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:

  • Check if the university name exists in our index. If not, geolocate the address
  • Check if the address is in Switzerland, otherwise canton will be considered as 'None'
  • If the university address is not found, try to find it with institution name, the same way as above
  • Extract the canton of the address (if it found an address and if it's in Switzerland). If no canton, let's say 'None' canton
  • Add the canton name to a the dictionary (or add something like 'None' if no canton has been found), so next university or institution that has been already found won't have to be geolocated again
  • Add the canton to the canton table 3) Add the canton table to the above dataframe in a way that they match with the universities or institutions

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'},
 'Departement für Englisch und Slavistik Universität Freiburg': {'long_name': 'Fribourg',
  'short_name': 'FR'},
 "Hôpital Cantonal Universitaire Département d'Anesthésiologie": {'long_name': 'Genève',
  'short_name': 'GE'},
 'Eidg. Departement für Verteidigung, Bevölkerungsschutz und Sport': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Professur für Photonik ETH Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Universität Miskolc Lehrstuhl für Fördertechnik und Logistik': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Departement Pharmazeutische Wissenschaften Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'UNI: Universität Freiburg Psychologisches In stitut  Freiburg CH': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Abteilung Entwicklungsgenetik Departement Biomedizin Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Eidg. Departement für auswärtige Angelegenheiten': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Geologisches Institut Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Veterinärbiochemie und Molekularbiologie Universität Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'Bibliothek Staatsarchiv des Kantons Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Istituto Universitario Federale per la Formazione Professionale': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'UNI: Russian Academy of Science Institute of Chemical Physics  Moscow RUS': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Systematische Theologie/Ethik Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'UNI: Université de Neuchâtel Institut de bot anique  Neuchâtel CH': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'UNI: Russian Academy of Sciences Institute o f Gene Biology  Moskau RUS': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 "Laboratoire de géologie de l'ingénieur et de l'environnement EPFL - ENAC - IIC - GEOLEP": {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Faculty of History University of Oxford': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'Klima- und Umweltphysik Physikalisches Institut Universität Bern': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'South Asia Institute': {'long_name': 'Zürich', 'short_name': 'ZH'},
 "Département d'Oncologie Faculté de Biologie et Médecine CHUV - UNIL": {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Gene Regulation Lab Medical Parasitology and Infection Biology Swiss Tropical Institute': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Klinik für Nephrologie Departement Innere Medizin Universitätsspital Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'Fachrichtung Angewandte Psychologie Psychologisches Institut Universität Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'PRN Affective Sciences Université de Genève': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Dept. of Catalytic Processes Eng. Boreskov Institute of Catalysis Russian Academy of Sciences': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Dept. of Egyptian Art Ny Carlsberg Glyptotek': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Institut Sozialarbeit und Recht Hochschule Luzern - Soziale Arbeit': {'long_name': 'Lucerne',
  'short_name': 'LU'},
 'Wirtschaftswissenschaftliches Zentrum, WWZ Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Historisches Seminar Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Institut für Bildverarbeitung Informationstechnologie und Elektrotechnik ETH Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'UNI: Nationalmuseum Erde und Menschen  Sofia BG': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Redaktion des Schweizerdeutschen Wörterbuchs': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 "Département des sciences de l'Antiquité Faculté des lettres Université de Genève": {'long_name': 'Genève',
  'short_name': 'GE'},
 'Pavillon des Isotopes Faculté des Sciences': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Departement Moderne Materialien, ihre Oberfläche und Grenzflächen EMPA': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
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  'short_name': 'N/A'},
 'Hochalpine Forschungsstationen Jungfraujoch & Gornergrat Universität Bern': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Institut für Rechtsgeschichte Universität Bern': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Armenian National Survey for Seismic Protection (NSSP)': {'long_name': 'Zurich',
  'short_name': 'ZH'},
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  'short_name': 'BS'},
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  'short_name': 'ZH'},
 'Institut für Ergotherapie ZHAW/Zürcher Fachhochschule': {'long_name': 'Zurich',
  'short_name': 'ZH'},
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  'short_name': 'LU'},
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  'short_name': 'ZH'},
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  'short_name': 'SG'},
 'Schweizerisches Nationalmuseum Landesmuseum Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
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  'short_name': 'ZH'},
 'Département de Biologie Cellulaire Faculté des Sciences Université de Genève': {'long_name': 'Genève',
  'short_name': 'GE'},
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  'short_name': 'ZH'},
 'Mehrsprachigkeitsforschung und Fremdsprachendidaktik Universität Freiburg': {'long_name': 'Fribourg',
  'short_name': 'FR'},
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  'short_name': 'ZH'},
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  'short_name': 'FR'},
 'Veterinär-Chirurgische Klinik Universität Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 "Ecole National Supérieure d'Architecture de Paris la Villette": {'long_name': 'N/A',
  'short_name': 'N/A'},
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  'short_name': 'BS'},
 'College of Management of Technology EPFL CDM CSI ODY': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Archäologischer Dienst Graubünden Schloss': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Euresearch Genève Université de Genève': {'long_name': 'Genève',
  'short_name': 'GE'},
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  'short_name': 'VD'},
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  'short_name': 'LU'},
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  'short_name': 'ZH'},
 'Hochschule für Wirtschaft Luzern HSW': {'long_name': 'Lucerne',
  'short_name': 'LU'},
 'Institut für Ökologie und Evolution Universität Bern': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Chair of Anglo-American and Comparative Law School of Law University of Lucerne': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Filière Technique en radiologie médicale TRM Haute école de santé vaud HES-SO': {'long_name': 'Canton of Solothurn',
  'short_name': 'SO'},
 'Institut für Populäre Kulturen Abt. Populäre Literaturen und Medien Universität Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'Department of Dermatology Department of Molecular & Cellular Biology Baylor College of Medecine': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Faculty of Agronomy Higher Institute of Agriculture': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Scuola Teatro Dimitri SUPSI': {'long_name': 'Ticino', 'short_name': 'TI'},
 'Forschungsstelle für Orts- und Flurnamen': {'long_name': 'Zurich',
  'short_name': 'ZH'},
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  'short_name': 'NE'},
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  'short_name': 'NE'},
 'Institut für Religionsrecht Universität Freiburg': {'long_name': 'Fribourg',
  'short_name': 'FR'},
 'Dépt Physiologie Cellulaire et Métabolisme Faculté de Médecine Université de Genève': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Brooklyn College': {'long_name': 'Zürich', 'short_name': 'ZH'},
 'Center of Economic Research (CER)  ETH Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 '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',
  'short_name': 'N/A'},
 "Chaire d'algorithmes numériques et calcul haute performance EPFL - SB - MATHICSE - ANCHP": {'long_name': 'Vaud',
  'short_name': 'VD'},
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  'short_name': 'N/A'},
 'Uppsala BioCenter Dept of Plant Biology and Forest Genetics Swedish University of Agricultural Science': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Wirtschaftswissenschaftliches Zentrum Statistik und Ökonomie': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Registre Genevois des Tumeurs Université de Genève': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Departement für Klinische Forschung Klinik und Poliklinik für Frauenheilkunde Inselspital': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
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  'short_name': 'NE'},
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  'short_name': 'BE'},
 'Zentralbibliothek Solothurn': {'long_name': 'Zurich', 'short_name': 'ZH'},
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  'short_name': 'N/A'},
 'Zürcher Hochschule der Künste': {'long_name': 'Zurich', 'short_name': 'ZH'},
 'Theoretical Physics Department Natioanl University of Uzbekostan': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Laboratoire romand de dendrochronologie': {'long_name': 'Aargau',
  'short_name': 'AG'},
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  'short_name': 'FR'},
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  'short_name': 'VD'},
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  'short_name': 'FR'},
 'Haute école fribourgeoise de travail social HES-SO': {'long_name': 'Canton of Solothurn',
  'short_name': 'SO'},
 'Facoltà di scienze economiche Università della Svizzera italiana': {'long_name': 'Lucerne',
  'short_name': 'LU'},
 'Institut für Biochemie Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Chantier Ramuz Bibliothèque des Cèdres': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Istituto Linguistico-Semiotico (ILS) Faccoltà di Scienze della Communicazione Università della Svizzera Italiana': {'long_name': 'Lucerne',
  'short_name': 'LU'},
 "Institut d'histoire de la Réformation Université de Genève": {'long_name': 'Genève',
  'short_name': 'GE'},
 'Eidg. Materialprüfungs- und Forschungsanstalt (EMPA)': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Computer Vision Laboratory ETH Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Religionswissenschaftliches Seminar Universität Luzern': {'long_name': 'Luzern',
  'short_name': 'LU'},
 "Fondation du centre plurisdisciplinaire d'oncologie (cePO) CHUV": {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Professur für Forstpolitik ETHZ': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'UNI: L.K. University Department of Genetics Debrecen H': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'AUCTOR Beratergruppe': {'long_name': 'Aargau', 'short_name': 'AG'},
 'Zentrum Lesen Pädagogische Hochschule FHNW': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Genetic Artificial Intelligence Lab UNI II': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Institut für Kommunikationsforschung': {'long_name': 'Aargau',
  'short_name': 'AG'},
 "Ecole Spéciale d'Architecture": {'long_name': 'N/A', 'short_name': 'N/A'},
 'Klinische Neurowissenschaften Pharmacenter Universität Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 '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',
  'short_name': 'SG'},
 'ETH Zurich Institute for Building Materials Wood Materials Science Lab': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Universität Basel Universitätsbibliothek Sekretariat': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 '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',
  'short_name': 'VD'},
 'Appellationsgericht Basel-Stadt': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Laboratoire de communications mobiles EPFL - IC - ISC - LCM': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'A.N.Nesmeyanov Institute of Organoelement Compounds': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Geoexpert AG': {'long_name': 'Aargau', 'short_name': 'AG'},
 "Centre de droit de l'entreprise CEDIDAC Université de Lausanne": {'long_name': 'Vaud',
  'short_name': 'VD'},
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  'short_name': 'LU'},
 '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',
  'short_name': 'BS'},
 'Burgerbibliothek Bern': {'long_name': 'Zurich', 'short_name': 'ZH'},
 'Institut für Robotik und Intelligente Systeme ETH Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Professur für Wissenschaftsforschung Kultur- und Sozialwissenschaftliche Fakultät Universität Luzern': {'long_name': 'Luzern',
  'short_name': 'LU'},
 'Betriebswirtschaftslehre der öffentlichen Verwaltung Hochschule St. Gallen': {'long_name': 'Sankt Gallen',
  'short_name': 'SG'},
 'UNI: University of London School of Economic s and Political Science London GB': {'long_name': 'N/A',
  'short_name': 'N/A'},
 "Centre OMS de Vaccinologie et d'Immunologie Néonatale Université de Genève": {'long_name': 'Genève',
  'short_name': 'GE'},
 'Institut des Neurosciences de Montpellier Hôpital Saint Eloi': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Zentrum für Abhängigkeitserkrankungen Psychiatrische Universitätsklinik Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'UNI: University of Manchester Department of Earth Sciences  Manchester GB': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Département de Gériatrie Belle-Idée Research Center': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Gesundheitsdepartement des Kantons Basel-Stadt': {'long_name': 'Aargau',
  'short_name': 'AG'},
 'Anthropologisches Institut und Museum Universität Zürich-Irchel': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'Departement Informationstechnik und Elektrotechnik (D-ITET) ETH-Zentrum': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Institut des sciences du langage et de la communication Université de Neuchâtel': {'long_name': 'Canton of Neuchâtel',
  'short_name': 'NE'},
 'Labor für Teilchenphysik Paul Scherrer Institut': {'long_name': 'Aargau',
  'short_name': 'AG'},
 'UNI: Economics University   Prag TS': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Geodetical and Geophysical Research Institute of the Hungarian Academy of Sciences': {'long_name': 'Canton of Neuchâtel',
  'short_name': 'NE'},
 'Labor für Lebensmittelmikrobiologie IFNH - D-HEST ETH Zürich': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'School of Social Sciences': {'long_name': 'N/A', 'short_name': 'N/A'},
 'Abteilung für Umweltmikrobiologie EAWAG': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'EMPA': {'long_name': 'Canton of Bern', 'short_name': 'BE'},
 'Physik-Institut Universität Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'Departement Angewandte Linguistik Institut für Übersetzen und Dolmetschen Zürcher Hochschule für Angew. Wissenschaften': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Liceo Cantonale': {'long_name': 'Zurich', 'short_name': 'ZH'},
 'Section des Langues et Civilisations Slaves Faculté des Lettres Université de Lausanne': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Clinique de pédiatrie Hôpital Cantonal Universitaire': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Institut für Germanistik Philosophisch-historische Fakultät Universität Bern': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Schweiz. Thesauruskommission': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'TU Hamburg-Harburg Institut für Marketing und Innovation': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'UNI: Université de Neuchâtel Centre de reche rche sémiologique  Neuchâtel CH': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'UNI: Tunghai University Dept. of Sociology Taichung RC': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Fachdidaktik Biologie Universität Bern': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'Centre d’Immunologie de Marseille-Luminy': {'long_name': 'Genève',
  'short_name': 'GE'},
 'EPFL-Science de la Vie EPFL - SV - PTTECH - BIOP': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Loma Linda University Medical Center': {'long_name': 'Vaud',
  'short_name': 'VD'},
 "EPFL Institut des Sciences & Technologie de l'environnement": {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Département de Sociologie Faculté des Sciences de la Société Université de Genève': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Laboratoire "Réseau Epithélium"': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Laboratoire de méthodes de programmation 1 EPFL - IC - IIF - LAMP1': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Labor für Atmosphärenchemie Paul Scherrer Institut': {'long_name': 'Aargau',
  'short_name': 'AG'},
 'UNI: Université de Neuchâtel Institut de Psy chologie  2001 Neuchâtel CH': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Unité de Génétique Moléculaire Falaises 1 - CHUV': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Geriatrische Universitätsklinik Kantonsspital Basel': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'UNI: Western Australia University Departemen t of Economics 35 Stirling Highway Crawley A US': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Institut für Chemie und Bioanalytik Fachhochschule Nordwestschweiz': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'Departement für Philosophie Philosophische Fakultät Universität Freiburg': {'long_name': 'Fribourg',
  'short_name': 'FR'},
 'UFSP Dynamik Gesunden Alterns Universität Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 'Institut für öffentliches Recht Universität Bern': {'long_name': 'Canton of Bern',
  'short_name': 'BE'},
 'University of Budapest': {'long_name': 'Zürich', 'short_name': 'ZH'},
 'UNI: University of Sheffield Dept of Physics Sheffield GB': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Laboratoire pour les communications informatiques et leurs applications EPFL - IC - LCA2': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Pädagogische Hochschule Zürich Zürcher Fachhochschule': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'Institut des matériaux EPFL - STI - IMX': {'long_name': 'Vaud',
  'short_name': 'VD'},
 'Klinisch-chemisches Zentrallabor Kantonsspital': {'long_name': 'Basel-Stadt',
  'short_name': 'BS'},
 'ECCE Gemeinschaft für Sozial- forschung': {'long_name': 'Aargau',
  'short_name': 'AG'},
 'Bibliotheque militaire fédérale': {'long_name': 'Zurich',
  'short_name': 'ZH'},
 'UNI: ETH-Zürich Laboratorium für organische Chemie  Zürich CH': {'long_name': 'N/A',
  'short_name': 'N/A'},
 'Département de Radiologie Clinique de psychiatrie infantile Hôpitaux Universitaires de Genève': {'long_name': 'Genève',
  'short_name': 'GE'},
 'Psychologisches Institut Klinische Psychologie, -Therapie u. -Analyse Universität Zürich': {'long_name': 'Zürich',
  'short_name': 'ZH'},
 '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 !