institut für Zy tologie und Genetik Novosibirsk RUS': {'long_name': 'Zürich',
'short_name': 'ZH'},
'UNI: Université de Neuchâtel Faculté de Droi t et des Sciences Economiques Neuchâtel CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Unité de Russe Département MESLO Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: School of Economics Centre for Voluntar y Organisation London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Nuklearmedizin Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Scuola universitaria professionale della Svizzera italiana (SUPSI)': {'long_name': 'Ticino',
'short_name': 'TI'},
'UNI: University of Newcastle Department of C hemical & Process Engineering Newcstle-upon- Tyne GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'PLANAR AG für Raumentwicklung': {'long_name': 'Aargau', 'short_name': 'AG'},
"Institut d'économie et d'économétrie (IEE) Faculté des sciences économiques et sociales Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Fachbereich Biologie/Chemie Universität Osnabrück': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Bulgarian Academy of Sciences Laborator y of Biophysics Sofia BG': {'long_name': 'N/A',
'short_name': 'N/A'},
'Faculté des sciences Décanat': {'long_name': 'Genève', 'short_name': 'GE'},
'Humboldt-Universität Inst. für Geschichtswissenschaften': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Sottas formative works': {'long_name': 'Zurich', 'short_name': 'ZH'},
'UNI: University of Bristol School of Mathema tics Bristol GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Praktische Theologie Evangelisch-theologische Fakultät Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Professur für Zuverlässigkeitstechnik EHT-Zentrum': {'long_name': 'Zurich',
'short_name': 'ZH'},
"HEAD Haute école d'art et de design": {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Institute of Molecular and Atomic Physics - National Academy of Sciences of Belarus': {'long_name': 'Aargau',
'short_name': 'AG'},
'Observatoire Science Politique et Société Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Academy of Sciences Institute of Organi c Chemistry & Biochemiistry Praha TS': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Psychiatrische Universitäts- Poliklinik Zweigstelle': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Labor für Ionenstrahlphysik ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Hochschule für Angewandte Psychologie Fachhochschule Nordwestschweiz (FHNW)': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Zentrum für tiergerechte Haltung: Wiederkäuer und Schweine Forschungsanstalt Agroscope': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Arbeits- und Forschungsstelle für Ethik Ethik-Zentrum Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Dep. für Geschichte und Archäologie Institut für Archäologische Wissenschaften Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: Max-Planck-Institut Am Klopferspitz 18a Martinsried D': {'long_name': 'N/A',
'short_name': 'N/A'},
'Académie de droit international humanitaire et de droits humains IHEID et Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Centre européen de calcul atomique et moléculaire EPFL - SB - CECAM': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: EPF-Lausanne Institut de microtechnique Lausanne CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Arbeitsgemeinschaft Bioindikation (AGB)': {'long_name': 'Aargau',
'short_name': 'AG'},
'UNI: DLR Wessling D': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Institut für klinische Epidemiologie Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'University Politehnica Faculty of Electronics and Telecommunications': {'long_name': 'Vaud',
'short_name': 'VD'},
'Minéralogie et Pétrographie Département des Géosciences Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'UNI: Cranfield University School of Manageme nt Bedford GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Forschungsnetzwerk Re-Konfigurationen Centrum für Nah- und Mittelost-Studien Universität Marburg': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Universität Basel Departement Biomedical Engineering': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Institut für Empirische Wirtschaftsforschung Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
"Ecole française d'Athènes (EFA)": {'long_name': 'N/A', 'short_name': 'N/A'},
'Problem Lab. of Low Temp. Physics Physics Department Kharkov National University': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Universität Bern Dept. Volkswirtschaftslehre Bibliothek': {'long_name': 'N/A',
'short_name': 'N/A'},
'BMG Engineering AG': {'long_name': 'Aargau', 'short_name': 'AG'},
'UNI: University of Oxford Department of Mate rials Oxford GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: MRC of Molecular Biology Cambridge GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Medizinische Klinik Kreisspital': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Département de recherche Haute école fribourgeoise de travail social HES-SO': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'UNI: Inselspital Bern Bern CH': {'long_name': 'N/A', 'short_name': 'N/A'},
'Departement für Physik und Astronomie Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Laboratoire de conception de systèmes mécaniques EPFL - STI - IGM - LCSM': {'long_name': 'Vaud',
'short_name': 'VD'},
'Laboratoire de catalyse et synthèse organique EPFL - SB - ISIC - LCSO': {'long_name': 'Vaud',
'short_name': 'VD'},
'Centre for Ecology and Hydrology CEH Monks Wood Abbots Ripton': {'long_name': 'N/A',
'short_name': 'N/A'},
'DIP - Office médico-pédagogique': {'long_name': 'Genève',
'short_name': 'GE'},
'Division de Physiopathologie Clinique HCU': {'long_name': 'Genève',
'short_name': 'GE'},
'Faculté des sciences économiques et sociales, Décanat Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Praxis und Hormonlabor': {'long_name': 'Basel-Stadt', 'short_name': 'BS'},
'Hôpital Pourtalès': {'long_name': 'Canton of Neuchâtel', 'short_name': 'NE'},
'seecon international gmbh': {'long_name': 'Aargau', 'short_name': 'AG'},
'Institut für Psychologie Lehrstuhl für Biolog. und Diff. Psychologie Albert-Ludwigs-Universität Freiburg': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Zieglerspital': {'long_name': 'Canton of Bern', 'short_name': 'BE'},
'Klinik und Poliklinik für Hautkrankheiten Westfälische Wilhelms-Universität Münster': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Hochschule für Gestaltung, Kunst und Konservierung': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Lab. de Diagnostique moléculaire Service de génétique médicale Dépt Gynécologie et obstétrique': {'long_name': 'Genève',
'short_name': 'GE'},
'EDA': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Département de linguistique générale Faculté des lettres Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Institute of Sociology Bulgarian Academy of Sciences': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Chaire de Droit Faculté ENAC- Section SIE EPFL': {'long_name': 'Fribourg',
'short_name': 'FR'},
'UNI: Eidgenössische Technische Hochschule Ve rkehrsplanung + Transporttechnik Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Inst. f. Reaktortechnik ETH - Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
"Unité d'Allergologie-Immunologie Hôpital de la Tour": {'long_name': 'Genève',
'short_name': 'GE'},
'Seminar für deutsche Literatur Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Institut für Strahlenhygiene BfS': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Department of Software Systems Institute of Science and Technology Graduate School of Information Science': {'long_name': 'N/A',
'short_name': 'N/A'},
'Catedra de Geografie Universitatea "Al. I. Cuza" - Iasi': {'long_name': 'Vaud',
'short_name': 'VD'},
'Technische Universität Kaiserslautern': {'long_name': 'N/A',
'short_name': 'N/A'},
'CTU - Conzepte Technik Umwelt AG': {'long_name': 'Aargau',
'short_name': 'AG'},
'Observatoire de Genève Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut für Pflanzenbiologie Universität Zürich Limnologische Station': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Lab. des Infect. Sexuellem. Transmissibles Service de Dermatologie et Vénéréologie Hôpital Cantonal Universitaires': {'long_name': 'Genève',
'short_name': 'GE'},
'Laboratoire de physique théorique des particules EPFL - SB - ITP - LPTP': {'long_name': 'Vaud',
'short_name': 'VD'},
'Abteilung für Transplantationsimmunologie und Nephrologie Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Department of Nuclear Physics Facculty of Mathematics and Physics Komensky University': {'long_name': 'N/A',
'short_name': 'N/A'},
'Universität Basel Ressort Finanzen Abt. Nationalfonds und Drittmittel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Laboratoire de médecine régénérative et de pharmacobiologie 2 EPFL - SB - ISIC - LMRP2': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut für Gemüse und Zierpflanzenbau': {'long_name': 'N/A',
'short_name': 'N/A'},
'Klinik für Pneumologie Bereich Herz-Gefäss-Thorax Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Klinik für Angiologie Departement Innere Medizin Universitätsspital Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'UNI: Russian Academy of Sciences Institute o f physical Chemistry Moscow RUS': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'UNI: University of Edinburgh Istitute of Cel l Animal and Population Biology Edinburgh GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Centre de Cytologie et de Dépistage du Cancer': {'long_name': 'Genève',
'short_name': 'GE'},
'Labor für Energie- und Verfahrenstechnik Paul Scherrer Institut': {'long_name': 'Aargau',
'short_name': 'AG'},
'UNI: Schweiz. Osteuropa-Bibliothek Bern CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Staatssekretariat für Bildung, Forschung und Innovation SBFI': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Abteilung Populationsgenetik Institut für Ökologie und Evolution Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: Université de Paris XI Lab. de Physique théorique et Hautes énergies Paris F': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut de physique de la matière condensée EPFL - SB - ICMP': {'long_name': 'Vaud',
'short_name': 'VD'},
'Hochschule Luzern - Design & Kunst Ressort Forschung & Entwicklung': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Institute for Particle Physics ETH Hönggerberg': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Departement für internationales Recht und Handelsrecht Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'UNI: MRC for Molecular Cell Biology London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Bundesamt für Gesundheit Kommission zur Kontrolle der AIDS-Forschung': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institute of Advanced Study in the Humanities and the Social Sciences (IASH) Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'School of Biological Sciences Nanyang Technological University': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Seminar für Gesundheitswissenschaften und Gesundheitspolitik Universität Luzern': {'long_name': 'Luzern',
'short_name': 'LU'},
'Institut für Wirtschaft und Oekologie Universität St. Gallen': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Office des recherches archéologiques': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Schweizerdeutsches Wörterbuch Schweizer isches Idiotikon Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Laboratoire des systèmes embarqués EPFL - STI - IEL - ESL': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut du développement territorial EPFL - ENAC - INTER-GE': {'long_name': 'Vaud',
'short_name': 'VD'},
'Centre for African Studies University of Cape Town': {'long_name': 'N/A',
'short_name': 'N/A'},
'Europäischer Gerichtshof für Menschenrechte': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Institut de Langue et de Littérature française Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Abteilung für Angewandte Mikroökonomie Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Comparative Literary and Cultural Studies Franklin College Switzerland TETI': {'long_name': 'N/A',
'short_name': 'N/A'},
'Dekanat Theologische Fakultät Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Hochschule für Technik und Wirtschaft HTW Chur Schweiz. Institut für Infowissenschaft SII': {'long_name': 'St. Gallen',
'short_name': 'SG'},
'Jugendforensische Abteilung Universitäre Psychiatrische Kliniken Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Selbsthilfegruppe der Prostitutierten Praha TS': {'long_name': 'Zurich',
'short_name': 'ZH'},
"Département d'astronomie Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Seminar für Sozialanthropologie Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Kompetenzzentrum Forschung, Ent- wicklung und andere Dienstleistungen Pädagogische Hochschule Rorschach PHR': {'long_name': 'N/A',
'short_name': 'N/A'},
'BSS Volkswirtschaftliche Beratung AG': {'long_name': 'Aargau',
'short_name': 'AG'},
"UNI: Université de Sherbrooke Service d'immu nologie Facutlé de médecine Sherbrooke CDN": {'long_name': 'N/A',
'short_name': 'N/A'},
'Ulugh Beg Astronomical Institute of the Uzbek Academy of Sciences': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Queen Mary College Dept of Mathematical Sciences London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Inst. für Empirische Wirtschaftsforschung Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut für Theoretische Physik Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Center for Arab and Middle Eastern Studies (CAMES), American University Beirut': {'long_name': 'N/A',
'short_name': 'N/A'},
'Forschungszentrum FAL': {'long_name': 'Fribourg', 'short_name': 'FR'},
'Max-Planck-Institut für ausländisches und internationales Privatrecht': {'long_name': 'N/A',
'short_name': 'N/A'},
'Departement Klinische Forschung Medizinische Fakultät Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut für psychologische Forschung und Beratung': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Librairie Droz S.A.': {'long_name': 'Basel-Stadt', 'short_name': 'BS'},
'Institute of Finance University of Lugano': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Dept. of Romance Languages and Literatures Johns Hopkins Universtiy': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Lab. de Génie Chimique et Biologique Section de Chimie / ISP - LGCB EPFL': {'long_name': 'N/A',
'short_name': 'N/A'},
'Spanische Sprache und Literatur Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Fachbereich Medien- und Kommunikationswissenschaften Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
"Unité de Médecine et Santé de l'Adolescence": {'long_name': 'Vaud',
'short_name': 'VD'},
'Istituto di ricerca in Oncologia': {'long_name': 'Ticino',
'short_name': 'TI'},
'Assocation suisse pour le service aux regions et communes (SEREC)': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Département de littérature comparée Faculté des lettres Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Faculté de droit Université de Fribourg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Dipartimento di lavoro sociale Scuola Universitaria Professionale della Svizzera italiana': {'long_name': 'Ticino',
'short_name': 'TI'},
'Zentrum für Zahnmedizin Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Collège propédeutique Université de Lausanne Dorigny': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institute of Science and Technology Austria IST Austria': {'long_name': 'Vaud',
'short_name': 'VD'},
'Département de Chirurgie Clinique de Chirurgie digestive': {'long_name': 'Genève',
'short_name': 'GE'},
'Klinik für Kardiologie Bereich Medizin Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Insitut für Lehr- und Lernforschung Pädagogische Hochschule des Kt. St. Gallen': {'long_name': 'St. Gallen',
'short_name': 'SG'},
'SV-BMI-LNDC EPFL': {'long_name': 'Vaud', 'short_name': 'VD'},
'Kinder- und Jugendpsychiatrische Klinik Universitäre Psychiatrische Kliniken UPK': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Department of Physics Tbilisi State University': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Mathematisches Institut Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Istituto Communicazione e Formazione Università della Svizzera Italiana': {'long_name': 'Lucerne',
'short_name': 'LU'},
'UNI: Kantonsspital Basel Abt. Neurobiologie Basel CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Laboratoire ACEPSA': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Lehrstuhl für Strafrecht, Strafprozessrecht Rechtswissenschaftliches Institut Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Etudes Genre Faculté SDS Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Filière Technique en radiologie médicale Haute école de santé - Genève HES-SO': {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Versuchsanstalt für Wasserbau, Hydrologie und Glaziologie ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Laboratoire de biotechnologie cellulaire EPFL - SV - IBI1 - LBTC1': {'long_name': 'Vaud',
'short_name': 'VD'},
'Abteilung für Klinische Physiologie Klinik für Herz-& Thoraxchirurgie Universitätskliniken Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Service de Radio-Oncologie CHUV': {'long_name': 'N/A', 'short_name': 'N/A'},
'Laboratoire de Néphrologie Fondation pour Recherches Médicales Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Institut für Baustoffe ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Augenklinik Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Abteilung für Gastroenterologie Medizinische Universitäts-Kinderklinik Inselspital': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Laboratoire des nanomatériaux supramoléculaires et interfaces EPFL - STI - IMX - SUNMIL': {'long_name': 'Vaud',
'short_name': 'VD'},
'Schweizerische Gesellschaft für Geschichte Generalsekretariat': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Organizzazione sociopsichiatrica cantonale': {'long_name': 'Lucerne',
'short_name': 'LU'},
'UNI: University of Cambridge Dept. of Chemi stry Cambridge GB': {'long_name': 'N/A',
'short_name': 'N/A'},
"Institut d'Economie et de Management de la Santé (IEMS) Université de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
'IRIS Research Center Chiron S.p.A.': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Fachbereich Psychologie Philipps-Universität Marburg': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Abt. für Gastroenterologie und Hepatologie Universitätsspital Basel': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut de Pharmacognosie et Phytochimie Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
"IEMS - Institut d'Économie et Management de la Santé Université de Lausanne": {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: EAWAG 8600 Dübendorf CH': {'long_name': 'N/A', 'short_name': 'N/A'},
'Institut de Zoologie Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Laboratory for Multifunctional Materials Department of Materials ETH Zurich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'The Rockefeller University': {'long_name': 'N/A', 'short_name': 'N/A'},
'Berner Fachhochschule Technik und Informatik': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
"Laboratoire d'intelligence artificielle EPFL - IC - IIF - LIA": {'long_name': 'Vaud',
'short_name': 'VD'},
'Departement für Quantitative Wirtschaftsforschung Universität Freiburg': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Centro Stefano Franscini ETH-Zentrum': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Professur für Soziologie ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Facultatea de litere Universitatea Babes-Bolyai': {'long_name': 'Genève',
'short_name': 'GE'},
'FED Institut Design & Kunst Hochschule Luzern': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Forschungsgruppe Intensivmedizin Departement Klinische Forschung Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut für Wirtschaftsinformatik Fachhochschule Nordwestschweiz Hochschule für Wirtschaft': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Service de Neuropsychiatrie Département de Psychiatrie Hôpital Belle-Idée - HUG': {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: Czech Adacemy of Sciences Inst. of Micr obiology Praha TS': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Division de Pharmacologie et Toxicologie Cliniques CHUV, Hôpital de Beaumont': {'long_name': 'Vaud',
'short_name': 'VD'},
'Medizinische Abteilung Spital Neumünster': {'long_name': 'Lucerne',
'short_name': 'LU'},
'UNI: Charles University Faculty of Science D epartment of Petrology Prag TR': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Paul Scherrer Institut Angew. Festkörperphysik': {'long_name': 'Aargau',
'short_name': 'AG'},
'UNI: Méchanique statistique de la Turbulence Marseille F': {'long_name': 'N/A',
'short_name': 'N/A'},
'Pulmonary Cell Research Departement Forschung Universitätsspital Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Hochschule für Gestaltung und Kunst Basel FH beider Basel Nordwestschweiz FHBB Fachhochschule Nordwestschweiz': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Sigmaplan AG Raumplanung, Umwelt, Verkehr, Informatik': {'long_name': 'Aargau',
'short_name': 'AG'},
'UNI: ETH-Zürich IPS-Interdisciplinary Projec t Center for Supercomputing Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Université de Québec INRS - Section Eau Québec CDN': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: Académie des Sciences Institut de la la ngue russe Moscow RUS': {'long_name': 'Vaud',
'short_name': 'VD'},
'Technologies de Formation et Apprentissage FPSE - Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
"UNI: University of Oxford St. Anne's College Dept. of Modern History Oxford GB": {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Theorie Zürcher Hochschule der Künste': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Schweiz. Meteorologische Anstalt Krähbü hlstrasse 58 Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Technische Universität Lodz Institut für Strahlenchemie': {'long_name': 'Fribourg',
'short_name': 'FR'},
'Département Gynécologie et Obstétrique Maternité Hôpitaux Universitaires de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Service des Maladies Infectieuses Département de Médecine Interne CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Associazione pro Grigione Italiano-PGI Firenze I': {'long_name': 'N/A',
'short_name': 'N/A'},
'Universitätsklinik und Poliklinik für Psychiatrie': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Bildgebende Diagnostik und Radio-Onkologie der Vetsuisse-Fakultät Univ. Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut für Bildungsmanagement und Bildungsökonomie Pädagogische Hochschule Zentralschweiz': {'long_name': 'Canton of Zug',
'short_name': 'ZG'},
'Ispettorato forestale cantonale': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Deutsches Seminar Arbeitsstelle Parzival-Projekt Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Abteilung für Wirtschafts-, Sozial- und Umweltgeschichte, Historisches Institut Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Service d’Ophtalmologie Hôpital Cantonal - HUG': {'long_name': 'Genève',
'short_name': 'GE'},
'Musée de zoologie Palais de Rumine': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Archäologische Bodenforschung Basel-Stadt': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Forschungsleitung AL Departement Angewandte Linguistik Zürcher Hochschule f. Angew. Wissenschaft': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Schweiz. Stiftung für die Photographie Kunsthaus': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Lehrstuhl für Strafrecht, Strafprozessrecht und Kriminologie Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Départment de Pédiatrie et de Pathologie-Immunologie Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
'Burson-Marsteller': {'long_name': 'Aargau', 'short_name': 'AG'},
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'UNI: Nationalmuseum Erde und Menschen Sofia BG': {'long_name': 'Zurich',
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'Mehrsprachigkeitsforschung und Fremdsprachendidaktik Universität Freiburg': {'long_name': 'Fribourg',
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'Euresearch Genève Université de Genève': {'long_name': 'Genève',
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'Laboratoire de recherche Département de chirurgie et anesthésiologie Université de Lausanne': {'long_name': 'Vaud',
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'Brooklyn College': {'long_name': 'Zürich', 'short_name': 'ZH'},
'Center of Economic Research (CER) ETH Zürich': {'long_name': 'Zurich',
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'UNI: EPFL 1015 Lausanne CH': {'long_name': 'N/A', 'short_name': 'N/A'},
'Inst. of Railway Studies & Transport History Dept. of History University of York': {'long_name': 'N/A',
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'Theoretical Physics Department Natioanl University of Uzbekostan': {'long_name': 'Canton of Bern',
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'Computer Vision Laboratory ETH Zürich': {'long_name': 'Zurich',
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'Religionswissenschaftliches Seminar Universität Luzern': {'long_name': 'Luzern',
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'AUCTOR Beratergruppe': {'long_name': 'Aargau', 'short_name': 'AG'},
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'Klinische Neurowissenschaften Pharmacenter Universität Basel': {'long_name': 'Basel-Stadt',
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'IPSC - Institute of Psychology and Sociology Faculty of Communication Sciences University of Lugano': {'long_name': 'Lucerne',
'short_name': 'LU'},
'UNI: Akad. Transportwissenschaften Moskau RUS': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Landcare Research': {'long_name': 'N/A', 'short_name': 'N/A'},
'Institut für Versicherungswirtschaft Universität St. Gallen': {'long_name': 'Sankt Gallen',
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'ETH Zurich Institute for Building Materials Wood Materials Science Lab': {'long_name': 'Zurich',
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'Universität Basel Universitätsbibliothek Sekretariat': {'long_name': 'Basel-Stadt',
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'School of Medicine University of Pennsylvania': {'long_name': 'N/A',
'short_name': 'N/A'},
'UNI: National Institute for Medicla Research London GB': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut Universitaire de Psychothérapie CHUV': {'long_name': 'Vaud',
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'Clinique Sainte-Claire': {'long_name': 'Lucerne', 'short_name': 'LU'},
'Corpus Christi College University of Oxford': {'long_name': 'N/A',
'short_name': 'N/A'},
'Neuropsychologie Zentrum - Akutgeriatrie Universitätsspital Basel': {'long_name': 'Basel-Stadt',
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'Professur für Wissenschaftsforschung Kultur- und Sozialwissenschaftliche Fakultät Universität Luzern': {'long_name': 'Luzern',
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'Betriebswirtschaftslehre der öffentlichen Verwaltung Hochschule St. Gallen': {'long_name': 'Sankt Gallen',
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'UNI: University of London School of Economic s and Political Science London GB': {'long_name': 'N/A',
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"Centre OMS de Vaccinologie et d'Immunologie Néonatale Université de Genève": {'long_name': 'Genève',
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'Institut des Neurosciences de Montpellier Hôpital Saint Eloi': {'long_name': 'Zurich',
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'UNI: University of Manchester Department of Earth Sciences Manchester GB': {'long_name': 'N/A',
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'Département de Gériatrie Belle-Idée Research Center': {'long_name': 'Genève',
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'Gesundheitsdepartement des Kantons Basel-Stadt': {'long_name': 'Aargau',
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'Anthropologisches Institut und Museum Universität Zürich-Irchel': {'long_name': 'Zürich',
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'Departement Informationstechnik und Elektrotechnik (D-ITET) ETH-Zentrum': {'long_name': 'Zurich',
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'Institut des sciences du langage et de la communication Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
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'Labor für Teilchenphysik Paul Scherrer Institut': {'long_name': 'Aargau',
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'UNI: Economics University Prag TS': {'long_name': 'Genève',
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'Geodetical and Geophysical Research Institute of the Hungarian Academy of Sciences': {'long_name': 'Canton of Neuchâtel',
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'Labor für Lebensmittelmikrobiologie IFNH - D-HEST ETH Zürich': {'long_name': 'Zurich',
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'School of Social Sciences': {'long_name': 'N/A', 'short_name': 'N/A'},
'Abteilung für Umweltmikrobiologie EAWAG': {'long_name': 'Zurich',
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'Physik-Institut Universität Zürich': {'long_name': 'Zürich',
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'Clinique de pédiatrie Hôpital Cantonal Universitaire': {'long_name': 'Genève',
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'Institut für Germanistik Philosophisch-historische Fakultät Universität Bern': {'long_name': 'Canton of Bern',
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'Schweiz. Thesauruskommission': {'long_name': 'Basel-Stadt',
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'TU Hamburg-Harburg Institut für Marketing und Innovation': {'long_name': 'Canton of Bern',
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'UNI: Tunghai University Dept. of Sociology Taichung RC': {'long_name': 'N/A',
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'Fachdidaktik Biologie Universität Bern': {'long_name': 'Canton of Bern',
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'Centre d’Immunologie de Marseille-Luminy': {'long_name': 'Genève',
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'EPFL-Science de la Vie EPFL - SV - PTTECH - BIOP': {'long_name': 'Vaud',
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'Loma Linda University Medical Center': {'long_name': 'Vaud',
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'Département de Sociologie Faculté des Sciences de la Société Université de Genève': {'long_name': 'Genève',
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'Laboratoire "Réseau Epithélium"': {'long_name': 'Genève',
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'Laboratoire de méthodes de programmation 1 EPFL - IC - IIF - LAMP1': {'long_name': 'Vaud',
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'Labor für Atmosphärenchemie Paul Scherrer Institut': {'long_name': 'Aargau',
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'UNI: Université de Neuchâtel Institut de Psy chologie 2001 Neuchâtel CH': {'long_name': 'N/A',
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'Unité de Génétique Moléculaire Falaises 1 - CHUV': {'long_name': 'Vaud',
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'UNI: Western Australia University Departemen t of Economics 35 Stirling Highway Crawley A US': {'long_name': 'N/A',
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'Institut für Chemie und Bioanalytik Fachhochschule Nordwestschweiz': {'long_name': 'Basel-Stadt',
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'Departement für Philosophie Philosophische Fakultät Universität Freiburg': {'long_name': 'Fribourg',
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'UFSP Dynamik Gesunden Alterns Universität Zürich': {'long_name': 'Zürich',
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'Institut für öffentliches Recht Universität Bern': {'long_name': 'Canton of Bern',
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'University of Budapest': {'long_name': 'Zürich', 'short_name': 'ZH'},
'UNI: University of Sheffield Dept of Physics Sheffield GB': {'long_name': 'N/A',
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'Laboratoire pour les communications informatiques et leurs applications EPFL - IC - LCA2': {'long_name': 'Vaud',
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'Institut des matériaux EPFL - STI - IMX': {'long_name': 'Vaud',
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'ECCE Gemeinschaft für Sozial- forschung': {'long_name': 'Aargau',
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'Bibliotheque militaire fédérale': {'long_name': 'Zurich',
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'UNI: ETH-Zürich Laboratorium für organische Chemie Zürich CH': {'long_name': 'N/A',
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'Département de Radiologie Clinique de psychiatrie infantile Hôpitaux Universitaires de Genève': {'long_name': 'Genève',
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'Psychologisches Institut Klinische Psychologie, -Therapie u. -Analyse Universität Zürich': {'long_name': 'Zürich',
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'Computational Science Dept. of Chemistry and Applied Biosciences ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Laboratoire de gynécologie- obstétrique moléculaire HUG': {'long_name': 'Genève',
'short_name': 'GE'},
'Medizinische Klinik Kantonales Spital Sursee-Wolhusen': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Bielefeld Graduate School in History and Sociology Bielefeld University': {'long_name': 'N/A',
'short_name': 'N/A'},
'Abt. für Endokrinologie und Diabetologie Kinderspital Zürich Universitäts-Kinderklinik': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Musikwissenschaftliches Institut Johannes Gutenberg-Universität Mainz': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Zwingliverein Schweiz. Landesmuseum': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Schola Cantorum Basiliensis Musik Akademie Basel FHNW': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Section de français médiéval Faculté des lettres Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Ecole Polytechnique Federale de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
'Soundtherm GmbH': {'long_name': 'Aargau', 'short_name': 'AG'},
'Kunstgeschichtliches Seminar Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Haute école de viticulture et oenologie Haute Ecole Spécialisée de Suisse Occidental': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Higher Institute of Agriculture Department of Agrochemistry and Soil Science': {'long_name': 'N/A',
'short_name': 'N/A'},
"Hôpital Cantonal Département de Chirurgie Clinique d'Urologie": {'long_name': 'Genève',
'short_name': 'GE'},
'UNI: University of Latvia Department of Cont rastive Linguistics Riga LV': {'long_name': 'Genève',
'short_name': 'GE'},
'Knochenbiologie und Ortho. Forschung Departement Klinische Forschung Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Institut Religions, Cultures, Modernité FTSR Université de Lausanne': {'long_name': 'Vaud',
'short_name': 'VD'},
"Clinique d'Urologie Hôpital Cantonal Universitaire": {'long_name': 'Genève',
'short_name': 'GE'},
'Institut für Evolutionsbiologie und Umweltwissenschaften Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut für Informatik und angewandte Mathematik Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Czech Academy of Sciences Institute of Theory and Automation': {'long_name': 'Zurich',
'short_name': 'ZH'},
'CHUV Service de dermatologie Hôpital Beaumont 04-421': {'long_name': 'Vaud',
'short_name': 'VD'},
'Theodor Kocher Institut Medizinische Fakultät Universität Bern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'UNI: University of Reading Reading GB': {'long_name': 'N/A',
'short_name': 'N/A'},
"Laboratoire d'électronique et traitement du signal EPFL - STI - IMT - ESPLAB": {'long_name': 'Vaud',
'short_name': 'VD'},
'Abt. für Pädiatrische Intensivbehandlung Medizinische Universitäts-Kinderklinik Inselspital': {'long_name': 'N/A',
'short_name': 'N/A'},
'HEC/LOGILAB Genève Faculté des sciences economiques et sociales UNI MAIL': {'long_name': 'Genève',
'short_name': 'GE'},
'Groupe de Géomagnétisme Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Laboratoire de chimie organométallique et médicinale EPFL - SB - ISIC - LCOM': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut für genbiologische Forschung Berlin GmbH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Laboratoire de Biologie de la Reproduction et du Développement c/o M. le Prof. Maurice Auroux': {'long_name': 'N/A',
'short_name': 'N/A'},
'Departement Chirurgie Forschungsabteilung ZLF 401': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Vasilievskij ostros Malyj Prospekt St. Petersburg RUS': {'long_name': 'Vaud',
'short_name': 'VD'},
'Cardiocentro Ticino': {'long_name': 'Lucerne', 'short_name': 'LU'},
'Forschungskomitee Rechtssoziologie und Rechtswirklichkeitsforschung der Schweizer Gesellschaft für Soziologie': {'long_name': 'Luzern',
'short_name': 'LU'},
'Laboratoire de modélisation systémique EPFL - IC - IIF - LAMS': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: W. & E. Hall Institute of Medical Resea rch Victoria AUS': {'long_name': 'N/A',
'short_name': 'N/A'},
"Faculté de Psychologie et des Sciences de l'Education Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Abteilung Innenarchitektur IN3 Hochschule für Gestaltung und Kunst HGK-Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: London GB': {'long_name': 'N/A', 'short_name': 'N/A'},
'UNI: Archivio cantonale Bellinzona CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Inst. für Natur-, Landschafts- und Umweltschutz Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'CABI': {'long_name': 'Zurich', 'short_name': 'ZH'},
'Institut de géographie Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
'Departement Forschung Abteilung Experimentelle Immunologie': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Institut für Finanzwissenschaft und Finanzrecht': {'long_name': 'Sankt Gallen',
'short_name': 'SG'},
'Institut für Chemie und Bioanalytik Hochschule für Life Sciences Fachhochschule Nordwestschweiz': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Fachbereich Pädagogische Psychologie Pädagogische Hochschule Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Istituto Media e Giornalismo (IMeG) Facoltà di Scienze della Comunicazione Università della Svizzera italiana': {'long_name': 'Lucerne',
'short_name': 'LU'},
'Swiss Federal Institute for Technology ETH NADEL Center for Development and Cooperation': {'long_name': 'Zurich',
'short_name': 'ZH'},
'AIREN': {'long_name': 'Genève', 'short_name': 'GE'},
'AVCP': {'long_name': 'Vaud', 'short_name': 'VD'},
'Fachhochschule Nordwestschweiz Hochschule für Life Sciences': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Eidg. Techn. Hochschule Institut für Ve rfahrens- und Kältetechnik Zürich CH': {'long_name': 'N/A',
'short_name': 'N/A'},
"Département d'anthropologie et d'écologie Faculté des sciences Université de Genève": {'long_name': 'Genève',
'short_name': 'GE'},
'Laboratoire de traitement des signaux 1 EPFL - STI - IEL - LTS1': {'long_name': 'Vaud',
'short_name': 'VD'},
"Jardin botanique de l'Université et de la Ville de Neuchâtel": {'long_name': 'Canton of Neuchâtel',
'short_name': 'NE'},
"Ecole d'ingénieurs et d'architectes": {'long_name': 'Canton of Solothurn',
'short_name': 'SO'},
'Departement Geowissenschaften Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'MR-Zentrum des Kinderspitals Zürich Universitäts-Kinderklinik': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Institut für Weiterbildung PHBern': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Chaire du management des industries de réseaux EPFL - CDM - ITPP - MIR': {'long_name': 'Vaud',
'short_name': 'VD'},
'Architektur und Digitale Fabrikation Institut für Technologie in der Architektur ETH Zürich': {'long_name': 'Zurich',
'short_name': 'ZH'},
'UNI: Università degli Studi di Firenze Fire nze I': {'long_name': 'N/A',
'short_name': 'N/A'},
'Institut für Parasitologie Vetsuisse-Fakultät Universität Zürich': {'long_name': 'Zürich',
'short_name': 'ZH'},
'Didaktikum Aarau': {'long_name': 'N/A', 'short_name': 'N/A'},
'Institut für Farbenchemie Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Laboratoires de Recherches Métaboliques de la Faculté de Médecine / Université de Genève': {'long_name': 'Genève',
'short_name': 'GE'},
"Archives de l'Etat de Fribourg": {'long_name': 'Zurich', 'short_name': 'ZH'},
'Klinik und Poliklinik für Kardiologie Departement Herz und Gefässe Universitätsklinik, Inselspital': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
'Centre of Microelectronics Ioffe Physico-Technical Institute Russian Academy of Sciences': {'long_name': 'Zurich',
'short_name': 'ZH'},
'Hochschule für Soziale Arbeit (HSA) Fachhochschule Nordwestschweiz': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Departement Forschung Kantonsspital Basel Universität Basel': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'UNI: Department of Chemistry and Biochemistr y Bern CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Forschungsanstalt Agroscope Changins- Wädenswil ACW': {'long_name': 'N/A',
'short_name': 'N/A'},
'Psychiatrische Klinik Universitäre Psychiatrische Kliniken UPK': {'long_name': 'Basel-Stadt',
'short_name': 'BS'},
'Division de Cardiologie et Division autonome de recherche en thérapie génique CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'UNI: Université de Genève Section de Physiqu e Genève CH': {'long_name': 'N/A',
'short_name': 'N/A'},
'Unité de neurologie et neuroréhabilitation pédiatrique CHUV': {'long_name': 'Vaud',
'short_name': 'VD'},
'Institut für Diagnostische und Interventionelle Neuroradiologie Inselspital': {'long_name': 'Canton of Bern',
'short_name': 'BE'},
...}
In [19]:
canton_shortname_series = pd.Series(canton_shortname_table, name='Canton Shortname')
canton_shortname_series.size
Out[19]:
53059
In [20]:
canton_longname_series = pd.Series(canton_longname_table, name='Canton Longname')
canton_longname_series.size
Out[20]:
53059
In [21]:
len(p3_grant_export_data.index)
Out[21]:
53059
In [22]:
# Reindex the dataframe to make the match with cantons
p3_grant_export_data_reindex = p3_grant_export_data.reset_index(drop=True)
p3_grant_export_data_reindex
Out[22]:
Funding Instrument
Funding Instrument Hierarchy
Institution
University
Start Date
End Date
Approved Amount
0
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.10.1975
30.09.1976
11619.00
1
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1976
41022.00
2
Project funding (Div. I-III)
Project funding
Kommission für das Corpus philosophorum medii ...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.03.1976
28.02.1985
79732.00
3
Project funding (Div. I-III)
Project funding
Abt. Handschriften und Alte Drucke Bibliothek ...
Universität Basel - BS
01.10.1975
30.09.1976
52627.00
4
Project funding (Div. I-III)
Project funding
Schweiz. Thesauruskommission
NPO (Biblioth., Museen, Verwalt.) - NPO
01.01.1976
30.04.1978
120042.00
5
Project funding (Div. I-III)
Project funding
Séminaire de politique économique, d'économie ...
Université de Fribourg - FR
01.01.1976
31.12.1978
53009.00
6
Project funding (Div. I-III)
Project funding
Institut für ökumenische Studien Université de...
Université de Fribourg - FR
01.01.1976
31.12.1976
25403.00
7
Project funding (Div. I-III)
Project funding
Ostasiatisches Seminar Universität Zürich
Universität Zürich - ZH
01.10.1975
31.03.1977
47100.00
8
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
01.10.1975
31.03.1977
25814.00
9
Project funding (Div. I-III)
Project funding
Laboratoire de Didactique et Epistémologie des...
Université de Genève - GE
01.10.1975
30.09.1978
360000.00
10
Project funding (Div. I-III)
Project funding
Klinische Psychologie und Psychotherapie Insti...
Université de Fribourg - FR
01.10.1975
31.12.1978
153886.00
11
Project funding (Div. I-III)
Project funding
Schweizerische Rechtsquellen c/o Universität Z...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.09.1978
862200.00
12
Project funding (Div. I-III)
Project funding
Département de Sociologie Faculté des Sciences...
Université de Genève - GE
01.10.1975
30.09.1977
116991.00
13
Project funding (Div. I-III)
Project funding
Institut für Volkswirtschaft WWZ / FGS Univers...
Universität Basel - BS
01.10.1975
31.12.1978
112664.00
14
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
01.10.1975
31.12.1975
5000.00
15
Project funding (Div. I-III)
Project funding
Forschungszentrum FAL
Université de Fribourg - FR
01.10.1975
30.09.1977
204018.00
16
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1977
149485.00
17
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
01.01.1976
31.08.1977
83983.00
18
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.01.1976
31.12.1976
38152.00
19
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
01.12.1975
31.01.1977
14138.00
20
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1978
164602.00
21
Project funding (Div. I-III)
Project funding
NaN
Universität Bern - BE
01.10.1975
30.04.1978
147795.00
22
Project funding (Div. I-III)
Project funding
Forschungsbereich Politisches Verhalten und Oe...
Universität Zürich - ZH
01.01.1976
30.06.1977
24552.00
23
Project funding (Div. I-III)
Project funding
Département des langues et des littératures fr...
Université de Genève - GE
01.10.1975
30.09.1978
44802.00
24
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.01.1976
31.12.1979
56000.00
25
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.10.1975
30.09.1977
152535.00
26
Project funding (Div. I-III)
Project funding
Schweizerische Gesellschaft für Volkskunde
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.09.1976
225000.00
27
Project funding (Div. I-III)
Project funding
Kuratorium Carl J. Burckhardt
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.04.1978
179124.00
28
Project funding (Div. I-III)
Project funding
NaN
Universität Zürich - ZH
01.10.1975
31.03.1976
20000.00
29
Project funding (Div. I-III)
Project funding
Eidg. Forschungsanstalt für Wald, Schnee und L...
Eidg. Forschungsanstalt für Wald,Schnee,Land -...
01.10.1975
30.09.1978
445198.00
...
...
...
...
...
...
...
...
53029
Publication grants
Science communication
Institut Sozialmanagement und Sozialpolitik Ho...
Hochschule Luzern - HSLU
01.08.2016
31.07.2017
1898.00
53030
International short research visits
Careers
Stiftung Bibliothek Werner Oechslin
NaN
01.07.2016
30.09.2016
9300.00
53031
International short research visits
Careers
School of Geographical Sciences University of ...
NaN
01.08.2016
31.10.2016
9500.00
53032
International short research visits
Careers
NaN
NaN
01.07.2016
31.07.2016
4000.00
53033
International short research visits
Careers
CSIRO Marine and Atmospheric Research
NaN
01.08.2016
31.10.2016
11000.00
53034
International short research visits
Careers
NaN
NaN
01.07.2016
31.08.2016
7500.00
53035
International short research visits
Careers
Departement Geographie, SIE Universität Zürich
NaN
01.08.2016
30.09.2016
8000.00
53036
International short research visits
Careers
CReAM Department of Economics University Colle...
NaN
01.09.2016
30.11.2016
9300.00
53037
International short research visits
Careers
NaN
NaN
01.08.2016
30.09.2016
7000.00
53038
International short research visits
Careers
Eawag
NaN
01.09.2016
31.10.2016
6000.00
53039
International short research visits
Careers
Catholic University of Bukavu
NaN
01.09.2016
30.09.2016
4500.00
53040
Scientific Conferences
Science communication
Fondation Jean Monnet pour l'Europe Centre de ...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.2016
31.12.2016
2800.00
53041
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Planning of Landscape and Urban Systems Instit...
ETH Zürich - ETHZ
01.10.2016
30.09.2017
99952.00
53042
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschungsanstalt Agroscope Reckenholz-Tänikon...
Forschungsanstalten Agroscope - AGS
01.10.2016
31.12.2017
98040.00
53043
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschung und Beratung in Wirtschaft und Polit...
Firmen/Privatwirtschaft - FP
01.09.2016
28.02.2018
100000.00
53044
International short research visits
Careers
Zoologisches Institut Universität Basel
NaN
01.09.2016
30.11.2016
10500.00
53045
International Exploratory Workshops
Science communication
Zentrum für Religion, Wirtschaft und Politik T...
Universität Basel - BS
01.10.2016
31.12.2016
10030.00
53046
International short research visits
Careers
Abteilung für Neuropsychologie Zentrum für Kog...
NaN
01.08.2016
31.10.2016
7870.00
53047
International short research visits
Careers
NaN
NaN
01.08.2016
31.08.2016
3150.00
53048
Scientific Conferences
Science communication
Abteilung für Indologie Universität Zürich
Universität Zürich - ZH
01.10.2016
31.12.2016
10600.00
53049
Scientific Conferences
Science communication
Institut Religions, Cultures, Modernité FTSR U...
Université de Lausanne - LA
01.10.2016
31.12.2016
2515.00
53050
International short research visits
Careers
NaN
NaN
01.10.2016
31.10.2016
3500.00
53051
International short research visits
Careers
Department of Physics University of Massachusetts
NaN
01.10.2016
31.10.2016
4000.00
53052
International short research visits
Careers
NaN
NaN
01.09.2016
30.09.2016
3550.00
53053
Scientific Conferences
Science communication
Haute École d'art et de design - Genève HES-SO
HES de Suisse occidentale - HES-SO
01.10.2016
31.12.2016
3000.00
53054
Scientific Conferences
Science communication
Departement Design Zürcher Hochschule der Küns...
Zürcher Fachhochschule (ohne PH) - ZFH
01.10.2016
31.12.2016
1000.00
53055
Scientific Conferences
Science communication
Institute Performing Arts and Film Zürcher Hoc...
Zürcher Fachhochschule (ohne PH) - ZFH
01.09.2016
30.11.2016
2000.00
53056
International short research visits
Careers
Department of Electrical Engineering and Compu...
NaN
01.09.2016
31.12.2016
10500.00
53057
International short research visits
Careers
Département de Biologie Faculté des Sciences U...
NaN
01.09.2016
30.11.2016
9500.00
53058
International short research visits
Careers
The Forsyth Institute Department of Microbiolo...
NaN
01.10.2016
30.11.2016
7000.00
53059 rows × 7 columns
In [23]:
# Let's add the cantons to our dataframe !
p3_grant_cantons = pd.concat([p3_grant_export_data_reindex, canton_longname_series, canton_shortname_series], axis=1)
p3_grant_cantons.columns.get_value
p3_grant_cantons
Out[23]:
Funding Instrument
Funding Instrument Hierarchy
Institution
University
Start Date
End Date
Approved Amount
Canton Longname
Canton Shortname
0
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.10.1975
30.09.1976
11619.00
N/A
N/A
1
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1976
41022.00
Genève
GE
2
Project funding (Div. I-III)
Project funding
Kommission für das Corpus philosophorum medii ...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.03.1976
28.02.1985
79732.00
Zurich
ZH
3
Project funding (Div. I-III)
Project funding
Abt. Handschriften und Alte Drucke Bibliothek ...
Universität Basel - BS
01.10.1975
30.09.1976
52627.00
Basel-Stadt
BS
4
Project funding (Div. I-III)
Project funding
Schweiz. Thesauruskommission
NPO (Biblioth., Museen, Verwalt.) - NPO
01.01.1976
30.04.1978
120042.00
Zurich
ZH
5
Project funding (Div. I-III)
Project funding
Séminaire de politique économique, d'économie ...
Université de Fribourg - FR
01.01.1976
31.12.1978
53009.00
Fribourg
FR
6
Project funding (Div. I-III)
Project funding
Institut für ökumenische Studien Université de...
Université de Fribourg - FR
01.01.1976
31.12.1976
25403.00
Fribourg
FR
7
Project funding (Div. I-III)
Project funding
Ostasiatisches Seminar Universität Zürich
Universität Zürich - ZH
01.10.1975
31.03.1977
47100.00
Zürich
ZH
8
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
01.10.1975
31.03.1977
25814.00
Vaud
VD
9
Project funding (Div. I-III)
Project funding
Laboratoire de Didactique et Epistémologie des...
Université de Genève - GE
01.10.1975
30.09.1978
360000.00
Genève
GE
10
Project funding (Div. I-III)
Project funding
Klinische Psychologie und Psychotherapie Insti...
Université de Fribourg - FR
01.10.1975
31.12.1978
153886.00
Fribourg
FR
11
Project funding (Div. I-III)
Project funding
Schweizerische Rechtsquellen c/o Universität Z...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.09.1978
862200.00
Zurich
ZH
12
Project funding (Div. I-III)
Project funding
Département de Sociologie Faculté des Sciences...
Université de Genève - GE
01.10.1975
30.09.1977
116991.00
Genève
GE
13
Project funding (Div. I-III)
Project funding
Institut für Volkswirtschaft WWZ / FGS Univers...
Universität Basel - BS
01.10.1975
31.12.1978
112664.00
Basel-Stadt
BS
14
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
01.10.1975
31.12.1975
5000.00
Zürich
ZH
15
Project funding (Div. I-III)
Project funding
Forschungszentrum FAL
Université de Fribourg - FR
01.10.1975
30.09.1977
204018.00
Fribourg
FR
16
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1977
149485.00
Genève
GE
17
Project funding (Div. I-III)
Project funding
Soziologisches Institut Universität Zürich
Universität Zürich - ZH
01.01.1976
31.08.1977
83983.00
Zürich
ZH
18
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.01.1976
31.12.1976
38152.00
N/A
N/A
19
Project funding (Div. I-III)
Project funding
NaN
Université de Lausanne - LA
01.12.1975
31.01.1977
14138.00
Vaud
VD
20
Project funding (Div. I-III)
Project funding
Faculté de Psychologie et des Sciences de l'Ed...
Université de Genève - GE
01.10.1975
30.09.1978
164602.00
Genève
GE
21
Project funding (Div. I-III)
Project funding
NaN
Universität Bern - BE
01.10.1975
30.04.1978
147795.00
Canton of Bern
BE
22
Project funding (Div. I-III)
Project funding
Forschungsbereich Politisches Verhalten und Oe...
Universität Zürich - ZH
01.01.1976
30.06.1977
24552.00
Zürich
ZH
23
Project funding (Div. I-III)
Project funding
Département des langues et des littératures fr...
Université de Genève - GE
01.10.1975
30.09.1978
44802.00
Genève
GE
24
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.01.1976
31.12.1979
56000.00
N/A
N/A
25
Project funding (Div. I-III)
Project funding
NaN
Nicht zuteilbar - NA
01.10.1975
30.09.1977
152535.00
N/A
N/A
26
Project funding (Div. I-III)
Project funding
Schweizerische Gesellschaft für Volkskunde
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.09.1976
225000.00
Zurich
ZH
27
Project funding (Div. I-III)
Project funding
Kuratorium Carl J. Burckhardt
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.1975
30.04.1978
179124.00
Zurich
ZH
28
Project funding (Div. I-III)
Project funding
NaN
Universität Zürich - ZH
01.10.1975
31.03.1976
20000.00
Zürich
ZH
29
Project funding (Div. I-III)
Project funding
Eidg. Forschungsanstalt für Wald, Schnee und L...
Eidg. Forschungsanstalt für Wald,Schnee,Land -...
01.10.1975
30.09.1978
445198.00
Vaud
VD
...
...
...
...
...
...
...
...
...
...
53029
Publication grants
Science communication
Institut Sozialmanagement und Sozialpolitik Ho...
Hochschule Luzern - HSLU
01.08.2016
31.07.2017
1898.00
Lucerne
LU
53030
International short research visits
Careers
Stiftung Bibliothek Werner Oechslin
NaN
01.07.2016
30.09.2016
9300.00
N/A
N/A
53031
International short research visits
Careers
School of Geographical Sciences University of ...
NaN
01.08.2016
31.10.2016
9500.00
N/A
N/A
53032
International short research visits
Careers
NaN
NaN
01.07.2016
31.07.2016
4000.00
N/A
N/A
53033
International short research visits
Careers
CSIRO Marine and Atmospheric Research
NaN
01.08.2016
31.10.2016
11000.00
N/A
N/A
53034
International short research visits
Careers
NaN
NaN
01.07.2016
31.08.2016
7500.00
N/A
N/A
53035
International short research visits
Careers
Departement Geographie, SIE Universität Zürich
NaN
01.08.2016
30.09.2016
8000.00
N/A
N/A
53036
International short research visits
Careers
CReAM Department of Economics University Colle...
NaN
01.09.2016
30.11.2016
9300.00
N/A
N/A
53037
International short research visits
Careers
NaN
NaN
01.08.2016
30.09.2016
7000.00
N/A
N/A
53038
International short research visits
Careers
Eawag
NaN
01.09.2016
31.10.2016
6000.00
N/A
N/A
53039
International short research visits
Careers
Catholic University of Bukavu
NaN
01.09.2016
30.09.2016
4500.00
N/A
N/A
53040
Scientific Conferences
Science communication
Fondation Jean Monnet pour l'Europe Centre de ...
NPO (Biblioth., Museen, Verwalt.) - NPO
01.10.2016
31.12.2016
2800.00
Zurich
ZH
53041
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Planning of Landscape and Urban Systems Instit...
ETH Zürich - ETHZ
01.10.2016
30.09.2017
99952.00
Zurich
ZH
53042
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschungsanstalt Agroscope Reckenholz-Tänikon...
Forschungsanstalten Agroscope - AGS
01.10.2016
31.12.2017
98040.00
Canton of Bern
BE
53043
NRP 68 Sustainable Use of Soil as a Resource
Programmes;National Research Programmes (NRPs)
Forschung und Beratung in Wirtschaft und Polit...
Firmen/Privatwirtschaft - FP
01.09.2016
28.02.2018
100000.00
Aargau
AG
53044
International short research visits
Careers
Zoologisches Institut Universität Basel
NaN
01.09.2016
30.11.2016
10500.00
N/A
N/A
53045
International Exploratory Workshops
Science communication
Zentrum für Religion, Wirtschaft und Politik T...
Universität Basel - BS
01.10.2016
31.12.2016
10030.00
Basel-Stadt
BS
53046
International short research visits
Careers
Abteilung für Neuropsychologie Zentrum für Kog...
NaN
01.08.2016
31.10.2016
7870.00
N/A
N/A
53047
International short research visits
Careers
NaN
NaN
01.08.2016
31.08.2016
3150.00
N/A
N/A
53048
Scientific Conferences
Science communication
Abteilung für Indologie Universität Zürich
Universität Zürich - ZH
01.10.2016
31.12.2016
10600.00
Zürich
ZH
53049
Scientific Conferences
Science communication
Institut Religions, Cultures, Modernité FTSR U...
Université de Lausanne - LA
01.10.2016
31.12.2016
2515.00
Vaud
VD
53050
International short research visits
Careers
NaN
NaN
01.10.2016
31.10.2016
3500.00
N/A
N/A
53051
International short research visits
Careers
Department of Physics University of Massachusetts
NaN
01.10.2016
31.10.2016
4000.00
N/A
N/A
53052
International short research visits
Careers
NaN
NaN
01.09.2016
30.09.2016
3550.00
N/A
N/A
53053
Scientific Conferences
Science communication
Haute École d'art et de design - Genève HES-SO
HES de Suisse occidentale - HES-SO
01.10.2016
31.12.2016
3000.00
Canton of Solothurn
SO
53054
Scientific Conferences
Science communication
Departement Design Zürcher Hochschule der Küns...
Zürcher Fachhochschule (ohne PH) - ZFH
01.10.2016
31.12.2016
1000.00
Zurich
ZH
53055
Scientific Conferences
Science communication
Institute Performing Arts and Film Zürcher Hoc...
Zürcher Fachhochschule (ohne PH) - ZFH
01.09.2016
30.11.2016
2000.00
Zurich
ZH
53056
International short research visits
Careers
Department of Electrical Engineering and Compu...
NaN
01.09.2016
31.12.2016
10500.00
N/A
N/A
53057
International short research visits
Careers
Département de Biologie Faculté des Sciences U...
NaN
01.09.2016
30.11.2016
9500.00
N/A
N/A
53058
International short research visits
Careers
The Forsyth Institute Department of Microbiolo...
NaN
01.10.2016
30.11.2016
7000.00
N/A
N/A
53059 rows × 9 columns
Now we have the cantons associated with the universities/institutions :) We save the dataframe into several formats, just in case, in order to use them in another notebook.
In [26]:
try:
p3_grant_cantons.to_csv('P3_Cantons.csv', encoding='utf-8')
except PermissionError:
print("Couldn't access to the file. Maybe close Excel and try again :)")
Couldn't access to the file. Maybe close Excel and try again :)
In [27]:
p3_grant_cantons_json = p3_grant_cantons.to_json()
with open('P3_cantons.json', 'w') as fp:
json.dump(p3_grant_cantons_json, fp, indent=4)
In [28]:
# The pickle format seems convenients to works with in Python, we're going to use it for transfering data to another notebook
p3_grant_cantons.to_pickle('P3_Cantons.pickle')
This is the end of the first part. Now that we have linked universities and institutions to cantons, we can start working with the map !
Content source: Merinorus/adaisawesome
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