{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from nltk import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from keybert import KeyBERT\n",
    "from keyphrase_vectorizers import KeyphraseCountVectorizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import Data & EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Univ_ID</th>\n",
       "      <th>Course Name</th>\n",
       "      <th>Details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Approaches to Knowledge: Introduction to Inter...</td>\n",
       "      <td>This module provides an introduction to inter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Information Through the Ages</td>\n",
       "      <td>This module explores the concept of informati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Computers and Humans</td>\n",
       "      <td>Should we trust news in a Deepfake world? Sho...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Migration and Health</td>\n",
       "      <td>In this course, you will analyse the interpla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Race, Gender and Feminism</td>\n",
       "      <td>This module offers an introduction and analyt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>76</td>\n",
       "      <td>INTRODUCTION TO CLIMATE DIPLOMACY</td>\n",
       "      <td>This class is aimed at students willing to un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>76</td>\n",
       "      <td>GOVERNING BORDERS IN THE 21ST CENTURY</td>\n",
       "      <td>This course offers an introduction to the stu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>76</td>\n",
       "      <td>AGRICULTURE, FOOD AND GLOBALIZATION</td>\n",
       "      <td>With the war in Ukraine, the Covid crisis, so...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>76</td>\n",
       "      <td>BEHAVIORAL GAME THEORY</td>\n",
       "      <td>Game theory is a formal language to describe ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>76</td>\n",
       "      <td>COMPARATIVE POLITICS</td>\n",
       "      <td>What is Comparative Politics? How do we analy...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1148 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Univ_ID                                        Course Name  \\\n",
       "0           1  Approaches to Knowledge: Introduction to Inter...   \n",
       "1           1                       Information Through the Ages   \n",
       "2           1                               Computers and Humans   \n",
       "3           1                               Migration and Health   \n",
       "4           1                          Race, Gender and Feminism   \n",
       "...       ...                                                ...   \n",
       "1143       76                  INTRODUCTION TO CLIMATE DIPLOMACY   \n",
       "1144       76              GOVERNING BORDERS IN THE 21ST CENTURY   \n",
       "1145       76                AGRICULTURE, FOOD AND GLOBALIZATION   \n",
       "1146       76                             BEHAVIORAL GAME THEORY   \n",
       "1147       76                               COMPARATIVE POLITICS   \n",
       "\n",
       "                                                Details  \n",
       "0      This module provides an introduction to inter...  \n",
       "1      This module explores the concept of informati...  \n",
       "2      Should we trust news in a Deepfake world? Sho...  \n",
       "3      In this course, you will analyse the interpla...  \n",
       "4      This module offers an introduction and analyt...  \n",
       "...                                                 ...  \n",
       "1143   This class is aimed at students willing to un...  \n",
       "1144   This course offers an introduction to the stu...  \n",
       "1145   With the war in Ukraine, the Covid crisis, so...  \n",
       "1146   Game theory is a formal language to describe ...  \n",
       "1147   What is Comparative Politics? How do we analy...  \n",
       "\n",
       "[1148 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "course_df = pd.read_excel(\"uni_courses.xlsx\")\n",
    "course_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## WordCloud Course Name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "course_name = course_df[\"Course Name\"].to_list()\n",
    "course_name = [i.lower() for i in course_name]\n",
    "\n",
    "stopwords_list = list(set(stopwords.words('english')))\n",
    "\n",
    "for i in range(len(course_name)):\n",
    "    tokens = word_tokenize(course_name[i])\n",
    "    filtered_tokens = [t for t in tokens if t not in stopwords_list]\n",
    "    filtered_text = ' '.join(filtered_tokens)\n",
    "    course_name[i] = filtered_text\n",
    "\n",
    "course_name_wc = \" \".join(course_name)\n",
    "word_cloud = WordCloud(collocations = False, background_color = 'white', colormap=\"tab10\").generate(course_name_wc)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(word_cloud, interpolation='bilinear')\n",
    "plt.title(\"WordCloud of Course Name\", fontsize=20)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram Panjang Course Description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "course_desc = course_df[\"Details\"].fillna(\"\").to_list()\n",
    "course_desc = [i.lower() for i in course_desc]\n",
    "\n",
    "stopwords_list = list(set(stopwords.words('english')))\n",
    "for i in range(len(course_desc)):\n",
    "    tokens = word_tokenize(course_desc[i])\n",
    "    filtered_tokens = [t for t in tokens if t not in stopwords_list]\n",
    "    filtered_text = ' '.join(filtered_tokens)\n",
    "    course_desc[i] = filtered_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "len_course_desc = [len(i) for i in course_desc]\n",
    "\n",
    "def addlabels(x,y):\n",
    "    for i in range(len(x)):\n",
    "        plt.text(i,y[i],y[i], ha = \"center\")\n",
    "\n",
    "plt.hist(len_course_desc, bins=20)\n",
    "plt.title(\"Histogram of Course Description's Length\")\n",
    "plt.xlabel(\"Description Length\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['approaches to knowledge: introduction to interdisciplinarity. this module provides an introduction to interdisciplinarity in particular, its role in breaking down traditional boundaries and creating new kinds of knowledge. we address the issues facing those conducting interdisciplinary work and examine how they play out in practice. we look at the reality of working in new fields and, perhaps most importantly, in new ways.', 'information through the ages. this module explores the concept of information and its relation to data and knowledge, taking an historical perspective through examining the past, present and future of associated institutional repositories and collections (libraries, archives, museums, galleries, data vaults) as well as the different historical forms of information sources (moving from the papyrus and codex up to contemporary forms such as the database). the module engages students in a critical, interdisciplinary examination of the role institutions and collections play in validating and verifying information and information sources, and scrutinises the interplay between audiences, politics, aesthetics, material forms and the socio economic, technological and socio cultural elements in which information is situated.', 'computers and humans. should we trust news in a deepfake world? should we trust autonomous cars? the module aims at providing an overview on the relationships between computing systems and human beings. it looks at the theoretical and technical concepts of human computer interaction (hci) which is fundamental to understand the role of both user and designers of computer interfaces. lectures will involve critical discussions around user centred design issues. the students will analyse the risks and possibilities associated to computing interfaces, wearable technologies and data visualisation. students will get a broad introduction to the main techniques and challenges involved in ai and algorithms e.g., machine learning and data science, as well as ethical challenges of modern ai systems.', 'migration and health. in this course, you will analyse the interplay between migration and health, i.e. the physical, mental and social well-being of migrants. the ability of a migrant to integrate into a host society is based upon combined mental, physical, cultural, and social well-being. absence of physical ill-health is not by itself sufficient for successful integration in a host society. however, the structural inequalities experienced by migrants have a significant impact on overall health and well-being.  further information: https://www.ucl.ac.uk/module-catalogue/modules/migration-and-health-basc0011', 'race, gender and feminism. this module offers an introduction and analytical approach to race and gender and considers what work the concepts of gender and race might do for us in a critical – specifically feminist and anti-racist struggle. the module covers topics concerned with:  – the need to identify and explain persistent social inequalities between male and female, between people of different colours; this includes identifying how social forces under the guise of biological forces work to perpetuate such inequalities  – the effects of interlocking oppressions (e.g. crenshaw (1993) the intersectionality of race, gender, class)  – how gender and race are implicated in a broad range of social phenomena beyond the sexual and racial difference  – accounts of situated lived experience of women as effective tools in the fight against injustice  further information: https://www.ucl.ac.uk/module-catalogue/modules/race-gender-and-feminism-basc0042', 'art and interdisciplinarity 2. this course offers you the opportunity to engage with art thinking and art practice. it proposes a collective and experimental space based on the individual projects of each student. this course strengthens an analytic and experiential perspective regarding art practice as a method of research and its potential to understand our relation with the world from different disciplines and practices.  students are invited to consider science and art as related systems to interpret the world and to speculate about ways of di-measure reality (incommensurability). it will provide the students with a wide range of approaches into art research and art practice and subjective approaches to scientific research and practice to expand the variety of ways of thinking. it aims to encourage critical awareness and individual ways of looking at, and understanding the world through making.  further information: https://www.ucl.ac.uk/module-catalogue/modules/art-and-interdisciplinarity-2-basc0049', 'the art and science of public health. this module will provide an overview of new thinking on public health, which integrates the arts and sciences to address current health and social care issues. topics will include an initial lecture on “the art and science of public health” and then specific lectures focusing on the application of arts and scientific approaches to public health, for example, public health systems and structures, behavior change theories, arts in public health communication, public health interventions for noncommunicable diseases, creative approaches in public health, arts in mental health promotion, public health inequalities, public health in the workplace, participatory global public health, co-designing health architecture, public health and the environment.  further information: https://www.ucl.ac.uk/arts-sciences/study/current-students/degree-pathways/health-and-environment/final-year-choices/art-and-science', 'psychology in the real world. this course takes an interdisciplinary view of psychology and sets leading experimental and theoretical results within real-world contexts. the aim of the course is to introduce students to the application of psychology in the real world and the consequences of misunderstandings in the public sphere as opposed to the resolution of problems in the laboratory. students will be introduced to the use of psychology in business and industry, sport, public policy, education, the media and other areas of the real world. they will learn the difference between experimental aims and the public use of experimental data and to appreciate the challenges of how to communicate complex neuro-scientific data to the public.  further information: https://www.ucl.ac.uk/module-catalogue/modules/psychology-in-the-real-world-basc0015', 'introduction into politics: key concepts and texts. on this module, students will get to grips with the some of the most basic and most important questions that political thinkers have struggled with over the ages, including:  – what does it mean to come together in a political community?  – what is the nature of power?  – what is the relationship between politics and violence and war? between politics and morality?  – how does politics balance the claims of order with the claims of liberty?  – how does politics exclude and include? how does politics relate to gender and race?  – and how can we use politics to change the world?  through close engagement with core texts from aristotle and plato, via machiavelli, hobbes, rousseau, schmitt, arendt, fanon, havel and foucault, to the present day, this module will help students come to understand the key coordinates of political experience and political activity.  further information: https://www.ucl.ac.uk/module-catalogue/modules/introduction-into-politics-key-concepts-and-texts-basc0041', 'approaches to global po. this module starts off with a tailored overview of mainstream and critical international relations theory, before applying these to real-world events. at the core of the module is a question of how globalisation has affected the role of states in global politics, particularly against the backdrop of populist nationalism and ever-growing global challenges.  the first weeks introduce main theoretical streams by discussing whether international relations are defined by anarchy or hierarchy. once equipped with basic conceptual tools, students will focus on globalisation as a driver of global (and national) politics, as well as critically evaluating the emancipatory potential of globalisation and the liberal international order. the second half of the course then focuses on five big topics in contemporary international politics: security, development, climate change, health governance and the future shape of global politics.  further information: https://www.ucl.ac.uk/module-catalogue/modules/approaches-to-global-politics-basc0045', 'urban inequalities and global development. as the majority of the world’s population has moved to urban areas, cities are a critical space for analysis and to confront issues of inequality and social justice. in cities across the world, rising inequalities manifest in processes of spatial exclusion and marginalisation, as well as in barriers to basic social goods such as dignified housing, safe water and sanitation, and infrastructure. the module will explore how these global processes are impacting differentially on people through city case studies. it will also present key issues confronted by development practitioners in order to bridge the gap between theory and practice for those interested in working in this field. finally, the module will look at alternatives, by analysing how urban planners, activists, and organizations co produce more just and democratic cities.', 'art and interdisciplinarity: measuring the world. this course offers you the opportunity to engage with art thinking and art practice. it proposes a collective and experimental space based on the individual projects of each student. you will learn, explore and practice arts processes and develop a personal art project. this module will provide an experience in interdisciplinary thinking. it will call on a wide ranging set of materials from art, anthropology, architecture, philosophy, biology, physics, mathematics, neurology and geology and introduce the students to the work of some thinkers and practitioners working in those areas. further, it will visit a diversity of experts on different fields to contribute and experiment with the aforementioned materials.', 'interactions of music and science. this module will introduce students to the multidisciplinary nature of music by offering a critical introduction to a plethora of evidence, both from contemporary research and practice. students will be enabled to witness how music celebrates artistic expression and experience but also scientific enquiry and discourse, as notions that symbiotically form a unique plateau, and not as distinct pillars (which, somewhat paradoxically, troubles educational students will have the opportunity to become introduced to literature and evidence relating to the origins of music, the ontology and epistemology of music, musical development and education, music perception and cognition, sociological perspectives, and also the role of science and technology in, with and through music.', 'sustainable energy. this module will discuss the drivers of energy services, the challenges associated with satisfying the rising energy demand, the trade offs in energy policy aiming to provide secure, affordable, and environmentally benign energy carriers, and the important role of analytical tools for shaping energy policy. students will leave this module with a clear understanding of the paramount significance of reliable, affordable, and environmentally sustainable supply of energy to modern societies and how these requirements trade within an interlinked energy system. in addition, they will understand how an interdisciplinary focus can deliver key insights into a critical science and engineering challenge. they will also learn the need to appreciate all aspects of energy issues; that quantitative science and engineering based analysis must be considered in the context of societal, economic and political considerations. students will become familiar with energy modelling and analysis, and how quantification and analytical rigour is critical for engagement between disciplines.', 'logic, computation and language theory. this module provides an introduction to the theory of computation and its links with logic and language theory. the first part of the course will focus on mathematical logic and the second part will address the fundamentals of computation, automata and language theory.', 'quantitative methods 2: data science and visualisation. this new course is strongly complementary to the first year basc quantitative methods course, which builds modelling approaches around real-world questions. here, we put society under a data-driven lens in an evidence-based approach to understanding and explaining the world.  further information: https://www.ucl.ac.uk/module-catalogue/modules/quantitative-methods-2-data-science-and-visualisation-basc0005', 'quantitative methods 3: models and inference. this module will explore the development of regression models and contextualise the methodological development in their social and cultural context, using applications across a wide range of disciplines such as astronomy, biology, geography, social science, epidemiology, environmental science, artificial intelligence so on.  further information: https://www.ucl.ac.uk/arts-sciences/study/current-students/degree-pathways/sciences-and-engineering/final-year-choices/quantitative', 'creative writing. weekly lecture and workshop-seminar sessions will engage students in identifying and exploring the basic principles of successfully writing and reading prose fiction, poetry and creative non-fiction. class discussion time will be given over to topics such as dialogue, character development, point of view, and structure. a reading list of contemporary prose fiction, poetry and creative non-fiction texts will be used as the basis for lectures and as example technique texts and as the springboard for in-depth critical analysis. during workshop-seminars, students will engage in peer assessment, providing oral and written critiques of classmates’ creative writing (submitted on a rotating basis). weekly tutorials will also be provided to allow for further detailed, personal critique and ongoing development of an individual student’s creative writing and practice.  students will also work as part of an editorial team, alongside the module tutor, to produce a group publication, with each student taking on and learning about specific roles in the editorial and publishing processes. this will result in a group publication featuring creative writing work by all group members.  please note places on basc0007 are limited and interested students must submit a small portfolio of creative writing to be considered. please email uasc-ug-office@ucl.ac.uk for details of the portfolio requirements.  further information: https://www.ucl.ac.uk/module-catalogue/modules/creative-writing-basc0007', 'qualitative thinking: research methods in cultural analysis. in this course, you will take a broad look at qualitative thinking, value judgements and subjective thinking. among the themes are aesthetics, gifts, subjective experience and bourdieu’s idea of cultural capital. you will consider questions such as, why are some works of art considered more ‘valuable’ than others? how has the meaning of forms of work changed as a result of social and technological transformations since the industrial revolution? you will also consider qualitative judgments in science and engineering: qualities such as beauty, social effectiveness and cultural appropriateness are often decisive in engineering and technology decisiain this course, you will take a broad look at qualitative thinking, value judgements and subjective thinking. among the themes are aesthetics, gifts, subjective experience and bourdieu’s idea of cultural capital. you will consider questions such as, why are some works of art considered more ‘valuable’ than others? how has the meaning of forms of work changed as a result of social and technological transformations since the industrial revolution? you will also consider qualitative judgments in science and engineering: qualities such as beauty, social effectiveness and cultural appropriateness are often decisive in engineering and technology decisions.  further information: https://www.ucl.ac.uk/module-catalogue/modules/qualitative-thinking-research-methods-in-cultural-analysis-basc0006', 'science meets religion in the global community. in this course, you will study the relationship between science, religion and progress. topics include the church and the copernican revolution; descartes, hobbes and newton; catholic and protestant science throughout europe; science and religion in the ancient world, in islam and china; the role of christianity in europe’s “scientific revolution” of the seventeenth century; darwin and evolution; cosmology and religion; and scientism and militant atheism.  further information: https://www.ucl.ac.uk/module-catalogue/modules/science-meets-religion-in-the-global-community-basc0008', 'the wealth of nations. why is the united states the wealthiest country in the world? how can we understand the emergence of china and india in the last two decades? what explains growth disasters of countries such as venezuela and sub-saharan africa? why has brazil not emerged as a growth miracle despite its enormous potential? this class will develop quantitative analytical frameworks and use case studies to examine the role of institutional factors such as financial markets, labor market regulations, tax policy, and urban policy in understanding the performance of firms in emerging markets vs wealthy countries. we will examine the elements of successful and disastrous growth strategies in selected emerging markets. when relevant, we will examine challenges in emerging markets due to covid.', \"machiavelli's political thought. this course is devoted to the political writings of niccol machiavelli. readings include the prince, discourses on livy, florentine histories and the “discourses on florentine affairs.” themes to be explored include: the relationship between the person and the polity; the compatibility of moral and political virtue; the utility of class conflict; the advantages of mixed institutions; the principles of self-government, deliberation, and participation; the meaning of liberty and the question of military conquest.\", 'introduction to machine learning. this course introduces topics in current applications of machine learning for data science students. topics include machine learning models, supervised and unsupervised learning, loss functions, risk, empirical risk and overfitting, regression and classification, clustering, gradient boosting, decision trees and random forests, and (time permitting) a brief introduction to neural networks and deep learning.', 'introduction to data science. data science provides tools for gaining insight into specific problems using data, through computation, statistics and visualization. this course introduces students to all aspects of a data analysis process, from posing questions, designing data collection strategies, management+storing and processing of data, exploratory tools and visualization, statistical inference, prediction, interpretation and communication of results. simple techniques for data analysis are used to illustrate both effective and fallacious uses of data science tools. although this course is designed to be at the level of mathematical sciences courses in the core, with little background required, we expect the students to develop computational skills that will allow them to analyze data. computation will be done using python and jupyter notebook.', 'women and work in modern east. worldwide, women do about 75 percent of the world’s unpaid care and domestic work. they spend up to three hours more per day cooking and cleaning than men do, and anywhere from two to ten hours more per day looking after children and the elderly. women’s underpaid work at home and in industry subsidized the early stages of industrialization in nineteenth-century britain, early twentieth-century japan, and contemporary china, and women’s unpaid contributions to their households enable employers worldwide to keep wages low. we know, at least in outline, how women came to carry double burdens in europe and north america, but little research has been done so far about this process in east asia. in this course, we will discuss when and how china, japan, and korea developed a division of labor in which most wage work was gendered male and reproductive work was marked female. this course will discuss about current divisions of labor between men and women rooted in local cultures, or are they the result of industrial capitalist development. moreover, about how do divisions of labor differ between the three east asian countries, and how did developments in one east asian country affect others.', 'nuclear policy. while issues arising from technologies that have both military and civilian applications are not new, the nearly incomprehensible destruction from exploding nuclear weapons focuses the mind as few other dual-use technologies can. this course will examine the development of national policies and the international regimes on the uses of nuclear energy. we will review military doctrine and the plans for nuclear war-fighting as well as the effects on societies of developing and using nuclear weapons. we will review the history of international proliferation of nuclear technology and fissile material and examine efforts to curtail the spread of weapons. in the second part of the course, we will focus on the development of civilian nuclear power and on current policy to prevent accidents and dispose of nuclear waste materials. political leaders often face policy dilemmas because nuclear technology and materials offer great benefit, as well as presenting great danger. we will explore these dilemmas throughout the course.', 'american grand strategy. this course examines the evolution of american grand strategy since 1900, when the united states first emerged on the world stage as a great power. the focus will be on assessing how its leaders have thought over time about: 1) which areas of the world are worth fighting and dying for, 2) when it is necessary to fight in those strategically important areas, and 3) what kinds of military forces are needed for deterrence and warfighting in those regions.', 'postcolonial and decolonial history. this course introduces students to some key texts in post and decolonial theory. our goals in this class are three-fold. first, to familiarize students with foundational thinkers who have inspired both decolonial and postcolonial work. we draw attention to the different ways in which their ideas have been deployed in subsequent post and decolonial scholarship. second, we ask questions oriented towards comparison of postcolonial and decolonial approaches: what, if any, are the points of overlap between decolonial and postcolonial thought? how do both bodies of work critique and contest the legacies of empire? third, we investigate the present and possible futures of decolonial and postcolonial thought.', 'death & dying. death is a universal human experience relevant to all areas of social work practice. through readings, films, discussions and exercises, students will develop an understanding of the dying experience, as well as the attitudes toward and the approach to death and dying in america. the medical system’s influence on end of life care and the rise of hospice and palliative care will be a focus of this course. the notion of a “good death” and the impact of ethnic, cultural, religious and spiritual influences will be explored, as well as advance care planning and the overarching ethical and moral dilemmas that can arise. while the topics of grief and bereavement are not explicitly covered, time will be devoted to exploring loss across the life course, as well as the impact of violent and sudden deaths on victims and their families. in addition, students will have the opportunity to develop a self-awareness of their own values and beliefs toward dying and death, and explore strategies for self-care.', 'cultural psychology. there is a substantial portion of the psychological nature of human beings that is neither homogeneous nor fixed across time and space. at the heart of the discipline of cultural psychology is the tenet of psychological pluralism, which states that the study of “normal” psychology is the study of multiple psychologies and not just the study of a single or uniform fundamental psychology for all peoples of the world. research findings in cultural psychology thus raise provocative questions about the integrity and value of alternative forms of subjectivity across cultural groups. in this course we analyze the concept of “culture” and examine ethnic and cross-cultural variations in mental functioning with special attention to the cultural psychology of emotions, self, moral judgment, categorization, and reasoning.', 'building the new venture. this course is intended for students who are interested in starting new entrepreneurial businesses. it is tactical, hands-on, and covers the nuts and bolts of starting a company with a lesser emphasis on investing in entrepreneurial ventures. students will learn how to raise seed funding, compensate for limited human and financial resources, establish brand values and positioning, secure a strong niche position, determine appropriate sourcing and sales channels, and develop execution plans in sales, marketing, product development and operations. the emphasis is managerial and entrepreneurial, essentially a working model for starting an enterprise. this class is executed through a combination of lectures, group assignments based on student’s new venture ideas, case discussions, vc and entrepreneur guest lectures and panels, and ultimately ties together in a pitch at the end of the quarter to a panel of vc observers.', 'topics in behavioral economics. behavioral economics applies psychological insights to economic markets and decision making. in this class, we will discuss the recent theoretical and empirical advances that have been made in this increasingly important field of economics. being thoughtful about the role of psychology can lead to a greater understanding of how the economy works.', 'managing in organizations. successfully managing other people – be they competitors or co-workers – requires an understanding of their thoughts, feelings, attitudes, motivations, and determinants of behavior. developing an accurate understanding of these factors, however, can be difficult to achieve because intuitions are often misguided and unstructured experience can be a poor teacher. this course is intended to address this development by providing the scientific knowledge of human thought and behavior that is critical for successfully managing others, and also for successfully managing ourselves.', 'international corporate finance. ', 'experimental economics. this course provides the necessary tools to be an avid consumer of the experimental literature and instructs students on how to become a producer of that literature. topics include a summary of recent experimental findings and details on how to gather and analyze data using experimental methods.', 'insurgency, terrorism, and civil war. this course introduces students to modern, social scientific approaches to the study of political violence. we will focus on several key questions: what are the causes of political violence? how is violence used? who participates in political violence? what do we know about how to counter the use of violence? how are rebel groups organized? and what are the consequences of violence for society? as we address these questions, we will aim to meet three interrelated goals. first, students will come away from the course with a better sense of the social mechanisms underlying these critical phenomena and a more nuanced understanding of the policy challenges that political violence poses. second, students will develop an appreciation for how difficult these questions are to answer. finally, the course is designed to help students think critically about what we learn from the evidence, so that they can engage the relevant policy debates in a serious-minded and informed way.', 'psychoactive drugs, the brain and behavior. the goal of this course is for the students to understand how psychoactive drugs affect the brain and behavior. understanding how these drugs work will provide students a window in the relationship between the brain and behavior. understanding how drugs affect the brain and behavior will also enhance the students understanding of the relationship between psychoactive drugs/medications and society.', 'introduction to film analysis. this course introduces basic concepts of film analysis, which students will discuss through examples from different national cinemas, genres, and directorial oeuvres. we will consider film as an art form, medium, and industry, and cover all the major film types: silent, classical, and contemporary narrative cinema, art cinema, animation, documentary, and experimental film. we will study the cinematic techniques: mise-en-scène, cinematography, editing, and sound, and learn how filmmakers design their works. films discussed will include works orson welles, sergei eisenstein, shirin neshat, lucrecia martel, and wong kar wai.', 'environmental justice in principle and practice. students will learn about different types of environmental injustice and how they intersect with other social problems, including segregation, housing, the devaluing of the lives of people of color, and the geographic distribution of environmental ills. speakers from communities how have experienced environmental injustices in chicago will be invited to share their perspectives with students in order to supplement readings from a diverse set of sources and outlooks.', 'justice and the economy. this course will explore how contemporary political philosophy conceptualizes the economy, frames the question of economic justice and injustice, and provides a normative case for and against ways of organizing economic institutions. by focusing on a set of specific issues including the justification of property rights, the moral and institutional demands of economic justice, freedom and domination within the labor market, the normative status of corporations, capitalism as a form of structural injustice, and the possibility (or lack thereof) of just financial markets, the seminar will offer a chance to read both classical authors in contemporary political philosophy, including john rawls, iris young, elizabeth anderson, and robert nozick, as well as more recent and less known literature on the subject. a focus on economic justice will also provide an opportunity to discuss how contemporary political philosophy is either indebted or oblivious to a series of theoretical frameworks traditionally used to approach questions of economic justice, including classical liberalism, republicanism, utilitarianism, marxism, critical theory, and utopian thought.', 'venturing into entrepreneurship. this course aims to provide you with a fundamental understanding of the entrepreneurial process, of how entrepreneurs start and implement their business ideas and to instill in them an entrepreneurial mindset posture for the future. by immersing in activities relevant to entrepreneurship and value creation, you will discover and acquire one’s entrepreneurial passion, motivation and mindset. you will be introduced to the concepts of entrepreneurship, innovation and new venture creation process. you, individually and collectively as a team, will learn to generate ideas, identify opportunities and investigate whether an idea can be turned into a viable business through a feasibility analysis.', 'leadership in the 21st century. this course is for students who hope to become managers, leaders, or consultants in workplaces anywhere in the world. if do not have this ambition, please do not do this course! the course covers some important research and case-based principles for leadership in the real world of work, with an emphasis on both ‘eastern’ and ‘western’ approaches to leadership. you will learn practical skills and techniques for networking, handling organisational politics, managing and influencing people at work (including goal-setting, delegating work, running staff meetings, coaching employees, and so on). you will also learn about your own leadership style, strengths and weaknesses, and how to develop your leadership knowledge and skills throughout your careers.', 'introduction to computational thinking. computational thinking (ct) is the process of analysing a problem then designing and expressing its solution in such a way that a computer can effectively carry it out. it includes a number of characteristics, such as breaking a problem into small and repetitive ordered steps, logically ordering and analyzing data and creating solutions that can be effectively implemented as programs running on computer. the aim of this course is hence to take students with no prior experience of thinking in a computational manner to a point where you can derive simple algorithms and code the programs to solve some basic problems in your domain of studies. student will also learn about basic program construct and simple data structures. in addition, the course will include topics to appreciate the internal operations of a processor.', 'introduction to geography. this is an introductory core module for the minor in geography and urban planning. it is an introduction to the study of society and space. in addition to foundational themes in human geography, we will also cover some of the most pressing socio-spatial issues in our world today. these topics will draw out the wide-ranging local-global connections in the fields of social, cultural, urban, political and economic geography. we will draw upon case studies from singapore and around the world to provide empirical contexts to the concepts discussed in lectures. through the interdisciplinary lens of human geography, these contextual examples will reflect the diverse place-based practices, processes, problems and possibilities of life in contemporary societies.', 'e-startups & social media strategies. this module aims to provide you with the essential knowledge on social media marketing, especially for start-ups. for this purpose, various social media tools that start-ups may explore will be introduced. the concept of social commerce will be covered. you will learn how to carry out strategic planning with social media. topics such as social media metrics and social models and monetization will be covered to give a holistic understanding of social media marketing for full timetable, refer to ntc website.', 'new venture financing. this course aims to help you to better appreciate the startup formation process, in particular, in securing proper venture financing to ringfence intellectual property intangibles, undertake product developments, talent acquisitions, market expansion and ultimately leading to a viable exit strategy for all stakeholders. you will be able to understand the entrepreneurship development from a funding/financing viewpoint. at the same time, you will gain insights on the investment perspectives from both the entrepreneurs and venture capital firms with respect to the funding cycles and expectations. this course will clarify key financial concepts, accounting principles and market practices that will better equip aspiring entrepreneurs to secure funding for their new ventures. this course is suitable for those who are planning and currently involved in startup creation and would like to gain suitable skillsets on how to secure funding from different channels and sources.', 'cultural intelligence: how to be an explorer of the world. cultural intelligence, cq is the capability to function effectively across national, ethnic and organizational cultures (ang & van dyne). iq and eq are no longer enough, cq is becoming a critical predictor for success in the borderless world of the 21st century. the good news is that cq can be developed and learnt by almost anyone. this course will focus on providing you with a conceptual framework for cq, as well as a set of tools to navigate and explore the world.', 'marketing for the 21st century. this course aims to provide a firm understanding of marketing and is designed for students who have chosen to specialise in disciplines other than business. as you may already know, a working knowledge of marketing is beneficial wherever your career takes you. we will discuss basic principles of marketing. however, the focus is on its application and how this understanding could potentially enhance your future performance in your chosen field. a hands-on approach is expected and activities have been incorporated to encourage observation and enhance analytical ability. the course will require you to analyse businesses, evaluate alternatives, collaborate with team members, lead discussions, present your analysis and propose recommendations on selected organisations. the course will begin by discussing sustainable marketing in the global context. we continue with marketing strategy and customer value. this requires an understanding of the business environment and buyer behaviour. we then focus on the 4 p?s, namely product, price, place and promotion.', 'management decision tools. this course aims to develop the use of a scientific approach using mathematical methods and computer software to make managerial decisions. future managers, business owners, or professionals from various disciplines who have to work along with businesses would employ methods and tools from this course to formulate their business descriptions into mathematical models to facilitate solution finding.', 'introduction to literature. this course is an introduction to the study of literature at tertiary level that develops your critical reading and writing skills. you will learn to pay careful attention to questions of form, style and context while being introduced to a wide range of genres and traditions. you will be introduced to the subject-specific conventions of academic writing and learn how to develop compelling arguments supported by textual evidence.', 'natural hazards and society. this course examines the natural and human dimensions of hazards such as earthquakes, tsunamis, tropical storms, floods, landslides, soil erosion and desertification. course work focuses on the causes of major natural hazards — such as climate change, sea-level rise, and tectonics – as well as their spatial and temporal distribution. moreover, students will be exposed to the assessment of risks posed to society and possibilities for sustainable adaptation.', 'world musics and culture. this course examines how we as consumers in the “western” world engage with musical difference largely through the products of the global entertainment industry. we examine music cultures in contact in a variety of ways– particularly as traditions in transformation. students gain an understanding of traditional music as live, meaningful person-to-person music making, by examining the music in its original site of production, and then considering its transformation once it is removed, and recontextualized in a variety of ways. the purpose of the course is to enable students to become informed and critical consumers of “world music” by telling a series of stories about particular recordings made with, or using the music of, peoples culturally and geographically distant from the us. students come to understand that not all music downloads containing music from unfamiliar places are the same, and that particular recordings may be embedded in intriguing and controversial narratives of production and consumption. at the very least, students should emerge from the class with a clear understanding that the production, distribution, and consumption of world music is rarely a neutral process.', 'global media. this course explores a broad media landscape through new critical and conceptual approaches. it is designated as a benjamin franklin seminar. this course maps the footprints of television at a global scale. adopting comparative approaches, we will be studying tv’s formation of national and global discourses, and thereby recognizing not only television’s impact on processes of globalization, but also the ability of television to matter globally. working through concepts of “broadcasting,” “flow,” “circulation,” and “circumvention,” the course examines the movement of (and blocks encountered by) television programs and signals across national borders and cultures. the course particularly focuses on how global television cultures have been transformed due to shifts from broadcasting technologies to (internet) streaming services? navigating from united states and cuba to india and egypt, the readings in the course illuminate how particular televisual genres, institutions, and reception practices emerged in various countries during specific historical periods.', 'intro to asian american studies. according to the u.s. census, there are approximately 21 million asian residents in the u.s. that comprise almost 6 percent of the total population. this relatively small number disguises the critical experiences asian american communities face in both the local and transnational context. yet, asian americans constitute one of the most heterogeneous racial groups within the u.s. over the course of this semester we will read about and actively discuss the history of asian immigration to the u.s., the social construction and experience of race in the u.s., and the political, economic, and cultural contributions of asian americans. we will also examine how asian americans negotiate/deploy their culture and ethnicity to achieve recognition in multicultural america and how the construction of asian american identity intersects with class, gender, and sexuality.', 'applied data analysis. this course will examine how and when data can be used specifically to infer whether there is a causal relationship between two variables. we will emphasize (a) the critical role of an underlying economic theory of behavior in interpreting data and guiding analysis, as well as (b) a range of advanced techniques for inferring causality from data, such as randomized controlled trials, regression discontinuity, difference-in-difference, audit study (mystery shopping) approaches and stock-market event studies. the issue of causality, and the relevance of thinking about models and methods for inferring causality, is just as central and important for “big data” as it is when working with traditional data sets in business and public policy. the emphasis will not be on proofs and derivations but rather on understanding the underlying concepts, the practical use, implications and limitations of techniques. students will work intensively with data, drawing from examples in business and public policy, to develop the skills to use data analysis to make better decisions. all analysis will be conducted using r. the goals of the course are for students to become expert consumers able to interpret and evaluate empirical studies as well as expert producers of convincing empirical analysis themselves.', 'intro to micro economics. introduction to economic analysis and its application. theory of supply and demand, costs and revenues of the firm under perfect competition, monopoly and oligopoly, pricing of factors of production, income distribution, and theory of international trade. econ 1 deals primarily with microeconomics.', 'econometric machine learning methods and models. this course covers econometric methods, machine learning methods, and their interface, focusing on aspects of estimation, inference, and prediction in causal and non-causal environments. topics may include bayesian learning; recursive estimation and optimal filtering; randomized controlled trials and their approximation; latent variables; classification; topic analysis; lda models; neural networks; random forests; regularization (shrinkage, selection, …); network estimation and description.', 'data science for studying language and the mind. data science for studying language and the mind is an entry-level course designed to teach basic principles of data science to students with little or no background in statistics or computer science. students will learn to identify patterns in data using visualizations and descriptive statistics; make predictions from data using machine learning and optimization; and quantify the certainty of their predictions using statistical models. this course aims to help students build a foundation of critical thinking and computational skills that will allow them to work with data in all fields related to the study of the mind (e.g. linguistics, psychology, philosophy, cognitive science).', 'language, cognition and culture. this is a course on how language relates to other cognitive systems. we will discuss the question of whether and how the language one speaks affects the way one thinks, the relation between words and concepts, the link between language acquisition and conceptual development in children, and the potential role of language in shaping uniquely human concepts. the course incorporates cross-linguistic, cross-cultural and developmental perspectives and combines readings from linguistics, psychology, philosophy, neuroscience and other fields within cognitive science.', 'ideas in mathematics. topics from among the following: logic, sets, calculus, probability, history and philosophy of mathematics, game theory, geometry, and their relevance to contemporary science and society. prerequisite: may also be counted toward the general requirement in natural science & mathematics.', 'knowledge for social impact: analyzing current issues and approaches. recent technological changes have raised awareness of the magnitude and devastating long-term effects of poverty, food insecurity, limited and unequal access to education, and other social issues. coupled with growing awareness of these issues is the emerging sense that traditional government programs and charities may be unable to solve these problems – at least, not alone. what may be needed are new strategies – strategies borne of (a) a deep understanding of the issues; (b) interdisciplinary collaboration; and (c) access to business knowledge, frameworks, and resources. this course is designed to provide the information, strategies, examples, and analytical mindset to make students more rigorous, insightful, and effective in analyzing social ills and crafting potential solutions. together, a cross-disciplinary group of undergraduate students, including students in wharton, the college, and other penn schools, will examine the nature and extent of two pressing social problems – food insecurity and barriers to post-secondary education – and current approaches to solving these problems.', 'venture capital and entrepreneurial. this course focuses on venture capital management issues in the context of a high-growth potential start-up company. the course is motivated by rapid increases in both the supply of and demand for private equity over the past two decades. the topic is addressed from two distinct perspectives: issues that relate to the demand for private equity and venture capital (the entrepreneur’s perspective) on the one hand, and issues that relate to the supply of capital (the investor’s perspective) on the other. as well, we will address management issues that relate to how the vc and the entrepreneur work together once an investment has been made, compensation issues, and governance issues in the privately held venture capital backed company. format: case/discussion format, supplemented by lectures and guest speakers. requirements: classroom participation, written case assignments, late midterm. materials: required coursepack and supplemental recommended reading.', 'ethics. ethics is the study of right and wrong behavior. this introductory course will introduce students to major ethical theories, the possible sources of normativity, and specific ethical problems and questions. topics may include euthanasia, abortion, animal rights, the family, sexuality, bioethics, crime and punishment and war.', 'modern political thought. this course will provide an overview of major figures and themes of modern political thought. we will focus on themes and questions pertinent to political theory in the modern era, particularly focusing on the relationship of the individual to community, society, and state. although the emergence of the individual as a central moral, political, and conceptual category arguably began in earlier eras, it is in the seventeenth century that it takes firm hold in defining the state, political institutions, moral thinking, and social relations. the centrality of “the individual” has created difficulties, even paradoxes, for community and social relations, and political theorists have struggled to reconicle those throughout the modern era. we will consider the political forms that emerged out of those struggles, as well as the changed and distinctly “modern” conceptualizations of political theory such as freedom, responsibilty, justice, rights and obligations, as central categories for organizing moral and political life.', 'intro to experimental psychology. this course provides an introduction to the basic topics of psychology including our three major areas of distribution: the biological basis of behavior, the cognitive basis of behavior, and individual and group bases of behavior. topics include, but are not limited to, neuropsychology, learning, cognition, development, disorder, personality, and social psychology.', 'introduction to sociology. sociology provides a unique way to look at human behavior and social interaction. sociology is the systematic study of the groups and societies in which people live. in this introductory course, we analyze how social structures and cultures are created, maintained, and changed, and how they affect the lives of individuals. we will consider what theory and research can tell us about our social world.', 'digital democracy. technological infrastructure shapes what forms of political life are possible within a society. political campaigns, investigative journalism, public engagement, protest, government – all unfold on different time scales, in different forms, and with different consequences depending on what machines mediate them. this course explores the forms of american political life that have taken shape in and through modern digital computing. we will investigate especially a perceived tension at the heart of computing technologies – from artificial intelligence to social media – as they have been introduced to so many corners of american political life: are computing technologies agents of liberation, or of control? the internet, for example, was embraced by some as an inherently democratizing and liberating force, giving users equal access to voice and information. on the other hand, many feared the internet as an unprecedented platform for corporate and government surveillance and manipulation. this course will analyze and historicize this tension, looking to unpack the complex and controversial role of computers in american political life from the cold war to @potus.', 'narrative across cultures. the purpose of this course is to present a variety of narrative genres and to discuss and illustrate the modes whereby they can be analyzed. we will be looking at shorter types of narrative: short stories, novellas, and fables, and also some extracts from longer works such as autobiographies. while some works will come from the anglo-american tradition, a larger number will be selected from european and non-western cultural traditions and from earlier time-periods. the course will thus offer ample opportunity for the exploration of the translation of cultural values in a comparative perspective.', 'judgement and decisions. thinking, judgment, and personal and societal decision making, with emphasis on fallacies and biases.', 'analytics and the digital economy. students who take this course will engage with the world of data science using tools such as tableau and r that are becoming increasingly popular in industry.the second half of the course extends students’ experience to industry applications of text mining and machine learning and requires students to work with more unstructured data. each week of the course will be devoted to analysis of a data set from a particular industry (e.g. hr, sports, fashion, real estate, music, education, politics, restaurants, non-profit work), which we will use to answer business questions by applying analytic techniques. the course is very hands-on, and students will be expected to become proficient at applying data to business decisions and at effectively analyzing large data sets to inform decisions about business problems.', 'topics in international economics. recent developments in international economics. trade policy and market structure; the economics of trading blocs such as the eu and nafta; the economic consequences of continued u.s. external deficits; globalization and inequality; exchange rates, interest rates, and volatility; speculative capital flows and exchange rate policies; and financial crises and the prospects for the european monetary union.  *needs prerequisite: intermediate microeconomics and macroeconomics or equivalents.', 'world cinema. what is a ‘world’, and what is ‘world cinema’? the course poses these questions from diverse angles and emphasizes watching films from many traditions, places, and periods, in order to become articulate, reflexive, and voracious cinephiles well beyond the context of this class. students study the history of filmmaking across the globe, with a heavy focus on films made beyond the global north-west, considering how films are made and distributed, who pays for them, and how they find local as well as global audiences. course examines film history within the larger context of colonialism and globalization, thinking about what it means to watch world cinema from the specific vantage point of a western, american university.', 'education and empire. this course offers an introduction to the transnational history of education in relation to the development of u.s. empire both at home and abroad. by bringing together topics often approached separately — immigration, education, race, colonialism, and the history of u.s. empire — we will interrogate the ways that education has been mobilized to deploy power: controlling knowledge, categorizing and policing difference, administering unequal paths to citizenship/belonging, forcing assimilation, promoting socio-economic divides, and asserting discipline and control. topics to be covered include american indian education and self-determination, african american education in slavery and freedom, u.s. colonial education in the philippines/cuba/puerto rico, immigration and forced americanization schooling, latinx fights for educational access and autonomy, state department experiments in educational diplomacy and child socialization, educational missions abroad, and national security and the war on terror. throughout, we will draw links between the past and the present and ask what it might mean to “decolonize” education today.', 'film, video, and american history. this course looks at american history of the twentieth and twenty-first centuries through the lens of film and video. students will learn to analyze fiction and nonfiction moving pictures in the context of social and cultural history. emphasis will be placed on using films and videos as historical sources. topics will include: the great migration, the jazz age, the great depression, world war ii, civil rights, the vietnam war, september 11th, and contemporary activist movements. screenings will include feature films such as within our gates, sullivan’s travels, casablanca, night of the living dead, and selma. this course seeks to expand students’ knowledge of the history of american film, culture, and society.', 'what is law?. as an introductory class both to the main principles and topics of legal thought and practice, and to cultural criticism, the class will use works of literature, theatre, film and music to acquaint with the field of law, and vice versa. students will learn in what ways culture has shaped the law, and, in turn, how law governs and shapes culture. topics include being a person on instagram and facebook; black lives matter, the us constitution; freedom of speech, “calling out” and “cancel culture”; interpretation and authority; law, ethics and religion; islam, nazi dictatorship and totalitarianism, the trump administration; criminal law, agency and multiple personality disorder; sampling and copyright, hip hop/rap in the courtroom.', 'energy, environment, and public policy. seminar that covers the technology, use, and impact of energy on the environment, climate, security, and the economy. emphasis on what drives people’s choices and how to transition to renewable energy. tours of energy facilities on the yale campus. prerequisite: a strong background in high school physics, chemistry, and mathematics.', 'global climate change and the carbon cycle. an introductory science course for the general student interested in better understanding earth’s climate system, covering mechanisms of the carbon cycle, greenhouse gases, insolation, and weathering. measurements of ancient climate cycles, ice age cycles, and post-industrial climate trends and causes will be discussed. prerequisite of high school algebra.', 'international human rights and politics. international human rights organizations and their implications for international politics. the role of human rights institutions in affording remedies to victims of state abuse. the emergence and exercise of international human rights law, including its nature, mechanisms, and logic. enrollment limited to 15 students.', 'introduction to american politics. introduction to american national government. the constitution, american political culture, civil rights, congress, the executive, political parties, public opinion, interest groups, the media, social movements, and the policy-making process.', 'global health ethnography. study of anthropological ethnographies on serious health problems facing populations in resource-poor societies. poverty and structural violence; struggles with infectious disease; the health of women and children; human rights and medical humanitarianism. focus on sub-saharan africa, latin america and the caribbean, south asia, and the middle east.  *limited to 18 students', 'investigative journalism. techniques of in-depth reporting, ranging from interviews and document research to journalistic storytelling; the evolution of “muckraking” in the united states; and the ethical, philosophical, and political issues raised by such work. improvement of the students’ practical research and narrative skills through weekly assignments and a term-long writing project. designed equally for those with journalistic experience and for those with skills in other arenas.  *limited to 30 students', 'trust–and mistrust. trust involves a tension. on the one hand, we must build trust on the basis of its absence. on the other hand, trust is best built when a measure of it already exists between those who are trying to strengthen it. what is trust, such that violations of it yield a sense of betrayal rather than mere disappointment? what is the relation between epistemic and practical trust? when, if ever, is it rational to place one’s trust in someone, some group or some thing – or to mistrust them? can philosophers be proponents of the value of trust without ceding our role as critical, skeptical, even mistrustful thinkers? the topic has timely social and political implications. liberal democracy depends upon citizens trusting that they share a common world and set of institutions enabling them to negotiate differences fairly. the aim of enemies of democracy is to sow doubts in the public so as to undermine trust in democratic institutions. this invites a consideration of phenomena such as polarization, epistemic bubbles, echo chambers, populism, conspiracy theories, “truth decay,” and even the idea of “a post-truth culture.” in the face of these challenges, how can we hope to rebuild trust in one another and democratic institutions?', 'medicine and the humanities: certainty and unknowing. sherwin nuland often referred to medicine as “the uncertain art.” in this course, we will address the role of uncertainty in medicine, and the role that narrative plays in capturing that uncertainty. we will focus our efforts on major authors and texts that define the modern medical humanities, with primary readings by mikhail bulgakov, henry marsh, atul gawande, and lisa sanders. other topics will include the philosophy of science (with a focus on karl popper), rationalism and romanticism (william james), and epistemology and scientism (wittgenstein). 1 credit.', 'multiracial identities, experiences, and politics. mixed/multi-identities have been part of u.s. history since the nation’s birth, but the year 2020 marked only the third time in u.s. history that americans were able to check more than one racial/ethnic category in the census. today multiracial people in the us and other nations are gaining more visibility and recognition. with this visibility, however, comes inevitable scrutiny and ambivalence as evidenced by debates over the identity choices of high-profile multiracial people and the broader social and political implications of a growing social group. this course introduces students to contemporary discussions, debates and narratives surrounding multiracial people. by reading and discussing scholarly, literary, editorial, and visual texts, students critically examine the spaces multiracial people occupy in the u.s. and in other global contexts and explore the identity politics and perspectives that mark these experiences. students also explore the growing narratives and spaces being created to build communities and express multi-subjectivities. through class discussions, writing reflections, and a final project, students are encouraged to explore their own identities and subjectivities as they relate to larger discourses, current events, and narratives around race and intersecting identities.', 'rethinking civil rights and black power. this course reconsiders the complex arguments and activities that have characterized the civil rights movement, thinking beyond the master narrative of montgomery to memphis, malcolm x and martin luther king, jr. to understand black agency, actions, and politics through historiography, documentary film, and art. students read primary sources alongside secondary scholarship, focusing each week on an individual case study. each week builds upon the past week to understand the civil rights movements in the united states, including in the urban north, the midwest, and elsewhere. this course will answer the questions: did the civil rights movement really just happen in the south? what was happening in other parts of the country? what made local movements similar or different? how can we use these movement histories to understand how we got to where we are today?', 'race, gender, and class inequities in the u.s.. what are race, gender, and class? how do they operate individually or collectively to shape contemporary inequities? this course investigates these questions and the diverse methodological and theoretical approaches that scholars have taken to highlight matters affecting black people and racially-minoritized populations in the united states. likewise, it examines how persisting inequities are observed and experienced in the domains of education, employment, population health, food access, housing, incarceration, and policing, among others. no previous background in sociology or any social science discipline is assumed.', 'scottish studies 1a: conceptualising scotland. an introduction to the study of culture, society and tradition in scotland, with the emphasis on de-constructing competing conceptions and images of the nation. theoretical approaches to the investigation of cultural construction, representation and expression are introduced through heritage, literature, folklore, music, song, visual art and the popular media. students will also consider the political context of cultural representation and investigate the interface between culture and industry.', 'celtic civilisation 1a. this course considers the history of celticness as a racial, cultural and ethnic concept, from the iron age in ancient times until the present. its principal objective is to guide students to an understanding of how certain languages, music, art and nations came to be called ‘celtic’. students will observe how ideas about ‘being celtic’ have changed across time and discuss the sometimes-bitter controversies surrounding celticness today.', 'introduction to gaelic language and culture. this course aims to give students a general introduction to the scottish gaelic language. alongside language skills, students will learn more about scottish gaelic’s literature and linguistic structure, and the history and culture of gaelic scotland.', 'popular religion, women and witchcraft in early modern europe. the course will examine key aspects of popular religious culture during the early modern period in europe which witnessed the transformation of religious life associated with the protestant and catholic reformations. it will deal specifically with religious ideas and devotional practices at a popular level and the changes introduced by both protestant and catholic reformers. as part of the spectrum of belief it will examine ideas concerning magic and witchcraft and it will include a study of the witch hunting which swept through europe in the sixteenth and seventeenth centuries. throughout the course particular attention will be given to the role of women in churches and society and how they were affected by the religious upheavals of the period.', 'contemporary issues in health and wellbeing. in a globalising world, contemporary debates around health, illness and wellbeing include a consideration of the ways that social and political contexts shape health. this course will give an outline of the global context of health and disease and will then address a selection of health challenges by focusing on a different contemporary topic each week which might include ageing health and long-term conditions in a global world, refugee and migrant health, global mental health, communicable and non-communicable diseases, global digital health, and cancer.', 'mental health: life sciences and nursing care 2. this course is a year 2 core course within the bachelor of nursing with honours (adult). it aims to provide students with an understanding of individuals’ experience of common mental health problems and the impact that this has on their ability to engage with everyday life. underpinned by the biopsychosocial model of mental illness, and taking a recovery-oriented approach, this course will equip students to engage with people who experience mental health problems as people who are contextually situated within their particular social context. the development of relational understanding and interpersonal skills is central to this course which will provide students with the opportunity to practice their communication skills in a safe environment.   indicative knowledge content includes common psychiatric diagnoses, symptoms and therapeutic approaches; biological, social and psychological theories of mental illness; recovery; particular mental health issues affecting people at different life stages; suicide. skills are developed through communication skills workshops including working with self-harm and suicidal thoughts.', 'mapping health and illness across societies. this course will introduce students to the social nature of health and illness, and to different models that inform aspects of our understanding of health phenomena.', 'currents: understanding and addressing global challenges. this course is about reimagining the future and seeing ourselves as part of this future. each year, this course will examine a single, highly current global event or challenge. it will explore the broader social, economic and environmental issues which have driven the challenge and how the impact of the event or challenge is shaping the future. the course will be contextualised by the un sustainable development goals agenda (2015-2030), and its vision of a world shaped by the common good.', 'creating edinburgh: the interdisciplinary city. this course takes an innovative approach to interdisciplinary education by shifting the site of learning from the seminar room to the city outside. it brings together groups of students from diverse subject areas to explore and engage with the contemporary city as a site for new ideas, designs and methods. students will be encouraged to see themselves as part of a connected global city and to engage with the complex challenges of urban life in the twenty-first century.', 'biology 1a: variation. the course covers several major concepts including heredity, mutation, evolution, animal and plant diversity, form and function. within this context, students will be trained in the scientific method, basic experimental design, data interpretation, presentation and statistics. the structure of the course is also designed to assist students in the transition to university.', 'sustainable development 1a: introducing sustainable development. sustainable development 1a: introducing sustainable development addresses the central problems facing us in the twenty-first century, which concern access to water, food, energy, shelter, as well as justice, in the context of a destabilising climate and degradation of environmental resources. the course debates principles, concepts, contexts, issues and applications of sustainable development from the perspective of different disciplines, and helps students situate themselves in these debates as well as reflect on their own stance.', 'international business: globalisation and trade 2a. the course will examine different types of foreign market entry strategy; the world trade regime and the various elements that comprise this environment e.g. eu/ nafta; and issues in international finance, management, production and labour.', 'environmental engineering and sustainability 2. this course presents a broad introduction to environmental engineering and sustainability, covering the hydrological cycle, how to assess the quantity of water available for use (potable water supply, irrigation, etc.), how to ensure the required water quantity is sustainably met and what challenges are currently faced by engineers. furthermore, transport contamination in water will also be covered through transport phenomena principles. environmental sustainability will be examined in an engineering context, including basic concepts such as life cycle analysis and environmental impact assessment.', 'global change. this course examines the dynamics of ecosystems and the environment from local to global scales. in the course we focus on 1) understanding the drivers of environmental change from decades to millennia; 2) the responses of polar, temperate and tropical regions to environmental change and their roles in further reinforcing change to both climate and ecosystems; 3) human-environment interactions and 4) methods and concepts that enable you to interpret environmental change. we examine the concepts of systems, thresholds, feedbacks, sensitivity and fragility, and how this relates and aids our understanding of environmental change.', 'programming skills for engineers 2. this course introduces python programming, software engineering and design techniques to engineering students. it also introduces the use of libraries like scipy, numpy and matplotlib for solving equations (using appropriate numerical methods) and the use of jupyter lab notebooks to present calculations.', 'algebra and calculus. the course covers basic and more advanced algebra, as well as basic and multivariate calculus, which are used to describe concepts in physics but applicable to other subject areas with an advanced maths requirement.', 'discovering astronomy. discovering astronomy is an introductory astronomy course that should be accessible to any student. we assume a basic level of numeracy, but no mathematics more complicated than simple algebra and simple trigonometry is used. the course covers a wide range of topics, from understanding our sun and solar system through to cosmology and the big bang.', 'programming and data analysis. this course provides an introduction to computer programming and data analysis. it serves as a preparation for further study in some physics-related degree programmes, and as a stand-alone course for students of other disciplines, including mathematics, chemistry, geosciences, computer science and engineering. the course consists of laboratory sessions and workshops to develop understanding, familiarity, and fluency.', 'development, inequality and trade. this course is designed to provide an understanding of the key determinants of economic development and trade. the first part of the course focuses on defining economic development and measuring the gap between poor and rich countries, making use of concepts like poverty, inequality and economic growth. it also considers the role of political institutions and human capital in generating economic development. the second half focuses on how the economic development of different regions is interconnected through trade, highlighting that trade can generate both gains and inequalities.', \"australia's environment. this course builds an understanding of key processes that have shaped australia’s biophysical environment. through a coordinated series of modules, students acquire foundation knowledge across a range of environmental science disciplines. one of the world’s great drainage basins, the murray darling basin, is used as a case study to connect and integrate these modules into a clear narrative about the processes and issues affecting australia’s environment. in each module the case study is revisited to address topical issues and apply the learning covered in the module. by the end of the course, students will understand the murray-darling as an integrated system whose processes and problems reflect the biophysical and social forces that have shaped australia.\", 'pacific worlds: critical inquiry in oceania. this course introduces students to the pacific region and to the wealth of pacific knowledge, resources and institutions at anu and in canberra more broadly. pacific worlds will be explored in seminar format and in dialogue with selected scholars and policy-makers, and through visits to institutions such as the national library, national archives, and national gallery of australia. it will provide students with an exciting opportunity to experience the ways in which the pacific has been crucial to the development and contemporary cultural, scholarly and political priorities of former colonial powers, including australia. the course will highlight the ways in which pacific islanders themselves have responded critically to these uneven relationships and how documentation and collection practices in australian institutions reflect these political dynamics.', 'peacebuilding and conflict resolution. in the 21st century the need for effective peacebuilding and conflict resolution is as great as ever. many long-running conflicts remain unresolved. pessimists even see the menacing potential for new wars looming just over the horizon. what are the conditions for sustainable peace? this course begins by examining the mechanisms available for bringing about peaceful resolutions to conflict and war. we seek to analyse the prospects for peace in the 21st century through a close engagement with examples of conflict resolution and peacebuilding from across the asia-pacific region. these case-studies each illustrate different challenges and approaches to conflict resolution and peace building. students will be encouraged to consider the communication strategies, attitudes towards justice, political instincts and other practical attributes that are relevant to resolving conflict and building peace in such contexts. to facilitate a hands-on appreciation of those attributes, the course includes a hypothetical exercise designed to challenge us to look at peace efforts from a variety of real-world perspectives.', 'the indigenous economy. aboriginal people have been living in australia for over 60,000 years and the indigenous economy has sustained their culture and society for that whole period. this course seeks to use a range of basic economic concepts to understand the nature and operation of that economy in order to critically assess various policy options for effectively addressing the significant socioeconomic challenges facing indigenous australians in the modern economy. the inherent complexities of these challenges means that students will be also exposed to a range of insights from other disciplines (e.g., philosophy, anthropology and demography) to assess effective policy options that are likely to require a combination of equity or fairness considerations with an efficient allocation of resources.', \"first peoples' experiences and ways of being: resilience, agency, resurgence and rights. this course focuses on first peoples’ perspectives on experiences since the british commenced colonisation of this place. students develop understanding and insights into some of the diverse perspectives, ways of knowing and being, and experiences of first peoples since colonisation across this continent, its islands and seas. in this course, we will focus on selected significant events, reflect on the resilience and agency of first peoples until now, and learn more about the contemporary context of first peoples’ resurgence. students will have an opportunity to learn about the lived reality of first peoples’ rights in australia, and reflect upon this in a global content. this is an introductory course in australian indigenous studies that centre first peoples’ diverse perspectives and that critically engages with scholarly and popular narratives about key events.\", 'the origins of political order in asia. this course traces the historical development of asia’s diverse political systems. it examines underlying geo-political realities and their implications for political structure and focusses on the religious and political systems of thought that have shaped asian political systems, especially regarding leadership, the family, ethnicity, social class and age. the course commences with the emergence of civilization in asia, examines political structures as they were influenced by hinduism, buddhism, confucianism, islam and christianity, the transformation of ethnic and national identities brought about in the era of western imperialism, and the assertion of new political ideals inspired by communism, liberalism, religions and reinterpretations of the past.', 'natural resource conflicts in asia and the pacific. violent conflicts over natural resources are an enduring feature of social and political life at different scales and levels of organisation. the inter-state and geopolitical dimensions of conflicts over resources such as oil and water loom large in the popular imaginary. however, resource conflicts in the global south are predominantly fought internally, within the boundaries of the nation-state. indeed, according to the united nations, at least 40 percent of internal conflicts globally are related to natural resources. it is these sorts of conflicts that are the focus of this course.  a striking conundrum lies at the heart of the inquiry: rather than contributing to peace and prosperity, empirical research demonstrates that natural resource wealth increases the likelihood that a country will experience internal armed conflict. how and why is this the case? what about the role of resource scarcity as driver of violent conflict in developing-country contexts? what sort of policy responses and interventions are available? how might natural resource wealth contribute to peace rather than to conflict? what is the role of political and economic contestation in these struggles over land and natural resources?  the course will be structured around a series of case studies drawn from southeast asia and the pacific islands. a political ecology framework will be applied to the analysis of how land and different types of resource complexes – including mining, oil and gas, forestry, and oil palm – can be implicated in violent conflict. alongside these case studies, students will undertake their own analysis of a natural resource conflict in which they will be attentive to the role of different actors – especially the state, communities and corporations – and to questions of scale, power and identity.  the course will have a very strong research-led approach to teaching and learning. in addition to core expertise housed in ssgm, it draws upon expertise from other parts of the coral bell school and the crawford school. in addition to the involvement of some of these scholars in class room teaching, the assessment for the course will enable students to engage with them in innovative ways.', 'australian political history. this course examines australian politics from a historical perspective. it explores the foundation and working of democracy, the formation and transformation of the party system, and the relationship of politics to broader changes in society. the first part follows a chronological structure, beginning with traditional indigenous government and extending through the colonial era to the present day, while the second examines a range of themes such as federation, nationalism and republicanism, women, gender and politics, rural politics, indigenous politics and the media. the aim is to provide students with a historical grounding in the main political trends, institutions, personalities, ideas and ideologies.', 'international relations in the asia-pacific. this course will apply basic international relations theories encompassing realist, liberal-internationalist and constructivist perspectives to ongoing and emerging political dynamics in the asia-pacific region. it complements comparative political perspectives on regional governance by applying state-centric and key sub-state based perspectives on understanding how the region ‘matters’ in a global context. various perspectives on international political economics, foreign policy analysis, international security and regional/international institutions will supplement the theoretical perspectives that underwrite the subject’s conceptual approach.', 'reading popular culture: an introduction to cultural studies. an introduction to the field of cultural studies, this unit progresses through a “circuit of culture”. using this model, it introduces the key concepts and practices of representation, identity, production, consumption and regulation. two areas of contemporary culture will be of particular interest to this unit:   (1) issues surrounding advertising, corporate power and globalisation, and   (2) debates about the representation of gender and sexuality in the media and popular culture.    in the first half of the course, students will learn to use semiotics, a method that is widely used by cultural and feminist critics to study how meanings are produced in images and texts. coupling semiotics with theories of identity, subjectivity, ideology and discourse students will analyse power relationships in popular culture. students will also become familiar with debates relating to production and consumption. upon completing the course requirements, students will have experience in applying core methods and theories analytically, and will be able to demonstrate critical reflection on key concepts shared by cultural and gender studies.s.', 'contemporary australian indigenous music studies. the contemporary australian indigenous music studies course is designed to give students the knowledge and skills to interact with australian indigenous music in its contexts inclusive of narratives and issues pertinent to the music and its peoples. students will examine a range of protocols and tces (traditional cultural expressions) that serve to inform them in their research and practical assignments and/or engagements with australian indigenous music. a comprehensive study of contemporary australian indigenous music styles and aural analysis of the same serves to introduce students to a widening cultural biography and a living culture with which they can have relationship', 'australian political institutions. australia is one of the world’s oldest liberal democracies. this longevity is due, in part, to institutional design. a close examination of australia’s political institutions reveals both stability and evolution from their original design. this course explores this stability and change dynamic through an examination of the australian political system. it provides students with an overview of the cleavages that characterize australia and the institutions that attempt to manage them. this course concentrates on formal political institutions paying particular attention to the constitution, institutions of government (e.g. high court, parliament, federalism), and electoral competition. we will also compare australia to other advanced democracies enhancing our understanding of the australian state.', 'traditional australian indigenous cultures, societies and environment. pre-invasion indigenous cultures have long been seen as the social, economic and ecological prototype of the hunting and gathering way of life. the aim of this course is to convey a basic anthropological understanding of the customary or ‘traditional’ practices and beliefs as they were at the threshold of colonisation and to critically engage with representations while respecting first peoples’ insights and perspectives. we will focus on relationality, and in particular the multiple ways in which connectivity underpins indigenous worldviews. exploring these issues also means exploring the intellectual struggles non-indigenous people have had and continue to have to come to terms with indigenous societies and cultures, as well as understanding why and how indigenous social and cultural practices capture the scholarly imagination. .', 'global citizen: culture, development and inequality. just how involved are we are on a daily basis with the processes, the politics, the social and economic relations and the other formations that constitute this complex and slightly scary thing called globalisation? beginning with some of the things that are closest and most familiar to us – including the clothes on our backs – we’re going to start at the ground and trace upwards the links that attach us to far off countries, economies, sites of production and fellow humans. in this way, we will trace our own map of the world system and get some sort of critical understanding of how we slot into it. in the process, we will ask ‘is there a more ethical way for us to approach some of those core global practices in which we all participate: consumption, tourism, inhabiting the city, and using the internet and social media?’ how, in this immensely complex context, are we to be good global citizens?   in the process of doing this we will learn the fundamental concepts anthropologists and other social scientists use to make sense of globalisation’s exciting new cultural and social forms and its not so exciting new forms of exploitation and inequality. the focus will be on understanding the language of the anthropology of globalisation, and the practical and critical application of its key concepts to real life global issues. we will use an innovative team based learning approach in which students help each other workshop the weekly readings and carry out critical and interpretive activities in class based on real life case studies.', 'media industries & technological change. this subject examines the pressures of technological change on contemporary media institutions and communications practices. students will be introduced to key debates about media convergence, the relationship between technological change and media practices, and the shift from mass communication to networked communication. a range of case studies drawn from different media sectors including photography, the music industry, television, cinema, and the internet will be complemented by examination of emerging practices such as video games, digital art and surveillance. students completing the subject will be able to develop a critical understanding of the forces affecting how new technology is adopted, and will be able to identify the major pressures shaping the media-communications industries in the future.', 'entrepreneurship for sustainability. entrepreneurship for sustainability is a project-based subject. working in teams, learners will propose an entrepreneurial venture to improve australia’s performance against at least one of the un’s 17 sustainable development goals (sdgs). through this subject, learners will be introduced to the sdg framework and its uses, as well as various tools to elicit and validate an entrepreneurial concept.  this subject is for anyone interested in learning, through experience, about entrepreneurial approaches to addressing real challenges to create impact and value – not just learners with entrepreneurial ambitions.  the subject contains a high degree of industry and community interaction, including guest speakers who have experience addressing sdgs through entrepreneurial means.  learners will be supported to: integrate their own disciplinary knowledge relating to the problem they choose to tackle learn from industry speakers to enrich their grasp of the problem conduct background, user, and expert research to develop a deeper, shared understanding of the problem identify and assess creative means to address the problem, and design a proposed solution for impact, considering the social, environmental, and economic inputs, influences and dynamics at play. learners are not required to come into the subject already having an idea. at the beginning of the semester, learners will be provided with a series of prompts – specific ideas for problem areas they may choose to tackle.', 'ai, ethics and the law. this subject investigates the role of ethics and law in responding to the opportunities, challenges and risks raised by increasingly widespread use in society of artificial intelligence (ai) and related computational processes. techniques such as expert systems, machine learning, neural networks, natural language processing, and machine vision are affecting almost every aspect of modern society. in particular, these techniques are changing the way in which government and business make decisions and the interaction between humans and machines in almost all facets of life. these developments have many beneficial consequences. they also raise a host of concerns, including about the impact of ai on privacy, employment, interpersonal relationships, and human rights. developing technical, ethical and legal responses to these kinds of technologies, and those have yet to be developed, requires cross disciplinary insights, including from the humanities, science, design, economics, computing, and law. drawing on these perspectives, and also industry expertise, “ai, ethics and the law” explores these issues through a series of case studies, including:  surveillance and facial recognition technologies predictive policing and algorithmic sentencing fake news and deep fakes algorithmic decision-making in government and by business for employment, credit and social services ai in medicine, finance and legal law ai in environmental protection and animal welfare service and care robots.', 'natural history. this subject is natural history. this is an old, lovely, and holistic term referring to what is in the natural world. this subject joins the humanities and the sciences; it will be delivered across disciplines, with a rich and exciting mix of material and information. it is an overview of: human history and past landscapes; earth history; some soils; how plants work; material conserved in collections; the history of natural history collecting; herbaria, museums, arboretums, and national parks; indigenous knowledge; agricultural history; ocean systems; and dealing with natural history in a designed, built, and managed future. it is suitable for all built environment majors as an elective. breadth students are very welcome; this will be an excellent subject for you. this subject will extend written skills and enhance appreciation of the variety of the natural world.', 'principles of marketing. the basic theoretical framework of marketing, including segmentation, buyer behaviour, product management, market communications, channel management and pricing decisions are introduced in this subject. students are also introduced to basic concepts in market research and management of marketing programs.', 'smart transportation. urban transport systems face many challenges due to growing levels of congestion and rising levels of environmental, social and safety problems.  this subject will use the systems approach as a framework for developing the key skills that need to be acquired to develop and implement new transport technologies that can improve the sustainability of urban transport systems.  this course will focus on (1) the fundamental knowledge to understand transport systems from the perspective of an engineer and planner, and on (2) how new technologies can be integrated with existing transport services to improve accessibility and sustainability in transport systems. key skills will be attained in the areas of data collection and processing, analysis, and evaluation.', 'food for a healthy planet ii. this interdisciplinary subject recognises and explores the intricate link between food, human health, and the sustainability of our planet. as the world is becoming increasingly urbanised and citizens are becoming more affluent, people are turning towards unhealthy “western-style” diets characterised by high-energy, nutrient-poor processed and refined foods. this shift in dietary patterns has led to an increased morbidity burden due to obesity and other non-communicable diseases. thus, there is an urgent need to address diet-related health problems created by under/over-nutrition and poor dietary practices by tackling the underlying scientific, technological, policy, regulatory, cultural, and economic determinants, and obstacles to creating healthy food and food systems.  human diets inextricably link health and environmental sustainability. the present food system is one of the main causes of resource depletion and unacceptable environmental impacts, and is responsible for one-third of global greenhouse gas emissions. thus, meeting nutritional needs for improved health while staying within “planetary boundaries” is the biggest challenge for humanity.  solving the problem of providing enough healthy food for all while maintaining environmental health requires a radical shift to a global food system that needs to draw on knowledge and skills from the many disciplines of both science and humanities.  eminent scholars will teach students from across the full range of disciplines in arts, biosciences, nutrition, medicine, agricultural science, and economics, plus practitioners from the food, nutrition, farm industry and the natural resource sector. students will learn and develop methods to frame and discuss complex food and health-related issues through team exercises with fellow students.', 'street art. from illegally spray-painted stencils to secret exhibitions in abandoned warehouses to exclusive multi-million dollar art fairs, this subject explores the rise of street art in the contemporary city.  the subject examines the diversity of artists, materials and political impulses that drive street art and graffiti and its shift from an illicit subculture to a mainstream practice. using examples from melbourne and other key cities such as new york, rome and berlin, the subject investigates how the meaning and impact of street art derive from spatial and social contexts and how street art can provide new ways of understanding a city, as well as broader debates about art, public space and urban development.  students undertaking this subject will develop skills in identifying, mapping and designing street art in melbourne’s laneways.', 'urban design for people and places. urban design introduces the visual, spatial, social and design dimensions in planning for public spaces. urban design for people and places examines how a city’s built form, function and structure is shaped by its interaction with multidimensional forces – including the physical, technological, cultural, social, economic, and environmental –to create a public life which continuously shapes and is shaped by both people’s activities and the places they inhabit. it explores a broad range of concepts, theories, principles, and processes to frame the urban design practice – developing, proposing and negotiating creative urban design solutions to address urban issues in a dynamic setting.  this subject will involve the following software: adobe photoshop, sketchup. details of software availability and pricing are captured at https://msd.unimelb.edu.au/graduate-research/resources/it-support#software', 'our planet, our health. this interdisciplinary subject will introduce students to the core concepts of one health in its broadest sense, as a concept that describes the interconnectedness of the health of humans, animals and the environment. key themes that will be explored during the course, with reference to case studies, will include:  the historical progression of animal health, wildlife health and conservation; sustainable agricultural development, food security and human nutrition across a range of country/development contexts; emerging infectious diseases at the animal/human interface, the role of infection reservoirs, intermediate hosts and vectors; the ecology of microbial pathogens, including food borne diseases and the development of antimicrobial resistance; surveillance and response in a one health framework; societal norms and behaviours in relation to the intersection of human and animal health; the holistic concept of “one health” in the context of indigenous health; and ethical, political, cultural and governance challenges in the “one health” domain.', 'global cultures. this interdisciplinary subject will introduce students to the core concepts of one health in its broadest sense, as a concept that describes the interconnectedness of the health of humans, animals and the environment. key themes that will be explored during the course, with reference to case studies, will include:  the historical progression of animal health, wildlife health and conservation; sustainable agricultural development, food security and human nutrition across a range of country/development contexts; emerging infectious diseases at the animal/human interface, the role of infection reservoirs, intermediate hosts and vectors; the ecology of microbial pathogens, including food borne diseases and the development of antimicrobial resistance; surveillance and response in a one health framework; societal norms and behaviours in relation to the intersection of human and animal health; the holistic concept of “one health” in the context of indigenous health; and ethical, political, cultural and governance challenges in the “one health” domain.', 'thinking tools for wicked problems. responding critically and ethically to contemporary issues, whether they be of local, national or global significance, requires one to go beyond the mere discovering of ‘facts’ and determining of ‘truths’. what one does with these ‘facts’ and ‘truths’ is equally important. what we claim to know may be helpfully understood in its emergence from and application to highly complex and seemingly intractable problems. addressing such ‘wicked problems’ thoughtfully and collaboratively can reveal the nature of knowledge: how it is generated, how it is applied and contested, and what purposes it serves. research areas in the humanities, the arts and the social sciences (hass) as well as science, technology, engineering and mathematics (stem) will be introduced and problematised.  building on the ideas or c. s. peirce, john dewey and matthew lipman, this interdisciplinary subject will therefore focus on developing effective communities of inquiry, where the use of critical but cumulative talk is favored and where good questioning, in‐depth knowledge, sound reasoning and self‐reflection is applied to addressing and critically appraising wicked problems.  to this end, the subject will examine wicked problems arising from a wide range of disciplinary areas and cultural perspectives, including: climate change skepticism, indigenous knowledges, fake news, and major societal issues and innovations arising from recent advances in science, technology, and the arts.', 'drugs that shape society. drugs that shape society is a compelling story of drugs that provides insight to us as individuals and as a society. drugs impact our lives in many different ways. social responses to their use have shaped our laws, the health system, commerce – even foreign policies. in australia the use of therapeutic drugs is carefully regulated to maintain cost and safety, some recreational drugs are taxed heavily to provide government income, while others are banned and huge costs are incurred attempting to prevent their use. other countries have a different blend of risk, responsibility and regulation.  drugs that shape society is a university breadth subject available to all second-year students. using a case-study approach, students will explore the scientific, social, historical and legal issues associated with alcohol, opiates, tobacco, penicillin and thalidomide.  any drug use carries risk – medical, social, ethical and legal. who has been, or is, responsible for managing that risk? what is the role of policy and regulation in minimising risk and assigning responsibility? these questions will be explored by consideration of the scientific, ethical and economic factors determining drug development; the addictive nature of certain drugs, the striking contrasts between drug marketing strategies, ranging from illegal dealing to professional multi-facted advertising; and the risks associated with legal and illicit drug use and abuse.  lectures will provide basic information about the processes leading to the development of the drugs, their mechanism of action, the historical context of their impact on society, and how this has been handled legally. tutorials and small group work will allow students to discuss and debate the issues raised and to put them into the context of their own experiences.', 'biology of australian flora & fauna. this subject will introduce you to the natural history of australia from the cretaceous to the present and the influence of australia’s first peoples and europeans on australia’s environments. you will be observing, recording, and reflecting on the diversity of the natural world. you will explore the major biomes and climatic zones that have existed across the continent in the past and the influence of climate change on their present and future distributions. we will look at the incredible diversity of australian flora, including the iconic\\u202feucalyptus,\\u202fand their adaptations for survival in the face of\\u202fdrought and fire. we will consider the biological challenges, adaptations and evolutionary journeys that have led to our current faunal diversity, including australia’s familiar and our more elusive animal inhabitants – from kangaroos to velvet worms. this subject includes australia’s marine and freshwater ecosystems and their diversity, from the coral reefs to the inland rivers. we consider their biological, economic and social value. throughout, we will discuss our conservation successes and failures and how we protect our precious flora and fauna for the future. this subject includes self-guided field trips within the bounds of the melbourne metropolitan region.', 'inside the city of diversity. this subject examines differences in diverse people’s experiences of urban life, the opportunities and challenges it offers them, and their ability to shape the city. we will examine how social differences such as class, gender, ethnicity, race, and disability have been understood in urban studies from varied theoretical perspectives, including liberalism, marxism, feminism and postcolonialism. we will explore these themes with case studies from many cities around the world, with a particular interest in melbourne, where students will undertake independent field research. specific issues to be investigated include: the social and cultural lives of rich, poor, middle-class and gentrifying neighbourhoods; the negotiation of gender roles and relations in the private and public spheres of the city; intergenerational conflicts in urban housing and labour markets; inequalities in the spatial distribution of urban infrastructures such as roads, transport, education and health services; racial segregation and conflict; the displacement and marginalization of aboriginal communities in australian cities, and their activism. students completing the subject will demonstrate in-depth understanding of how social inequalities develop and manifest in cities; but also, how cities can become places of resistance, inter-cultural encounter and transformation.', 'going places - travelling smarter. aiming to enhance travel and/or transcultural experiences, going places – travelling smarter provides interdisciplinary methods to observe and interpret new environments, identify positive educational, professional and personal opportunities, and report and record reflections and experiences before, during and after travelling. lectures from diverse disciplinary areas will unpack fundamental precepts and explore key concepts relating to travel, such as cosmopolitanism, cognitive benefits of travelling, stereotyping, global and developing economies, environmental concerns, identity and alterity. through regular preparatory research and peer review in tutorials, students will develop expertise in a particular region and learn more about the rest of the world from other students in themed modules, covering subjects such as architecture, urban and rural environments, conflict, tourism, language and communication, economics, geography, gastronomy, music and creative arts. this expertise will be demonstrated through collaborative participation in tutorials and in online blog posts. an emphasis on ethnographic methods for negotiating transcultural encounters and new technologies for sharing information will assist students from all faculties and disciplines to improve their ability to engage with their own and others’ mobility. students will test their ethnographic skills through a research-mapping project focusing on new ways of engaging with familiar places. the final research project will draw together the broad disciplinary approaches, including ethnography, geography, communication, mapping, tourism, economics and the arts, in a place-based case-study (city, region, sacred site, monument, factory, etc) to expose the interconnectedness of nature and culture, business and science, people and politics. these collaborative experiences and individual assessments encourage students to re-examine identities, develop transcultural competence and deepen understanding of what it means to be a global citizen.', 'engineering modelling and design. the subject will develop your understanding of the engineering modelling and design processes by taking you through the life cycle of a real-world engineering project and using a combination of lectures and hands-on workshop sessions.  you will work in a small team of students on one of several interdisciplinary engineering challenges, applying engineering concepts, scientific knowledge and creative problem-solving skills in order to satisfy specific design goals.  along the way you will gain an understanding of the depth and breadth of the engineering design process, while gaining competency in the technical tools and professional skills required to not only complete the challenge, but more broadly help serve the engineering needs of an increasingly complex society.', 'entrepreneurship principles and tools. the purpose of this subject is to study topics on entrepreneurship and innovation. the subject closely examines the definition of an entrepreneur as an innovator who recognises and seizes opportunities; converts those opportunities into workable/marketable ideas; adds value through effort, money and skills; assumes the risk of the competitive marketplace to implement these ideas; and realises the rewards from these efforts.  this subject presents some of the key frameworks and tools needed by entrepreneurs and is for anyone who has an interest in understanding entrepreneurship, not just potential founders. the subject uses the lens of entrepreneurship to investigate developing areas of knowledge that are relevant to all organisations, from traditional firms to startups, while also recognising that in the future, many students will either start or work for non-traditional organisations.', 'managing people at work. a central challenge in one’s career is managing relationships with others both within and beyond the workplace. this subject explores various human resource management policies and practices including job design, recruitment and selection, reward systems, and performance management. a key focus is understanding the implications of these practices for being managed, and for career development and planning. in addition, this subject explores relationship management with clients, suppliers and partners and the role of effective communication, leadership and stakeholder management.', 'learning in outdoor education. engagement with natural environments in australia forms a significant part of growing up for many australians whether in formal educational settings, organised leisure activities or through informal recreational experiences. it is also of interest for a growing number of overseas visitors wishing to experience australia’s unique natural environments. learning in outdoor education examines the nature and significance of the learning that takes place through these experiences. while the unit aims to build knowledge and develop understanding of specific areas of natural significance, its principal focus is the theory and practice surrounding experiential education. it does this by examining two different, yet interrelated, modes of learning in and about natural environments through lectures about these places and by experiences in these places. during the course of the unit students will come to know the places they visit through distinctly different learning experiences provided by two field trips.', 'sport and learning in australian culture. sport and learning in australian culture provides students with a socially critical perspective on the place, meaning and practice of sport in contemporary australian society and culture. focused on the range of learning that takes place through youth’s engagement in sport, it examines the practice of sport at levels ranging from elite international sport to grassroots sport. in striving to provide a meaningful educational experience this unit places students’ first hand experiences of australian sporting culture at the centre of the unit of study through the provision of field trips to relevant sporting events in sydney. these involve attending sporting events ranging from super rugby union to australian rules football matches. these experiences of australian sporting culture are informed by a socially critical examination of sport in australia through lectures, field trips, assessments and readings.', 'introduction to indigenous history. this unit of study focuses on the history of aboriginal and torres strait islander peoples since colonisation, exploring key social, political and legal events, issues and debates, and the people behind them. students will learn about important historical events and social issues in areas such as civil and political rights, land rights, self-determination and reconciliation, developing an understanding of how these events and issues have shaped the shared history of australia. the unit introduces a decolonising methodology that will underpin further work in the major.', 'cross-cultural management. critical to effective management in international and multicultural business environments is an understanding of cultural differences and how to manage those differences. this unit provides conceptual frameworks and evidence from practice that develops an understanding of the ways in which cultures differ, how these differences can impact management, and how cultural issues can limit organisational effectiveness. strategies for managing and harnessing cultural differences are also evaluated. the subject matter is explored from an internal perspective as well as from an external perspective, looking at issues within the company as well as issues between the multinational company and its host environment. major topics include the significance of culture in international management; the meaning and dimensions of culture; comparative international management styles; managing communication across cultures; global business ethics; cross-cultural negotiations; cross-cultural leadership and motivation; culture and consumer behaviour; and managing cross-cultural conflict.', 'global america. why does america have so much influence globally? what is the nature of this influence? and what are the consequences of this influence? what are the nature and consequences of the influence of the rest of the world on america? why given america’s global influence, and globalisation in general, does america remain such an insular society? this unit takes an interdisciplinary approach to these questions with a focus primarily on the united states in the 21st century.', 'global challenges : food, water and climate. in the 21st century the population of the world will increase both in size and its expectation in terms of food, energy and consumer demands. against this demand we have a planet in crisis where natural resources are degraded, biodiversity is diminishing and planetary cycles related to climate are reaching points of irreversible change. management of our precious natural resources is a balancing act between production and conservation as always, but now we have to do this against a background of potential large scale changes in climate. in this unit students will gain an understanding of the key environmental challenges of the 21st century; namely food security, climate change, water security, biodiversity protection, ecosystems services and soil security. in the second half, using australian case studies, we will explore how we manage different agro-ecosystems within their physical constraints around water, climate and soil, while considering linkages with the global environmental challenges. management now, in the past and the future will be considered, with an emphasis on food production. this unit is recommended unit for students interested in gaining a broad overview of the environmental challenges of the 21st century, both globally and within australia.', 'introductory geography. this unit of study provides a geographical perspective on the ways in which people interact with each other and the physical world, focussing on the processes that generate spatial variation and difference. students will consider the development and characteristics of natural environments across the globe, and will explore how these environments both constrain, and are influenced by, humans. in the process, they will learn about the biophysical, political, economic, cultural and urban geographies that shape contemporary global society. each of these themes will be discussed with reference to key examples, in order to understand the ways in which the various processes (both physical and human) interact. the unit of study is designed to attract and interest students who wish to pursue geography as a major within their undergraduate degree, but also has relevance to students who wish to learn how to think geographically about the contemporary world.', 'foundations of work and employment. this unit draws on concepts from industrial relations and human resource management to examine the interests and strategies of workers, unions, managers, employers and the state. it explores the relationships between these parties as they seek to manage their environments and workplaces and to exercise control over each other. the unit enables students to understand how and why the organisation, regulation and management of work are changing in australia and globally. as well as providing an introduction to all aspects of the study of the employment relationship, this a foundation unit the industrial relations and human resource management and management majors.', 'what is this thing called science?. this unit of study explores the very nature of science and how it is practised. using contemporary and historical scientific examples, the unit looks into whether a sharp line can be drawn between science and non-science, and what criteria can be used to distinguish science from pseudoscience. various tools of science will be examined philosophically and historically, including theories, models, explanations, data analysis and concepts. the unit also looks into the ways in which science is a social process, with an emphasis on values, biases, and the institutionalized organization of science. to complete this broad overview, topics such as science denialism (not accepting various bodies of scientific knowledge) and scientism (valuing science above all other knowledge systems) will also be addressed.', 'diet and nutrition for health and sport. in a world where nutrition advice is commonplace but not always accurate, learning the basics of good nutrition habits is vital for development and growth at all stages of the life cycle. if practiced correctly, nutrition can help prevent disease, assist in reaching health goals, influence sports performance and reach academic outcomes. this elective aims to equip students with the knowledge required to make informed food choices and gain skills in analysing their personal diet and nutrition habits. at the conclusion of the elective, each student will be a mythbuster of common diets, supplements and fads touted by the media, and be able to separate fact from fiction. topics covered in the unit include the anatomy and physiology of digestion, the link between common diseases and nutrition practices, nutrition for sports performance, practical tips for shopping and cooking and the use of food to improve cognition.', 'urban design. urban design as a field of activity is concerned with the four-dimensional form and functioning of the public realm. it is both a process and a product and is often regarded as the integrative force that straddles and connects the more traditional built environment disciplines: urban design aims to reunite the partnership between planning and design to help improve the quality and sustainability of the built environment. this course provides an introduction to urban design theory and practice. it is designed to equip students with the skills they need to appreciate and critique urban design, and to engage in the design process. particular skills to be developed include site context analysis, computer-based design and presentation, and the formulation of robust planning and urban design controls.', 'interior architecture. interior architecture at unsw is positioned as a research-led creative practice which focuses on the design and agency of the inhabited interiors of the built environment, from the scale of the room to the scale of the city, from permanent to temporary spaces.    our agenda is to imagine, debate and test the contemporary interior as a key agent in the production of the built environment. we consider the interior as a dynamic and open-ended conceptual space through which the human scale and experiences inherent in the private and public spaces of our urban environments can be interrogated and projected. through a focus on material and spatial assembly, agency and affect, we foster an agile and critical approach to design enquiry, underpinned by an informed appreciation of the environmental, cultural and historic contexts of interior architecture and design. we value an expansive approach in the speculation and projection of the contemporary interior, underpinned by rigour and creative risk taking.    our goal is to produce industry leaders with the ethical, collaborative and creative skills that will allow them to effectively respond to the multi-disciplinary, global demands inherent in the reshaping of our future interiorscapes.', 'accounting. accounting is concerned with the provision of information for the management of economic resources and activities by means of measurement, communication and interpretation of financial data; with the development of information systems; and with the financial accountability and governance of enterprises. by economic resources, we mean both tangible and intangible resources. accounting information is increasingly used to manage intangible resources such as an organisation’s knowledge base, its supplier/customer relationships, its brands etc.    accounting concepts lie at the heart of economic exchange, whether conducted in physical or electronic markets. it enables students to comprehend many of the fundamental principles, processes and outcomes of business, thereby equipping students for a wide range of careers (from chartered accounting, management consulting, provision of financial services to general management). students of accounting end up not just as accountants but as entrepreneurs, entertainment promoters, treasurers, chief financial officers, etc.', 'financial technology. financial technology (fintech) is a rapidly growing field in finance where technology is used to enhance and reimagine financial services and sometimes results in disruptive changes. the most well-known examples are payment systems (paypal, wechat, bitcoin and cryptocurrency), portfolio management and robo-advice (us, europe, australia), peer-to-peer lending (us, china, india and elsewhere), high-frequency trading (global), and decentralized finance (of which bitcoin and cryptocurrency form the foundation). established financial services firms (bigtech) and entrepreneurs (fintech) both demand talent in this space as fintech products are by nature scalable and have potential for huge impact in a financial services business.    co-developed with financial services industry experts, this major introduces students to finance theory, financial products, markets, and institutions, then explores how big data and other technologies allow fintech start-ups to cause consumers to shift away from traditional finance – fundamentally changing the way money is raised, transferred, stored, loaned, and invested around the world. in addition to a conceptual understanding of finance theory, financial markets, and financial services firms, students will experience fintech courses via the integrated learning laboratory (ilab). they will be able to gain personal access to financial market data platforms, handle financial market and unstructured data, learn how financial products work via the python programming language, trade using the leading stock trading platform used by brokerage firms, and interact with practitioners.', 'marketing. marketing is responsible for the creation, communication, delivery and capture of value. the beneficiaries of marketing are businesses and consumers. for businesses, marketing is important because it is a key driver of growth through marketing processes and planning, the use of marketing research, an understanding of consumers and customers, market segmentation, positioning and product differentiation, new product development, branding, distribution and pricing. marketing knowledge is critical for effective customer-oriented decision-making. for consumers, marketing ensures the creation of valuable solutions that help to improve quality of life and facilitates the necessary exchange between businesses and customers to make such solutions accessible. an understanding of marketing is essential for any business student.', 'politics and international relation. the study of the politics and international relations major specialisation at unsw focuses on the workings of government and global politics, and will help you understand the most pressing challenges facing the world today, including political instability and conflict, security, great-power rivalry, climate change, development, human rights, governance and inequality. the solutions to many national and global problems are often intricately connected with regional and global processes, structures, mechanisms, forces, interests, customs and institutions. knowing how to identify these solutions, their contexts and histories, is often challenging, frequently rewarding, and always interesting. a major specialisation in politics and international relations will give you insights into the complex relationships between state and non-state actors, as well as individuals and organisations in national and international contexts, and you will learn how to think critically about the nature of power in contemporary and historical perspective.', 'public relation & advertising. public relations and advertising are incredibly dynamic and fast-moving. this course introduces you to public relations and advertising as professions, industries, and fields of study, while also giving you the opportunity of working on a genuine communications challenge for a respected organisation. the course blends big ideas with practical skills to equip you with the understanding of how communication disciplines work, and how they affect audiences. you will gain a deeper appreciation of what needs to be in place for communication campaigns to succeed, while developing an industry-standard communications plan. throughout the course, you will encounter a range of communication challenges, and develop the skills you need to overcome them. this course aims to capture the excitement of public relations and advertising work, and show how important theoretical concepts are to workplace practice. in doing so, this course sets you up to succeed in your studies and as public relations and advertising professionals.', 'human right law. this course examines the operation of human rights law in practice in international, regional and domestic u.s. and australian contexts. based in new york, the course draws together leading u.s. and international human rights lawyers to provide cutting-edge case studies from u.s. courts, regional human rights commissions and the un system. it also provides students with doctrinal foundations in international human rights law and its incorporation into domestic law, as well as an introduction to the u.s. bill of rights and civil rights law. the course includes case studies on current human rights issues relevant to both countries. it encourages students to critically reflect on the efficacy of key institutions, actors and strategies to promote and protect human rights at home and abroad. the program will include (subject to availability) field visits to the united nations and other cultural institutions.', 'data science. data science and decisions has been developed to train scientists to meet the current, and future, strong demand for data scientists and data analysts. graduates will have broad and coherent knowledge and skills in data science across the three areas of mathematics and statistics, computer science, and economics, and they will gain deeper knowledge of data science in one of these three areas by pursuing studies in one of three streams. it is designed to enable students to understand the significance of science, technology, economics and social factors in modern society, and of the contributions they can make in improving material conditions. it is also to enable students to apply mathematical and computational techniques and business sensibilities to real-world problems involving complex data sets.', 'biotechnology. biotechnology aims to help students achieve, through research, a deeper and skilled understanding of specific aspects of biotechnology while developing their critical thinking, writing and presentation skills. students undertake a supervised research project in an area of research significance as approved by the head of school. the babs bsc (hons) degree provides an opportunity for students to experience hands-on scientific research. honours students become part of a research team within one of the research labs in the school, and complete a supervised research project and thesis during the year-long program.', 'animation. this course introduces you to the creative and conceptual foundations of animation practice. throughout this course, you will explore and acquire fundamental creative skills in a range of animation processes as well as develop understandings of the key ideas and theories of animation. the course focuses on the basic elements of animated movement, allowing you to incorporate real-world physics into your own animated sequences. the course also encourages you to develop your creative skills through exploration and experimentation with animated processes in a supportive studio environment.', 'interactive art. this studio elective introduces you to interactive art as an important and ever-changing field of practice. throughout the course, you will explore the potentials of interactivity to dynamically generate artistic structures, environments, and experiences. the course also introduces systems thinking as a foundational concept in the analysis and creation of interactive artworks, and encourages you to examine recent and historical examples of interactive art. through practical studio activities, you will explore and learn basic graphical and sonic programs and integrate software development workflows into your creative practice.', 'computer science. computer science involves the study of the design, construction and uses of computer systems. it is concerned with the representation of data and data structures in computer systems and the design of algorithms for automatic manipulation of this information by programming languages and machine systems. it is very much concerned with the design and development of hardware and software tools by which computer applications may be developed, but not so much with the applications themselves. it is, however, noted that non-computing elements (such as human interface or psychological aspects) can often dictate the level of success of computing systems. at unsw, particular emphasis is given to comprehension of the basic principles behind computing tools, operating systems, compilers and translators, and computer hardware.', 'civil engineering. civil engineering is responsible for projects that enhance the overall quality of life. civil engineers design, construct, manage, operate and maintain the infrastructure that supports modern society including buildings, bridges, roads and highways, tunnels, airfields, dams, ports and harbours, railways, new mines, water supply and sewerage schemes, irrigation systems and flood mitigation works. the profession is very broad and affords opportunities for involvement in many specialist activities.        in the final year of the civil engineering program students may choose electives in structural engineering, geotechnical engineering, transport engineering, water engineering or engineering construction and management. this program can be taken on a four-year full-time basis, or on a part-time basis subject to the approval of the head of school. intending part-time students are advised that all courses are offered only in the daytime.', 'renewable energy. renewable energy engineering encompasses a range of renewable energy technologies and their use. these include heat and electricity generation from solar thermal systems, photovoltaics, wind turbines, biomass and the important areas of solar architecture and the design of energy efficient buildings and appliances.    the cross-disciplinary nature of renewable energy applications necessitates many re engineers possessing broad engineering backgrounds or else working in teams with other engineers. therefore, it is important for re engineers to have a broader understanding of other disciplines. a unique feature of this program is that from year 2, students can select a set of ‘strand elective’ courses in one of three areas to develop depth and focus to their education in renewable energy. these courses are available in humanitarian engineering, low energy systems, and renewable energy systems. this structure offers a solid base of core engineering knowledge, followed by secondary specialisation paths.', 'communication principles. great communicators not only have specialised communication skills but also have a deep understanding of communication principles, especially how to shape meaning according to purpose, context, and medium. whatever your future media role, this course will you give you the critical skills you need to understand how communication works. drawing on current examples from across the media landscape, you will examine a wide variety of communication practices across verbal, visual, and multimodal types, and develop analytical tools to identify what makes them effective, engaging, and/or challenging. you will build strong theoretical frameworks which explain fundamental principles of communication, and which can empower you in your own communication practices.', 'criminal law. this course follows from laws1021 / jurd 7121 crime and the criminal process, and applies the perspectives and themes of that course to the doctrinally central criminal offences and defences. these are examined in a contextual framework that emphasises the policy and social issues underpinning the development and application of the law. this critical approach allows students to appreciate a complex set of conflicting ideologies, principles, discretion and histories informing the criminal law. the course draws on materials from other disciplines – especially criminology, history, sociology and feminist theory, which enhance students’ appreciation of the law in context. social issues including race, class and gender are stressed. comparisons with jurisdictions other than nsw are undertaken where this highlights relevant policy issues, legislative alternatives, or demonstrates the contingent nature of the law in question. throughout, detailed doctrinal analysis of the chosen offences/defences takes place and students develop the skills of legal element analysis of both statutory and common law offences and defences.', 'international public health. this program aims to provide students with an understanding of the critical issues impacting the health of populations. global health involves taking a worldwide perspective, undertaking action to promote health for all and affects all sectors beyond the medical and health systems. the degree aims to support students in developing in-demand job skills needed to design, develop, and implement public health solutions to global challenges and ensure that they have a social impact. students will be exposed to various case studies, spanning international contexts and population health issues and priorities.', 'pharmacology. the pharmacologyhonours stream introduces undergraduate students to medical research. students undertake a supervised research project that places emphasis on scientific research methods, the use of relevant specialised techniques, critical thinking and scientific communication via written submissions and oral presentations.the research project may be undertaken in a wide range of laboratories within the school of medical sciences (soms), affiliated hospitals and research institutes/centres or other schools within the faculty of medicine.', 'foundations of bioproducts and the bioeconomy. introduction to the production, use, and attributes of renewable products and energy derived from biobased materials. sustainability paradigms related to the bioeconomy; potential environmental and socio-political impacts associated with biobased technologies and transitions to sustainable economies.', 'plants, carbon, and environment. introduction to plant biology, with special emphasis on growth and development, highlighting the biological mechanisms of radiation energy capture, and water and nutrient acquisition in the production of plant biomass.', 'introduction to conservation. seminars on current natural resources conservation and forest sciences topics.', 'principles of forest science. introduction to growth of trees and forests with emphasis on evolutionary, ecological and environmental aspects.', 'introduction to wood products and global trade. introduction to forestry, wood products industry, processes, products, markets and global trade policy issues affecting the wood industry. not available for credit to students in the b.s.f. degree.', 'visualizing climate change. introduction to climate change through the lens of local landscapes and future scenarios, using visual media to communicate the underlying science and psychology, and engage communities in local climate change solutions.', 'communication strategies. strategies for thinking critically and writing effectively about topics that engage practitioners in forestry, particularly in wood products processing. planning, drafting and editing of professional-quality documents for specialists and other stakeholders. developing oral presentation skills.', 'conservation decision-making and policy. an introduction to policy and decision making for conserving biodiversity in an uncertain world using a combination of ecological data and decision science', 'issues in genomics and the environment. introductory genomics in the context of genetics and epigenetics; current and topical issues, including genetic determinism, environmental dna, revival of extinct species, and applications of genomics to improve our life and environment including adaptation to climate change.', 'recreation and tourism planning. principles and methods for planning urban and rural recreation and related tourism resources including analyzing recreation resources, applying policies and standards, developing park/recreation area management plans, and understanding benefits to human and community wellbeing and biodiversity.', 'greening the city. roles played by urban forestry and greenspace systems in a rapidly changing world; topics include urban ecology, urban forest conservation, urban forest management, climate change, society and human well-being, design and planning, urban/rural interface issues, and urban forest policy.', 'urban forests and well-being. basic relationships between urban residents’ mental and physical well-being and their urban forest environment.', 'bioenergy. interdisciplinary approach to bioenergy. the technology of the systems involved, the social and environmental implications of biomass use for energy systems.', 'communication across cultures: theory and practice. this course introduces students to the main concepts and theories in intercultural communication. it focuses on diversity not only among cultures, but also within cultures and within our social interaction, both verbal and non-verbal. the topics covered in the course include high- and low-context cultures, acculturation patterns, microcultures, identities, language and thought, politeness and various forms of non-verbal communication.', 'media and society. this course is designed to encourage you to examine and critically assess the relationship between the media and society. you will study how media and cultural industries shape our experience of the world. the course examines how media are used to represent the world and exercise power in society. critical attention is given to the meaning-making, participatory and data-processing capacities of media.', 'design: experience. this course explores the significance of design in shaping user experience. it focuses on the capacity of design to engage human behaviours that can imbue forms and spaces with new cultural meanings. spatial and programmatic studies are undertaken of contemporary settings where design can be used to activate experience. learning is undertaken in a collaborative studio setting where students will develop a sensibility for the visual and spatial in design.', 'aboriginal & torres strait islander health. this course explores the historical, cultural, social and environmental issues, and recent policy initiatives related to the health and wellbeing of aboriginal and torres strait islander peoples. in lectures and tutorials, we will together explore effective and progressive approaches for building and maintaining wellbeing among aboriginal and torres strait islander peoples across the life course. we will hear from a range of aboriginal and also torres strait islander peoples who have expertise and experience in the topics we will explore.', 'analysis of scientific data. the aim of stat1201 is to provide you with an understanding of the nature of scientific data and the subsequent need for statistical analysis. you will develop your statistical expertise and critical judgement in scientific studies, including an awareness of ethical issues in research and analysis. you will learn about the different types of data and how each can be visualised and summarised, and how you can make conclusions and predictions from the statistical analysis.', 'the science of everyday thinking. this course explores the nature of everyday thinking. why people believe weird things, how to deal with opinion change, and why expectations and emotions skew our judgements. we examine and debate topics such as subliminal persuasion, paranormal phenomena, alternative medicine, placebos and miracles. you will learn how to evaluate claims, understand why we consistently make the same kinds of “irrational” mistakes, and how to make better decisions.', 'the psychology of communication. this course will introduce you to contextual communication skills, specifically a theoretical and practical understanding of some communication skills and their application in conflict management, impression management, romantic communication, the communication of criticism and inter-cultural communication. it is designed to give you a basic working competence in communication skills and an understanding of their appropriate use in interpersonal contexts.', 'planet earth: the big picture. this course will examine earth’s evolution, from both a geological and biological perspective. the course will explore concepts as diverse as the origin of the solar system through to the evolution of life. it will touch on the big geological processes that have shaped our planet, covering topics including plate tectonics, volcanology, earthquakes and climate change. includes a one-day field trip.', 'international business management. accelerating economic globalisation since 1980 reflects the ongoing expansion of international business operations of individual firms in their many different forms. this course is intended to assist your understanding of international business through both development of theoretical knowledge relating to international commerce and exploration of practical issues faced by managers in developing their firms’ international operations. the course covers both public policy (government) issues relating to international business, especially trade and foreign investment policy and underlying principles, and also perspectives of the firm − including the formulation, implementation, control and review of internationalisation strategies and operations. the strengths and limitations of international business will be discussed, especially in the context of the most important managerial decisions.', 'organisational behaviour. this introductory course is designed to introduce you to some of the core theories and concepts in the study of organisational behaviour. the course will cover historical theories and concepts as well as those most recent developments applicable to contemporary organisations. seminars and tutorials will include case studies, role plays, videos, team-building activities, and small group discussion designed to facilitate collaboration and critical discussion. the assessment items in this course are designed to help you to develop a high level of communication and critical thinking skills, as well as experience working in a diverse team.', 'spatial communication in engineering. this unit introduces the fundamentals of spatial communication in engineering. this project-oriented unit includes an introduction to engineering drawing, spatial measurement, and spatial visualisation. you will work with various spatial visualisation tools. starting from hand sketching, you will learn how to produce engineering drawings, collect spatial data, and develop spatial visualisations.', 'economics for entrepreneurs. this unit introduces the business strategy to non-commerce, as well as, commerce majors who seek to be future entrepreneurs/business leaders, providing economic tools and analysis for establishing, sustaining or growing a business. using a lecture and case study workshop approach with the textbook, online resources, guest speakers and videos, this unit will explore and develop an understanding of all the factors that influence the success of a business. a starting point of this unit will be the definition of a market. it will explore issues of price/demand determination, pricing sensitivity, economic costs and the impact of the business environment. moving ahead the unit will study the effect of industry-wide factors (such as monopoly, oligopoly and monopolistic competition) and economy-wide factors (such as economic growth, inflation, interest rates and foreign exchange rate) on the business performance and competition strategy.', 'business in asia. this unit focuses on the recent economic and social development of selected asian economies, especially the role of the business sector. it explores the development state of selected asian economies and the stages, causes and consequences of their economic growth. the growing internationalisation of these economies, in particular the stages of their business growth, processes and outcomes of economic policy reforms will also be examined.', 'communication, cultures and the corporate world. this unit examines the relationship between humans, cultures and the corporation. relying on anthropological and linguistic analysis of corporate activity in western and non-western settings, the unit examines the nature of sociability inherent to the corporation, and the effects corporations have upon culture and social life. topics covered may include: the differing forms and meanings of corporations across cultures; the changing relations between humans and corporations, and their implications for understandings of human subjectivity; different forms of speech and language used within corporate settings; the ways in which social facts such as kinship and gender shape and are shaped by corporations. drawing on ethnographic case studies as well as anthropological frameworks, the unit approaches corporations not as givens, but as social products that can be compared to other cultural forms.', 'organisations and society. in this unit you will explore how organisations influence and in turn are influenced by the societies in which they are situated. to do this, you will be introduced to two lenses for understanding organising and its relations to society: the mainstream and critical perspectives. where a mainstream perspective largely focuses on improving organisational performance and creating effective processes, a critical perspective challenges both the aims and equity of the mainstream approach. through the two perspectives, the unit examines several different organisational phenomena exploring a range of ethical, social and cultural challenges confronting organisations and society today. assessments will encourage you to consider multiple sources of knowledge (academic literature, pop culture, and case studies) and to articulate your knowledge both in written text and visually.', 'economics for entrepreneurs. this unit introduces the business strategy to non-commerce, as well as, commerce majors who seek to be future entrepreneurs/business leaders, providing economic tools and analysis for establishing, sustaining or growing a business. using a lecture and case study workshop approach with the textbook, online resources, guest speakers and videos, this unit will explore and develop an understanding of all the factors that influence the success of a business. a starting point of this unit will be the definition of a market. it will explore issues of price/demand determination, pricing sensitivity, economic costs and the impact of the business environment. moving ahead the unit will study the effect of industry-wide factors (such as monopoly, oligopoly and monopolistic competition) and economy-wide factors (such as economic growth, inflation, interest rates and foreign exchange rate) on the business performance and competition strategy.', 'managing intercultural communication. the unit examines basic concepts of intercultural communication: face and politeness in language; the relation between cultural values and discourse; cultural variation in speech acts, turn taking rules and formulaic patterns; cultural differences in the organization of written and spoken discourse; and examines their interaction in intercultural communication in the global context. case studies drawn from a wide variety of cultures will provide opportunities to examine language use in light of broader cultural, political and social issues such as stereotyping and discriminatory language, cultural expectation and attitudes, cultural awareness training, language reform and policies.', 'fundamentals of c++. this unit introduces programming fundamentals and the c++ language to students. the unit provides a foundational understanding of program design and implementation of algorithms to solve simple problems. fundamental programming control structures, built in and complex data-types and mechanisms for modularity will be presented in c++. this unit also places a focus on object-oriented design principles, using object-oriented design as a process for program design and problem solving. more advanced object-oriented programming topics such as inheritance and polymorphism will also be covered. other c++ fundamentals such as pointers and the stl will be presented, as will implementations of algorithms and data structures used in problem solving.', 'future climates: projections, impacts and adaptation. in this unit physical science of climate change processes will be briefly reviewed, followed by a focus on future climate, including discussions of climate models, projections, and impact scenarios. the unit will then discuss observed climate trends, including extremes, and associated impacts on the biophysical environment now and in the future. the second part of the unit provides a brief overview of the international policy frameworks for dealing with climate change and global and local mitigation responses. finally, recognising that some degree of climate change is inevitable, the unit discusses climate change adaptation across various sectors.', 'healthcare systems. this unit will deliver a structured introduction to the australian healthcare system. students will gain a preliminary knowledge of the organization, current policies and policy debates, funding arrangements and emerging trends in healthcare practice. a feature of the unit is an inclusive approach to the understanding of health. this approach will consider aged care, disability, mental health, and alcohol and drug components in addition to established health services. case studies will be used to consolidate the theoretical material. students will develop a reflective understanding of their own experience of health care, and be able to identify their assumptions regarding health and the practice of health care. overarching themes will include an overview of the health system, specialist sectors and working in the health space.', 'science communication to influence change. this course will provide you with the fundamental principles of science communication and practice. these skills will be essential for becoming an effective communicator and scientist.  you will learn how to:  – write, speak about and visually represent science for diverse audiences;   – self-reflect, self-review, and peer review in the context of science communication;   – investigate scientific inquiry, science regulation, the progression of science, and how science influences society.   after completing this unit, you will have gained foundational science communication skills and additional skills required by practicing scientists. you will further develop and apply these skills in your future study, career, and everyday life to effect change.   this unit is unique in science because we follow industry-based assessment practices. you will be assessed as achieving competencies (i.e., competent or not yet competent), rather than following grade-based approaches (i.e., 8/10, which equals hd).', 'intercultural skills for an internationalised workplace. the unit introduces students to practical and theory-based approaches to understanding, applying and performing professional and social intercultural skills. the unit draws together domestic and international students and provides a platform for students to learn together and from each other. developing communication and presentation skills for diverse cultural audiences is a key component of this unit. students participate in a series of interactive learning activates and workshops to better understand the nature of ‘culture’, the value of intercultural skills, and the strategies to apply these skills. the unit engages with the internationalised workplace in australian and in international contexts. for assessment, students submit reviews and reflections and undertake smaller group tasks. the tasks will include a field trip to a culturally significant location either virtual; on campus; or within the melbourne city area. these tasks build toward a presentation to stakeholders of a real-world intercultural challenge.', 'business in asia. this unit focuses on the recent economic and social development of selected asian economies, especially the role of the business sector. it explores the development state of selected asian economies and the stages, causes and consequences of their economic growth. the growing internationalisation of these economies, in particular the stages of their business growth, processes and outcomes of economic policy reforms will also be examined.', 'leadership principles and practices. this interactive unit examines principles and practices of leadership which are vital for aspiring leaders of the future. through a personal portfolio of leadership concepts, character, and competencies, you will develop your potential for growth as strategic leaders of the 21st century organisations. inspiring stories of leadership successes and failures from exemplary leaders in the past and present will guide your leadership journey to find your own authentic voice. a plethora of cutting-edge leadership materials (research articles, movies and videos, case studies, role-plays, games, self-assessments) will also be featured weekly to enhance your learning experience.', 'international studies: challenges of globalisation. the unit introduces you to a selection of the most pressing challenges facing the contemporary world, economic, political and social. topics include global health and disease; crisis, conflict and disaster; environment, cities and sustainability; and global commerce, technology and consumption.', 'reading across cultures. literature is often seen as an aspect of a specific culture, but some of the world’s most memorable and significant literary works are about journeys between cultures and the crossing of boundaries beyond one’s own cultural horizons. this unit is an investigation of a number of key literary and cultural texts that explore concepts of cultural difference and offer insights into diverse cultural environments. these texts produce new and provocative ways of looking at how humans have negotiated and continue to negotiate cultural identities in, transnational and global contexts. this unit offers you the opportunity to study a range of texts that bring to light connections between and among cultures.', 'global health: opportunities and challenges. in this unit, we ask you to think about the vast and growing inequities in health that exist across the world and the challenges for people living in developing countries. we explore their underlying causes including: globalisation, transnational trade, tourism, rapid development, social and political transitions, climate change, violence and insecurity. using research reports and field experience from practical projects, we examine the wider context for working in international settings as well as the issues faced by indigenous peoples, migrants and refugees. we explore our responsibilities as ‘global citizens’ and we challenge you to think about ways you could make a difference.', 'natural resources engineering. this unit provides basic fundamental and practical aspects of resources engineering and introduces the activities which are involved in a resources engineering project. resources engineers improve and maintain the sustainability of the earth’s resources through efficient design and application of technology. the unit highlights the key concepts associated with the resources industry through two modules, including mining and renewable energy, and demonstrates the strong link between the mining and renewable energy sectors.', 'entrepreneurship: a critical perspective. this is an interactive and practical module aiming to inspire students about entrepreneurship by giving them an interdisciplinary overview of the entrepreneurial process and the individual entrepreneur. it highlights the interdisciplinary/transdisciplinary nature of enterprise/entrepreneurship as a field of study and ‘lift the curtain’ on entrepreneurship for students from all disciplinary backgrounds. the module aims to help the students appreciate the complexities of entrepreneurship and develop an enterprising mindset through an interdisciplinary overview of the process that leads to business creation. this includes reflections on different aspects of the entrepreneurial process such as the motivation to start a business, opportunity identification, social and legal responsibilities, financial resources and business planning.', 'navigating psychopathology. on this module you will engage in a critical consideration of psychiatry and psychopathology (mental ill-health) drawing on a variety of perspectives. in the past this has included neuroscience, neuroimaging, psychiatry, literature, philosophy and history. a central aim of the module will be to describe and explore the tension between a purely neuroscientific conception of mental ill-health and the brain, and person-centred conceptions of mental ill-health and the mind. the module will be interdisciplinary and will draw on intellectual history, the history and sociology of medicine and psychiatry, psychology, neuroscience, philosophy and literature. this module aims to: help students understand how wider social, intellectual and cultural movements have impacted upon medicine, neuroscience and psychiatry, provide opportunities for students to critically explore the development of psychiatry and mental health, contrasting perspectives from science, the arts and humanities, facilitate students in understanding the limitations of a purely neuroscientific conception of mental health and psychopathology.', 'multilingualism and sustainable development. this module is intended to engage students in the debate on the absence of any reference to languages in the sdgs by considering the centrality of languages to access rights, in particular in terms of equality, diversity, and inclusion.', 'global connections: a transdisciplinary approach. globalisation has changed our perspectives and experiences of the world through multidimensional, fluid and complex processes that interlink cultural, economic, ideological, political, social and environmental factors. in our increasingly interconnected world, the importance of developing, promoting and enhancing our intercultural awareness and understanding of global connections shouldn’t be underestimated. in the wake of counter-globalisation forces and the rise of the national populist movement, a rich and pluralistic appreciation and understanding of ‘the global’ will be relevant to all warwick graduates in their personal and professional lives.   ‘global connections’ offers a transdisciplinary approach to learning through an innovative and research-led discussion format which encourages students to share insights as co-collaborators. workshops, multidisciplinary peer group work, and practical activities guide the learning experience, and are facilitated by specialists from a range of subject areas who are engaged in globally-oriented projects. students are encouraged to integrate their own disciplinary knowledge, personal experiences, and reflections as they examine the complexities of global connections throughout the module.', 'local/global shakespearience. have you ever been shakespearienced?  the likely answer is yes. if you’ve ever watched the lion king or black panther, or listened to taylor swift or radiohead, then you’ve experienced shakespeare. the playwright’s characters, language and plot are woven into the fabric of modern popular culture and, since he set quill to parchment in sixteenth-century england, his stories have travelled across the world, impacting on the lives of countless communities and individuals.   this impact is felt on both global and local levels and, on this module, you will have the opportunity to engage with key artists who adapt shakespeare within such local and global contexts, including climate activists, film-makers, graphic novelists, podcasters and rappers. you will interrogate how shakespeare, as a global playwright, can be indigenised and used as a platform for community identity and as a tool to explore contemporary issues of politics, race, class, gender and culture.   you will also be invited to explore notions of ‘high’ and ‘low’ culture and the impact of technological innovation on the development of interdisciplinary performance forms. the dissemination of performance across cultures and technologies will be a key consideration of the module and, as a result, you will work in real time on a group practical project, create your own podcast episode and share the development of creative materials.', 'censorship and society. censorship and society explores the breadth and diversity of censorship across a range of disciplines, countries, time periods, and cultures. we will engage in debates exploring the controversy surrounding censorship, and how this has continued to grow in intensity. the module will inspire discussions on why literature is banned or censored. is censorship ever justified or realisable? does censorship inhibit and impose a dictatorship? who defines the moral values that govern society? how do standards of morality and immorality, obscenity and non-obscenity, differ widely from culture to culture? can a system of censorship be established which will protect the moral values of a community without infringing upon freedom of expression? can we ever obtain freedom of expression? these discussions will facilitate your analysis and understanding of the reading.', 'inequalities and sustainable development: inclusion and dignity for all. this module allows students to focus in-depth on the concept of inequalities. it analyses current debates around inequalities and socio-economic environmental sustainability in order to gain an understanding of the complexities of the problems and recognise the challenges faced by policy makers aiming to resolve those problems.', 'posthumous geographies i: underworlds. physical, spiritual, allegorical, and psychological journeys through the underworld present a wide variety of problems; how does a trip through hell and back change the person undertaking the journey? what forces shape the imaginary design of such underworlds and their often terrible punishments? what narratives about the self and society are intertwined in such underworlds and how do they manifest themselves today in recovery narratives, our conceptions of organised crime, and experiences of incarceration? this transdisciplinary module examines such problems (and more) across a wide variety of material.', 'achieving sustainability: potentials and barriers. sustainability is the most significant societal challenge of our age and it is therefore imperative that all subjects should be engaging with this critical topic that will be so central to their future life and career. the module aims to present the issue of sustainability from a variety of cross-disciplinary perspectives, including academics with expertise in the natural, applied and social sciences and humanities but also people with direct engagement with sustainability issues in estates, in careers and from outside the university. in doing so, it will provide a variety of sources of knowledge that will allow students to connect to their own experience, but also to provide a multifaceted understanding of the topic.', 'challenges of climate change. the changes to global climate being brought about by human activity present one of the greatest challenges to confront humanity, and are likely to have a profound effect over the working lives of today’s students. understanding them requires a comprehensive approach spanning multiple disciplines. the aim of this module is to equip students to begin to do this, by providing a grounding in the central scientific, economic and political issues surrounding climate change. to provide undergraduates from a wide range of backgrounds with an up to date view of the central challenges that climate change poses. this will be delivered from experts across different disciplines, each describing challenges in their field at a level suitable for all. following the course we aim to equip students to address these challenges.', 'the energy trilemma. global energy markets are in a period of dramatic transition. the emergence of shale gas, mostly notably in the us, has been disruptive to the industry, leading to falling oil prices. this has challenged the long-time dominant position of international oil companies (e.g. bp, shell, exxonmobil) in the petroleum sector. natural gas has emerged as a potentially important ‘bridging fuel’ to a low carbon future, with several leading national economiesincluding china, making the switch from carbon-intensive oil and coal to this ‘lower-carbon’ alternative. away from oil and gas, renewable energy sources are becoming increasingly cost competitive and are gaining societal and governmental support. the energy transition alters the global dynamics of energy security, with some countries finding their energy independence challenged, whilst others enjoy the economic growth that is inherently linked to energy abundance. a similar distinction can be made between populations with regards to energy equity: the accessibility and affordability of energy, and as with energy security this too is in a state of flux due to changing market conditions. these three dimensions: sustainability, energy security and energy equity constitute an ‘energy trilemma’; the focus of this module. the module addresses the challenges posed by the trilemma to national, regional and local economies, and in developing, emerging and developed economic contexts. in addition to the trilemma’s aforementioned dimensions, the module will also consider concerns of energy efficiency, ‘green growth’, sustainable energy governance and cooperation, and technology and infrastructure. in this regard, the module will broaden the student’s knowledge and understanding of the key issues around the un’s sustainable development goal 7.', 'health and sustainable development. this module offers an in-depth examination of sustainable development goal 3 (good health and well-being) and the broader field of global health. this module will involve a blend of conceptual foundations, case study analysis, and work with real-life qualitative and quantitative data. teaching and case studies will be interdisciplinary, drawing on medical as well as social science research. it focuses focus on concepts and dimensions of global health and equip students with a big-picture understanding of health governance and health systems. a broad range of global health priorities within and beyond the sustainable development goals will further enable students to grasp and discuss key issues that will dominate global health in the coming decades (e.g. universal healthcare, antimicrobial resistance), their relationship to international development and other sustainable development goals, and their global and local dimensions.', 'security, sovereignty and sustainability in the global food system. the module draws on warwick’s world leading research, especially those involved in the university’s global research priority on food, to deliver subject and analytical knowledge, as well as research and communication skills, to equip students with a multi-disciplinary toolkit for positive participation in the creation of more sustainable food systems. the module aims to examine the relationship between food and sustainability using theories and methods from the sciences, social sciences and humanities. by the end of the module, students should be able to: apply a “food systems” approach to the identification, research and analysis of broadly conceived sustainability issues, emerging in food production, processing and consumption, evaluate the contrasting technical and governance responses proposed for issues generate by global food needs, employ visual mapping of food systems for analytical purposes in creating a mixed media campaign, apply a critical understanding of key concepts, particularly food security, sovereignty and sustainability in analysis of food systems. where relevant, reflect on and evaluate personal and collective food consumption choices in relation to sustainable development concerns', 'understanding wellbeing: theory and practice. we are observing a crisis, which is growing each year, in student mental health and wellbeing in the uk universities, including the university of warwick. the main aim of this module is to inspire you to look at a global, timely and relevant topic, such as wellbeing, in its complexity, discovering the potential of an interdisciplinary approach to the matter. the module will analyse the concept of wellbeing from the perspective of several disciplines (biomedical disciplines, sociology, economics and arts & humanities) and will help you understand the complexity of this crucial topic and the relevance of a holistic approach in order to solve the issues related to it.', 'sustainable cities. in 1913 10% of the world’s population lived in cities (un-habitat, 2011), in 2018 this had increased to an estimated 55% (un 2018). urban areas are expected to absorb virtually all future population growth (un 2018) and by 2030 are projected to accommodate 60% of the global population: one-third of which will live in cities with at least half a million inhabitants (un 2018).   despite covering only 2% of the world’s landmass, cities produce 70% of total carbon emissions, over half of the world’s gdp, are locations of often stark inequality and are uniquely vulnerable to a changing climate, as a result of their concentrated population and infrastructure. cities are spaces of social and technological innovation, but also some of the most pressing human welfare concerns. thus understanding the urban context is critical in promoting more sustainable trajectories of human development.', 'public engagement. public engagement is about connecting the work of universities with wider society. it takes many forms – from public facing events, blogs, or social media accounts, to collaborative research and empowering citizen researchers to lead projects. through it both we and our audiences gain valuable insights through interaction and dialogue.   this module will introduce you to the concept and context of engagement. you’ll be given the tools to effectively plan and evaluate public engagement, coming away with a range of practical and highly transferable engagement skills that will support you whether you go on to a career in academia, or outside it.', 'health, wellness and fitness. this course provides basic understanding of the concepts in health, wellness and fitness. the role of exercise in everyday life  will be highlighted. students will be exposed to the various types  of different exercises and fitness program available. the focus of  this course will be to underline the importance of exercise and  fitness in improving personal health and wellness.', 'martial arts in dance. exposure on the variuos movements and polarisation of the malay silat movements, in the context and space constrain (space-time-energy). the silat’s consists of various movements such as: kuda-kuda, bunga silat, buah, langkah, tangkisan, ragam langkah, composition in dance.', 'islamic economic system in malaysia. this course aims to expose the student about the concepts of islamic economic system and the main underlying institutions, the roles and operation of the islamic economic institutions such as charitable institutions, financial institutions and regulatory institutions.', 'project management and analysis. learning, examining and analyzing the policy-program-project framework including the project cycle, starting by investigating, analyzing and designing a project and concluded by project management techniques.', 'development economics. this course looks into issues in economic development from the point of theories, policies and practices. starting from observing the growth and development theories, ways to measure the process of growth and development, this course then examines economic changes, development and challenges faced by less developed countries. the major development policies, practices and its effects will be analysed with reference to the experience of developed countries.', 'e-commerce. this course provides a thorough explanation of what e-commerce is, how it is conducted and managed, and how to assess its opportunities, limitations, issues, and risks all from a managerial perspective. students will also be expected to develop an e-commerce business proposal.', 'welfare system. this course is about a social welfare system. it discusses three important aspects of social welfare. first, the central concepts and theories about human needs and its relationship with the social welfare institution. second, it is about the system, approaches and the allocation of social welfare. third, the process of planning, providing, delivering and receiving welfare.', 'ethnicity, identity, and political minorities in southeast asia. the course will examine issues related to minorities in southeast asia in 3 parts. the first part discusses issues, identities and politics of ethnic and/or religious minorities such as karen and rohingya (burma), malayu (thailand), moro (filipina), cham (vietnam) dan kristian minahasa (indonesia). the second part discusses indigenous minorities (borneo) and migrant minorities (chinese and indians) in southeast asia, linking historical factors and the process of nationstate formation to their status in these nation states. the last section focuses on policies and approaches adopted by the state towards minorities and the subsequent demands for autonomy and rise of separatist movements.', 'politics and government in southeast asia. the course will focus on the political and administrative systems in southeast asia. the first part of the course is an introduction to the theories and concepts in politics. the course will also describe the background of the establishment of the state in the region. the impact of historical, cultural and geopolitical factors over the country’s administration will be explained. focus will also be given on the political system and governing style adopted in a few selected southeast asian countries. in the final part of the course, students are required to compare the political system and government of the countries in southeast asia.', 'foreign policy analysis. discusses foreign policy and the process of its development. focus is given on the orientation of foreign policy and the variables that influence and determine them. methods and tools of foreign policy implementation are also discussed. examples put forward to reflect this would be from developing countries.', 'a comparative study of indian and malay modern. this course explains the concepts related to the historical development of indian and malay literatures. an introduction about the theories of comparison will be given. students will be trained to study the tests using the comparative literary theories. the thoughts based on culture will be taught.', 'malay folk dance i. the study of malay folk dances essential for understanding the creative choreography processes of malay dances staging and performance. this course enhances the technique of the stylized structured movement of the inang dance (mak inang, inang lama and inang cepat) and asli dance (senandung, gunung sayang dan asli). the course also allows students to apply comprehensive repertory on stage.', 'organizational behavior. this course deals with staff behavior in an organization. it provides a synopsis of issues related to organizational behavior such as attitudes and job satisfaction, communication, and managing diversity in an organization.', 'business application development. this course will introduce students to the world of computer programming. it will also enhances the students capabilities in using software such as visual basic and scratch to develop business applications that are simple but useful.', 'gender, society and culture. this course examines theoritical and concepts related to gender and the formation of gender in malaysian and international culture. the focus will highlighted on the current issues related to gender relations from culture, identity, society belief and socio-economics aspects.', 'traditional heritage of southeast asia. southeast asia has a rich and unique cultural heritage. most traditions that have become intangible heritages in southeast asia are a result of creation and production of material culture by southeast asian societies a few centuries ago. the recognition given by world organizations to tangible and intangible heritages in the world heritage list has enhanced the awareness of societies and governments in southeast asia in preserving and maintaining cultural heritage. this course is divided into four parts in which the first part will explain major concepts of heritages and traditions. the second part will describe the influential heritages and traditions in southeast asia. the third part will describe the policies and the role of governments of southeast asian countries in restoring and preserving heritages as well as continuing traditions in the region. the last part of the course will explain the role of various agencies in the implementation of programs to restore and preserve heritages as well as to continue traditions in southeast asia.', 'performing arts of southeast asia. various social, economic, and political elements contributed to the formation and development of performing arts in southeast asian countries. in the length of its development, the field of performing arts has been transformed into entertainment media, employment, educational and political propaganda by the society. this course has three major parts, namely, (1) explanation of various theories and concepts related to performing arts, (2) identification of genres of southeast asian traditional and contemporary performing arts and its function in the southeast asian society, and (3) analysis of the role of the government and international agencies in the conservation of the primary traditional performing arts genres as national cultural heritage.', 'human rights and international politics. this course exposes the students to major human rights issues, encompassing violations of human rights and methods and efforts to deal with them. emphasis is accorded to the imbalances in political and economic powers, and cultural differences between the east and the west, and the north and the south which have caused the differences in the perceptions on human rights by both divides. students are also exposed to various forms of human rights diplomacy adopted in international politics in influencing violators to change violation of human rights practices, and the effectiveness of such methods.', 'sustainable development. this course provides a broad introduction to many issues closely related to sustainable development such as population growth, resource use, poverty alleviation, lifestyles, environment, consumerism and social inequality. the course also discusses the need to foster a sustainable environment in urban and rural areas. sustainability in developing nations is also examined. development theories are discussed in an effort to help students understand issues in sustainable development.', 'art, culture and malay society. the course will focus on understanding of malay art (visual and performance) within the context of culture and society employing research methods of ethnology, anthropology, sociology and measuring the semiotic and symbolic values.', 'modern english poetry. this course aims to introduce the poetic and literary features of english modernism by way of close study and discussion of a series of modern english poets, beginning with g. m. hopkins and ending with seamus heaney.', 'history of ancient greek literature. historical studies of the western antiquity display nowadays this particularity that due to the largely fragmentary nature of the direct and indirect witnesses, a totalizing research approach, mobilizing simultaneously various kinds of literary and documentary written sources alongside the material ones, is being constantly and innovatively employed. the present course aims to introduce the students to the greek literary sources, through a diachronic narrative of the evolution of litterae graecae, as well as a review and contextualization of the genres. a selection of original texts in english translation will be analyzed. the use and utility of literary sources in reconstructing ancient realities will be demonstrated. comparative studies — vis-à-vis the latin literature and ancient egyptian literature — will also be touched upon.', 'exploring taiwan: natural resources conservation and management. we have many international students in national taiwan university. to fulfill the needs of international students of english courses, the college of bio-resources and agriculture opens a course “exploring taiwan – natural environmental and resources”, which is taught in english. the instructors of this course are all the best of taiwan in their fields, including atmospheric science, environment science, physical and social geography. they will help students to learn more about the beautiful nature of taiwan. besides the lectures, students could also learn deeply through the 3 various field trips.', 'developments of information and communication technologies. information and communication technology (ict) has stimulated the digital-technology revolution for developments of human societies. furthermore, it keeps bringing up the growth of virtual reality and augmented reality. starting from mid-1970s, taiwan proactively promoted ict developments based on national developing guideline in responding to these technological waves. these developments cover from hardware to software; span from devices to systems; elevate from original equipment manufacturer (oem) to original brand manufacturer(obm). these activities facilitate economical growth of taiwan in recent tens of years. to mingle understanding of this impressive technical development for students from other academic fields, in this course, different technical thrusts of ict in taiwan are introduced. furthermore, industries-academia interactions in ict are also presented to reveal the technical momentums supporting these developments. this course will bring an overview of ict in taiwan for international students to stimulate their interests in related research fields.', 'biology in the movies. the grand challenge in biology is not to achieve a deeper understanding of profound subjects. instead, it matters much more to ensure that science is taken seriously. advances in technology typically outpace the public’s version of the underlying science, leading to public distrust and confusion about the actual benefits and risks involved. popular culture, particularly movies, often misrepresent scientific facts for entertainment and is usually viewed as part of the problem. however, some films offer excellent opportunities for teachers to draw connections and parallels between entertaining movie science and exciting real-world science. this course was designed for non-biology majors to show how biology themes were used to teach essential ideas. for example, whether dna is sufficient to create life, how life evolves, what cloning is, and how bionics could improve/impact our future life. students will additionally explore public misconceptions and naiveté about science perpetuated by movies, as well as the extent to which such films borrow from or, in some cases, even predict scientific facts. this course requires bi-weekly screenings of a feature-length movie before the lectures in the classroom. films and topics are organized around biological themes. discussion of films that feature different biological transformations will focus on three aspects—first, distinguishing between science fiction and science fact. second, understanding the uses of the underlying principles in scientific research, and third, exploring real-world analogies to such fictional concepts as fly-human chimeras and reconstructed dinosaurs.', 'trends in plant science. this course is taught by teachers from the institute of plant sciences and specially invited experts and scholars. each teacher participates for 2 to 4 hours to teach the current status of research and application in a specific field of plant science, as well as future development trends.', 'exploring taiwan: agricultural and food biotechnology. this course is designed for international students to understand the characteristics of taiwan’s agriculture and food and the application of related biochemistry and biotechnology during their studies at national taiwan university. this class intends to extend from taiwan’s agricultural characteristics, such as the staple food of rice and tea for tasting teas, to how to introduce berries that are not taiwan’s specialties but have high nutritional value following the international trend to show taiwan’s agriculture the characteristics of the above-mentioned cultivation technology, and the study of crop improvement by epigenetics. then it will tell about the history of salt fields with characteristics of taiwan, and the exploration of salt field halophilic archaea. then microbes are applied to fermented foods in taiwan, especially the unique traditions of taiwan or the promotion of fermented foods originating from abroad. then introduce the application characteristics of nanobiotechnology in taiwan and food safety considerations, and pave the way for the content of the post-processing technology course. in the second half of the course, we will first talk about the characteristics of taiwan’s research and development of botanicals and medicinal herbs for the added value of agriculture, as well as research on drug development, as well as plans to arrange visits to biotech companies or automated fermentation plants to introduce successful industry applications and r&d models on the actual level. the food industry research institute and three internationally renowned food companies will talk about successful production and management, how to promote taiwan’s specialty agricultural products such as sweet potatoes, miscellaneous grains, and vegetarian food to the world, as well as related technologies and business concepts.', 'computer programming in python. this course is an introductory level of python programming language. we start this course by introducing google colaboratory, a platform which runs on the cloud and offers free computing resources, will be introduced as your code playground in this course. then, basic python syntaxes will be introduced. to provide a better understanding, some examples or assignments will be given. students need to find an issue to address and to solve it with python as their term-project. a final report about this issue and how you solve it should be submitted at the end of the semester.', 'philosophy of space and time. in this course, we will explore the following contemporary metaphysical issues on the nature of time and space: does space exist like a substance in its own right, or is it nothing but spatial relationships between objects? are there objective facts about the geometry of space, or are they in some way conventional? are pastness, presentness, and futurity consistent notions? do the past or future exist in the way the present exists? do i have temporal parts as well as spatial parts if time is in many ways analogous to space? is time travel possible? is presentness compatible with special relativity given that the latter allows no absolute simultaneity? could it be that the fundamental world is entirely timeless?', 'edible insects. this english course is expected to cover all social sciences related to “insectivory”. over the years, whether in the media, investment, or public policy, there has been an increasing interest in eating insects. because in the near future, insects are very likely to become our food source. can eating insects really save the world from famine and environmental destruction? is eating insects harmful or beneficial to human health? can everyone accept edible insects? should we promote insectivory? if so, what should be the most appropriate? what kind of insects should we eat? how to breed in large quantities? in this class, we will examine all the issues related to “insectivory” one by one. students will discuss with each other the role insects may play in their own future and the reasons for thinking so. to participate in this class, you do not need to actually eat insects. all teaching materials will be uploaded to the classroom website, and the course will be open to ntu, ntust and ntnu alliances, as well as exchange students.', 'ancient greek and introduction to the sciences of the antiquity. the study of the antiquity in the classical sense started to develop into sciences of the antiquity (alterumswissenschaften) from the 19th century onwards. the current investigation of the ancient history must also be replaced into this larger framework of research, which puts the material culture and archaeological context on the same footing as the texts themselves. the sciences of the antiquity comprise the classical philology (of which the main tasks are the study of the textual transmission and the establishment of texts), historical linguistics, palaeolography, rhetoric, epigraphy, papyrology, onomastics, chronology and calendars, numismatics, ceramology, field archaeology and iconography. however, as the classical philology remains the foundation of the altertumswissenschaften and the knowledge of languages constitutes the very basis of philology, the present course aims at teaching ancient greek and introducing to the history of the texts. selective explorations into other branches of the sciences of the antiquity will serve as learning auxiliaries. this course can hopefully also help students better understand, from its roots, the western civilization from the renaissance to the present day.', 'exploring taiwan: natural environment and resources. taiwan, an island country rich in biodiversity, located between eurasian plate and philippine sea plate, the geological structure is quite young. the frequent orogeny in taiwan form many towering mountains, so even though taiwan is in the tropical and subtropical zone, the temperate climate can still be found at high altitudes. in addition, the creatures, adapted to different climates, are able to survive in taiwan. taiwan is also known from high percentage of endemic species. this is because in the ice age, taiwan was connected to eurasia. after the ice age, taiwan was isolated by the ocean, and many lives gradually evolved into endemic species on the island. nowadays, the proportion of endemic species in taiwan is about 71% in mammals, 17% in birds, 22% in reptiles, 31% in amphibian, 19% in freshwater fish, 25% in plants, and 60% in insects. although the land area of taiwan is only 0.027% of the total of the world, the number of species is as high as 3.8%, which is 150 times the global average. furthermore, the marine species around taiwan are about 10% of the world, which is 361 times the average. taiwan is not a country with large territory, while its rich biological resources are such amazing. base on that, we invite guest speakers in different fields to talk about the geography, wildlife, ecosystem and culture of taiwan. they will help students to learn more about the beautiful nature of taiwan. besides the lectures, students could also learn deeply through the 3 various field trips (2 assigned trips and 1 self-planned trip).', 'global competence with internationalization at home. this course hopes to encourage students to not be limited by their departments or fields, and to explore new international issues from different fields. through this class, they will be able to expand their horizons and explore their potential in new fields. this course will also encourage students to reflect on and apply their learnings outside of the course, to prepare them for a rapidly-changing world.', 'general biology (b)(1). general biology is one of the required courses for bio-major students. the lectures are organized as six parts: 1. molecules and processes within cells, 2. how genetic materials transmitted from generation to generation, 3. how organisms evolved, 4 plant forms and functions, 5. animal forms and function, and 6. ecology. instead of knowing the facts, we will emphasize on forming hypotheses and testing them experimentally. this course is a one-year course, please make sure you allocate tuesday morning for biology for the entire year.', 'archiving nature: introduction to the natural history museums. the exhibition of the natural history museum focuses on the interaction between various creatures in nature and their environment. its collection includes all kinds of creatures, such as animals, plants, microorganisms, and non-living objects, such as minerals and fossils. the biodiversity recorded by the natural history museum allows biologists to conduct comparative research across time and space. this course will introduce the development of the natural history museum over the past three hundred years, and how to conduct business planning in its collection, teaching, and display. the course will actually visit the natural history related museums on the national taiwan university campus, such as the animal museum, herbarium, insect herbarium, and geological museum. in addition to visiting the collections and displays in the museum, they also practice different methods of specimen making, and actually understand the process of specimen collection. in addition to the discussion of articles in the course, students in the course should also choose the natural history museum on campus before the end of the semester to develop independent research. the topics include collection specimen research, science teaching plan design, or curatorial planning.', 'introduction to nutrition and food. the content can be divided into about sixteen themes. first introduce the basic concepts of nutrition from the introduction and definition, and then respectively describe the three major caloric nutrients including: sugars and foods rich in sugars; fats and foods rich in fats; amines base acid, protein, protein quality and protein-rich foods. then we will talk about energy balance and weight control; food size, substitution table and meal design. the second half mainly introduces micronutrients. first, it introduces the introduction, classification and use of vitamins and minerals, and then introduces the nutrients, water and electrolytes, and other minerals related to energy metabolism, blood production, bone growth, and anti-oxidation. substances and so on.', 'essentials of global health. under the trend of globalization, various public health issues are faced with both local and international challenges. in order to protect and improve populations health, interdisciplinary local actions with a global view is essential in designing intervention strategies. this introductory course aims to provide an overview of theories, analytical tools, and hands-on practice in global health. the three-hour classes consist of lectures, group discussion facilitated by the tas, group presentation, and opportunities to have hands-on experiences. various topics are addressed by invited speakers with different area of expertise in global health, including environmental and occupational health, gender and health, mental health, aging, health systems, work at non-governmental organizations (ngos), and so on. upon completing the course, students are expected to obtain knowledge on public health sciences with a global perspective and increase capacities in interdisciplinary reasoning, team work and communication skills under a wide range of global health topics.', 'western philosophy of religion. the philosophy of religion aims as using philosophical methods to inquire into religious concepts. this course focuses on western philosophers’ discussions of religion. it treats four topics in philosophy of religion: (i) arguments for and against the existence of god. (ii) the epistemology of religion: what standard should we use when assessing reasons for being religious? what kinds of reasons are justified? (iii) the metaphysics of divine attributes—e.g. omnipotence, omniscience, and omnibenevolence. (iv) the debate over religious pluralism—is it possible that the major world religions are all correct?', 'exploring taiwan: biomedical development and diseases. in order to allow international students to further understand the progress of medical science and technology in taiwan, and to introduce local diseases with unique characteristics, especially diseases with unique characteristics in taiwan such as liver disease, lung cancer and diseases caused by environmental factors. in addition, this course is also used to introduce taiwan’s achievements in covid-19 prevention and treatment to students.', 'international companions for learning. this is a national program under ministry of education. it provides an opportunity for all international students and local students to match with kids from (mostly countryside) schools of all 22 cities in taiwan, including the islands. the format of the program contains both weekly skype sessions (about 40 min) via internet and fully-sponsored field trips for meetups at the schools. each international student will be paired up with a local student who will assist with the preparation, communication, and oral translation for the skype sessions. two official certificates, one by ministry of education and the other by ntu, will be issued to students who meet the required criteria (defined in the icl ‘user manual’; see the link below) in order to recognise their contribution. the goal of the course is to provide a platform for cultural exchange through service learning. it connects the international and local students at ntu with the school kids from all cities in taiwan, especially for the kids from the country side.', 'japanese literature, modern and contemporary. the purpose of this course is to familiarizestudents with a range of modern japanesewriters, focusing on five major trends: the “i novel,” proletarian literature, the “new perceptionists,” the “third wave” of postwar writers, and the so-called “entertainers.” these movements will be placed in the context of japanese literature as a whole, and we will consider to what extent these labels help us to understand individual writers and works.', 'approaches to understanding cultures. this is a two-credit course on the study of culture, mainly from the approaches of educational anthropology and relevant fields on culture and education. after studying theories and concepts on culture and related fields, this course analyzes issues and problems using cases of education and multicultural issues in japan in comparison with those in other countries. the students will come to propose concrete approaches on multicultural issues and education.', 'iisma special research b. to learn basic technique for research. this course is mandatory for all students.', 'introduction to cross-cultural understanding. this course provides students with both theory and practice on cross-cultural understanding. through the course, students will be able to understand and appreciate the theories and concepts of cultural studies, which offer them strategies to survive in our globalized society. in addition to this, this course offers students opportunities to learn and embrace their own culture, as well as explore ways to deal with other cultures.', 'introduction to intercultural communication. this course provides participants with both theory and practice on intercultural communication, which offer them strategies for intercultural learning to survive in an intercultural environment.', 'introduction to international understanding. the class of international understanding means a cosmopolitan education. the “cosmopolitan” term comes from greek words: “cosmo,” the universe and “polites,” a citizen. therefore, a cosmopolitan is a citizen of the world who recognize the entire planets as their homeland rather than a single country. students cultivate a diverse global view and appreciation for the worldʼs peoples and cultures via academic endeavors. by the end of this course, students will develop an ability to understand global issues with a broader perspective by learning about japan, culture, and globalization.', 'media and communications in japan. this lecture is designed for students who wish to study critical readings on news stories (i.e. media literacy). in this series of lectures, not only theories of communication, but also the history of mass media in modern japanese society will be discussed. in so doing, several aspects of the mass media will be studied, such as newspapers, broadcast (tv), magazine journalism, and so on.', 'multivariate statistical science. learning the principles of multivariate data analysis procedures with matrix algebra.', 'primatology in japan. the course will focus on scientific research on biology and behavior of nonhuman primates (prosimians, monkeys, apes), with emphasis on the contributions of japanese primatologists and collaborators. students will learn about taxonomic relationships and the geographic distribution of primates, their socio-ecological strategies, social systems, communication, and cognitive abilities. observational and experimental studies of these and related phenomena will be reviewed and analyzed.', 'science and society. we will focus on several biology-related topics (e.g. genetic testing, developmental disorder, genetically modified organisms, and bioethics), and discuss these topics in various societal contexts, such as employment, education and marketing. we will further examine these topics based on alternative choices, by comparing actual practices in various countries/regions. a variety of approaches including short-lecture and group discussion will be employed to maximize studentsʼ understanding.', 'sociology of migration. in this course, students will study about current migration issues. we will cover key terminology used to describe and study migration as well as past and present migration flows; look at different types of migration to explore the reasons why people migrate; discuss questions of integration and multiculturalism; and examine the policies states implement to regulate migration. we will further investigate these topics with a focus on japan, the eu, and usa. the course also provides students an introduction to how migration has been studied in different disciplines, such as sociology, anthropology, history, political science, economics, geography, etc.', 'engineering and economics. cost calculation:  basic concepts of cost accounting and cost information for policy decisions   investment analysis:  characteristics of an investment, financial calculation, investment criteria   analysis of the annual account:  horizontal and vertical analysis, ratio analysis, notes to the financial statements, social balance sheet   corporate finance:  financing techniques with own or foreign funds', 'the low countries at the crossroads of european history. the emphasis in this course is on the emotions which people experience with respect to their country, its history and culture. the complex history of the low countries, with its different nations, its many links to the wider european world and beyond, and its traditions of economic success and cultural excellence, provides a good example of the range of issues on which human emotions focus and in this way shape history. from the civic pride in the medieval cities, over the rifts caused by the dutch revolt, to the issue of regional identities in a unifying europe, the course of low ountries history is followed chronologically. special attention is given to the history prior to the twentieth century and the many ways in which this history has shaped contemporary society and has left numerous traces in the country and the minds of the people. for the recent history emphasis is on the constantly shifting meanings of people’s historical memories under the influence of such issues as nationalism and regionalism, wartime experiences, migrations in the modern world etc. in this sense the course opens the debate on the specific position of small countries in larger political zones', 'international relations and european integration since world war ii. this course analyses the european (dis-)integration process in the context of the international relations since world war ii. it examines to what extent, how and why european countries cooperated, integrated and competed between 1945 and today. the course also explains how and why both ‘europe’ and ‘integration’ were defined in different ways during this period. in a chronological way this course will focus on: the construction of a european order: the increased cooperation between ec/eu member states, focus on internal interaction, the place of europe in the world: europe’s position during the cold war, and europe’s relations with its external environment (other states and international institutions), focus on external interaction. with the aim of better understanding european integration and international relations, this course will also deal with several analytical concepts, such as ‘interests’, ‘norms’, ‘security dilemma’, ‘social learning’, ‘entrepreneurship’, ‘context’, ‘domestic factors’, ‘legitimacy’.   as it is impossible to discuss in one semester all dimensions of ‘international relations and european integration since wwii’, the main focus of the course is a) on the interrelationship between east-west relations and european integration and b) on the major turning points and structural changes and problems in the course of european history since 1945. by continuously making a link between events and developments in the previous decades and current events and developments, this course aims at illuminating and explaining recurrent themes and underlying processes and structures in the process of european integration.', 'institutions and policy of the eu. introduction: milestones in european integration and co-operation. concepts and theory-building. institutional structure: governance – eu institutions/bodies and involvement of actors and stakeholders. decision-making procedures. policy instruments. european policies: development, implementation and evaluation of core european policy projects and accompanying policies. current issues in the framework of european integration and co-operation.', 'art in europe: a history of emotions. we start with an introduction to the human being as an interactional creature, whose life starts in the relations with the parents. in 12 sessions we look at how parent-child relations changed from the old testament to the gospels and further till contemporary art. in each session we discuss ca. 10 paintings in detail, using concepts from philosophy, psychology and art history, relating them to the mentality of their era, moving from antiquity to the posthuman. this allows us to recapitulate the history of europe in a nutshell with focus on the changes in emotionality. these paradigm shifts have a vital effect on the different languages used in paintings: body, gestures, clothes (fashions), images, words and spatial expression.', 'east-west perspectives in philosophy. the purpose of this course is to initiate the student in aspects of eastern (foremost far-eastern) thought from the perspective of comparative philosophy, or, alternatively, to enlighten aspects of western thought or of universalizing conceptions of philosophy through comparison and contrast with eastern thought. this is done by interactive lectures as well as by discussing texts that have been read in advance by the students.  at the end of this course the student should be able  – to have a feeling for and a balanced judgment on the diversity of conceptions of philosophical thought and its relation to practices.   – to apply such insights to one or a few specific topics such as the ones mentioned below under ‘contents’.   – to give diligent comments on philosophical texts on issues such as the ones mentioned (texts that do not presuppose philological expertise in the intellectual traditions in question).', 'philosophy of technology. the aim of this course is to make students familiar with the most important themes and questions in the domain of philosophy of technology, from both a continental and analytic perspective. more specifically, we will consider, among other things, the link between technology on the one hand and, for example, science, ethics, and politics on the other.  at the end of the course, the student has a critical insight into these questions and themes. this means, among other things, that he/she can clearly distinguish the different positions, and can explain the arguments pro and contra these positions. in addition, the student has a good understanding of the links between the concepts that take a central place in the domain of philosophy of technology.', 'historical introduction to philosophy. in this course an attempt is made to understand the nature of philosophy as it manifests itself in the long run, throughout its history from greek antiquity up to the present day.  introducing some relevant figures and works from the history of western philosophy, we shall see the kind of questions thinkers have asked, the interplay of philosophy and sciences, as well as the conversation of philosophy with fine arts and religion. references to – and comparisons with non-western intellectual traditions shall be made too.  this should be achieved somehow in concreto: i.e., starting from a direct acquaintance of important philosophers and reflecting on the ways they have understood the philosophical project. some attention will be paid to their investigation of both the physical and the human worlds, as well as to the use of distinct intellectual practices.  all the above will be looked at diachronically, from the perspective of the course of history.', 'introduction to the study of theology. the aim of the course is that students will become acquainted with the specific situation of theological studies at a catholic university (personal motivation and professional expectations of academic studies in theology, the position of theology in the university, acquaintance with practical conditions of the study). students will acquire a general insight in theology as a science, its history, its subdivision in various disciplines, the diversity of its methodologies. students can formulate meaningful theological questions and develop a sensitivity for analysing the complexity of theological questions and understand and are able to make appropriate use of central theological concepts (like e.g., revelation, context, experience, community, church, eschatology, etc.). students will learn how to read the hebrew bible and the new testament as a piece of literature instructive for faith and theology. overall students are able to follow the theological classes, offered in the bachelor’s programme of theology and religious studies.', 'american studies. american studies focuses on the cultural, social, and intellectual life of the united states of america. its students analyze the american past and present from the perspectives of several disciplines, learn to synthesize their knowledge, and develop the critical habit of mind needed for cultural analysis. such skills, we believe, are essential for the formation of a knowledgeable and politically engaged american citizenry.', 'anthropology. explore the evolution of humans and the environment from the first fossils to present day with austin community college’s anthropology program. you’ll examine the diversity of human experience, histories, cultures, and traditions in every part of the world. choose from anthropology and archaeology associate degree options. you’ll be prepared to transfer and earn a bachelor’s degree at a four-year institution.', 'communication studies. an exploration of the special communicative dimensions of the development and philanthropy fields, including how to apply theories of building relationships and persuasion to the context of development and philanthropy for nonprofit organizations.', 'communication and leadership. this course is address principles of leadership, communication, and ethics at the introductory and upper-level and give students an opportunity to apply those principles through an internship experience and a capstone, project-based course.', 'economics. economic theory of the behavior of individuals, households, firms, and markets. roles of relative prices and information, with a focus on constrained optimization.', 'english as a second language. focus on improving writing skills by increasing writing fluency and accuracy at the sentence, paragraph, and essay levels. emphasis on structure, organization, and development of ideas.', 'health and society. selected topics on health and society. provides a look at the economics of health and health care through a sociological lens. examines how the multidimensional nature and distribution of health and healthcare are shaped by a variety of social and economic factors. gain an understanding of the power of incentives, markets, and cost-benefit analysis, as well as the limits of these tools, in creating effective health care policy.', 'liberal arts. analysis of topics in the philosophy and real-life application of the liberal arts.', 'psychology. psychology is a field that examines how and why we think, feel and behave in the ways we do. the goal of this course is for you to get a basic understanding of the major topics surrounding the study of mind and behavior to see how psychological theories relate to each other and to your everyday life.', 'philosophy. survey of ethical theories from ancient times through the nineteenth century, the historical development and impact of scientific ideas through the modern period to the present, contemporary theories of meaning and linguistic structure, and their relationships to epistemology, metaphysics, and ethics, and examine philosophical issues pertaining to race and gender.', 'sociology. critical examination of work in the united states over the twentieth and twenty-first centuries through a gendered, asian american lens, using a comparative race perspective. subjects include the sociological examination of concepts such as labor markets, globalization, care work, and gender/racial segregation in the workplace along with the ways race and gender shape how and where individuals are fitted into the workplace, how skills are evaluated, and how labor markets emerge.', 'exploring the cosmos. this course surveys our present understanding of the solar system and of the sun as the source of energy for life on earth, together with the possibility of life elsewhere.  it provides in this context, some understanding of how data are gathered, evidence assessed, and argument conducted in a physical science.  it will convey some appreciation of key episodes in the historical development of our knowledge of the sun and the solar system.', 'earth science 1a. an introduction to earth science, focusing on geological and environmental processes occurring at the earth’s surface and their associated hazards. topics covered include volcanoes and their hazards, landscape change and evolution by weathering, erosion and depositional processes, and sources of pollution and its environmental impact and remediation. the basic principles of earth science are conveyed using 3d and 4d visualisation.', 'science fundamentals. this course aims to provide a broad understanding, at an introductory level, of the fundamentals of mathematics, statistics, physics and chemistry, particularly as they apply to living organisms.  to encourage the acquisition of general scientific skills relating interpretation and discussion of factual information and data.  to encourage a positive and inquisitive attitude to the personal investigation of science.', 'geography-living in a changing world. this course aims to introduce students through lectures, tutorials and essay work to the nature of:  – human geography: issues of development and underdevelopment; identity, connections and social relations; –  physical geography: aspects of climatology, geomorphology, hydrology and biogeography, as interacting environmental elements in the past and present; –  human and physical inter-relations: climate change, biodiversity, resources and sustainability;   key skills in geographical analysis through basic data collection, interpretation and presentation.', 'digital media and information studies 1a. digital media & information studies explores the creation, use and impact of digital content and information technology in the arts, humanities and society at large. it brings a human perspective to the issues of the digital age.  this course aims to:  •   introduce students to the value and importance of information within our society;   •   explore, use and understand the application of a range of digital media technologies;   •   discover how information becomes digital media;   •   provide key skills for information literacy, transferable computing, critical analysis and problem-solving skills in a wide range of application areas and across the social and cultural heritage sector.', 'advanced introduction to individual differences and developmental psychology. the course covers core material in the areas of individual differences and developmental psychology by giving insight into ways human beings differ from each other and how we develop from early childhood to adults – highlighting cognitive, emotional, and social aspects of behaviour, identity, and development.', 'computing science - ict introduction to computational thinking. computational processes are increasingly being discovered in natural, social and economic systems as well as typical silicon-based computing devices such as laptops and smartphones. for those with little or no previous computing education, this course develops the necessary understanding and thinking skills so that such systems can be viewed as predictable, understandable and ultimately controllable. it is valuable in its own right, as an underpinning now required in many other disciplines, and as a foundation for further study in computing science.', 'archaeology 2a: 20 things that changed the world. this course will introduce students to some of the main changes in human prehistory and history which have contributed to creating the world as we know it. it achieves this by focusing on 20 different ‘things’ (e.g. pots, metals, houses, burials, and more), which can be expanded outwards to understand societies, whole periods, and key episodes of social and political change. the course takes a broadly chronological structure, stretching from the neolithic to medieval periods, and covers an area encompassing europe, the mediterranean, and the near east.', 'comparative literature 2a - frontiers (crossing borders). this course aims to analyse the theme of “crossing borders” in geographical, scientific, political, psychological, social, cultural and gender-orientated terms, building on literary skills which students have acquired through study at level 1. it focuses on the human motivations behind, and the consequences of, various “crossings” as well as the exploration of otherness, secrets, mysteries and taboos.', 'introduction to scottish culture. this course is offered exclusively to visiting and exchange students and offers learners with little or no background in scottish studies an introduction to the development of scotland through the ages from an interdisciplinary perspective. with contributions from academic staff in archaeology, celtic and gaelic, history and scottish literature, this course addresses how scotland has been affected by change over time, and how – through the years – scotland has sought expression in language and literature and the physical environment.', 'scottish literature1a - the fantastic and the real. this course introduces students to the past 250 years of scottish literary history through a combination of celebrated and neglected texts. focussing on poetry and prose, and featuring pirates, fairies, monsters, devils, and the full gamut of loves, joys, sorrows, and traumas, this course examines the range of ways in which people have imagined themselves in, through, or otherwise associated with scotland. this means confronting both the comfortable stories we tell ourselves about ourselves, and the horrors we are liable to reveal.', 'youth, policy and welfare: cross-cultural perspectives. this course provides an opportunity to examine current youth policy debates and how they have been framed and organised in different cultures, particularly in east asian and western contexts. students will focus on various social problems and challenges experienced by young people, compare welfare systems and how they are shaped by different cultural values, and discuss policy measures and welfare organisation in a range of topical youth issues, including housing, poverty and inequality, work and education, and social connections in the “digital age”.', 'german language for international mobility 1. this is an introductory course in german for students with no prior knowledge of the language. the course, which enables students to reach the a1.1 level in the common european framework of reference for languages, introduces the four fundamental skills (listening, speaking, reading and writing) with a focus on communication. students will also develop some awareness of german culture.', 'introduction to biological and cognitive psychology. the course will introduce students to core material in the areas of biological and cognitive psychology. appropriate research methods and key theories will be covered throughout. at the end of the course, students will be able to:  • describe, explain, and evaluate a broad range of theories and research findings in psychology which will introduce students to biological psychology; perception and visual cognition; human memory; and, language.  •   discuss and evaluate the methodological bases for psychological research.   •   summarise and critically evaluate psychological theories and research findings in an examination.', 'philosophy 1a: how should i think?. this course will introduce students to the practice of thinking philosophically, by encouraging the development of critical reasoning skills and exploring issues pertaining to the nature and acquisition of knowledge. students will apply their critical skills to issues of current interest and importance within society today.', 'spanish language for international mobility. the course, which enables students to reach the a1.1 level in the common european framework of reference for languages, introduces the four fundamental skills; listening, speaking, reading and writing, with a focus on communication. students will also develop some awareness of hispanic cultures.', 'introduction to creative industries. this course offers an introduction to the creative industries and provides an overview of the stakeholders, organisations and institutions that influence and operate within these. it situates creative work and practices in the contexts of regional, national and international policy frameworks, and examines how creative products and projects are imagined, funded, created, circulated and received.', \"what's the point of education? constructing an educational mindset. you will meet a contemporary, eclectic mix of exciting ideas which will challenge you to think for yourself about some of education’s big ideas in order to begin to develop your own educational mindset. the course is also designed to give you a flying start in developing glasgow university’s graduate attributes.  the course aims to enable students to demonstrate understanding of the foundational content and values of education and to be able to articulate a personal stance towards their discipline. it aims to enable students to engage with conventional and new modes of communication as well as facilitating personal confidence and collaborative working.\", 'english language & linguistics 1a: language, meaning, and power. how do we create meaning from the air we breathe and from marks on a page? how has language been exploited now and throughout history for effect, self-expression, and story-telling? in english language & linguistics we study the most intricate, powerful, and beautiful parts of our most valuable human asset – language. \\n in three strands this course explores in detail how newspapers, adverts, and politicians all try to persuade us; how linguistic meaning and structure are key to making ourselves understood; and how the 1500-year history of english tells us about who we are and where we came from.', 'principles of management. the course presents the principle of management at the undergraduate level, introducing the key tenets of management as they were developed by management scientists in the last century and how these are evolving in the 21st century. the course describes the role of the manager as a transformer of resources into goods and services. the course illustrates the various roles of managers and how they are transforming with reference to the underpinning managerial disciplines such as finance, marketing, hr etc.', 'environmental sociology. this course explores human-environment relations, especially how those relations are mediated through various social situations, economic conditions, and political power.', 'creative design. this course focuses on stimulating creativity in individuals and teams to innovate engineering applications. we will use experimental methods to fulfill team design projects. teaching teams will help students by lectures and consulting. don’t forget: every problem is an opportunity for a creative solution!', 'pattern recognition. this course introduces the concept of machine learning for pattern recognition by formulation of learning problems and concepts of representation, over-fitting, and generalization. in particular, we will discuss the machine learning models such as bayesian learning, principal component analysis, decision tree, linear/logistic regression, artificial neural net, deep learning models, support vector machine, clustering, and hmm. students will be provided with opportunities to exercise these machine learning models in various applications via projects.', 'data learning and intelligence. the goal of this course is to provide students with basic knowledge of machine learning and intuitions behind them as well as their proper applications to real-world problems.', 'behavioral neuroscience of emotion. through this course, students can achieve the following: ▪ gain knowledge of current research techniques for studying brain function. ▪ understand current research topics on emotions in the field of behavioral neuroscience. ▪ read and criticize research articles published in scientific journals.', 'social network analysis. this course is intended as a theoretical and methodological introduction to social network analysis and touches on both data collection and data analysis. by introducing main themes and concepts in social network analysis, the purpose of this course is to provide links between quotidian vocabularies and sociological lexicons; this motivates students to analyze larger social processes and allows them to practice social network investigation in their daily lives.', 'cereal science. this course studies chemistry, functionality and utilization of cereal grains used for human food. the major focus will be on wheat that can be applied to diverse food products. also, properties of rice, corn, barley and potato will be studied in this course.', 'corporate finance. aim of the course is to introduce students with the concepts and tools that managers use to make the right corporate financial decisions. students will develop the analytical skills for making corporate decisions on investment, dividends, capital structure and financing, working capital.', 'customer-centered innovations with design thinking and lean user research. aim of the course ability to find and address real customer needs, create new unique customer experiences, communicate effectively your new products/services ideas to your target audience – are among the core factors of managing innovation successfully. this is essentially the task of the navigating through the first stages of the iterative innovation process also known as “fuzzy front end of innovation”. in this course the students will learn about – key concepts and methods of generating and testing customer-centric business ideas (e.g. design thinking, user research, lean startup, business model innovation, design sprints); – prospective technologies and markets enabling creation of new unique user experiences; – modern tools and approaches fostering creativity & innovations, facilitating team-based and project-based work of a cross-disciplinary design teams. in particular, students will learn how to get insights into customer needs, get hands-on knowledge on different approaches to market research and customer co-creation. as well the course reviews modern methods for generating market insights, turning them into promising concepts, validating and enhancing the concepts through rapid prototyping, experimentation and user tests.', 'economic history. economic history studies aim to assess the economic development of the world and of the countries comprising it. the course deals with the question of why some countries are rich, whereas others are poor, and how and to which extent the latter may use the experience of the former. in order to answer this question, economic history addresses development and interaction of various institutions and technologies. via interacting with each other, these institutions and technologies form distinct socio-economic systems, which may either contribute to preservation of existing order or promote its change, i.e. development. the course comprises three major topics: · economic history of traditional societies · industrial revolution (“take-off”) · economic development of industrial and post-industrial societies', 'economics and environmental management. the course covers all basic theory of the interaction of nature and society, and provides a wide practical application. the course focuses on the development of social – ecological – economic competence to work effectively in international projects, and effectively compete or cooperate in an international environment. the main objective is to provide students with opportunities to transition to sustainable development and a green economy through the prism of sustainable management and use of natural (environmental factor) in the development and functioning of economic systems in the current and historical aspects of the development of society. course will provide exchange students a deep understanding of the russian approach to the study of national economic complex interdisciplinary and cross-sectoral issues of environmental management, restoration of natural resources and environmental protection, in the mastery of principles, methods and techniques of control in this area. the program was developed because of the growing role of tncs, with the development of international cooperation, the need for skills in the field of economics and environmental management and sustainable development in the transition from the “brown” to “green” economy in russia. the study of this course will enable students to better understand the problems of modern environmental policy, have clear ideas about the russian sustainable development strategies aimed at ensuring a balanced solution of socio-economic problems in the future and maintaining a favorable environment, as well as having practical skills in the field of economic mechanism of its software.', 'financial markets. “financial markets” gives a general idea of the structure of financial markets, their participants, and regulation. we also study financial instruments traded on the exchange and otc markets, their risks and profitability. the course has both theoretical and practical aspects. detailed attention is paid to the current situation in the global and national financial markets, its investment opportunities, and financial innovations.', 'labour economics. the purpose of this course is to provide students with a firm grounding in labor economics theory: basic and advanced labor supply and labor demand models, human capital theory, wage determination, unemployment analysis, which can be used for choosing individual labor strategy and making policy decisions. the students will be able to: – analyze labor behavior of employers and employees; – explain the role of government decisions in labor market functioning; – analyze labor market statistic data, costs and benefits of individual investment in education.', 'management. the course management-1 comprises four main parts covering the main spheres of organizational life: an individual and organization, organizational strategies, structures and organizational processes. the course uses case study as the main method of learning.', 'marketing principles and decisions. the course “marketing principles and decisions” aims at business perception of marketing principles and techniques. it consists of seven chapters: · general understanding of the discipline, · role of marketing in strategic management, · marketers and marketing decisions, · 4ps and marketing plans accomplishment, · marketing in b2c and b2b segments, · services marketing, and · marketing consulting and research.', 'russia and wto. aim of the course: to help get knowledge of goals and features of international trade policy, existing agro-trade policy of russia in the context of russian membership in the wto; to help get knowledge of major commitments of russia in the wto and the process on negotiations.', 'technical analysis. the course is designed to supply you with the knowledge and skills necessary to understand independent trading on the international foreign exchange markets – forex. the course has its own “mission”. this mission is to help you learn the basic concepts of currency dealing and master its special terminology as well as to understand the general mechanisms of market operations and how to earn money on forex. during this course we will learn to speak the language of forex; we will get to know which currencies are considered the most suitable to be working with and how we will trade with them and finally, we will begin to make some deals using the trading platforms like idsystem (internet dealing system) and rumus-2.', 'free economic zones and offshore territories. course objectives one of the consequences of this range of services and the consequent regulatory legislation is that the legislation itself grows and becomes more complex and different practices and concessions emerge- and the larger is the menu, the more difficult is to make the right choice. the course makes it clear to the students what rind of zone they should select for their future business and how they should deal with the bodies of exports, financial and currency controls to facilitate sound financial and tax planning within their business entity. they are also trained to develop zone in the position of administrative worker i.e. evaluation and selection of the main selling points, selection and targeting of perspective foreign investors, instruments and tools in zone marketing. above all the skills in offshore business allows them to save funds of the enterprise by avoiding go-between.', 'international economics. learning about international trade in a globalized world, trade theories and trade policies', 'international financial reporting standards. learning about ifrss, framework for the preparation and presentation of financial statements', 'international tax planning. course objectives one of the consequences of this range of services and the consequent regulatory legislation is that the legislation itself grows and becomes more complex and different practices and concessions emerge- and the larger is the menu, the more difficult is to make the right choice. the course makes it clear to the students what instruments of tax planning they should select to optimize their pay-off to tax authorities on the one hand and avoid pedigree losses both before consumers and national state control bodies and how they should deal with the bodies of exports, financial and currency controls to facilitate sound financial and tax planning within their business entity. they are trained to choose the appropriate jurisdiction for any kind of business operations. above all the skills in offshore business allows them to save funds of the enterprise by correct selection of offshore agents and intermediaries.', 'introduction to data science with r for economists. this course is an introduction to data science applied to economics. the course covers computer programming and data analysis in r and ms excel, econometrics (statistical analysis), financial economics, microeconomics, mathematical optimization, and probability models. the emphasis of the course will be on making the transition from an economic model to an econometric model using real data. this involves: exploratory data analysis; specification of models to explain the data; estimation and evaluation of models; testing the economic implications of the model; forecasting from the model. the modeling process requires the use of economic theory, matrix algebra, optimization techniques, probability models, statistical analysis, and statistical software.', 'introductory microeconomics. the objective of the course is to make students acquainted with international standards, trends and concepts in contemporary microeconomics. the course is designed to help the students to get skills, abilities and content knowledge required to pass the advanced placement test (apt) which is carried out annually worldwide by american college board. the purpose of the course is to give students a thorough understanding of the principles of economics in application to individual decision makers, both consumers and firms. the course concentrates on the nature and functions of product markets. it includes the study of factor markets and of the efficiency and failures of competitive markets.', 'islamic finance. the main objective of the course is to introduce the participants to the nature and principles of islamic banking and finance.', 'natural capital and resource economics. this course is devoted to most principal issues of natural resource and environmental economics. it covers the valuation of natural resources and environmental services, elements of project analysis (including social aspects), economics of renewable and non-renewable resources, modern energy markets, the economics of pollution control, and the economics of sustainable development.', 'networks and relationships in the experience economy. aim of the course is to provide basic understanding of business networking in the experience economy era', 'organizational behaviour. the model covers the basic theories, research and application in the field of human behavior in organization. it touches upon the main items in classic organizational behavior theory starting from individual level (attitudes, job satisfaction, motivation) to group level (leadership, communications, conflicts) and finalizing on organizational level (organizational structure, organizational culture). it includes a major assignment which provides students with opportunity to compare theory and practice in this field. by having a presentation as a part of the assignment there is an opportunity to share and discuss information collected by the students. the main goal of the course is to provide knowledge of the theoretical basis of organizational behavior and provide some tools of managing self-behavior in labour sphere as well as instruments of overcoming of problems and conflicts in inter-personal relations.', 'a sustainable world. is it possible to have a sustainable global system? we focus on large scale social institutions including politics, the media, national and international law and economics. students undertake a group project to develop skills in researching and integrating information from a range of experts and recommending sustainability solutions to policy makers. two sustainability issues, such as population and plastic, are discussed in depth.', 'child development. a study of key issues in development, with a focus on early and middle childhood. topics include family, peer, cultural, and media influences on typical and atypical development. in this course, child development will be considered in the context of key issues and topics.', 'contemporary topics in educational psychology. a study of the latest topics in educational psychology. supports engagement with contemporary educational psychology research and facilitates critical thinking. in the age of “fake news” we sometimes forget that published research can itself be prone to many of the same symptoms, including author bias (both unintentional and intentional), poor quality fact-checking/evidence, and at times an inadequate review process driven by publishers driven by financial interests. while most published research remains high quality, it is not always immediately obvious which is which. this course helps students to learn how to evaluate and critique the quality of evidence in recent published research within educational psychology.', 'current issues in tesol. examines a range of issues relating to teaching english to speakers of other languages (tesol) education allowing students to draw connections between theory, research, their own experiences as language users, and practice. addresses questions such as: what are current developments in the theory, policy and practice of tesol? why is intercultural communicative language learning important? how does reflective practice shape the work of the tesol educator?', 'digital communication and practice. offers a practical and creative approach to digital communication within the critical context of platform studies. students will navigate the capacities, affordances and limitations of a variety of digital platforms by developing the skills to create platform-specific outputs, such as podcasts, gifs, vlogs, mobile films and digital storytelling shorts.', 'media and culture. examines popular media texts, genres, audiences and industries, reflecting on how they influence our notions of self and society. draws on case studies from a range of popular media, from film and television to comics, games, popular music, social media and advertising. fosters critical perspectives on media as vehicles for cultural meaning, alongside strategies for crafting personal and collective narratives.', 'new zealand social policy and social justice. provides an overview of key contemporary social policy issues within the context of globalising economic processes and continuing gendered and racialised divisions. discusses the way in which debates around social policy are constructed and the implications this has for social justice. case studies may include food and health, technology, indigeneity and children.', 'pacific innovation and sustainability. examines innovation and sustainability of pacific peoples in the pacific and within the pacific communities of aotearoa. explores the adaptability and innovation of pacific peoples to create sustainable communities that embody both traditional cultural values and identities, and are also focused on future development, opportunity, mobility, and communal success.', 'pedagogy - beyond skills and methods. examines personal experiences and views of teaching and learning and the impact of theories of learning on classroom practices. the course also includes discussion of the relationship between pedagogy and race, class and gender; māori pedagogy; pedagogy and student achievement; and new zealand and international examples.', 'sociology of health, illness and medicine. presents a conceptual and topical overview of the sociology of health, illness, and medicine. specific topics to be addressed include: the social distribution of disease; the social production of disease; the social construction of ‘illness’; the social construction of treatment practices; patient experiences of illness and healthcare; the social organisation of medicine; and alternative visions of healthcare.', 'tesol education in context. an overview of second language learning and teaching that addresses the interdisciplinary nature of tesol by developing knowledge, skills and attitudes associated with tesol within different contexts. the course addresses questions such as: what are the important principles, concepts and skills in an interdisciplinary approach to tesol? how does digital technology impact tesol? how are these concepts evident in practice?', 'digital communication ethics. addresses applied ethical issues arising in digital journalism, social media, “big data” surveillance and privacy, algorithmic bias, and software design. as digital media expand beyond the personal computer, there is an increase of ethical issues pertaining to mobile devices, gps navigation, biometric modelling, artificial intelligence, and the ever-expanding range of wired devices tracking us through the so-called ‘internet of things’.', 'eco/media. eco/media introduces students to the increasingly important and varied role that nature, environment, and ecology play in media, film, and television studies. students explore how environmentalism is communicated through various media, how the mediation of flora, fauna and the earth’s atmosphere offers powerful new insights into media texts, and how media production and consumption can be analysed using ecological frameworks.', 'education and social justice. can education contribute to social justice? a critical examination of the contemporary concern with social justice in education. drawing on local and international research, this course explores debates about the nature of power, and the ways that gender and sexuality, ethnicity, indigeneity, social class, and other social identities are taken up in the pursuit of social justice within education.', 'educational philosophy and policy. examines the competing ideologies of individualism and community, their influence in recent educational reforms in new zealand, and their wider implications for education, society and culture. introduces the basic concepts and themes of classical liberalism, comparing and contrasting them with versions of neo-liberalism, and outlines the case for a community-based social policy and the renewal of social democracy.', 'environmental sociology. environmental sociology provides insight into the complex social processes that define, create and even threaten our natural environment. this course gives tools with which to think sociologically about environmental issues, such as understanding how environmental issues come to be seen as environmental problems, and how political, cultural, and economic factors have come to shape our interaction with the natural environment.', 'gifted education. an analysis of the gifted education movement and of the need for appropriate educational provision for gifted and talented students. the course draws on current research to assist with the identification of gifted and talented students and with the development of strategies to meet their learning and emotional needs.', 'hauora. inquires into socio-ecological determinants of health in new zealand society and the implications of these for the tenets of hauora and holistic wellbeing. critically considers learning and teaching approaches and resources which enhance the holistic wellbeing and participation of diverse ākonga and their whānau in early childhood contexts. explores connections between the wellbeing of teachers and ākonga.', 'introducing tesol education. an introduction to teaching english to speakers of other languages (tesol), the core disciplines that contribute foundational knowledge to practice in the profession, and current linguistic, educational, and social needs that it addresses. particular focus is on developing awareness of how societal and contextual factors shape tesol educational practice and developing reflective skills necessary to examine and improve practice.', 'the contemporary pacific. explores the ways in which pacific peoples frame their contemporary world in the context of globalisation. it also examines factors which shape contemporary pacific life and popular culture as well as some of the challenges emanating from how pacific peoples construct and make sense of their own and others’ historical, political, socio-cultural, economic and religious worlds.', 'challenges in transport and mobility. everybody needs to use the transport system as part of their daily lives and so we all have opinions about it based on our own personal experiences. but it is a much greater challenge to be able to see ‘the big picture’, as this requires a deeper understanding of: how current transport systems have evolved; what impacts they have on society, the economy and people’s lives; and what factors may help or hinder how we are able to travel in the future. this module will introduce you to a range of approaches (lectures, reading, tutorials and place-based case studies) to explore how travel and mobility contribute to quality of life. it also considers how transport activity causes a range of problems for the wellbeing of society and the environment that have moved it up the political and media agenda in recent decades. no previous study of transport is required for taking the module. you simply need a broad interest in understanding the issues of transport, mobility, accessibility and how they affect society and the environment. the module is appropriate to a wide range of disciplines and perspectives. it is particularly relevant for those studying geography, and for degree programmes related to civil engineering, business, social science and the environment.', 'principles of international business. this module provides you with a foundation in the theory and practice of international business. it covers core concepts of international business and how these apply to the dynamics and constraints of international business strategy. it also examines the uncertainties and potential for the international expansion of the firm.', 'introduction to management. the module aims to provide an introduction to the key tasks of management: planning organising, controlling, directing and staffing. these concepts will be examined from the classic management literature and from the perspective of today’s practicing managers. topical examples and issues will be developed and used throughout the module highlighting current issues in journals and in the news which are relevant to the module content. the module also includes interviews with a variety of current practicing managers who reflect on a variety of aspects of management in the context of today’s business environment. the module involves completing a piece of research with practicing managers to get their views on management generally and also on a topical aspect of management which changes from year to year. past examples include the impact of covid on management practice and the role of social media in business.', 'starting your own business. this module offers a blended theoretical & practical experience in setting-up and running a business. its interactive sessions allow students to delve into the issues of creativity, idea generation, opportunity recognition and feasibility analysis, thus, enabling them to understand how to set the foundations of an entrepreneurial business model. through various activities, students work towards exploring business opportunities, which allows them to learn about businesses, make decisions about various aspects related to those businesses, and be entrepreneurial.', 'science & society: an ethical view. advances in science have profoundly changed how we view ourselves, how we view the world, and how we live in societies. scientists are called on to tackle the biggest challenges facing us now, such as climate change and the covid-19 crisis. this is because the scientific method is widely understood as the most reliable route to knowledge. any negative effects from scientific advancement, such as the predicted disruption from widespread use of ai, are seen as necessary for progress. but are there limits to what scientific thinking can help us solve? is more and better science always the answer? why is it good to be scientific? are there ever reasonable grounds for distrusting science? these kinds of questions are about the value, purpose, and ethics of science. because they cannot be answered by the scientific method, they may rarely be considered by scientists themselves.  this module – co-taught by scientists from the chemistry school, and ethicists from the idea centre, with expertise in online teaching methods – will allow you to explore the inter-relation between science and ethics. we look at the theory of science, and explore real-world developments and industry practices, to understand what good and bad science looks like.we will consider questions such as: is the scientific method the superior method for finding answers, or does it have limits? how can science be misused, and the work of scientists be morally compromised? is it possible to judge the contribution of science to society on a moral basis, or is morality just a matter of subjective opinion? should scientists be allowed to pursue knowledge for the sake of it, or should they work for the interests of society? in taking this module, you will learn about the science underpinning real-world problems, alongside philosophical and ethical theories, while developing skills in debate, analysis, and critical argument, to help you develop your own answers to those questions.', 'introduction to psychology. this module will cover key and current concepts within the subject of psychology. psychology is the science of the mind. it is a science because it aims to explain the greatest number of facts with the fewest number of assumptions, its hypotheses should be falsifiable by empirical tests, and its theories are connected to other sciences. the relevance of psychology is very important to everyday life.  this introduction to psychology will touch on some of the classic controversies including nature and nurture, the relationship between brain and mind, different approaches to understanding mental health, and how we process, store and use information about ourselves and other people. the approach embraces the diversity of perspectives within the discipline including experimental, cognitive, and developmental psychology, as well as biology and philosophy.', 'psychology in the media. this module introduces all of the main areas of contemporary psychology: cognitive, social, health and developmental. in doing so, it addresses common misconceptions about psychology: eg ‘you know what i’m thinking.’in turn, it describes how media influences programmes of scientific research, how public opinion is altered by media representations, and how psychology has plotted a course through intense media interest and has ensured its strong scientific base. central to the course is the discussion of how it is necessary to be critical of science in the media, and how common sense explanations need a basis in scientific evidence.', 'history of psychology. can there be a science of the mind?- if so, what should it look like? since the nineteenth century, the most extraordinary range of answers has been given to these questions. the phrenologists, for instance, turned psychology into the study of bumps on the skull, on the view that your particular set of bumps would reveal your unique talents and character. the psychoanalysts turned psychology into the study of the unconscious, where, they said, your mind locks away wishes and impulses too shameful to be acted upon. the behaviourists turned psychology into the study of reactions to stimuli, attempting to show that your environment made you who you are and, if changed, could remake you.- how did these different understandings of what psychology is come into being? – why did each have its moment of popularity, only to be overtaken by a new answer? – where does the truth lie? in this module we will be looking not just at a remarkable set of ideas about what psychology is, but at the people behind the ideas, from darwin to freud to chomsky and beyond. anyone curious to know more about the mind and its study will enjoy this module. there are no prerequisites.', 'diverse contexts of learning. in this module you will explore how learning is shaped by social, cultural and economic contexts. you will consider some of the philosophical perspectives underlying approaches to education across the globe. you will also look at the sociological aspects of education and the ways that different contexts are influenced by their socio-economic settings. you will reflect on your own prior experiences as a learner and how your learning was affected by the contexts in which it took place.', 'natural hazards. how do tsunamis form and why are they so destructive?- what can be done to minimise their impact? – why was the response to the sumatran tsunami wrong? – how many bangladeshi lives could be saved for the same amount of money as the annual subsidy on an eu cow? come and find out the answers to these questions and hundreds more, across the whole spectrum of natural hazards. such hazards annually take 10,000’s of lives and cause billions of pounds of damage. examine the physical processes that control natural disasters and learn what can be done to minimise the death and destruction caused by these events. topics covered include volcanoes, earthquakes, flooding, hurricanes, landslides and meteorite impacts. two lectures are also included on tsunamis, and the science behind the boxing day sumatra, and japan tsunami. we also touch upon the response of societies to natural hazards. we can be 100% certain that thousands of people will be killed by natural hazards during the duration of the course, and we will examine some of these ‘current’ events during the course. the course gets fantastic feedback, for instance: “people not even on this course come along anyway just because it is enjoyable and people speak so highly of it? “why not just sign up! no previous science background is required.', 'arts and cultural management. this module will be of particular interest to students interested in learning more about: the creative, performing and visual arts; theatre, music and design; museum studies; cultural studies; english literature; management and business studies. the module aims to enhance participants’ employability and cultural insight by exploring the benefits and challenges of applying business and management theory to the arts and culture. it is tailored towards students seeking to acquire a deeper understanding of arts and cultural management and explore the key practices and theoretical debates in this dynamic and growing field.', 'understanding digital media. this module provides students with an overview of key issues in the study of digital media. the module focuses on key concepts that have shaped digital media’s brief history and that have been said to differentiate digital media from older media forms. it develops students’ understanding of the cultural, political, economic and technical contexts from which digital media have emerged. the module forms the foundation for more detailed analyses of digital media in future years.', 'cultural history. this introductory module maps out some of the social and cultural formations underscoring the history of ‘the west’ since the period known as the enlightenment. it invites undergraduate students at the very beginning of their studies to engage with history from a cultural perspective, develop a ‘sense of history’ and reflect on what might be understood as ‘historical consciousness’. we draw on historical events, developments and concepts to interrogate some of the ideological and political assumptions informing modernity and postmodernity. using a wide variety of materials, we also consider how race, ethnicity, class, gender and sexuality have been figured and represented since the enlightenment. the texts that students encounter range from philosophical, constitutional and sociological writings to autobiography, fiction, photography and film. the contexts in which these will be explored include enlightenment philosophy, the ‘age of revolutions’, enslavement and colonialism, 20th century war and the modern city. the contemporary legacies of the enlightenment age will also be examined in relation to cultural memory, postmodernism, post- and transhumanism.', 'international politics. this module starts by providing a brief historical context, to cover some of the key developments in world politics to date. some of the most important concepts in international politics are introduced in this context: the international system, war, peace, sovereignty, collective security, inequality, and international organisations.the main aim of this module is to introduce students to the key international issues we face today, and the puzzles these raise. this includes explaining what shaped the world we live in, and understanding the patterns of international politics (including how interests, institutions, and interactions matter in international relations). we also discuss some key structures and processes in this context, such as the changing character of war, violence by non-state actors, terrorism, and nuclear proliferation. students get introduced to the main issues pertaining to transnational politics, such as human rights, the united nations, international law, humanitarian intervention and ‘the responsibility to protect’. the module also introduces students to regionalism in international affairs, and in particular to the international politics of asia-pacific and the middle east, to illustrate the variety of concepts that shape our understanding of global politics.essential for comprehending the background behind the events that dominate our daily news, international politics is the key if you want to make sense of the increasingly global political world that we all now inhabit.', 'beginners korean. beginners korean 10 credits is for students who have not previously studied korean. the emphasis is on achieving a basic level of communication in speaking, listening, reading and writing and an introduction to korean culture. you may want to learn a new language or you may already have an interest in korea – whatever your reason, this module will equip you with some practical language skills and intercultural awareness.', 'beginners japanese. beginners japanese 10 credits is for students who have not previously studied japanese. the emphasis is on achieving a basic level of communication in speaking, listening, reading and writing and an introduction to japanese culture. you may want to learn a new language or you may already have an interest in japan – whatever your reason, this module provides a fascinating insight into the country and the language and will equip you with some basic language ability and intercultural awareness.', 'asia from colonial to modern. this unit’s central theme is the rapid social, political and economic transformations that characterise the asian region. the unit introduces processes and phenomena such as colonialism and postcolonialism, resistance, modernity and globalisation, and explores their relevance and significance in contemporary asia. topics covered include refugees, popular culture, human rights, feminism, the environment, media and communications, urbanisation, tourism and labour migration. the academic objectives of the unit are to provide an introduction to the study of asia which is of benefit to students undertaking any degree program and those students doing asian language studies and higher level asian studies units/major. it achieves these objectives by having students critically evaluate and research the various themes mentioned above. students are introduced to various theories and ideas used extensively in the study of asia such as those relating to colonialism/postcolonialism, nationalism, modernisation, urbanisation, cultural studies and gender. students who take this as a broadening unit are equipped with a higher level of cultural competence and global awareness. it enables them to describe and evaluate the rapid social, political and economic transformations that have swept asia and the world from the nineteenth century to the present. issues of globalisation, cultural diversity and the interconnected nature of the world in which we live are central to all the themes of the unit.', 'boodjar moort katitjin: introduction to indigenous heritage and knowledge. this unit examines aboriginal memory, culture and language from the south of western australia with a focus on noongar heritage and cultural continuity. students visit sites of significance and engage with a variety of guest speakers. through this engagement, students are encouraged to explore a variety of modes to communicate knowledge. there is an emphasis on developing a deeper understanding of the complexities of aboriginal historical and cultural relationships to specific localities. there is an incidental fee for the student for a possible field trip. the estimated cost is up to au$60 per day.', 'disasters!. this unit focuses on physical disasters including earthquakes, hurricanes, tsunamis, epidemics, and those related to climate change including fires, droughts and floods. it provides a comprehensive understanding of the environmental, physical and geological and social triggers of these events from an environmental science viewpoint and the social vulnerabilities and failures that, together, result in slowly unfolding disasters or rapid-onset catastrophic events. the unit uses a variety of domestic and international case studies to examine how, in each case, physical vulnerabilities, environmental hazards and risk management intersect to produce disasters that threaten lives, livelihoods and ecosystems across a range of biophysical and socioeconomic contexts and scales.', 'professional and academic communications. this unit focuses on enhancing communication and interpersonal skills in australian academic and professional contexts. students explore areas of cultural and intercultural knowledge, whilst applying critical and creative thinking to analyse evidence and construct persuasive academic essays. students also learn to work collaboratively, acquiring the skills to communicate complex ideas through clear and cohesive writing, group discussion, and oral presentations.', 'understanding global politics. this unit enables students to understand the nature of international politics. it looks at the structure of the international system, its evolution, current international political configuration, the role of developing states, and the emergence of various non-state actors in international politics. the ideas of order and justice, and the role of the united nations, are explored with reference to a range of issues which may include alliances, regionalism, international law, environmental problems, human trafficking, nuclear proliferation, human rights, religion, ethnicity and terrorism. the unit aims to make students familiar with various approaches to the study of international relations and also to give students an appreciation of the complexity of decision making in the current world order. overall, the unit provides the conceptual and methodological foundations that allows students to begin thinking like an international relations analyst.', 'popular music in global perspective. this unit introduces students to the branch of musicology known as popular music studies. it aims to promote an understanding of popular music genres, forms, and performative traditions from a global perspective through the analysis of musical texts, technologies and audiences. case studies, western and non-western (which may include, for example, swing, reggae, rock, disco, hip hop, electronica, k-pop), and art music are used to exemplify the discussions.', \"issues in women's health across the lifespan. determinants of our health include the social, economic and physical environments in which we live, and our individual characteristics and behaviours, especially our sex and gender. whilst life expectancy is higher for women than men globally, many biological and social factors combine to create a lower quality of life for women. this unit explores determinants of women’s health across the lifespan: from conception, through childhood, into the reproductive years and beyond to healthy ageing and death. students will consider how these factors inform health decision making by the individual, their health practitioner and the healthcare system. students will identify barriers and enablers to good health decision making and consider how to utilise/address these as part of health promotion strategies at a local, national, and international level. in this unit, students will begin to develop their research reading, writing, and science communication skills through both written and video assessments. they will also begin to learn how to carry out effective peer review and to successfully work as a team.\", 'plant and animal biology. this unit explores diversity of form and function of animals, plants and fungi, in marine, freshwater and terrestrial habitats. it considers their origins, taxonomic relationships, structural, physiological and behavioural adaptations, their lifestyles, reproductive modes and life history strategies. there is an emphasis on how these characteristics allow living organisms to exploit a wide range of environmental conditions, and on the impact of changes in those conditions, through either natural occurrences or anthropogenic effects. it provides the basic knowledge required for field-based biology such as ecology, eco-physiology or environmental management. the unit provides a comprehensive introduction to organismal biology and demonstrates the process of biological enquiry via engaging students in a project.', 'drugs that changed the world. lectures are grouped around individual drugs of historical significance. we look critically at how these drugs have shaped human societies through their positive and negative effects. the etutorials examine the drug discovery process.', 'environmental history. what factors have shaped human dealings with the natural world? how have people changed the environment? and how have different societies responded to environmental change over time? these are the questions at the heart of this unit, which offers an introduction to the flourishing field of environmental history. workshops focus on lively historical debates around topics including indigenous environmental impacts, human–animal relations, the causes of the american dust bowl, the management of fisheries, the cultural significance of wilderness, the ‘green’ policies of nazi germany, and the politics of climate change. students gain an understanding of the myriad factors shaping relationships between people and environments in the past; an understanding that is essential for interpreting the environmental problems we face today.', 'global literatures. literature today exists in a global framework. contemporary literature has responded to the challenge of globalisation with an extraordinary diversity of imaginative texts. this unit is designed to expose students to a range of literature from across the world and provide the intellectual equipment for dealing with the complexities that arise in reading literature in a transcultural context. as well as coming from different parts of the world, the texts are chosen for the way they represent the implications of a globalised world. issues that feature in the unit include the movement of people across borders, the forces of global capitalism, the threat to local cultures, the influence of mass and new media, and the history of colonialism. the aim of the unit is for students to develop a sense of the globalised world as it appears in literature. at the same time, students are encouraged to apprehend the determining effect that globalisation is having on literature. the unit also serves as an introduction, more generally, to the discipline of literary studies and its key techniques of reading closely as well as contextually.', 'human rights in global perspective. activists appeal to human rights in arguing for the liberation of the oppressed. governments appeal to human rights in justifying and criticising their own and others’ policy decisions. wars have been fought in the name of human rights, and a complex set of international institutions has evolved devoted to their protection and promotion. but what are human rights? and when, if ever, are we justified in invoking them? this unit introduces students to the core ideas and central controversies in the study of human rights. topics covered include the fundamental nature of human rights, debates over which particular human rights individuals ought to be afforded, scepticism as to the very existence of human rights, and real-world human rights controversies and challenges (e.g. war, poverty, immigration, climate change).', 'crime and society. whilst the phenomenon of crime is not new, without a knowledge of where, why, and how it occurs, any government or societal approach to its control cannot possibly be successful. crime and society provides students with a theoretical and practical understanding of criminal behaviour. social, psychological, biological, and opportunity-based approaches to understanding crime are used to provide a structural framework around which students can better understand individual and collective criminality in all its forms. this unit provides students with the skills to interpret criminal statistics and media reporting, providing the foundation upon which further criminological research can be launched.', 'health and globalisation. this unit introduces students to the concepts of public health, globalisation and the global health agenda. it examines the major threats to global health within the context of the political, economic and demographic changes taking place globally and within specific regions. topics covered include global patterns of health and disease; the trends and causes of infectious, chronic and environmental disease; demographic, social, economic and political change; poverty; global partnerships; and financing of health and economic improvement. the unit highlights how major health issues transcend local, national and international boundaries. the academic objectives of the unit are to provide students with the knowledge to discuss major global events and changes taking place and their consequence on health; and skills to participate effectively in initiatives aimed at health improvement as well as efforts to minimise global health risks.', 'active leadership 1: developing leadership skills. this unit provides students with a unique opportunity to investigate the attributes of effective leadership through experiential learning. students examine their own potential for leadership through an assisted process, and are exposed to leadership theories and research to enable critical engagement with the concept of leadership. the unit also explores leadership within teams and students explore how leadership is related to interpersonal behaviour, communication, and the capacity to motivate others and to self-manage. a variety of practical opportunities in sport and recreational pursuits such as fitness training, modified team sports, sailing, mountain biking, kayaking and trekking, allow students to practise their leadership skills.', 'discovering earth. the objective of this unit is to develop an understanding of fundamental geological concepts and processes. the unit focuses on geological processes that result in the formation of important earth materials and resources, and learning key concepts and skills that are applied to understanding how earth’s geosphere, biosphere, atmosphere and oceans have evolved through time to present day environments, and which will continue to evolve in the future.', 'managing your personal finance. this unit highlights the importance of financial literacy in personal financial decision making. it reflects the increased financial responsibility that students face in areas including debt accumulation, financial product selection and retirement savings decisions. students explore a range of topics including the impact of behavioural biases that are a natural part of decision making, with a view to exploring the impact these biases can have on financial decisions. students are introduced to time value of money, with examples of the dramatic impact of compounding on both debt and equity. this introduction includes analysis of the cost of credit card debt, loans and mobile phone contracts. students critique the concept of human capital, with a view to identifying their own human capital and understanding the part that education plays in creating this capital. they explore the interaction between consumption smoothing, debt and investing, along with planning for retirement within the present australian superannuation system. students create their own personal balance sheet and a simple plan for their financial future and write a reflective journal concerning this task as part of the unit.', 'consumer behaviour. this course develops students’ understanding of consumer research and its usefulness for marketing management. drawing on disciplines such as sociology, psychology and consumer culture studies, it examines the consumer both as an individual and as a member of other groups and cultures. it looks in detail at areas including the decision process, learning, perception, involvement, attitude reformation and change, personality, motivation, reference groups and culture.', 'fundamentals of language: sounds and words. this course explores foundational concepts and issues in the study of english language and linguistics. in particular, the course focuses on the areas of phonetic/phonology, morphology and lexical semantics. topics covered include how the sounds of a language pattern and how they can be described, how words enter the language and how they relate to one another and carry meaning.', 'the making of the modern world c. 1500-1800. this course will introduce students to a broad range of topics from the early modern period (c.1500-1800). it will examine many aspects of the early-modern world, including its social, economic, military, political, intellectual, religious and cultural history, some of which will be framed within a global context. drawing on particular areas of staff expertise in social, economic, religious, gender, cultural history and material culture, the module will discuss the important changes that took place during this period and expose students to the ways these can be studied.', 'topics in british politics. this course will allow students to develop a specialised interest in british politics. students will examine key trends and topics in british politics from an historical, conceptual and policy-related perspective. the course opens with six lectures aimed at providing students with an overview of key developments in, and scholarship on, post-war british politics, prior to more focused seminar work on a range of topics. the lectures cover key developments in postwar british politics, debates about state institutions and civil society in britain and analytical approaches to studying topics in british politics. in the seminars students will be asked to examine specific topics in british politics through the lens of the key themes outlined in the lecture series. the topics are as follows: political change in postwar; britain; blairism and new labour; cameron and the transformation of the conservative party; constitutional reform in contemporary britain.  these topics are designed to allow students to focus on a range of issues relating to the state and civil society in britain. the course is aimed at equipping students with an overview of key developments in british politics by focusing on issues such as change & continuity, power, policy developments and institutional change.', 'energy systems and policy. the aim is to give students an overview of the demand for and supply of energy, the technologies involved, and the main economic and policy issues. the topics covered are: the demand for energy, fossil fuels, electricity generation (conventional, nuclear and renewable), hydrogen, electricity networks, electricity markets, investment decisions, energy security, energy and the environment, and energy policy.', 'business law. this course is designed to enable students to understand legal issues relevant to the role and practices of professional accountancy. the course introduces students to the role and nature of law, and explains how companies are formed, and the role and responsibilities of company officers. students learn about contract law and issues of negligence in relation to accounting. the module explains the role of trusts, and legal and regulatory issues relating to intellectual property and information technology.', 'historical concepts in the history of art. this course provides a thorough foundation in the historical concepts and categories employed in the analysis of works of art. examples include: the meaning of style; artistic ‘schools’; iconography and symbolism; the meaning of ‘genre’ and different artistic genres; the distinction between ‘fine’ and ‘applied’ art; the figure of the artist. these themes are explored in relation to individual artworks that are studied both in reproduction and also in situ, in the barber or in external visits to, for example, galleries and museums in birmingham and london.', 'media, politics and public opinion. this course examines the role of mass media in politics. being one of the major, if not the most pervasive sources of political information, mass media influence the political arena, government policies, and public opinion. lectures address empirical and theoretical points on political communication and public opinion literatures, and understand the motivations and practices of the main agents associated with the process of political communication: the media and journalists, the audience, and political actors (parties, leaders and candidates).  the module covers material on the role of mass media in politics, the process of news making, processes such as media concentration and censorship, and the effects that media have on citizens’ political attitudes and behaviour.', 'project management (business strategy delivery). this course links directly with engineering and business strategy development, demonstrating how programmes and projects are derived from a business intent. it describes the ontology and structure of projects and develops the role of a project manager in planning and delivering the required benefits for the enterprise.', 'geological natural hazards. this course examines the major geological natural hazards (earthquakes, volcanic eruptions, ground stability and landslide hazards, tsunamis, bolide impacts) in terms of driving geological processes and human impacts. the theoretical background behind each hazard is addressed, placing processes in a wider geological context, examining the key physical principles driving each process, and considering frequency and magnitude relationships. concepts of risk and vulnerability are introduced via a range of case studies, examining factors that have led to natural disasters. methods of hazard assessment and monitoring are investigated, with case-study examples, to consider the forecasting and mitigation of geological natural hazards.', 'introductory sociology. soc 1 provides perspectives and information useful in understanding all societies. the major theories (functionalism, conflict, and symbolic interactionism) and concepts provide the foundation upon which the course material rests. students will learn how sociologists do research and explore tools for understanding the production of knowledge and for evaluating the validity of sociological assertions. students will employ critical reasoning skills as they explore the nature and reality of culture and social structure, the formation of the social self and the salience of group identities and norms, social stratification and inequality (in the specific contexts of race, ethnicity, gender, and age), and the complexity of human social life and behavior. sections of this course may include group research projects, debates, and library or internet-based research. classification(s): social and behavioral sciences', 'race, ethnicity and culture. soc 119n focuses on historical patterns and current status of racial, ethnic and cultural groups and issues locally, nationally, and internationally. soc 119 has three objectives. the course will introduce students to new ways of thinking about race, ethnicity and culture from the perspectives of the social sciences and humanities. students will be able to compare and contrast differences between race, ethnicity and culture. they will be able to understand the extent and pervasiveness of racial, ethnic and cultural inequality and discrimination in the u.s. and explain how unequal systems impact different ancestry groups. students will be able to compare historical causes and consequences of sociological processes such as immigration, assimilation and multiculturalism, and they will develop new ways of understanding how these processes are expressed in popular culture (e.g., art, music, literature) and intergroup dynamics. students will also learn the intellectual tools for having more thoughtful conversations about the issues address in the class. by acquiring these tools, students will be able to formulate more thoughtful questions and responses when they engage others in everyday discussions about the many racial, ethnic and cultural factors and forces that pull people and groups together and push them apart. finally, students will be able to more clearly explain how their identity reflects and shapes their life experiences as well as others in their racial and ethnic group(s).', 'introduction to art. arth 100 provides an introduction to the history of art from prehistory to the present, through selected topics, rather than a comprehensive survey. areas covered usually include prehistoric art, art of the near east and egypt, ancient greek and roman art, medieval art culminating with the gothic, renaissance art both in italy and northern europe, baroque and rococo art, and modern developments often highlighting romanticism, impressionism, cubism, dada, surrealism, abstract expressionism, pop, feminist, and contemporary art. the course also introduces selected artistic traditions in africa, asia and the americas. the course is designed to meet two principal goals. the first is to increase students’ powers of visual analysis and to help them build a critical vocabulary for discussing an art object’s medium, composition, style, and iconography. the second is to foster an understanding of the deep implication of the visual arts in their social and cultural contexts, both historical and contemporary. the course therefore involves significant material relating to political, economic and religious issues. it investigates problems in patronage, function, reception and censorship. it considers such intra- and cross-cultural issues as representations of gender and the incorporation of non-european art forms into the western tradition. requirements typically include examinations combining short answer and essay questions, and one paper based library research or intensive examination of an actual work of art.', 'anthropology, ancestry, and you. anthropology, ancestry, and you will integrate anthropology and genetics through the exploration of the students’ own genealogies and genomic ancestries. engaging students in the investigation of their own origins will promote learning of science and social science. instead of a textbook, students will have the opportunity to purchase a commercially available genetic ancestry test after receiving training on the potential risks and benefits of participating in personal genetic testing. this interdomain course will provide an opportunity for students from any major to explore topics including, ethical considerations of genetics research, human evolution and adaptation, dna and inheritance, race, and identity.', 'stars, galaxies, and the universe. astro 6 is an introductory course that provides a broad introduction to many areas of astronomy with qualitative descriptions of the dazzling and varied contents of the universe including the sun and other stars, red giants, white dwarfs, neutron stars, black holes, supernovae, galaxies, dark matter, and more. the course will explore how these objects form and change and interact, how the whole universe formed and changes (cosmology), and where earth fits in the vast scheme of things. descriptions will build upon the basic physics of gravity, light, and atoms, and will be discussed in the context of the process of science as a robust and self-correcting way of learning and knowing that relies on making and testing predictions by gathering evidence.', 'environmental science. we are living in extraordinary times. our numbers have now become so large, our power so great, and our consumption so rampant that we are despoiling our home. indeed, over the past half-century environmental scientists have been calling attention to the deterioration of earth’s atmosphere, earth’s oceans, earth’s forests and earth’s soils, along with the loss of earth’s biodiversity, from the tropics to the poles. the evidence is unequivocal: planet earth is under duress. though we need earth for our survival, earth does not need us! so, will earth shake us into oblivion or will we wake up, before it is too late, and become respectful members of earth’s community of life? this is a critical question for humankind as a whole; and it is the reason that bisc 3 exists at penn state. so it is that, in this course, we will explore the root causes of today’s environmental crisis and, in so doing, consider scientific, technological, sociological, psychological and personal responses to what is, arguable, the most significant crisis in the history of our species. if you commit to fully engaging with this course, you can expect to: 1-discover how questions can be powerful catalysts for learning; 2-grow in your ability to see both yourself and planet earth from new and liberating perspectives; 3-appreciate the power of critical thinking and personal reflection as a means to both personal and global transformation 4-realize that you, should you choose, can play a significant role in the healing of our world.', 'introduction to spreadsheets and databases. design, use, and programming of spreadsheets and data bases with applications from a range of disciplines.', 'general view of mathematics. this course presents a general view of a number of mathematical topics to a non-technical audience, often relating the mathematical topics to a historical context, and providing students with an opportunity to engage with the mathematics at an introductory level. although some variation in topics covered may take place among different instructors at different campuses, an example of such a course focuses on a number theory theme throughout the course, beginning with the greeks’ view of integers, the concept of divisors, the calculation of greatest common divisors (which originates with euclid), the significance of the prime numbers, the infinitude of the set of prime numbers (also known to the ancient greeks), work on perfect numbers (which continues to be a topic of research today), and the work of pythagoras and his famous theorem. the course then transitions to the work of european mathematicians such as euler and gauss, including work on sums of two squares (which generalizes the pythagorean theorem), and then considering euler’s phi function, congruences, and applications to cryptography.', 'classical mythology. cams 45 introduces the myths of ancient greece and rome as they are represented in the canonical works of greek and latin literature and art. students become conversant in classical mythology by studying the stories of gods and goddesses and heroes and heroines. the course discusses the meaning and function of myths in their historical, religious, and literary contexts. it may also approach the interpretation of myth from different disciplinary perspectives (comparative mythology, critical theory, cultural anthropology, gender theory, history, philosophy, psychology, religion, or rhetoric). in addition, cams 45 gives students the opportunity to apply their knowledge and understanding of myth to the flourishing legacy of classical mythology in the literature, art, and culture of subsequent ages.', 'gender, diversity and the media. this course is aimed at consumers of media in any form. it explores the relationship between the media and society through critical analysis of media and its role in education about and creation of social reality. students research literature on human diversity issues in media representation. students explore economic, political and social implications of media practice. course content is designed to help build deeper understanding of gender, race, ethnicity, ability, sexual orientation and class diversity in media. students explore the role of media and media literacy within the pluralistic democratic us society in the context of a diverse global society. communication theory helps explain how media representations impact human construction of meaning in social relationships.', 'introduction to film studies. analysis of film form and narrative, including cinematography, editing, and sound. issues in film studies including authorship, stardom, race, gender, class, and cultural identity. introduction to selected cinematic movements and national film traditions.', 'principles of microeconomics. analysis of the allocation of resources and the distribution of income through a price system; competition and monopoly; the role of public policy; comparative economic systems.', 'principles of macroeconomics. analysis of the economy as a whole; determinants of the level of income, employment and prices; money and banking, economic fluctuations, international trade, economic development; the role of public policy.', 'introduction to entrepreneurship. students from all majors will learn the processes involved in modern entrepreneurship and identify an opportunity for innovation. the 3 c’s of the entrepreneurial mindset (developed by keen) will be covered: curiosity, connections, and creating values.', 'introduction forensic science. basic principles of forensic science, types of information on which investigations focus, how information is obtained and used in criminal investigations, types of scientific skills required to practice forensic science, guidance on training. real cases discussed; demonstrations of methods provided.', 'introduction to food preservation. introduction to modes of fresh food preservation including use of chemicals and microbes, heat and energy, control of water and atmosphere, and by indirect approaches such as packaging, hygienic design and sanitation.', 'discovery and concepts. nutrition as a science; historical development of nutrition concepts; properties of nutrients and foods.', 'cognitive neuroscience: the biological foundations of the mind. neuroscientific foundations of higher mental processes including attention, memory, language, higher-level perceptual and motor processes, and consciousness. emphasis on the neural mechanisms which form the substrates of human cognition and the relationship of mind to brain.', 'neuroeconomics/reinforcement learning & decision making. theoretical and empirical approaches to neuroeconomics (neuroscience of decision making) from psychology, neuroscience, economics, and computer science. neuroscience of judgment and decision making, behavioral economics, and reinforcement learning.', 'sociology of adolescence. chronological age and social status; analysis of social processes bearing upon the socialization of children and adolescents. the emergence of youth cultures. generational succession as a cultural problem.', 'sociology of culture. sociological approaches to study of historical and contemporary culture and mass media, and their structuring in relation to social actors, institutions, stratification, power, the production of culture, audiences, and the significance of culture in processes of change.', 'design of coffee. this class is intended to serve as a non-mathematical introduction to how chemical engineers think, as illustrated by elucidation of the process of roasting and brewing coffee. the instructors will provide qualitative overviews of the basic principles of engineering analysis and design, and then guide the students in corresponding laboratory experiments testing the effect of design choices on the sensory qualities of coffee. in this manner, students will learn that even a process with only two “chemicals” – coffee beans and water – requires careful consideration of key physical concepts that are actually ubiquitous in chemical engineering.', 'introduction to comparative politics. introduction to basic concepts in political analysis and application of them in comparative studies of selected countries. coverage is given to cultural and other informal dimensions of politics as well as to more formal political and governmental structures.', 'general psychology. principles and basic concepts of psychology. the empirical study of individual behavior including perception, cognition, development, personality, social interactions and the biological underpinnings of behavior.', 'fundamentals of organization management. role of organizational design and behavior in business and public agencies. principles of planning, decision making, individual behavior, management, leadership, informal groups, conflict and change in the organization.', 'introduction to mass communication. history of mass media and media research traditions. organization and economics of the media industry. media policy, law, regulation and ethics. impact of the media on individuals and society. traditional, new and emerging communication technologies.', 'presentation, communication, collaboration. use of theater techniques for development of clear oral and physical communication skills that build confidence, presentational style and clarity for students whose command of english is at a competent to fluent level.', 'design and analysis for sensory food science. methods of design and analysis for sensory food science. experimental design strategies. use of taste panels and consumer testing. data analysis and computation including the relative merits and limitations of parametric and nonparametric approaches. modifications for quality assurance.', 'managing and using information technology. develop an analytical framework to manage and monitor business systems concerned with operational, human, and organizational interactions. introduction to computer hardware, systems software, and information systems. management of information technology and the impact of information systems on modern management.', 'supply chain planning & management. develops key concepts and relationships between supply chain design and business models and strategies. much of the focus is on quantitative techniques for analysis & management of the production and delivery of goods & services by an organization.', 'entrepreneurial management. covers the four key elements of successful entrepreneurial management: choosing a business, organizing, financing, and marketing. includes preparing a business plan, becoming an entrepreneur, raising venture capital, selling, negotiating, and building an', 'project management. an examination of project management concepts, including organizational forms, planning and control techniques, and the role of the project manager. develops the skills vital to effective management of multidisciplinary tasks through lectures, case studie', 'negotiations and organizational conflict resolution. a communications skills course designed to better understand the nature of conflict and its resolution through persuasion, collaboration, and negotiation. students will learn theories of interpersonal and organizational conflict and its resolution as appl', 'the innovation process: developing new products and services. addresses the specifics of new product and service development and factors such as market research and partnering that add value and bring innovation to commercial reality.', 'american institutions and culture. this course is intended primarily for international students to introduce them to american institutions — business, educational, and political in particular — within the context of american history, popular culture, and society. students will learn abou', 'business strategy: policy, problems of business organizations. integrates the areas of marketing, finance, accounting, economics, and personnel into a managerial concept of business decision making.', 'international economics. the pure theory of international trade. comparative advantage, gains from trade, and tariff and non-tariff barriers to trade. case studies in international economic policy.', 'leadership in the workplace. this class is aimed at students who are eager to develop an understanding of the interplay between psychology, leadership, and workplace dynamics within organizations. the focus of the class is on the practical as well as the applied and theoretical aspec', 'international business management. environmental, economic, political, and social constraints on doing business abroad. examines the effects of overseas business investments on domestic and foreign economics; foreign market analysis and operational strategy of a firm; and development poten', 'operations management. introduction to the operating functions of a firm. emphasis on problem-solving skills using analytical techniques. includes production planning and inventory control, quality control, forecasting, capacity planning, and work-study. viewed from the aspec', 'international business law and regulation. this course examines the international business, legal and regulatory environment. topics include international legal comparisons, the international sale of goods, imports, and exports, technology transfer, intellectual property protection and forms, and', 'climate change. climate change is the greatest challenge for humanity in the 21st century and is particularly compelling for australia. this course addresses this issue with reference to australian and international case studies. in order to understand current global climate change, the course examines the record of historic and prehistoric climate before considering the scientific prognosis for climate change as summarised in the scientific reports of the intergovernmental panel on climate change. the impacts of climate change on both society and the physical environment are then considered. the course will explore options to mitigate, and adapt to, the impacts of climate change. in particular, there will be an intensive examination of how climate change and its impacts on the environment can be managed.', 'cognitive science: minds, brains & computers. cognitive science is a multi-disciplinary enterprise that seeks to explain human intelligence and behaviour by drawing together the insights from psychology, computer science, neuroscience, and philosophy. this course is an introduction to the philosophical and theoretical foundations of this field. topics will include the computational model of the mind, classical (digital) and connectionist (analog) approaches to cognition, embodied and extended cognition, dynamical systems theory, and predictive coding models of perception. while there will be discussion of computation and computational accounts of cognition, the course is introductory and does not assume a background in computing or mathematics.', 'health and illness in populations. health and illness in populations aims to introduce students interested in health sciences careers such as public health practice, health-related research, or clinical practice, to a population view of health. it draws on a range of disciplines that contribute to a focus on the health of populations, including epidemiology, health promotion and disease prevention, history, politics, and ethics. the course invites students to develop a critical view about what constitutes public health issues, how they are measured, and potential responses to improve population health.', 'opportunity assessment. what factors create a potential entrepreneurial opportunity? how do you assess the potential benefits and risks that underlie an opportunity? you will deconstruct a potential innovative idea and create your own evaluation process through use of a range of business tools to reconstruct it into a market opportunity. you will learn to identify changes in the external environment and to recognise trends/patterns that provide insights into correcting direction and continually improving a growing venture, or an established company. in developing a detailed feasibility plan you gain new perspectives in evaluating and enriching an innovative idea.', 'social problems. issues such as poverty, unemployment, poor health, crime, drug addiction, homelessness, illiteracy and dysfunctional families are all labelled as ‘social problems’. consequently through public policy the state seeks solutions to reduce the negative impacts of these and similar harms. in this course you will explore the ways in which such social problems become defined. this includes an exploration of the different worldviews and theoretical perspectives that shape how we see social problems and the effects of different ways of defining social problems across time and cultures. through learning to analyse how issues are problematized, you will gain insights into the social framing of contemporary policy initiatives. key to this course is the focus on a range of social problems and the use of sociological theory to understand the social-economic processes surrounding the construction of issues as social problems and attempts by policymakers to address them.', 'cities and sustainability. as cities grow and develop their environmental impacts are concentrated locally but have impacts across the globe. informed by a critical use of urban political ecology, this course focuses on the complex interaction between the social and material processes of urbanisation and environmental change. students will be introduced to: the way urban development alters soils, water systems and biodiversity; energy and resource flows within and through cities; the contribution of cities to climate change and the impacts of climate change on cities. in the process of exploring these issues, students will be introduced to measures aimed at addressing the environmental impacts of urbanisation and creating more sustainable cities.', 'introduction to global politics. this course provides a comprehensive introduction to global politics, focusing in particular on its origins and historical evolution, its key concepts, major theoretical frameworks, main actors and institutions, the global architecture of power, and its dynamic nature in the process of globalisation. more specifically, the course introduces concepts of power, statecraft, diplomacy, foreign policy, political economy and international security, and examines the evolution of international relations in the 20th and 21st centuries. the course combines the study of concepts and theories with a range of questions about global politics, including: why bother with theory? have we reached ‘the end of history’? why is the world divided in nation-states? what factors influence the foreign policy of states? is the sovereign state in decline? what is the ‘new world (dis)order’? are we experiencing a ‘clash of civilisations’? why do wars occur? is there such a thing as a just war? what are the causes of terrorism? how is the world organised economically? do transnational corporations rule the world? is free trade the solution to global poverty? what are the main global threats of the 21st century? these and other questions will be explored through the examination of a wide range of contemporary issues and case studies, including: the rise of china; the resurgence of russia; the nuclear threat posed by north korea; the tensions in the south china sea; the role of the united nations; the future of the european union, particularly after brexit; the increasing power of transnational corporations, such as wal-mart, google and facebook; the terrorist threat posed by al-qaeda and islamic state; the ongoing conflicts in syria and palestine; the humanitarian crisis in myanmar; the role of the united states in global politics, particularly since the election of donald trump; the impact of global pandemics (such as covid-19); and the multiple threats posed by climate change in the 21st century.', 'cyber-politics: politics & the internet revolution. the course examines how the digital age has transformed politics around the world. information and communication technologies have deeply changed both the private and public spheres, the internet has radically changed the way people communicate with each other and interact with the state and private corporations. it has reshaped our economies, and created new opportunities for political engagement and organization. citizens use the internet to organise protests and boycotts, but the internet is also a space where individuals may become radicalised. it provides a democratised platform for the production and consumption of information, but also lends itself to the proliferation of “fake news”, echo chambers and hate speech. governments attempt to enact laws that control, censor, or monitor online interactions. but private corporations are similarly interested to control and utilize the internet to gather data on current and future consumers, and to exploit commercial opportunities. similar opportunities are also sought by criminal actors, who seek to use the internet to pursue criminal, aggressive and terrorist activities. how, then, ought the internet be governed? who should have authority to control internet access and content? in this course, we will explore this complex web of relations, dangers and opportunities by tackling questions such as: should the internet be censored, and by whom? should hate speech be prohibited? who should control access to the internet? should facebook be nationalised? what is the value of privacy? what impact is the internet, and particularly social media, having on the human experience? what is cybersecurity and how do we achieve it? does internet communication favour populist and authoritarian leaders? how do these issues relate to one another and to conceptions of network neutrality more generally?', 'empowerment, gender & community development. this course investigates crucial interconnections between empowerment, gender and community development, examining the ways in which gender and community participation, influence development policies, processes and programs; and the extent to which development, gendered relations, and communities are transformed in the process. it examines key concepts and theoretical frameworks of development with a particular focus on the intersection of development terms such as community, participation, sustainability, gender, equality & empowerment, in light of current issues in development discourse and critical analysis of development practice and policy. in the course, then, we explore the use of certain concepts and ideals, such as empowerment, gender equality, sustainable development, as well as central issues in development practice and policy. these include the interaction between poverty and gender; the empowerment of women through work and microfinance/credit; and the proposed empowerment of communities (and countries) through the ‘girl effect’. the complexities of corporate community development are also examined, as is the practice of tourism (volunteer/cultural) as sustainable community development; the issue of gendered violence, legislation and human rights at the level of local communities; and an analysis of the sustainable development goals from the standpoint of gender and the community.', 'sustaining work and business for a just society. this course provides students with a foundation in the broad field of axiology, introducing concepts and theories of human values and ethics. this will take a particular focus on the challenges of working in and managing different types of business, public, third sector and informal organisations. the course is structured around individual and group level analyses of behaviour and decisions, emphasising the importance of personal, group and corporate responsibility. it emphasises the important tripartite approach to ethics, equipping candidates to systematize, defend, and recommend concepts of right and wrong behaviour. classes will draw from all the business disciplines (ie finance, accounting, management, marketing and international business), presenting participants with complex moral and ethical challenges drawn from real-life and hypothetical situations. these will be explored with a theoretical backdrop, drawing from axiological theory and other relevant and important topic areas (such as leadership, decision making, power and conflict, diversity, culture and professional ethics). such analyses will engage with various influences on behaviour, especially relating to explicit and implicit codes of behaviour (eg regulatory, professional, organisational and socio-cultural). tutorial work and assessment will involve activities such as reflection, discussion, debate and role plays using key concepts such as cognitive and emotive dissonance, stereotyping, fundamental attribution error and tools such as the johari window, transactional analysis and the repertory grid. this approach will help participants develop greater self awareness, self reliance and personal responsibility. successful completion of the course will provide participants with a framework for further study across all subject areas and equip them for future lives living and working in an increasingly complex global environment.', 'international business operations. this course prepares students for working in an organisation that operates internationally. students are exposed to different aspects that underpin internationalisation decisions of a firm. they also learn about the input of different functional units within organisations in the success of its international operationists. the broad content themes include international strategy and organisation; entrepreneurial nature of international expansion; different modes of foreign market entry; internationalisation of service firm; international marketing, human resource management, and sourcing. finally, students have an opportunity to explore ethics and corporate social responsibility (csr) in the international context. the course develops skills in analysing cross-border business scenarios, identifying opportunities and risks entailed in various internationalisation decisions, appreciating the complexity of international business operations, and including ethics and social responsibility as significant factors shaping a firm’s behaviour in a home and host country(ies).', 'entrepreneurial foundations and mindset. this course focuses on the development of new skills and the cultivation of an entrepreneurial mindset. skills learnt in this course prepare students for creating their own entrepreneurial career path, becoming a valued corporate team member (intrapreneur), or using their own enterprising skills within government or the not-for-profit sector. students will understand the theoretical concepts behind the nature and importance of entrepreneurship, use a number of tools/frameworks/models to identify and assess opportunities, and engage in experiential learning activities to develop their entrepreneurial mindset.', 'introduction to social research. which youth crime prevention programs work? is job market situation for university graduates in australia improving or worsening? why do some international students succeed in australian universities, while others experience great difficulties? are local media in adelaide focusing more on the street crime than on the corporate crime? what is currently known about factors that lead to a happy and lasting intimate relationship? this course will introduce you to the ways in which social researchers seek to answer such questions. you will learn how to formulate feasible research questions. you will be introduced to a variety of research methods that can be used to answer such questions. the course will demonstrate that each method has its strengths and weaknesses and that the best research is usually produced by a combination of methods. the course will give you the basic tools to be an informed and critical user of social science research. you will learn how find the most up-to-date and highest quality studies on the topic of your interest. you will also apply the methodological reasoning acquired in the course to review the current research literature on a topic of your own interest. finally, you will learn how to write well-structured analytical papers.', 'information risks, threats & controls. the course information risks, threats & controls consider a broad perspective of organisational vulnerabilities of the digital age, including enterprise risk assessment. topics addressed include recognition, analysis, and synthesis of risks, threats, and vulnerabilities, and measures to mitigate them, including policy, control, and implementation. risk management and assurance are critical to all aspects of all businesses and on a broad level. while this course acknowledges the need to recognise and analyse risks, threats, and vulnerabilities across and within the various disciplinary structures of an organisation, (including fiscal risk, brand and reputation, production, operations, legal, and oh&s) it does so from the perspective of the responsibility for information and cyber security plans to support and ensure the risk management of other departments and disciplines. the focus, throughout, is specifically on information & cyber security and data privacy.', 'using big data for economic and social problems i. this course will show how “big data” can be used to understand and solve some of the most important social and economic problems of our time. the course will give students an introduction to important relevant economic concepts and frontier research in applied economics and social science related to policy making. topics may include equality of opportunity, discrimination, education, health care, and climate change besides others. the course will also provide an introduction to data visualisation, data management, and basic statistical methods and data analysis techniques relevant for big data approaches, which may include regression analysis, causal inference, and quasi-experimental methods.', 'introduction to marketing. this course is designed to provide students with an understanding of the principles of marketing. there will be a focus on the management of the marketing activities and how marketing relates to overall organisational functioning, including the management of exchange processes between business units and consumers and between firms. it will include topics such as environmental analysis, industry and competitor analysis, objective setting, marketing strategies and marketing mix components such as pricing, distribution, product and service development and promotion including both traditional and digital marketing communication. additionally, the course will provide opportunities for the practical implementation of the concepts covered and the development of problem solving skills by means of face-to-face seminars and tutorials and online learning.', 'managing organisations and people. this course introduces students to the roles and functions of managers. the content includes an introduction to organisations and the need for and nature of management. it examines the evolution of management theory, organisational environments, and corporate social responsibility and ethics. the course also includes a detailed investigation of the four functions of management: planning and decision making, organising, leading and motivating, and controlling.', 'asia and the world. asia’s immense impact on the world over the last 2-3,000 years has often been obscured and is rarely part of australian common knowledge. asia and the world provides all students, but especially those doing international studies and asian studies, with a basic introduction to notions of asia. many things which are taken for granted as being western, often have their origins in the east in some way. this influence extends to language, hamburgers, philosophical ideas and ways of illustrating what we see. this influence is not limited to the ancient past. today asian pop culture is reshaping western pop culture and ideas and products from asia are changing our lives in fundamental ways even if the origins are not obvious. asia and the world highlights the irony of how reactions to asia shaped europe’s destiny and how its inventions and ideas have been adapted by western states and often used to then dominate asia in the colonial period. the contemporary rise of independent asian nation states is reviewed and contextualised and the processes which obscure asian influence are explained. your view of why australian/western history and culture are the way they are may well change the way you see the world.', 'sound & media. this course focuses on the following content: (1) the use of sound in the media, with attention to film, television, games; (2) the concepts of montage and collage and their application to sound for media; (3) media and sound editing concepts and techniques; (4) detailed scene analysis of examples from films, television, games; (5) psychological and aesthetic aspects of sound in media; (6) the role of sound in the construction of the media; (7) technological basis of sound in the media; (8) historical development of sound in the media.', 'psychology ib. this course provides an introduction to the basic concepts and core topics within contemporary psychology. the two courses may be taken singly or in combination. core topics covered over the year will include the development of the individual over the lifespan; the study of the person in a social context; differences between people with respect to their intelligence and personality; issues related to individual adjustment and maladjustment; the biological bases of behaviour; the interpretation by the brain of sensory signals from the external environment; the mechanisms underlying learning; the encoding, storage and retrieval of information; the nature of motivation and emotion; culture and cross-cultural psychology. the courses will also provide an introduction to the methodological approaches employed by psychologists to study these topics. major findings to emerge from psychological research will be presented, and the practical significance of such work will be discussed. practical work will address the conventions of psychological report-writing and the ethical principles underlying psychological research and practice. pre-recorded lectures will be posted online via myuni and face-to-face teaching will take the form of interactive lectures and workshops.', 'digital humanities: theories and concepts i. this module will introduce students to the fundamental concepts of the digital humanities. it will lay the foundations for subsequent modules by introducing students to a variety of issues of concern in digital humanities practice. the changing nature of academic debate and the impact of digital tools in research and on the production of academic work, both individual and collaborative, will be introduced.', 'digital humanities: tools and methods i. students will be introduced to some of the key tools and practices which support the creation of digital artefacts and collaborative scholarly work in the digital humanities. students will explore the impact of digital tools in research and on the production of academic work, focusing on data capture, data structuring and enhancement, data analysis, data visualisation, data publishing and dissemination using a variety of standards. a range of other tools will be introduced and explored in lecture and in hands-on seminars.', 'data and digital literacy. to enable participants to build an awareness of the data and digital capabilities and literacies required by future-ready organisations and how to enhance these capabilities as a strategic asset for the digital era. the core of the module focuses on appreciating the practicalities of utilising data and digital capabilities in organisations. this module provides participants with an ability to identify and prioritise opportunities to deliver business value through (1) applying tools and frameworks; (2) critiquing case studies of data and digital transformation exemplars; and (3) engaging in a team-based design challenge.', 'introduction to screen media and cinema. students will study a range of screen media texts and platforms, from early moving image texts, to digital cinema and social media, within the context of specific industries and how those industries converge and overlap. significant focus will be on the proliferation of screen media in everyday life – to what extent do we shape media, and to what extent does media shape us? students will be introduced to key theories on screen media, to enhance their critical reading of texts and platforms and their respective contributions to society and culture.', 'analytical thinking skills in political science. to provide the tools to critical and analytical thinking in political science. on successful completion of this module, students will have studied how to acquire core study skills and develop analytical thinking in academia.', 'introduction to sociology. this module introduces students to the subject of sociology; to the development of modern society; to key people and ideas in sociology; and to issues and problems in contemporary society, both in ireland and globally.', 'tales of kings and heroes in medieval ireland. this module begins with the early heroic literature of the celtic countries, with a focus on the mythological aspects of medieval irish texts from the ulster and fenian cycles. it continues with a detailed study and analysis of selected narrative texts, in translation, introducing students to medieval irish literary compositions about characters and events, particularly kings, of the early historical era. attitudes to kingship and views of history in these tales are explored. all texts are read in translation.', 'model european union. to examine eu affairs, key eu policies and the councils of the eu. to give students an opportunity to develop communication and negotiating skills by participating in simulated summit meetings of the european council and the council of the eu. examination of eu affairs, key eu policies and the councils of the eu. each student will be assigned a role and each student will take responsibility for a portfolio. a position paper must be submitted. students engage in active, investigative and independent learning and active engagement in, and contribution to, the model european union.', 'the history of art – history and method. to introduce students to the methods and theories that have played a major role in the formation and purpose of art history since the renaissance.', 'modern ireland: culture, politics and society. the module introduces students to the broad developments of modern irish history, from the 1850s to the 1990s.', 'irish film history. this module will thematically link the recurring narrative motifs in irish cinema and the cinemas of the irish diaspora. the dominant presence of irish history and politics in cinematic images of ireland and the irish will also be assessed.', 'international relations. this module surveys the international scene from the breakdown of the wartime alliance and the origins of the cold war up to the present. particular attention is paid to select examples of us intervention in the ‘third world’. case studies include the development of the united nations, decolonization and the ideology of us foreign policy.', 'psychology and everyday life. to introduce students to theoretical, methodological, and empirical ideas about an approach to studying experience, practices, dilemmas, and potential of people’s everyday lives.  this module will introduce students to the critical potential of ‘everyday lived experience’ as a radically different approach to psychological research and practice that provides a link between psychology and social theory. introduction to psychology of everyday lived experience; concepts such as lived experience, voice, values, subject position, participation; ethnography of lived experience as researching with the other; case studies such as children living in a debt economy, the everyday experience of being a migrant, digital technology and the transformation of everyday living, everyday caring, etc. (case studies will vary from year to year).', 'reasoning and argument. the module starts with the distinction between deductive and inductive reasoning. the first half of the module will consider inductive arguments, and various kinds of ‘informal’ reasoning. the second half of the course will teach students how to construct, analyse and evaluate deductive arguments by employing some ‘formal’ logical techniques. throughout the course students will be encouraged to consider the benefits and problems associated with different styles of reasoning by examining arguments in both philosophical and non-philosophical contexts.', 'social policy analysis. the course content offers students an opportunity to explore the origins and evolution of social policy, to acquire an understanding of the basic concepts, theories and ideological perspectives underpinning the discipline, and to develop policy analysis skills. the development of irish social policy and social services will also be critically appraised in the module.', 'micro-finance and development. to review and evaluate innovative approaches for increasing the supply and range of financial services to the poor and their contribution to economic and social development. this module will focus on the theoretical foundations of microfinance and its role in development. this will include:  (i) defining microfinance and distinguishing it from traditional financial services;  (ii) understanding the different paradigms associated with microfinance and development;  (iii) distinguishing between different approaches to measuring impact of microfinance programmes; and  (iv) evaluating the contribution of microfinance to poverty reduction, gender empowerment, social and economic development. the different factors, at a micro level, that influence the design and operation of microfinance programmes will be examined. these will include:  (i) the influence of the national and sectoral context;  (ii) identifying market, clients and services; and  (iii) designing microfinance products. specific case studies of microfinance will be reviewed and evaluated against the macro and micro theoretical foundations influencing microfinance design eg credit unions, grameen bank, islamic approaches to microfinance, and lets schemes.', 'cognitive psychology: new perspectives. to provide an overview of the evolutionary perspective on high-level cognition, such as reasoning and decision making. to provide an overview of what influences our perception and cognition from childhood to older age (e.g. physical health; education; video games; etc.). we will also evaluate cognitive enhancement and brain training studies. behavioural and neuroimaging studies will be analysed as examples of how these themes are approached in the literature.', 'london on film: representing the city in british and american cinema. this module examines the representation of london in films made from the 1920s to the present. it explores the social and cultural forces that have given rise to changing views of the city over time, as well as the diversity of ‘londons’ that may arise within a single time period. through analysis of a wide range of films, the module investigates how the city has been imagined, and what meanings it has embodied, in a wide variety of genres and time periods. students develop skills necessary to deconstruct, decode, and interpret filmic imagery, sound, dialogue, and story, and demonstrate how their knowledge and understanding of london’s history in the twentieth century can be applied to film analysis with reference to both textual and contextual factors.', 'historical geographies of medicine: from imperial hygiene to global health. this module explores the relationship between medicine and projects of european imperial expansion. focusing on the period 1750 to the present, the module examines how european encounters with unfamiliar bodies, places, and diseases led to changes in the practice of medicine as public health increasingly became a ‘tool of empire’. informed by scholarship from medical and environmental history, students learn how a geographical perspective can be used to interrogate the histories and contemporary legacies of these encounters with difference. key topics that will be considered include: disease and environment; the emergence of racial medicine; sexuality and gender; and the colonial legacies of contemporary global health.', 'unravelling britain: british history since 1801. over the last two centuries, britain has changed beyond recognition. from the industrial revolution to the sexual revolution, new forces have transformed the lives of ordinary men and women. the rise and fall of the british empire, a series of global wars and migration to and from britain challenged what it meant to be british, while political institutions became increasingly democratic. in the sciences, the theory of evolution, the invention of television and the coming of the atom bomb offered exciting and sometimes terrifying possibilities, with far-reaching effects on british society. new forms of leisure emerged, while attitudes towards homosexuality, race, religion and the rights of women have been redrawn.    this module provides a rich introduction to modern british history, from 1801 to the present day. if you have not previously studied the period, it will give you the foundation for specialist modules in subsequent years. if you have some prior knowledge, it will challenge you with new interpretations from the cutting edge of historical research.    the module introduces you to new critical approaches to the subject and draws extensively on primary sources such as film, pop music and visual imagery. it has a strong global dimension, showing how crises in india, asia and africa shaped the ‘british world’.    by the end of the module, you will have developed new skills in source analysis while challenging your preconceptions about modern britain. above all, we hope to enthuse you with the richness and diversity of british history, and the possibilities it offers for further study.', 'london: walking the city. the movement and flow that might produce “city” is the movement of people; the proposition of highways and alleyways, green spaces and social housing; the configuration and scheduling of transport; the regulation and timetabled glow of light; the whiffs and breezes and pockets of air pollution. it is also the circulation of ideas and the pulse of affect. from the rock against racism festival in 1978 in victoria park to the 1920s west end of the female flaneuse; from the site of riotous bartholomew fair in early modern farringdon to the victorian east end music hall to the roman city that lingers in the strata of the present city’s infrastructure, this module curates a series of weekly encounters with the literary and performative city. students will walk london, and travel along its transport connections, listening to guides, looking around them and engaging self-reflexively with the meanings and imperatives found in the ¿city”. the module will include walking lectures, seminars and workshops and will develop skills of close reading, observation, critical thinking and effective communication.', 'british horror: film, television and literature. british cinema is often celebrated for its social realism, yet it has made significant and influential contributions to the worlds of horror, fantasy and science fiction. from the gothic tradition of dracula to the nightmarish vision of london in 28 days later, this module investigates this alternative history or ‘repressed underside’ of british cinema and the ways in which these films have responded to their social and cultural production contexts.   introducing you to a range of critical approaches to film, this module will explore debates on the cultural appeal and social significance of horror, the meaning of horror figures like the vampire, werewolf and zombie, and the nature of audiences and film spectatorship. key discussion topics will be the representation of gender and sexuality in horror texts; the psychoanalytic interpretation of horror; and the ways in which the films respond to the history of britain and its capital. with an emphasis on cinema, we will also compare the writing of british authors with film adaptations of their work.', 'consumer psychology. a deep understanding consumers is critical for businesses that wish to meet and satisfy consumer needs. the module will help students to gain an in-depth understanding of what makes consumers buy some products and not others, how various psychological characteristics influence our consumer behaviours, how companies can best try to meet consumers’ wants and needs, among other interesting topics. building on a general understanding of marketing, this course develops a useful, conceptual understanding of psychological theories relevant to the study of consumer behaviour.', 'witches, demons and magic in late medieval and early modern europe. the central theme of this module is the ‘supernatural’ in the early modern world. the module will explore beliefs in witches, demons and magic, and phenomena such as angels, ghosts, dreams and miracles using case studies from a range of european countries across the period 1450 – 1750. it will investigate the interplay between popular and elite ideas about witchcraft and magic and how these changed over the course of the period. topics will include: witchcraft, sabbats, the diabolic pact and black magic; witch trials, torture and execution; demonic possession and exorcism; angels, ghosts and fairies; and monsters and miracles. students will be given the opportunity to discuss a range of textual and visual primary sources including woodcuts, witchcraft trials, popular pamphlets and official treatises (all in translation). students will model a holistic approach to the study of the ‘supernatural’ in the early modern world, and reflect on the meanings that witchcraft and the supernatural continue to hold in the modern world.', 'the buildings of london i: from the ashes of fire to the capital of empire. taught by numerous site visits to historic buildings alongside lectures and seminars, this course introduces students to the study of architecture by exploring buildings in the london area from the start of the seventeenth century to the accession of queen victoria in 1837. during the course, we will witness london burn to the ground, be comprehensively rebuilt, and then expand from a small european capital into the largest city in the world. along the way, we will encounter a wide variety of buildings including cathedrals, palaces, churches, synagogues, breweries, shops, and hospitals. students will acquire skills in looking at, reading, and understanding buildings and become adept at using them as historical evidence. students will also learn how to relate architecture to its social, political, and intellectual context, and develop insights into the ways that buildings may carry and convey meaning, whether to an expert or to a more general audience. no prior knowledge of architecture or architectural history is required to undertake the course.', 'fundamentals of management. this module introduces students to the purpose, operations and implications of management by exploring the contexts within which management takes place. we reflect on management in relation to the social, economic, technological and legal conditions within which it operates, and analyse political and environmental consequences. we often think of management as trying to manage flows of energy, finance and labour, but it increasingly is required to confront changing social and political structures on a world scale, and challenging environmental conditions as well.', 'british politics. this module offers an intermediate-level grounding in contemporary british politics and government. students will learn about the uk’s political constitution, sovereign parliament, electoral politics, public debate, cabinet government, civil service and devolved and local administrations. they will develop a breadth and depth of knowledge, and a range of capabilities, that will prepare them to pursue careers in westminster, whitehall and beyond.', 'astronomy. the course presents a general view of the current scientific understanding of the universe with its components, including basic notions on its physical and observational fundaments.', 'fintech: financial technology and applications. in the course, students will analyze how new technologies create value in the financial industry, increase competition, take advantage of economies of scale, and reduce information asymmetries.', 'research, innovation, and entrepreneurship. this course immerses students in the reality of science and technology-based entrepreneurship, where they will be exposed to techniques and strategies to discover and launch a high-impact, scalable business opportunity with great potential to create societal value.', 'theories and hard questions about public international law. in this course, the students will discuss some theories that shape our understanding of public international law and how we argue about it. in addition, students will analyze the meaning of controversial concepts in this field, such as sovereignty and legitimacy. the subject will be based on lectures, text analysis, and in-class debates. the assessments will include written assignments, class participation, and an oral exam.', 'advertising law. the course will include an overview of advertising law fundamentals that will serve as a foundation for students without an advertising law background. this course examines through case law the general principles of advertising law and current issues affecting consumer law, trademark law, copyright law, trade secrets, and unfair competition, among other related matters. also, this course will illustrate how different laws can interact with the advertising process. therefore, students will have a better understanding of legal practice.', 'international investment law and policy. the course explores the role of language as the main channel through which the patterns of living are transmitted to human beings. language becomes an influential means every human being has to understand the essential qualities of the culture every one of us is born into. moreover, language is the main vehicle individuals have to unveil discourse practices that naturalize a state of things in society.', 'environmental criticism, ecocriticism, or green cultural studies?. the course introduces green cultural studies in england and the us, focusing on the connection between representations of the environment, natural or built, in literature and other cultural productions.', 'topics in political theory. the course is an open lecture whose contents the professor defines each semester. its purpose is to deepen central aspects of political theory related to authors, periods, and intellectual movements of the different stages of political theory.', 'microeconomics. this is an economics course that, through knowledge of basic theoretical tools, emphasizes the practice of economic theory. from an economic perspective, it is mainly interested in understanding the behavior of agents and their interaction with the structure and performance of the market. emphasizing mathematical modeling, this course is concerned with analyzing problems in which consumers and producers interact.', 'environment and economics of natural resources. study of the impact of the environment on the economy.', 'astrophysics frontier. exhibition workshops between teachers and students who collaborate together on specific astrophysics topics.', 'competition and market. this course aims to introduce the most relevant theoretical concepts developed to explain the behavior of so-called imperfect markets. the course will emphasize the study of the fundamentals that motivate agents, how incentives guide decisions, and the consequences for society. to this end, it is necessary to understand the relevant variables in the agents’ decision-making process and their implications on how the different industrial sectors are organized. this will lead to the study of, among other issues, monopoly, oligopoly, price discrimination, anti-competitive practices, and regulation. many of these topics model the behavior of the agents from a strategic point of view, which implies that we will need to introduce concepts of non-cooperative games.', 'global corporate governance and business strategy. this course is intended for students that will enter the field of law (particularly corporate law) and/or public policy and covers some of the central ideas involved in global corporate governance trends and to a limited degree, modern finance with a particular focus on the time value of money. the course will examine the academic and practical issues surrounding corporate governance. a basic framework will be developed to integrate the many important dimensions of corporate governance in the u.s. and international settings. the institutional features of corporate governance will be documented using professional business and legal literature. in addition, some scientific research in economics, finance, and organizational behavior will be used to provide insights into the measurement and consequences of observed corporate governance choices. each topic is introduced with an emphasis on applications in legal settings. required math skills are very modest, and students will rely mainly on using excel and/or financial calculators for simple calculations.', 'spanish and english contrasts. english-spanish contrasts offers a comprehensive linguistic description of similarities and differences between both languages.', 'language and the brain. the course reviews different approaches taken by language sciences to investigate two main topics: the psycholinguistic processes that underlie the understanding and production of discourse; and the organization of these processes in the brain.', 'indigenous writings in the americas. in this course, students will study narratives and images that speak to the construction of citizenship and identity in various countries within america. the course will question the applicability of concepts typically associated with analyzing texts written by indigenous authors, such as nation, ethnicity, hybridity, subaltern, decolonization, and borders, through post-structuralist and post-colonial-based theories.', 'language and social change. the course explores the role of language as the main channel through which the patterns are transmitted to human beings. language becomes an influential means every human being has to understand the essential qualities of the culture every one of us is born into. moreover, language is the main vehicle individuals have to unveil discourse practices that naturalize a state of things in society.', 'survival spanish for beginners - a1. this course corresponds to an elementary level a1 of spanish according to the common european framework of reference for languages (cefr). in this course, the student will be able to understand and use everyday expressions and simple phrases aimed at satisfying immediate type needs. the student will learn how to establish basic interaction in spanish while learning relevant aspects of chilean culture, which will be discussed during the class from an intercultural perspective.', 'spanish for upper beginners a2. this course corresponds to a basic level a2 of spanish according to the common european framework of reference for languages (cefr). in this course, the student will be able to understand frequently used phrases and expressions related to especially relevant areas of expertise. the student will learn structures and vocabulary to communicate in simple and direct exchanges on familiar or familiar issues. s/he will learn to describe aspects of their past and environment in simple terms by discussing relevant aspects of chilean culture.', 'literary theory ii. this course aims to introduce the most influential trends in contemporary literary theory.', 'cell biology and disease. through this module the student will gain greater understanding of aspects of cell biology focusing on post-translational events and how cellular events lead to normal tissue function or disease development. lectures, small groups and practical work will be used to develop a greater understanding of how the mechanisms within individual cells and between cells impact on tissues and therefore the organism. the module will employ a case study approach looking at the impact of mechanistic dysfunction on various conditions such as diabetes, heart disease and cancer.', 'the nature of language. this course is designed to investigate the nature of language and to develop an understanding of the various fields of linguistics. topics will be drawn from the following:  1. how to think about language scientifically   2. computation, mind, and language   3. thinking about language : chomsky   4. acquisition and evidence   5. writing a language/linguistics essay   6. language change   7. language and populations (creoles and viruses)   8. sociolinguistics, variation and memory   9. animal communication   10. meaning and communication   11. what it’s all for: language in broader scientific perspective', 'properties & behaviour of engineering materials. this module provides an introduction to the fundamental properties and behaviour of engineering materials. fundamental aspects of common ferrous and non-ferrous engineering materials, relevant to selection, design and manufacture are discussed. the influence of structure-scales and processing methods on materials properties are discussed. the course aims are:  1. to enable students to understand essential facts, concepts, theories and principles of engineering material science necessary for engineering design.   2. to introduce students to the fundamental properties and behaviour of engineering materials.   3. to introduce students to laboratory testing of materials including good laboratory practice and scientific method.', 'ecology and conservation. this course is an introduction to ecological interactions between organisms and environment, and to ecological concepts applied at the level of individuals, populations, communities and ecosystems. introduction to conservation principles, policy and practice. the lecture material provides the theoretical framework for ecology and conservation and will cover topics such as:  •   introduction to ecological concepts   •   research methods in ecology   •   climate, air, water and chemicals   •   intraspecific and interspecific interactions, predation   •   succession, population dynamics, communities, biogeography   •   ecotoxicology, applied ecology   •   conservation principles, policy and practice   •   valuing biodiversity   •   threats to biodiversity   •   conservation of habitats, populations and species   •   practical conservation   •   conservation and human societies   •   un sustainable development goals', 'problem solving with python. this course aims to introduce the programming language python and its application to mathematical problems. to promote familiarity with the environment for standard mathematical operations, and to work towards the ideas of coding user-defined functions and scripts, and further towards programming aimed at solving more substantial problems.  to promote independent thinking and critical appraisal by linking the computational experience to the tackling of unfamiliar problems that have not been directly demonstrated to them and which can be formulated mathematically.  computing methods are of great use in a wide range of applications of pure and applied mathematics, as well as statistics. this module will introduce and develop familiarity with mathematical computing, relate this to problem solving techniques based on independent thinking, and develop the ability to apply such methods independently, towards specific goals in mathematical study and applications.', 'introductory astrophysics. since the beginning of human enquiry we have wondered what our place in the universe is and if we’re alone. in order to answer these questions the branch of astrophysics involves observing astronomical bodies and applying physical laws in order to understand them. this requires cutting edge observations across the electromagnetic spectrum as well as application of physics ranging from particle physics to general relativity. this module will introduce a basic understanding of how we observe astrophysical bodies and how we apply physical laws to those bodies in order to ultimately understand the universe.', 'cell and molecular biology of the immune system. students will develop knowledge and understanding of the molecular and cell biology underlying a specific immune response, and how to describe how such responses can protect against infection by learning topics such as antibodies, t cell receptors and mhc molecules; genetics of antigen recognition systems; lymphocyte development; lymphocyte activation; regulation of immune responses; antibody technology; immunity against infection/immunization; and more.', 'about architecture: cities, cultures and space. this course examines the major currents in architectural and urban thinking, and the social, political, economic, environmental, technological and ideological factors that have shaped, and continue to shape, the production and design of buildings and cities since the emergence of modernity. organised in to three thematics; cities, cultures and space, the course introduces students to key concepts and theories for thinking about architecture, space and the built environment and to the importance of disciplinary perspectives from beyond architecture such as planning, urban design, social sciences, anthropology, philosophy, cultural studies, history and the humanities.', 'slavery. this module explores slavery in the ancient, modern and early modern and modern periods. it is global in scope, introducing students to the experience and practise of slavery in europe, africa and the americas. it will provide insight into the ideologies, practises and social structures that helped constitute the many different forms of slavery in these multiple eras and regions, and explore as far as is possible the lived experiences of slaves themselves.', 'sustainable solutions. the overall purpose of the module is to develop students’ understanding of the complex challenges faced by organisations / companies in the arena of sustainability and the linkages between these specific challenges and the wider un sustainable development goals. the module provides students with the opportunity to work with an external organisation on a problem and generate a sustainable solution. the students will work in small teams with colleagues from other degree programmes and bring principles and practice from their own disciplines to application within the solution. at the end of an intense week of development the team will pitch their idea to the challenge sponsor having considered social, economic and environmental aspects of their proposal. the module allows students to participate in a problem based, experiential learning challenge, as part of the ‘engaged newcastle’ scheme and to consider future career development opportunities.', 'introduction to british culture. the course will develop an understanding of british culture through analysis of a range of topics, examples of topics may include: social class, multiculturalism, the arts, home and family life in britain, film and television, fashion and music, and contemporary britain. areas of study (which may change each academic year) will focus on contemporary trends and debates within a historical context.', 'big history: from the big bang to climate change. the aims of this module are to introduce students to the concept of ‘big history’, an innovative and growing field of looking at the past in the broadest terms, usually figured as being from the big bang to the present (with some speculation as to the near-future). this concept breaks down the disciplinary divisions between arts, humanities and sciences to create a structure of foundational knowledge, telling an interconnected story of the universe, solar system, earth, life and humanity at the largest scales. although invented in its anglophone variety by a historian, david christian, big history explicitly looks to a variety of scientific disciplines concerned with change over time, such as astronomy, geology, and biology, alongside the more familiar humanities and social science techniques of history and archaeology. by the end of the module, students will have been introduced to a broad-based ‘tool-kit’ of methods and techniques by which to interrogate both the human and non-human past. they will also have a better understanding of where the histories they will study during the rest of their time at university, as well as their own lives and times, fit into the grand narratives of the universe, the planet, and the human species.', 'interconnected world: foundations of human and development geographies. this module introduces students to the main principles of human geography. students will learn to appreciate the distinctiveness of place in relation to social, economic, and political processes, across many scales.', 'global business environment. this module provides a comprehensive survey of the complex and dynamic international environment in which organisations operate. areas covered include:  •   locating globalisation and the internationalisation of business in a historical context   •   background to and reasons for today’s international regimes of global governance   •   overview of technological and social drivers of change in the global economy   •   development and regulation of global trade, investment and finance   •   changing role of the state within the global environment   •   trends in the internationalisation of business and in the evolving relationship between business and society   •   impact of emerging economies   •   introduction to relevance of business to major global societal challenges', 'international institutions: who governs the globe?. this course aims for students to:  •   understand the main theoretical approaches to the study of regional and international organizations (e.g. un, eu, asean, who, wto, oas, au, iaea)   •   examine the governing structures and processes of regional and international organisations and the politics inherent in their make-up   •   analyse the effectiveness, limits and challenges of regional and international organizations and the ways in which they respond to these', 'introduction to literary studies. this module provides an introduction to selected texts and literary movements in the nineteenth and twentieth centuries. students are introduced to a range of issues and approaches which will be developed at stages 2 and 3: the varieties of writing in english, the cultural and political contexts in which texts are produced and read, and a range of critical practices. students are invited to explore the relationship between texts and contexts, and how texts might be read in relation to particular generic expectations.', 'comparing cultures. this module introduces students to anthropology which is the study of human diversity and sameness. the module explores the amazingly varied ways that people across the world live, think and relate to one another, as well as the question of what is shared in the experience of being human. the module introduces students to the practice of ethnography – the direct, in-depth study of ways of life – which is at the heart of anthropology. students will also have the opportunity to take part in a virtual exchange with anthropology students from iupui (indiana university–purdue university indianapolis), a university in midwestern united states.', 'race, culture and identity. this module provides students with the knowledge and skills necessary to discuss ‘race’ and racism in an informed, sensitive and critical fashion, making links between ‘race’ and other cultural identities based on class, gender and sexuality. drawing on theoretical perspectives developed within media and cultural studies, heritage, sociology, history, linguistics and anthropology, students will explore current debates around ‘race’, identity and popular culture through the prism of cultural theory. they will learn about what ‘race’ is and where it comes from, and how racism can be seen as multiple, fluent and historically contingent. students will develop the skills to think and write about contemporary ‘race’ issues with diligence and precision, and will gain a critical understanding of the role played by media and popular culture in reproducing (and resisting) racist discourse.', 'human resource management. the module provides an introduction to the practice of managing people in organisations. it examines management as a social process, and offers a critical understanding of how management is performed, why and with what effect. alongside the practical and theoretical, the module explores the art of management considering the aesthetic, emotional and psychological aspects of work.', 'order and disorder: the shaping the 21st century. will the 21st century witness a ‘clash of civilizations’? or is history leading towards ever increasing forms of liberal democracy? structured around the concepts of order and disorder in the international system, this module introduces students to key ideas and events of 20th century history. it focuses on those events which have led to the most dramatic changes in politics at the national and international levels and which have helped to shape the 21st century. topics include but are not limited to: the rise of fall of great powers, colonialism, the two world wars, the cold war, economic crises and the politics of protest. by covering these key areas, the module provides a solid foundation for future studies in politics and reinforces an element of progression in the programme. the module goes beyond merely discussing history by focusing on the relevance of historical events and their interpretations for contemporary politics. by presenting the material in an engaging fashion, the module seeks to enhance student motivation and encourage them to expand their knowledge of historical context through independent study.', 'exploring berlin museums - focus on memory and migration. berlin’s rich museological landscape lends itself to in-depth exploration: how are the upheavals of the 20th and 21st centuries remembered and represented? how can the urban landscape be read as a myriad of dynamic sites? what do these sites, in turn, tell us about past traumas and present-day issues? this course aims to enable the students to get to know a number of berlin museums focusing on key aspects of memory of the second world war and post-wwii migration, using anthropological methods. students are encouraged to critically analyze these representations within larger theoretical frameworks of “self” and “other” constructions, exploring the role of museums in rendering such constructions visible.', 'conceptualizing german identity: from colonial towards post-colonial diversity. this course is designed to introduce students to the wide interdisciplinary perspective on diversity, politics of belonging and the status of citizenship of people within the african diaspora in berlin. historically, the settlement of migrant groups and the formation of minority ethnic groups have changed the socio-cultural, political and economic fabric of receiving societies. as a result, the relationship between migration, social cohesion, and national german identity has become an increasingly contentious political issue. the course will travel through the hidden geography of the so-called afrikanisches viertel in berlin and focus on issues around public space, monuments, and street names from the 1960s to the present day that have anchored german colonialism. we will consider the relationship between colonialism and white supremacy in germany, whilst examining the ongoing debate around how german (anti-)racism has been influenced by earlier colonial ideology and practice. we will turn to the resurgence of colonialism as a theme in recent literature and historiography and examine the state of play in contemporary (international) debates about the colonial past. there will be ample examples from which students can draw to develop a toolbox of critical skills and historical examples through which to understand german colonialism and how it has become a determining factor in contemporary discussions of intersectional inequalities. berlin will be used as a case study for themes covered, however, students are encouraged to reflect on their own identities and the expressions of various identities around the city.', 'asia in berlin. berlin is a multi-cultural city with a diverse cultural life. the seminar will present this transcultural landscape connected to asia. starting with the fascination of collectors and travelers to asia in the barock period of the 18th century and the establishment of cabinets of curiosities, collections and material culture has lend contemporary relevance to ethnography, art history and anthropology. asian collections and architecture presented in berlin are confronted with the very colonial contexts from which substantial parts of them hail, giving contemporary relevance to the history of their origins. as issue today are questions of cultural heritage, cross-cultural methods and opening-up to non-western research, discourses, arts and asian communities.', 'be your own berlin! urban performance in tourism. in this course, we explore the contemporary utilisation of typical berlin discourses in the context of tourism and city marketing, such as berlin-specific subcultures, economic developments à la smart city, political activism and environmental concerns for tourism. by testing different approaches to experiencing and sensing the city, we critically examine the basis of diverse ways of “knowing berlin”. we will ask: what makes the tourist perspective so intriguing and specific? who profits from this way of experiencing a city? how is cultural diversity and complexity practically channelled into profitable tourism sites and activities? in small groups and workshop-based, we will develop and analyse contents and methods of explorative walking performances based on contemporary urban discourses and projects. in an application of our seminar findings and self-produced material, we will go on tours of berlin addressing contemporary urban discourses centring on smart city, participation, touristification and urban activism.', 'exhibitions and exhibits: perspectives on curating. this seminar proposes a reflection on perspectives of curating and making exhibitions in berlin. the course involves site visits to berlin’s museums, galleries, and project spaces. the seminar provides conversations with berlin based curators and artists. it allows students to explore and understand the contemporary curatorial practice of the city by visiting and analyzing different institutions, reading theoretical texts, and developing a practical case study. the topics focus on urban culture, contemporary arts, and queer studies. the course is ideal for future researchers and cultural workers who want to explore the work of curatorial research and exhibition-making. the work performed by the students includes readings, group discussions, and curatorial writing strategies, and it concludes with a conceptualization of making an exhibition proposal as a final project in a group.', 'artists from abroad in berlin: a journalistic exploration. “artists from abroad in berlin: a journalistic exploration” is a hands-on course that invites students to discover and engage with artists who have come to berlin from abroad. berlin’s thriving and dynamic arts scene has long drawn theater-makers, writers, actors, poets, musicians and visual artists from all over the world. in this course, we want to critically examine the experience of displacement and dislocation, the challenges of mobility and the demands of integration, but also the positive aspects of finding oneself in a new place and making it one‘s own, establishing a life and finding a community here. in addition to this theory-driven component, students will also learn and apply basic journalistic skills as part of a hands-on exploration of the worlds created by these artists from abroad, in berlin. finally, students will have a chance to meet and speak with artist guest speakers from a range of fields, in addition to doing a deep dive on the life and work of one artist from abroad, who they will profile for their final project.', 'female german authors in context. women have engaged in the creative process of writing in german since at least the middle ages. however, the conditions under which they could write and publish have changed over the centuries, as women´s place in society and as imaginations of women have changed. in this course we will look into the reasons why some women writers were well-known in their time and beyond and why others have been forgotten. we will look at the literary canon in german and discuss canonical diversification. the basis for all work in this course will be analysis and discussions of selected works of prose and poetry by women from different periods, starting with the 19th century, but focussing on the 20th and 21st centuries. most of the chosen authors and their work are connected to berlin, so that the course has also a special berlin perspective. authors include rahel varnhagen, annette von droste-hülshoff, mascha kaleko, gabriele tergit, ingeborg bachmann, judith schalansky and emine sevgi.', 'introduction to international economic law: the globalization of law. multinational companies like google or apple self-evidently act on a global stage. but even small businesses participate in international trade today. the integration of national economies and the elimination of barriers of trade no longer allow a solely national view on this development. with the growing importance of international commerce, the need for an “international economic law” arises. numerous regulations and agreements concern international trade and investment, but the legal framework of international economy remains indefinite. the rise of international commerce necessitates furthermore, the need for an international effective judicial protection, which goes beyond the traditional national barriers of civil and commercial litigation. international litigation and arbitration play an important role in the realization of rights and judicial protection of companies and consumers alike. in this course, common principles of international economic law will be examined by analyzing leading decisions by international courts. furthermore international and domestic legal statutes in all aspects of economic law will be examined and discussed. therefore, a substantial part of the course will be dedicated to the discussion of cases, legal statutes and reading materials.', 'being watched: history and contemporary culture of surveillance. what does it mean to live in a surveillance society? how does the digital age challenge questions regarding privacy, individuality and freedom? when does surveillance as care tip over into surveillance as control? and how does the stasi system of vigilance prefigure contemporary surveillance culture? this course will on the one hand examine the impact of surveillance on society by looking at the multifaceted ways technologies, societies and the arts interact and, on the other hand, reflect on surveillance in a totalitarian context while comparing observation techniques in the gdr with contemporary surveillance methods. the course further encourages students to critically engage with the representation of surveillance in contemporary literature, film and popular culture and maps out important themes with regards to surveillance and its repercussions (e.g., visibility, identity, privacy and control). furthermore, the course provides an overview of the interdisciplinary field of surveillance studies and covers the latest research in the following major areas: 1. relationship between surveillance, power and social control; 2. histories of surveillance: gdr and the stasi (especially in the context of berlin) 3. the concept of privacy; 4. surveillance in the arts and popular culture.', 'the federal capital berlin: centre stage of german politics. after the reunification of germany in 1990 the city of berlin regained its function as the nation´s capital, thus becoming the centre of german politics. the course will explore significant features of the german political system, it will highlight the dominant place of the german parliament, and it will explain the role of political parties and the function of the federal government. the class will address main political actors, interests, and cleavages. we will discuss and learn about: why is germany a federal state? what are the reasons for its administrative set-up? what makes german domestic politics so difficult? what is the german outlook on european union integration? what about germany´s approach to international climate change policies? the class work will be supplemented by excursions to the bundestag, the lower chamber of the national parliament, this will include visits and talks to elected members of parliament and staff, and it will present insights into the work of party foundations.', 'german language course a1 (beginner). in this course, the basics of grammar and german vocabulary are conveyed and practiced to enable students to communicate in everyday situations in the german language successfully. the basics of the conjugation of verbs and the usage of articles in the german language are the subject of this course at a1 level. you will learn to introduce yourself and to form simple sentence constructions. a focus is placed on oral language skills, which are developed through interactive working methods. topics related to german regional studies are also integrated into the course.  the course is held in german. prior knowledge in german is not required. grammar may be explained in english where necessary. we will work with a lot with pictures, audios, a german book and useful exercises. everyday situations will be practiced. this course is designed for students interested in learning basic german, in communicating in everyday situations, and in preparing for the goethe-institut certificate start deutsch a1. the certificate is not part of the course, but can be taken after the successful completion of the german course at the goethe-institut berlin.', 'malaysia in narration. this course will introduce students to a variety of genres by malaysian writers writing in english. translated works in malay and vernacular languages will also be highlighted. emphasis will be given to the cultural, social, and political aspects highlighted in this literature in line with the post-colonial context. this course paves the way to expose malaysian literature on a wider scale and to provide opportunities to learn about and  interact with local writers. writers that will be studied include lloyd fernando, k.s. maniam, muhammad haji salleh, hillary tham, shirley lim', 'international economics. this course aims to provide an understanding of the theory and basic concepts in the international economy that covers topics in international trade and international finance. the discussion of topics in this course will cover the foundation of early and modern international trade theory, tariff and non-tariff barriers, economic integration, international factor movements, the balance of payments and foreign exchange markets, and the world financial system. at the end of this course, students should be able to discuss the relevance of international economic theory with real-world issues and related policies.', 'life crafts. this course focuses on an appreciation of activities of daily living, such as gardening, recycling, cooking, appreciating art, and others. students will identify and expand their individual interests in any of the suggested activities or any that they themselves bring to the table.', 'oral communication strategies. this course is designed to help students majoring in english language studies improve their pronunciation, oral proficiency, and their ability to communicate in various social settings. students will learn the basic principles of the english sound system, with special emphasis on the segmental and suprasegmental aspects of the language. students will be able to sharpen their oral skills through various activities including learning to use international phonetics alphabet (ipa) symbols and pronunciation dictionaries; speech analysis software; remedial exercises; oral presentations; interactive drills; and projects.', 'introduction to psychology. this course introduces psychology as a scientific discipline and covered the major concepts and principles of psychology. students will have the opportunity to discuss psychology schools of thought and theoretical approaches, methods of research, behavior and physiological aspect, human development, sensation and perception, learning and cognition, social behavior, personality, motivation and emotion, and abnormal behavior and treatment. students finally will be able to practice the theoretical principles of psychology in their daily actions.', 'personality. this course discusses theories that have been formulated by renowned psychologists such as sigmund freud, carl jung, erich fromm, albert bandura, abraham maslow, erik erikson, carl rogers, raymond cattel, and a few others regarding the nature and the development of an individual personality. it aims to provide an understanding of the contributory factors that lead to the formation and development of human characters and to answer the question of why humans behave the way they do. it also discusses the unique features of an individual personality together with the traits and characters that are being universally shared by people all over the world. this course is tailored to specifically focus on the history of personality study, the definitions and methods used to study personality, as well as personality that is being discussed in the psychoanalytic, neo-psychoanalytic, humanistic, traits approach, social learning theory, life-span development, and interpersonal theory. this course is conducted via lectures and discussions.', 'gaining confidence through storytelling. this course uses storytelling as a learning tool to encourage students to explore the language and heighten the students’ ability to communicate thoughts and feelings in an articulate and confident manner. these benefits will give them the experience and exposure to support daily life skills and remind them that their spoken words are powerful and that effective communication is essential. students will select a story and learn how to tell it. they will learn the components of effective communication including visualization, summarization, identification of emotions and mood, the addition of voice and gestures, and connection to real life. as they present their story, the art of listening becomes a two-way communication. by using good eye contact and ‘reading’ body language storytellers communicate with their audience. the activities and skills that they learn will be used across the curriculum and throughout life.', 'fundamentals of entrepreneurship and innovation. this course aims to introduce entrepreneurship to all students. its main objective is to provide basic knowledge of entrepreneurship to the students and to encourage them to choose business as their career option. the concepts and theory of entrepreneurship include team building (teaming) and leadership, strategy and management, marketing and market research, finance, manufacturing or production, and oral presentation will be taught. students will apply the link between various business components taught in the course individually and in groups. students will also have discussions and present a business plan.', 'biotechnology & society. the 21st century has been dubbed as the era of biotechnology with immense developments worldwide and in malaysia. unknown to many, biotechnology products are already in the markets.', 'introduction to intercultural communication. intercultural communication is a symbolic process that involves interaction between people from differing cultural perceptions. it is the process of sharing meanings that is complex and dynamic, characterized by particular norms and practices within a historical, economic, political, and social context. this course introduces a conceptual framework, identifies challenges of interaction in everyday life, and explores contemporary intercultural communication issues at national and international levels. at the end of the course, students will be able to distinguish the similarities and differences between cultures, and the challenges at the local and global levels, as well as improve their intercultural interaction skills.', 'environmental law. this course will introduce legal mechanisms related to the environment from historical development, and sources of law to basic principles of environmental law. in addition, environmental problems will be reviewed will include various types of pollution such as noise, air/atmosphere, water, soil, and waste as well as threats to flora and fauna. there is also a discussion on environmental impact assessment (eia). for each of these topics, the definition, sources, and effects of the problem, national legislation, key organizations, international legislation, and challenges in terms of climate change shall also be observed.', 'pelancongan dan produk budaya (taught in malay language). this course discusses the relationship between tourism and malay culture, especially with cultural products. discussion about tourism and its development including concepts, types, infrastructure, policy, and role of government and private agencies. cultural products which are discussed include daily culture, stage culture, and craft. the production and infrastructure and marketing of the product were also discussed.', 'academic writing. the course aims to equip students with advanced academic writing skills required at the university level. for this purpose, two approaches will be used i.e. the process approach and the genre-based approach. through this course, the students will be exposed to a myriad of academic writing such as summary writing and synthesizing information, abstract writing, and report writing. the students will learn the techniques and strategies on how to summarize and synthesize ideas and information, arrange and apply ideas and information and substantiate their writing with valid and relevant facts. at the end of the course, students should be able to produce various types of academic writing which are suitable and effective for their academic needs.', 'family economics planning. this course discusses family economics planning to improve their welfare and well-being. it covers aspects of consumption, debt, savings, time allocation, and wealth creation of a family. the basic discussion in this course covers how to choose optimal consumption patterns to improve family welfare. this course also discusses how to manage finances well so as not to create a debt burden, but to increase family savings. in addition, there will also be an emphasis on the optimal allocation of time between various activities including activities at home and activities in the market to generate family wealth. teaching and learning will be implemented in the form of sharing learning experiences, problem-based and case-based learning, as well as outcome-based learning.', 'philosophy and current issues. this course covers the relationship between the field of philosophy and the national education philosophy as well as rukun negara. this course aims to enable students to understand the field of philosophy as a tool to harmonize cultures of thinking about life through the arts and ways of thinking as well as through the concepts of insan (malay for ‘human’). the main topics in philosophy epistemology, metaphysics, and ethics are discussed in the context of current issues. emphasis is given to philosophy as a basis for intercultural dialogue and to foster common values. discussions on current issues are made through a comparative perspective between philosophy, science, and civilization.', 'global families and intimacy. family and intimate relationships form a crucial part of everyday social life. we are born into family and intimate relationships. we establish, maintain and dissolve family and intimate bonds over the life course. we navigate our changing relationship with parents, siblings, and relatives. we establish, maintain and re-establish intimate ties with partners and perhaps children.   but what are ‘families’? what makes intimate relationships ‘intimate’? how do people date, marry, separate, divorce, and re-partner? how do people ‘do’ families and intimacy in the everyday vicissitudes of match-making, romance, conflicts, care, money, domestic labour, and power? why do people practise families and intimacy as they do? how do broader social, economic, political and cultural institutions configure our ‘private’ lives? how do the ways in which we relate to family members and intimate others shape the societies in which we live?   in an increasingly interconnected world, family and intimate relationships — personal and private as they are — are increasingly shaped by social forces operating on a global scale. the changing forms and practices of families and intimacy also help shape social trends as grandeur as globalisation.   in this module, we explore theoretical and empirical issues pertaining to the resilience and transformation of family and intimate relationships in a global context.', 'women film makers. the module will explore the work of some of the most historically important female film-makers from the 1890s through to the present, considering films from around the globe. the module will examine the significant but often marginalized and obscured roles that women have played in industrial, experimental and avant-garde film production across a spectrum of roles from costume and production designers through to screen-writers, editors and directors. you will be invited to reflect upon the fact that, despite playing key roles in the development of the medium, women continue to be excluded at all levels of film production. the module will engage with revisionist film histories concerned with interrogating the dominant bias of academic and popular histories of the medium; it will also draw on feminist film theory concerned both with a critical understanding of mainstream cinema and the development of politicized women’s cinemas. the module will examine a series of key female directors and their work, and each week will be oriented around the screening of a case study film that will be the focus for the seminar.', 'project management tools & techniques. this course aims to introduce project management methods in a way which links to the life cycle of a typical project from the early project identification and definition stages, through project execution and control, to issues of implementation and change. the coverage of the early stages of the project cycle uses methods emerging from the systems movement and stresses the strategic relevance of project management. the operational management of the project is covered by introducing techniques for the planning, scheduling and controlling of projects. attention is also given to people management aspects of this process especially to leadership, team working, motivation and direction.', 'transformations: from mass media to social media. in this module, you will consider competing definitions of the terms ‘culture’ and ‘media’, engage with a wide range of academic writings on culture and media, and analyse a diverse range of cultural material from different media including: television, films, photography, newspapers and magazines, video games and the world wide web. you will explore the ways in which our identities, aspirations, beliefs and value systems are shaped by the cultural environment in which we live.', 'entrepreneurship: discovery and practice. the module will develop an introductory understanding of entrepreneurship as well as introducing you to experience a range of entrepreneurial skills (creativity, accessing resources, building networks and creating value) to enable to you understand key aspects of the entrepreneurial process. these skills will be transferable to many contexts, whether you wish to open your own business, be entrepreneurial in your career, or for working within government or social enterprises.', 'hollywood and beyond: global cinema. this core module is designed to further develop your analytical skills in order to examine individual films in close detail and to encourage you to understand global cinema in a variety of social, cultural, political and industrial contexts. the module will explore such issues as the relationship between film form and modes of production, theories of film style and aesthetics, the political function of cinema. in the first term, we focus wholly on various modes of american film production and in the second term we explore some broader theoretical questions through an analysis of films from a number of different national traditions. across the whole module you will gain a thorough grasp not only of the historical factors shaping various national cinemas, but also of some key critical and theoretical concepts within the field of film studies.', 'introduction to business intelligence and analytics. the module will cover the introductory topics of business intelligence, business analytics and business data science. the students will learn basic analytics concepts, principles and techniques and will see how the data collection, description, visualisation and analysis can help businesses, governments and other organisations make more informed decisions. the module will also cover topics on discovering, measuring and visualising relationships in data, and basics of forecasting and data mining. examples of real cases studies will illustrate the practical potential, and special emphasis will be given on discussing what the main pitfalls in using different analytical techniques are, such as “lying with descriptive statistics”, misleading visualisation, data overfitting, or why “forecasts are always wrong”. the module will rely on a spreadsheet software to support the computing and visualisation side and will teach the students useful approaches that will prove invaluable for their future studies and employment. finally, the students will learn how to write reports for the management based on the produced results. it is important to understand basics of analytics even if students do not intend to get an analytics job, because it is critical to business strategy, and so there is a great professional advantage in being able to interact competently with analytics teams. this module aims to shake students out of the belief that organisations and individuals may be able to successfully live without the use of data and analytics.', 'human-computer interaction. this module aims to provide theoretical and practical knowledge about the design, implementation and evaluation of interactive systems. more specifically:  to provide students with knowledge of human factors needed to be considered when designing interactive systems, and skills of applying them in specific scenarios to provide students with knowledge of the methods of collecting and analysing user data within the design process to sensitise students to the importance of human aspects of system design and values to supplement this with practical applications of the principles learnt in small but real system design familiarise students with practical implementations in human computer interaction', 'media coding & processing. this module introduces students to how digital media is encoded, compressed and presented in a computerised environment. it also teaches how media content can be processed in order to provide more information about it, automatically annotate and classify it, or make it easier to find and handle. it discusses all aspects from the basics of human perceptions over media presentation, coding and digitisation, compression, to advanced media processing. it will also help the students to understand the underlying mathematical principles and how they are being used within coding and different media processing schemes. within the module the basic media types are covered, i.e. images, audio and video. the following areas are looked at: mathematical principles; human perception; representation of media & coding; media compression & compression standards; image processing; video processing.', 'product and service innovation. the objective of this course is to equip you to meet the challenge in managing product and service innovation processes, especially in the small business environment. the aim is to inspire your enthusiasm and understanding of innovation and encourage the practice of tracking and evaluating the impact of innovations, so vital to anyone in business. these include building motivation, developing a critical and active approach to learning as well as developing ability to link understanding of contemporary innovation to theory.', 'understanding culture. ‘understanding culture’ gives an insight into twentieth and twenty-first century definitions and analyses of ‘culture’. some key questions we explore on the module include: how has ‘culture’ been defined and how have these definitions changed during the 19th, 20th and 21st century? how does culture define who we are? what is the relationship between ‘culture’ and ‘power’? how does a ‘culture’ endorse or suppress markers of identity? how is normativity constructed, questioned or undermined? how can cultural studies and their methodologies help us to understand artistic expressions and cultural practices, and to constructively respond to what matters to others? what role does the body play in our understanding of culture?   these questions are approached through a variety of texts from different genres, including public lectures, cultural theory, essay, poetry, investigative journalism, and artistic interventions.   throughout the course students are encouraged to approach cultures as standing in relation to each other, to develop cultural critical self-awareness, and intercultural competence.', 'selling for entrepreneurs. being able to sell is an important skill for anyone pursuing an entrepreneurial career, whether this be to start their own business, or whilst working within an existing organization. this course will focus on two key areas. the first will be to understand what makes a good sales pitch and how to craft a powerful story that persuades customers or colleagues about the benefits of your venture (or project or idea) and also about yourself and your team. in this part of the course you will gain an understanding of persuasion, of selling and of creating legitimacy for entrepreneurial endeavours. second, you will have a first-hand opportunity to experience selling and to work on refining your sales pitches. at the same time the course makes use of video exercises to enhance skill acquisition and also as a basis for self-reflection. the course will also involve our entrepreneurs in residence who will help to guide you through the process and provide feedback on your sales pitches.', 'gender studies: identities, inequalities and politics. have you ever wondered why women in britain are paid, on average, 13% less than men? why women’s bodies are used in advertising? do you think that class is a women’s issue? is being white simply about skin colour? does the law treat men and women in the same way? are these questions relevant to the world we inhabit? this course explores such questions.', 'management and organisation in context. the aim of this module is to begin your exploration of the ideas and practices of management, work and organisation in contemporary society, and to introduce you to the conceptual and critical tools that you can use to evaluate the knowledge and views you will encounter. this module will not teach you ‘how to manage’. management as a practice is not one that can be learned from simplistic, step-by-step guides, though many exist (one of our objectives is to encourage you to critique such approaches). whilst some elements of organisation, management and specialist roles (such as accounting, operations management or marketing) can usefully deploy systematic techniques and procedures, our focus here is on how people are organised and managed and how they experience that. such processes and experiences cannot be reduced to ‘management made simple’, because it isn’t. we regard management and organisation as elements of cultural and social processes that we have come to regard as ‘normal’ and ‘natural’ in the sense of being taken for granted. as such we consider the historical development of management ideas and how those ideas develop and work in the contemporary context.', 'the sociological imagination. this course offers a general introduction to sociological issues, ideas, concepts, evidence and argument by examining some key aspects of the contemporary world. the topic areas covered in the lectures include: privatisation, identity, globalisation, city lives. a number of different sociological skills are emphasised in order to provide basic tools for applying sociological reasoning in relation to empirical examples. it provides a general understanding of sociology for all and a foundation for more advanced study.', 'geographies of health: understanding and tackling inequity. health and healthcare are central to living a good life yet huge inequalities can be seen, whether locally to lancaster in the north-west of england or in the global south. in this module, students will gain an in-depth understanding of the concepts, methods and applications of health geographies. geographers and scholars from related disciplines have made important contributions to defining these inequalities as ethically unacceptable (i.e. inequitable), and providing insights into their causes (political, social, economic and environmental). geographical thought and research also provides useful tools for developing and critically analysing appropriate policy responses to tackling these inequities. following an introduction to the diverse geographies of health, we then spend three weeks of lectures and seminars exploring health inequalities in depth, taking a justice perspective as our starting point. we examine the social and economic determinants of health and disease in both the global north and global south and also start to interrogate the ‘causes of the causes’ using a political economy approach. in week 5 we overview the (somewhat contradictory) geographies of healthcare and delivery including critical ‘biopolitical’ perspectives on the state’s role in maintaining its citizens as well as using gis and other technologies to design efficient and effective health-care delivery. subsequently, we spend the next 4 weeks applying the theories and approaches covered so-far to four important and exciting frontiers in health geography. these draw on critical works in medical anthropology (knowledge and power); human geography (mental health, space and place); a global health priority – the persistent and emerging nutritional changes facing children in the 21st century; inter-disciplinary environmental sciences (albeit we adopt a more critical perspective on understanding the health impacts of climate change). the final week is dedicated to consolidating the material introduced with the first nine weeks activities in which the task is to link across the diverse theoretical approaches to health within the field of health geography, drawing on a range of case studies covering a place, social group or disease.', 'environmental law. the aim of this module is to examine the current law of the environment as it applies to england and wales. this module will also consider wider aspects of environmental law such as the overarching principles and policy; as well as some of the international environmental law obligations that bind the uk. on successful completion of this module, students will have an understanding of the principles of environmental law and be able to critically analyse specific elements of environmental regimes.  the topics covered in this course will provide students with a knowledge of the key environmental regimes that apply in england and wales. students will be able to identify and engage with key issues of environmental law. specific areas covered could include: principles of environmental law: environmental regulation and permitting; civil liability; climate change; waste management; and water pollution.', 'structuring complex problems. issues and problems in the complex world of management do not necessarily arise in a well structured form. people often do not know what they want or what is possible. further, they may disagree about what they are trying to achieve and the means for arriving at their goals. much thinking needs to be done in order to define an appropriate framework within which a useful analysis or project can be carried out.  various approaches have been developed in recent years to assist in this task, often referred to as problem structuring methods (psms). they are very practically oriented methodologies that typically involve the management team to help facilitate the structuring of complex situations. they place emphasis on dialogue to think through strategic problems, identify the salient issues, formulate goals and negotiate action plans. this course will introduce you to several psms and some of the process skills to use them.', 'international law. the aims of this module are to give an introduction to the central elements of public international law. the topics should give students a basic knowledge of how international law works, its foundations, principles, as well as an understanding of its shortcomings and challenges. the areas introduced will cover different aspects of international law and should enable the students to identify legal issues in current international affairs. specific areas covered are: the nature of the international legal system; the sources and subjects of international law; international law’s interaction with domestic law; jurisdiction; state responsibility; different territorial regimes; the environment; use of force; the laws of armed conflict; international crimes and other relevant aspects of international law.', 'geosocial spaces. this module explores a range of ‘geosocial spaces’ – sites where social life meets and mixes with a dynamic earth. while topics will be approached primarily from a social science perspective, we also highlight the connections between human and physical geographies, and explore insights from the earth sciences.  topics to be taught include: changing ways of thinking about the earth: from a stable planet to a shifting, changeable earth system. the anthropocene: human impacts on the earth system and the question of how humans acquired the power to impact upon earth processes. how thinking through deep time and large-scale geological processes can change our understanding of social life. engaging with the subsurface: what it means to inhabit the earth `vertically’ as well as dwelling on the earth’s surface controversies over the use of geological resources: how they emerge and how they might be addressed. living with geo-hazards: the volatile earth as both a threat and an incitement for social change future possibilities: exploring new options such as using the heat of magma as an energy source and mining asteroids for their minerals.', 'principles of marketing. this course is an introduction of marketing course to students. it encompasses theory and marketing philosophy that focuses on elements such as product, price, place and promotion which is the foundation of marketing theory building. in addition, students are also exposed to environmental factors such as technology development, consumer, marketing and global community that influence the current marketing practices.', 'international business. this course aims to introduce students to the issues of international business and globalisation. among the topics to be covered are globalisation, theories of international trade and investment, political and legal systems in national environment, government intervention, entry mode, emerging market and etc.', 'business communication. this course is designed to increase students’ awareness of the functions and importance of effective communication in the business. this course focuses on the application of communication principles in achieving organizational goals. special emphasis is placed on developing writing and speaking proficiency in english.', 'economy, entrepreneurship and culture. economics, culture and entrepreneurship courses cover economic action, relationships, and processes in the social environment. it discusses differences and economic and social reintegration, market viabilityas an economic institution, the centralization of power in economic life, the importance of economic and cultural values economy and globalization of economy and society. in particular, this course is interesting attention to the basic assumptions that a deep understanding of economics and entrepreneurship require attention to how social structure works and institution form channels of information, trust, cooperation, norms, principle morals, power and domination in economic actions and interactions.', 'fundamentals acting. this course focuses on the fundamentals of acting and emphasizes spontaneous communication in movement, dialogue, expression and emotion.the students explore the tools of an actor voice, body, gesture and theembodiment of these in a natural manner. this course concentrates on acting skills through the use of improvisational techniques and performance. the course also focuses on verbal and nonverbal language used by actors to communicate with co-actors and audience', 'introduction to strategic communication. students will learn the fundamentals of strategic communication. they will also be exposed to different strategic communication tools including advertising, public relations and social media.', 'sustainability: issues, challenges and prospects. this course introduces and exposes the concept of sustainable development to students. the course aims to ensure future generation capabilities to meet their needs in the future are not affected, especially in the era of challenging globalization and the rapid development of information technology at present. sustainable development models and case studies are also discussed.', 'malaysian studies. this course investigates the structure of the malaysian system of government and the major trends in contemporary malaysia. emphasis will be given both to current issues in malaysian politics and the historical and economic developments and trends of the country. the discussion begins with a review of the independence process. an analysis of the formation and workings of the major institutions of government parliament, judiciary, bureaucracy, and the electoral and party systems will follow this. the scope and extent of malaysian democracy will be considered, especially in light of current changes and developments in malaysian politics. the second part of the course focuses on specific issues: ethnic relations, national unity and the national ideology; development and political change; federal-state relations; the role of religion in malaysian politics; politics and business; malaysia in the modern world-system; civil society; law, justice and order; and directions for the future.', 'business and communication english. as the course is specific in nature (esp), the materials and topics covered will be pertinent to the students’ respective disciplines and future employment. it will provide students with an opportunity to enhance their language skills through active participation in a variety of integrated task-based and simulated activities involving the four language skills of listening, speaking, reading and writing. the course equips students with language and soft skills so that they are able to participate in discussions, give oral presentations and reports, carry out projects and attend job interviews.', 'communication and presentation skills. this course introduces students to effective communication and presentation skills to facilitate meaningful communication in academic and social settings. the course adopts a practical approach to communication and presentation skills whereby students are given ample practice in various forms of communication activities ranging from taking part in small talk, discussing social issues interactively, conducting interviews and participating in panel discussions. in the communication skills component, students will learn to employ relevant language structures for communication purposes and practice skills such as building rapport, using body language and effective listening and questioning techniques. in the presentation skills component, students will be given practical trainingnand practice in developing their presentation skills on formal and informal topics via individual, pair work and group work strategies. students will be taught how to prepare and present effective presentations in front of an audience and handle questions from the audience.', 'bahasa malaysia i. this is a beginner level bahasa malaysia course. students are taught pronunciation according to the malay language sound system. they are also introduced to basic grammar and trained to write simple sentences. a list of about 500 words is introduced. these include nouns, verbs, adjectives and function words. this course enables students to use basic language structures for daily conversations in a variety of situations. students are also exposed to the malay culture.', 'introduction to built environment & human settlement. this course introduces the origins of human settlements at various scales. it includes various aspects related to built environment and human settlement including understanding design and scale, human needs, production and evolution, delivery systems, social aspects and urban morphology. the theories and regulation of the built environment will also be discussed.', 'introduction to digital communication. this course introduces concepts in understanding digital media and its role as an influential communication tool which forms a contemporary culture in the society. in addition, this course gives emphasis on effective communication skills using social media and media literacy skills to face the challenges of digital world today.', 'social responsibility in international business. this module aims to analyze and discuss a variety of social and ethical issues that international managers encounter and to assist students in dealing with such dilemmas in their future careers.  the module is divided into multiple parts. we begin with personal understandings of values, of ideas relating to responsibilities, and socially relevant philosophies. we will then move to more generalized understandings of situations involving responsibilities in workplaces, in firms, and in the global setting of international business.  the intensive globalization of international business and trade has created a highly interrelated and interdependent world in which people from various nations and cultures must work together, often in remote teams in different time zones and geographic regions. the module is designed to provide students with a better understanding of the social responsibilities of business, focusing on workplace diversity, the basics in intercultural management, and how to handle a broad array of employee differences in complex work environments. individuals, team members and managers  working in such environments must be knowledgeable about their own values and social backgrounds, which will help them recognize and reflect upon the ethical expectations of others.  the first part of the module covers a mix of literature and theories from business ethics, csr, philosophy, and organization theory. students will read and discuss key articles from these literatures to showcase the prevalence of social, ethical issues in everyday work encounters.   then students will apply, in various activities and cases, the theoretical management paradigms and ethical philosophies that they have learned.', 'french language. this course is designed for complete beginners. students will learn the basics in french in order to allow them to deal with everyday situations. additionally the course will give students a broader understanding of the french social and cultural context.', 'french business and culture. this course will be taught in english and will focus on french society and business environment. various topics connected to french culture and french business & economy will be studied. the course will offer an in-depth analysis of the french society through its social organization,  territory, political system, educational system, immigration policies, economy and business. this course will also examine the daily life of french people through their environment, their work, their small and large companies and their leisure activities.  grenoble local economic and cultural environment will also be studied, analyse and experiences by students.  students will be asked to compare their experience and their country with france and to share their experience here in france as international students. they will also prepare several oral presentations on the identified topics to analyse the french society.', 'international perspectives in marketing. this module will examine the global aspects of marketing and students will learn to apply the basic concepts, practices and principles of marketing in an international context.  the course will cover:  – the international marketing environment  – the specificities of international marketing : increased complexity of the environment (economy, history and geography, cultures, politics, legal environment)  – marketing research, including qualitative and quantitative methods  – the international marketing triad : segmenting, targeting and positioning in an international context  – global competitive analysis and strategy  – international market selection  – international market entry strategies and expansion  – understanding licensing, franchising, and strategic alliances.  – the 4 ps in an international context, international product decisions, international pricing, international distribution, global communication strategies  – implementing an international marketing plan and control.', 'innovation management. innovation is widely recognised as a central driver of economic growth and development. unfortunately innovation is complex, risky and commercial success not guaranteed. this module explores the key issues and challenges of innovation. it also explains the design thinking as an entity in the innovation process and as a guiding process for business people to structure the creative, inspirational phase of the development of products and services. a selection of the following themes will be discussed:  – the design thinking process  – user and community-driven innovation  – creativity; development of personal creative thinking  – design attitude and mindset  – new products, services and experiences  – strategies and approaches to manage innovation  – organizational culture for creativity and innovation  – systems of innovation and global innovation  – sustainability, circular / regenerative economies', 'geopolitics. this course is an introductory survey of fundamental issues in international relations, and the interaction between politics, the economy, geography and culture. it will inevitably deal with concepts such as the nation-state, national sovereignty, power, and the nature and origins of conflict. a special emphasis will be put on what gerard toal calls ‘the axes of power and conflict’ and students will be given the conceptual framework to help them understand that what is called global politics is essentially parochial.', 'global strategy. strategy is about the ways that big-picture thinking can play a role in the success of organizations. it is about anticipating what is coming, and where the organization wants to go, to achieve some goal. this course covers basic approaches to organizational strategy, from concepts to implementation. it covers how to identify an organization’s competitive position vis-a-vis related organizations, how to to identify its main resources and capabilities, and ways to develop and evaluate new strategy. organizational strategy in the private sector is the focus but examples from public and non-profit organizations will also be covered.', 'international perspectives in marketing. this module will examine the global aspects of marketing and students will learn to apply the basic concepts, practices and principles of marketing in an international context.  the course will cover:  – the international marketing environment  – the specificities of international marketing : increased complexity of the environment (economy, history and geography, cultures, politics, legal environment)  – marketing research, including qualitative and quantitative methods  – the international marketing triad : segmenting, targeting and positioning in an international context  – global competitive analysis and strategy  – international market selection  – international market entry strategies and expansion  – understanding licensing, franchising, and strategic alliances.  – the 4 ps in an international context, international product decisions, international pricing, international distribution, global communication strategies  – implementing an international marketing plan and control.', 'plants and civilization. this course examines the importance of plants and the role they have in the local and global community. it introduces students to the impact of plants on the past, present and future of human civilization and describes the importance of plants as sources of food, medicine, fuel, shelter, clothing and psychoactive agents. topics include medicinal plants and human health, the origin of agricultural crops, plants that changed the course of history, plant-based biofuels, the green revolution, plant biotechnology and genetic engineering of plants.', 'introductory earth sciences. this course explores the geological processes of the earth’s interior and surface. these include volcanism, earthquakes, mountain building, glaciation and weathering. students will gain an appreciation of how these processes have controlled the evolution of our planet and the role of geology in meeting society’s current and future demand for sustainable energy and mineral resources.', 'world cinema and visual culture. introduction to film analysis via national cinemas and their worldwide reception, taking into account the role of new technologies. this course acknowledges not only the importance of multiple languages and cultures on the planet today but also the rapidly growing international contexts, complicated chains of production and distribution, and vastly different cultures of spectatorship.', 'introduction to global emerging cities. this course focuses on the dynamics of growth and change in global emerging cities, with a focus on the urban transition underway in cities, with emphasis on asia and africa. current urban challenges (e.g. social inequality, uneven development, climate change) are discussed, as well as opportunities for innovative planning and sustainable urban development.', 'green entrepreneurship. environmental issues, including climate change, are some of the most pressing concerns of the 21st century. this course examines the role of green entrepreneurship in finding solutions. this course is divided into two main parts. the first investigates the concept of green entrepreneurship. questions to be explored include: what is green entrepreneurship? what forces are shaping contemporary green entrepreneurship? what is the entrepreneurship ecosystem? what support is available for entrepreneurs? the second part of this course introduces the entrepreneurship process by assessing an environmental challenge, finding a solution, and developing a green business model.', 'the physics of how things work. a practical introduction to everyday technology, this course will look at the physics behind common devices used in consumer products and industry. examples include air conditioners, microwave ovens, household wiring, nuclear reactors, and medical imaging.', 'introduction to microeconomics. this course provides an introduction to microeconomic analysis relevant for understanding the canadian economy. the behaviour of individual consumers and producers, the determination of market prices for commodities and resources, and the role of government policy in the functioning of the market system are the main topics covered.', 'introductory psychology. a general survey course designed to provide the student with an understanding of the basic concepts and techniques of modern psychology as a behavioural science.', 'introduction to environmental studies. this course introduces the field of environmental studies through an exploration of environmental issues that contribute to crises and challenges at the global, national and local levels.', 'foundations: environment, resources and sustainability. this course provides foundations for studying in the school of environment, resources and sustainability. the course emphasizes the need to understand how we can use social, natural and physical sciences to understand and solve environmental and resource problems in sustainable ways. the course also considers the limitations of approaches that perceive and attempt to manage issues as isolated phenomena. we will learn how to recognize the broader context around environment and resource issues and examine the roots of our problems within and ecological, political, social, and economic systems.', 'intercultural competence, employability and academic skills module. the aim of this module is to provide students with the opportunity to broaden their cultural horizons and raise their international awareness and sensitivity to uk culture; enhance academic skills from innovative note-taking techniques to refined presentation skills and academic writing; and develop an understanding to recognise key employability skills (based on york strengths employability skills programme – https://www.york.ac.uk/students/work-volunteering-careers/skills/york-strengths/) and presenting them to future employers. it will include local excursions.', 'introduction to media technologies. this module will provide you with a fundamental understanding of the media assets that comprise interactive media experiences and how they’re made. in lectures you’ll learn how digital images, videos, sounds and 3d models work from a scientific and technical perspective. you’ll also learn professional techniques and workflows for creating your own media assets. in practicals you’ll put this knowledge into practice, while creating your first media assets in industry standard software.', 'story. this module will introduce students to the centrality of story and story-telling to cinema and television. it will identify and explore certain dominant forms and traditions of cinematic and televisual story telling. it will examine how films and television programmes tell a story by introduce and examine key principles such as narrative premise, structure and development; the dynamics and interrelation of plot, character and dialogue; the relationship between audio visual text and audience; the function of key aesthetic properties including visual style, performance and sound design in relation to storytelling; and the key principles of literary adaptation. the module will also consider certain institutional factors that inform and constrain storytelling for specific audio-visual media.', 'approaches to literature i: writing modernity. this module helps all students to engage with new ‘approaches’ to literary studies as they encounter a range of texts and topics. it specifically addresses the relationship between modernity, ‘the modern’, and literary culture, working out from the early eighteenth century and across the nineteenth century before arriving at the twentieth.', 'introduction to business ethics & sustainability. to introduce students to the theories and practices of business ethics and social responsibility in national and global contexts and the personal, ethical dilemmas, which people in organisations can face within such contexts. please note that this module is provisional and subject to changes.', 'political analysis. the world of politics is complex, dynamic, and can seem to defy explanation. political analysis supports students to develop rigorous and compelling accounts of political phenomena. the module introduces foundations of both ‘positive’ analysis that seeks to precisely describe, compare, or/and identify causal drivers, and ‘normative’ analysis that offers evaluation of political practices and institutions against ideal-type conceptualisations. please note that this module is provisional and subject to changes.', 'foundations of economic history. foundations of economic history is an introductory module in applied economics. in this module, we will look into the ‘big questions’ of economics: why are some nations poor while others are rich? what are the determinants of inequality within nations? what can we learn from the past’s epidemics, wars, crises, and the eras of stable economic growth, for today’s economy? why has europe, and especially britain, gained a head start and was the heartland of the industrial revolution? why have some regions created stable, strong, and accountable institutions that are also democratic, while other regions have failed to do so? and finally: how do economists pursue all these research questions, i.e. what is their methodology?', 'social, personality & abnormal psychology 1. social, personality and abnormal psychology address questions fundamental to our experiences of self and relationships. the overarching aim of this module is to provide an introduction to the broad issues, theories, and methods in social, personality and abnormal psychology. please note that this module is provisional and subject to changes.', 'brain & behaviour 1. everything that goes on in the mind, the way we see, feel, remember and act, is constrained by the way the brain works. the aim of this module is to provide a framework for understanding the link between the brain and behaviour. the module will begin by outlining the principles of neuroscience and their importance in studying cognitive functions in the healthy brain and their deterioration in dementia. the later part of the course aims to introduce students to the neuroscience of developmental disorders and the techniques and methods used in the study of the brain.', 'marketing essentials. this module offers a detailed and comprehensive introduction to the important elements involved in the understanding of marketing philosophy, principles and practice. this module aims to provide a strong base to enable students to develop an understanding of the important role that strategic decision-making in marketing plays for organisations. this module also focus on: allowing students to develop an appreciation of the importance of strategic development and marketing planning for the organisation; creating awareness of the role that marketing communication plays; gaining knowledge and awareness of strategic approaches available to marketers operating in the 21st century; and encouraging students to think critically about the role marketing can play towards achieving sustainable development.', 'introduction to comparative politics: citizens, parties, elections. the module introduces students to the core conceptual debates and key issues that have shaped – and continue to shape – the field of comparative politics. it provides an overview of its dominant basic questions, theories, and empirical research. while international politics concerns itself with the study of political phenomena that occur predominantly between countries, comparative politics concerns itself with the study of political phenomena that occur predominantly within countries. the module focuses both on the study of democracies and autocracies. the module will analyse the concept and organization of the state, political parties, institutions, social cleavages, electoral systems and elections, presidentialism and parliamentarism. throughout the module, examples from various countries and cases around the world are used to clarify theories and highlight the importance of comparison as a method of political explanation. please note that this module is provisional and subject to changes.', 'global challenges: from theory to practice. this module explores a range of contemporary global challenges, by combining empirical research and theoretical (normative) analysis. students will reflect on the challenges and barriers to progress, and develop critical, analytical skills to help them propose solutions. please note that this module is provisional and subject to changes.', 'knowledge & perception. to introduce some fundamental issues in epistemology. please note that this module is provisional and subject to changes.', 'prehistory to the present. this module will provide an overview of the main chronological phases in the study of archaeology. it will cover the whole span of human history, from the emergence of homo sapiens to the use of archaeology to study the contemporary world. the key events and periods explored in this module will form the chronological framework that underpins the rest of your degree. different members of staff will introduce you to the key types of archaeological evidence and the main environmental, cultural, economic and social processes that operate in each period. a series of case studies will exemplify how our knowledge has been gained through archaeological investigation. please note that this module is provisional and subject to changes.', 'a world of literature i: classics & cultural translations. this module helps all students encounter classical literary texts and to read this in relation to a range of significant inter-texts. it explores how classical drama poses ethical questions still confronted with urgency today, such as the limits of the law and the role of the individual resisting injustice. please note that this module is provisional and subject to changes.', 'power and consent. who has power over you, and have you consented to that? a state has great power over its citizens. it can enforce its laws and punish those who disobey. many political philosophers have thought that people’s consent is required to make this political power legitimate. but does consent make power legitimate, and if so, what kind of consent can do that? have we actually consented to the state in the right way? beyond the state’s power, what are the limits to what we can consent to between individuals? and how do existing power relations between people complicate the validity of consent in various contexts? we will investigate these questions over the course of the module, in order to shed light on the complicated relationship between power and consent.', 'equitable and sustainable futures 1: sites of global change. toggle contentthis module offers an understanding of how global processes, such as globalisation, neoliberalism, and gentrification, have changed the society we live in today. it will provide a strong foundation for exploring and investigating how different development theories and policies have changed the socio-political, economic, and cultural systems. drawing on relevant case studies, policies and initiatives that have emerged from these processes and theories will be analysed.', 'cultural and ethnic diversity in korea. “discussing cultural and ethnic diversity in korea” is a survey course to analyze and discuss the history of diversity and some of its developments in korea. students will have an opportunity to analyze and discuss how their country’s broadening immigration policies are slowly reshaping their predominately homogenous society into a more heterogeneous one. this course will examine the successes and challenges encountered with south korea’s growing diversity.', 'asian business and marketing. this course deals with issues related to asian business and marketing. especially, we cover various asian countries including korea, japan, china, south-east asia and discuss current and practical issues concerning business and marketing strategies of asian firms and markets from an asian perspective. it will be taught in english. this course is targeting at foreign exchange students from europe, north america, and other regions visiting our university, who have strong interests in asian business and marketing. many korean students are also expected to have an interest. this course may contribute to the attractiveness of our curriculum and thus attracting more exchange students in the future.', 'marketing management. this is a core-marketing course for the undergraduate business program. this course also appeals to non-business-majors who are interested in marketing. the aim of the course is to provide a rigorous and comprehensive introduction to contemporary marketing practice. students will learn how to analyze complex business situations, identify underlying problems and decide on courses of actions with the help of the modern marketing management techniques. they will also learn the concepts and terminology of modern marketing management through lectures, cases, and class discussions. application of the marketing management concepts would be the focus of the term project. through the course, students are expected to learn contemporary marketing concepts and principles including strategic marketing planning, consumer behavior, environmental analysis, segmentation, targeting, positioning, market assessment, and marketing mix.', 'management of global corporations. this course extends the knowledge gained in international business course with focus on managing multinational enterprises. this couse is intended to raise knowedl and problem solving skills in the constext of globallized and interconnected business environment. the topics of this course includes 1) global strategy : major types and key characteristics; 2) foreign market entry; 3) functional managerial issues such marketing, operations and human resouce management', 'contemporary korean studies. korea has a long and storied history. it stands today as one of the world’s most important countries, economically, culturally, and politically. while its journey is well-documented, and significant moments in korean history are the features of many books and films, korean life in the 21st century is perhaps harder to understand. moreover, contemporary issues are often less studied. yet despite this, they are more relevant than ever. with korea receiving growing attention from around the world as its cultural products top charts and win international acclaim, it is more important than ever to develop a sophisticated and nuanced understanding of modern korea.', 'consumer behavior. understanding consumers is highly necessary to develop better products/services, as well as to achieve a sustainable competitive advantage. through this course, students will learn which factors of consumers marketers particularly value, how they apply these factors in decision-making, and ultimately how they develop and provide better products and services to increase customer satisfaction.', 'fluid mechanics 2. fluid mechanics 2 navier-stockes equation for laminar incompressble flow, applications to tow dimensional laminar flow between parallel plates and flow in a pipe; navier-stockes equation for mean-time average quantities, apparent stress, prandtl mixing length theory and velocity profile for turbulent flow: boundary layer theory. general consideration of irrotational flow. tow dimensional steady incompressible irrotational flow. axially symmetric incompressible irrotationnal flow. and open channel flow.', 'strategic management. the object of the strategic management course is to equip students with the core concepts, frameworks, and techniques of strategic management, which will allow them to understand what managers must do to make an organization achieve superior performance. rather than focusing narrowly on a particular function of an enterprise, this course will build on what students have learnt in other business courses and try to put the pieces together throughout this big-picture course. to achieve these purposes, the course will revolve around a theoretical and a practical base simultaneously. while the theoretical part concentrates upon the fundamental factors that determine business success, the practical part is all about acquiring deep insights into the determinants of business success from specific cases.', 'theories of media effects. this course helps students to understand various issues and related media effects, the premise of media effects, the natural history of media effect research and theory, levels and kinds of effect, a model of behavioral effect, distribution of knowledge, effects on other social institutions, and the application of mass media theories. this course will encourage students to be active and creative in a discussion. the course will emphasize an application of the theories to daily experiences and efforts to create their own theory or perspectives on social and cultural phenomena around the new media including social media. students will be highly recommended to share their daily experiences with classmates. at the end of the semester, students should be able to achieve four main goals; defining and describing the core concepts of the theories of media effects, applying the theories and perspectives to their daily experiences with old and new media such as social media, opening up their minds to observe the social phenomena from the broader perspectives, making more creative critiques on the mass media and social phenomena from their own perspectives. frequency of course offering: every fall prerequisite: none', 'international business. the international business course provides students with an understanding of the environment in which international companies operate. thus, students who are taking this course should acquire a sensitivity to, and an appreciation for, the diversity and complexity of the international environment, including social, cultural, political, legal and economic aspects. the goal and main focus of this course is to provide familiarity with conceptual models to enable students to understand and analyze environmental problems which challenge management. this course will serve as an introduction to other international business courses that directly deal with each functional aspect of multinational business management, such as international financial management and international marketing management.', 'ai+x:introduction to data science. the course is an introduction to data science, intended for a general audience. the goal of the course is to understand how we can effectively use data and “computational thinking” when solving real-world, everyday problems. the course will provide an overview of the history of data science, the connection to artificial intelligence, fundamental data concepts, machine learning, data engineering, big data principles, data visualization, and the role of ethics in data science practice. we will also touch on several special topics that are transforming the way humans interact with the world through data, such as natural language processing, computer vision, internet-of-things, and human-computer interaction. students will develop a broad understanding of how all these topics interconnect in the practice of modern data science.', 'advertising & promotion. this course is a comprehensive introduction to study of advertising and promotion. it introduces the purpose and function of the advertising and promotion which are prominent elements of promotion mix. it also helps students to develop appropriate strategy of advertising and promotion in accordance with the characteristics of target market. also, this course aims to discuss appropriate cases and to adapt real circumstances in order to develop the ability to make practical application of advertising and promotion. through this course, with several business cases and lecture materials, it is expected for students to understand basic concepts and principles of advertising management for successful advertising and sales promotion activities. in addition, students are motivated to cultivate integrative capacity to develop effective marketing strategy through creative advertising and group works.', 'culture of korea and korean wave. since the late 1990s, south korea has emerged as a new center for the production of transnational popular culture. why popular? why now? what does it mean socially, culturally, economically, and politically in a global context? this course will be concerned with hallyu, the korean wave as a global cultural force and with the social, cultural, political, and economical implications in their complexity in the age of global digital social media. throughout the course, students explore the multilayered aspects of the complexity of the rise of korea from the periphery to the center within the cultural content industry. in doing so, students learn to form arguments and support them with evidence and details and thus improve logical and analytical thinking skills. furthermore, as students explore the ideas while conducting individual case studies, they enhance their critical and creative thinking skills by understanding why those ideas are important in a given context. during the first half of the course, students attempt to examine the ways in which korean traditional cultural genres such as korean lineage house, changseung, kimchi, kukak, and dance have been transformed into parts of culture industries in the processes of commodification. during the second half of the course, students investigate and learn specific genres of the korean wave including korean drama, film, pop music, animation and game in the age of digital and social media in the context of globalization. finally, they apply what they have learned into practice by analyzing various cases of audience reception of hallyu in terms of the processes in which fans of korean wave each continent have engated in different ways.', 'service operations management. this is a basic course in service operations management offered to undergraduate students. through this course, students will learn the basic concepts of modern service operations management ? formulating strategy (strategic positioning and service strategy, service quality), designing and improving the delivery system (managing service experiences, the front- and back-office interface), matching supply and demand (yield management, inventory management, waiting time management), and tools for managing services (site selection for services, scoring systems). a majority of the assignments for collaboration will require team work, and the details will be discussed in class. during this course, students will: 1) understand the basic concepts of modern service operations management; and 2) be introduced with several cases of service management such as southwest airlines, bennihana restaurant, and club med.', 'innovation strategy. with increasingly rapid changes in technology and business environments, innovation becomes a critical factors for the competitiveness of both firms and nations. this course discusses concepts and tools which are necessary to build and leverage technological capabilities on the firm level. the topics include national r&d systems, linkage between technology and strategy, innovation and industry evolution, selection of r&d projects, management of innovation processes, and appraisal r&d performance.', 'c++ programming. the goal of this course is to provide fundamental theories of c++ language and object-oriented programming techniques using c++. this course covers basic syntax and semantics of c++ language, programming techniques in unix environments, and object-oriented programming techniques using inheritance, information hiding, and polymorphism', 'business ethics and sustainability management. this course is designed to enhance undergraduate students’understanding of ethical issues in organizations and ways to boost the sustainability of organizations. students are offered opportunities to discuss ethical dilemmas in organizations and learn how to resolve them. students are further required to understand ways to enhance the long-term growth and sustainability of firms.', 'information technology and data strategy. this course focuses on the strategic logic and cases on how new information technology, which has become the core business resource, serve as the basis for creating business values. students will learn how new businesses emerge around the new technologies as well as how existing businesses such as business process and structures are being transformed and redefined. this course aims to prepare students to understand various strategic issues around the adoption, use, and management of information technology such as internet, business applications like scm, crm, erp, data mining, mobile technology, intelligent technology, e-commerce, knowledge management systems, and image technology. identifying the strategic direction of business transformation will be studied along with the change and alignment process that help harmonize business and technology.', 'introduction to intelligent robot control. this course focuses on development of modern interactive devices through data-intensive approaches, including human-robot interaction (hri) and other interactive devices (smartphones, wearables, iot devices, etc.). in particular, we are interested in 1) how we can create more life-like interaction with robots and other devices via modeling of interaction data, as well as 2) how we can use data from such devices to monitor real world environments in order to improve people’s daily life and health. the course will include a mix of lectures and lab-based activities, which will involve learning theory as well as creating your own interactive device (in groups), gathering data, and attempting to create models. course topics will include: history of hri, hri design principles, iot techniques, intro to mechatronic components, experimental methods in hri, applications of hri, ethical concerns, machine learning & other modeling approaches, and the intersection of data science and hri. the course is an opportunity to see how data science can be applied in a world where the lines between the physical and the digital are increasingly blurring.', 'international marketing. the purpose of this course is to learn how to identify and satisfy global customer demand better than the competition across international borders. this course emphasizes both individual and collaborative learning through the use of individual and group work, and seeks to stimulate each student’s understanding of global marketing and opportunities and problems, of the implications of global environmental factors for international business, and of global marketing strategies and management practices. upon completion, students will be able to: 1) understand the implications of international macro-economic and cultural factors on international marketing, 2) identify and evaluate marketing opportunities abroad, 3) learn how to develop a strategic marketing plan for international business management, and 4) develop skills in gathering information, analyzing and presenting the material.', 'issues in food and agriculture. current and historical issues impacting food and agriculture.', 'introduction to financial literacy. design, develop, and integrate a comprehensive plan to achieve financial goals. topics will have an immediate impact on everyday life to achieve financial freedom and success.', 'the individual, couples and families. development of the young adult in the human ecological context. issues of sexuality, gender, parenting, work and family interface, communication, and resource use. diversity in relationships and families.', 'social differentiation and equality. interdisciplinary exploration of social hierarchies. exploring diverse perspectives and cultural practices associated with diverse characteristics.', 'introduction to cultural anthropology. origins and diversity of cultural systems. theories of culture. patterns of kinship. religious, economic, and political institutions.', 'understanding china. special topics supplementing regular course offerings proposed by faculty on a group study basis. this course focuses on understanding china.', 'us history since 1876. major topics and themes in u.s. history from 1876 to the present including such topics as political development, social change, women’s history, race and ethnicity.', 'computer-aided design for designers. introduction to computer-aided design applications.', 'lifespan human development in the family. human development in the family and across the lifespan with an ecological perspective. relationships between human resource professionals and family systems.', 'ethnic families in america. historical, structural, and functional components of selected ethnic minority family systems in america. lifestyles, pressures, adaptations, viability, and continuity', 'personal finance. strategies, techniques, and resources for the management of personal finance.', 'children, youth and family. an ecosystems perspective on development during childhood and adolescence emphasizing family and community contexts.', 'introduction to microeconomics. economic institutions, reasoning and analysis. consumption, production, determination of price and quantity in different markets. income distribution, market structure and normative analysis.', 'writing as inquiry. the study and practice of invention, arrangement, revision, style, and delivery to help students make successful transitions to writing, reading, and researching in higher education.', 'introduction to criminal justice. description and analysis of agencies and processes involved in administration of justice in the united states.', 'navigating another culture. understand how cultural differences shape perspectives and behavior. understand how to adapt to new cultural settings. this course introduces some basic tools to help you better understand and relate to people from different cultural backgrounds. this skill and knowledge is useful in a globalized, interconnected world where most of us can expect to see and interact with people with different ways of thinking and behaving.', 'global change. global change will focus on the impacts of abrupt global change on water resources, energy production and global climate change. specifically, our goals include, to understand the biological, chemical, and physical importance of water with respect to society and the environment, to recognize the impact of personal footprints on society and the environment, and to evaluate evidence and understand the physical basis for climate change.', 'criminology. introduction to the socio-legal foundation of crime. gain awareness of crime typology and become familiar with related measurement procedures. examine criminology theory and public policy. examine societal responses to crime and criminals. ideas have consequences. every criminal justice policy, every societal response to crime, every effort to prevent crime, is based on some idea of why people commit crime. the purpose of this course is to provide an overview of the many ideas (theories) we hold about criminal behavior and deviance. you will learn how criminological theories are created and how they have changed over time. you will learn how to evaluate theories, so that you can decide whether one theory is better than another. most importantly, you will learn how theories of crime and deviance apply in real life. in short, you will learn why theory is important.', 'interpersonal relationships in the family. personal awareness and interpersonal relationships within the family system.', 'matrix algebra with computational applications. historically, linear algebra was developed from studying methods for solving systems of linear equations. this course teaches core linear algebra concepts with a focus on applications encountered in science and engineering. these “real world” problems are often larger than what can easily be solved by hand, so this course focuses on numerical techniques for understanding and solving large systems of equations using computing.', 'data science concepts. students will learn how to visualize and analyze continuous and categorical data from various domains, using modern data science tools. concepts of distributions, sampling, estimation, confidence intervals, experimental design, inference, correlation will be introduced in a practical, data-driven way.', 'sounds, sights & bits. explorations in 20th century canadian popular culture canadian popular culture: poor-quality imitation of american, or crucial element of canadian identity, worthy of canadian content regulations and financial support? this course traces the 20th century evolution of canadian popular culture, offering glimpses into music, film, television, sport and more. what was enjoyed, why, and was it canadian.', 'computer science fundamentals 1. the nature of computer science as a discipline; the design and analysis of algorithms and their implementation as modular, reliable, well-documented programs written in a modern programming language. intended for students with little or no background in programming.', 'social networking: theory & practice. social networking has as long history as human civilization itself. in today’s online environment, twitter and facebook have altered the social landscape. students will explore the historical, theoretical, and practical aspects of social networking, and study its contexts and social issues such as bullying, anonymity, addiction, anxiety, and narcissism.', 'roman emperors: the good, the bad, and the ugly. this course examines the characters, policies, and actions of famous and infamous roman emperors. it examines the virtues of the best emperors, the depravities of the worst emperors, and how these men are judged, using literary, documentary and archaeological evidence to see how their reputations have evolved over time.', 'economics of sports. the goal of this course is to apply basic economic tools to specific questions and problems in the sports industries. these tools include supply and demand analysis, basic game theory, wage determination in competitive and monopsonistic models, theories of the firm, models of imperfect competition, and probability.', 'climate change. this course examines the processes that underlie natural and human-induced climate change at global and regional scales and describes the resultant climates that have existed, those projected to occur in the future, and what impacts climate change has and will have on the physical and human environment.', 'philosophy and ai will robots take all our jobs?. will humans become cyborgs? as we rely more and more on machines and other new technologies, they are changing how we interact with the world and one another. in this course we will consider the impact of artificial intelligence on our current lives, and on our future. it has been said that “philosophy will be the key that unlocks artificial intelligence”—presumably for the better. on the other hand, the oxford philosopher nick bostrom has warned that advances in superintelligence may soon make humans obsolete. who should we believe? this course will address these and other issues by first considering some traditional questions in philosophy of mind—e.g., can a robot think? what is the turing test? can machines ever be conscious?— before turning to a consideration of some of the ethical and social implications of this new technology.', 'race and the struggle for freedom in america. race and the struggle for freedom in america this course explores african-american history from the end of slavery to today. we trace the diverse experiences of people of african descent in the united states, including slavery and the struggle to end it, the segregated jim crow period, the black freedom/civil rights movement, hip-hop culture, and more recent developments.', 'gender, migration & climate change. climate change is a major challenge for the planet’s future; population migration will increase, causing social, political and environmental effects while leaving some people with few options. this course will examine both present and future in a world where climate change is increasingly inevitable and its results are felt intersectionally.', 'global humanities: critical theories and transnational cultures. the course will be aimed at providing students with the necessary critical and analytical tools, introducing them to the main themes and principal concepts of the transcultural studies. the course will facilitate a gradual process of gaining knowledge and deepening understanding, familiarising the students with this field of studies, its scientific vocabulary, the methodologies and the critical theories, in a comparative perspective which rejects eurocentric approaches.', 'performing arts between arts and politics. the course will be dedicated to the cultural season in rome, precisely to the events, exhibitions, and experimental and research performances that will take place simultaneously with the course, offering students an exclusive opportunity to follow and study the live performance. furthermore, the course will be an attempt to study the aesthetic, ethical, political, economic, social, cultural and theoretical implications that performance entails. the critical elements that we want to highlight in the performance are interdisciplinarity, aesthetic and/ or political radicalism, the concept of non-representation, collaborative and collective work, new forms of acting or acting, the use of the performative body, the new dance , the use of new media, and different aspects of the relationship with the performative space and with the public. the course which, at the same time, collects and notes new artistic and social practices, will not only give students the opportunity to study contemporary performance, but to incorporate new methodological tools for its analysis.', 'roman history. in consistency with the educational purposes of the whole teaching course, aim of the teaching unit is to give students a basic knowledge and comprehension skills in the field of roman history, with the help of advanced textbooks. moreover, it will make the student able to apply the acquired knowledge in an expert and reflective way, making autonomous judgments, communicating ideas, problems and reflections in a clear and correct way, and developing the knowledge required to go further in the studies. in particular, the course aims at outlining, through the presentation of literary and documentary sources, the most significant aspects of the historical evolution of the roman world, from a wide variety of angles, and identifying the peculiar features of roman civilization in comparison with other civilizations of antiquity and of later times.', 'gender economics. the main objective of the course is to provide a gender analysis of economic theory answering to one main question: why and how a gender approach to inequality can explain men and women occupational patterns, wages and poverty?', 'artificial intellingece, family law, environmental law. the principal aim of the course is to investigate the connections between artificial intelligence (ai) and familiar relationships with a special focus on human rights – not only the traditional ones (identity, life, privacy, right to be forgotten, etc.), but also new ones as the right to be remembered and preserve the memory and the right to live in a clean and sustainable environment. besides the study of european and nationals laws, the course will focus on the study of robots and algorithms in relationship to the innovative theories that these studies are bringing to the attention of the scholars of law.', 'emerging africa in the framework of the sustainable development goals. the course aims at providing students with the knowledge and understanding of the methodological, critical and practical aspects of the discipline. it proposes geographic and disciplinary perspectives in which discipline-related projects are, or may be, activated. it shows the variability of fields of interest, enables the student to master the specific topics in order to apply them, even in other fields of study, while using the correct specific language. with the acquired knowledge, the student will be able to develop autonomous ability of connections with other disciplines in different historical periods and cultural contexts.', 'contemporary history. this course aims at providing students with a basic knowledge of the main events, processes and issues of contemporary history, as well as of major historiographical debates.', 'anthropology. the course aims to provide knowledge and understanding of the methodological, critical and applicable aspects of the anthropological disciplines; it proposes geographical areas and sectorial perspectives in which anthropological projects are activated; it shows the variability of anthropological fields of interest; it enables the student to master the anthropological topics in order to use them and apply them in other fields of study while using the correct specific language. with the acquired knowledge the student will be able to develop autonomous ability of connections with other disciplines in the various historical epochs and cultural contexts.', 'dublin: its museums and collections. this module will be team-taught by lecturers in the school of art history & cultural policy. dublin is home to a rich variety of museums, whose collections survey the entire history of irish art but also include outstanding examples of european and non-western art. the purpose of this module is to create an enhanced appreciation of art among students who are not majoring in art history by fostering a direct engagement with these works of art and architecture. two one-hour meetings a week incorporating both slide lectures and discussion will focus upon art in dublin museums. although short readings will be assigned, the principal demand made upon students outside of class hours will be to visit the collections in which the works discussed in class are displayed. assessment will be designed to give students the maximum flexibility while introducing them to analytical skills specific to art history. the grade for this module will be based upon one essay assignment and an end-of-semester slide test.', 'perspectives on irish art. this module examines the range of art and architecture produced in ireland in the medieval period from its early beginnings in the fourth century ad to the 16th century and the revivals and re-interpretations of this ‘celtic’ art in the 18th to 20th centuries. it addresses how insular art and monastic culture was affected by events in irish history such as the arrival of the anglo-normans in the 12th century and the dissolution of the monasteries in the 16th century. the impact of antiquarianism and celtic revivalism in the 19th and 20th centuries in reviving awareness and interest in early irish art is a major theme in the course, as is the notion of an ‘irish imagination’ in modern irish art. setting these within international contexts, the course analyses how these major manifestations of irish art have contributed to and challenged notions of irish cultural identity. the course includes site visits to major museums and galleries in the city of dublin and to the irish folklore collection in ucd.', \"discovering ireland's landscape. this module is intended for students new to ireland and so largely unfamiliar with irish archaeology and indeed irish history. it aims to show how the irish landscape can be read as a document to reveal many clues about irish identity, whether that be ancient, medieval or modern. the module is focused on the idea of heritage: cultural landscape as a key element of irish heritage. it is not based on traditional classroom lectures but on on fieldtrips, supported by materials available through our virtual learning environment. but the best way to understand a landscape is to visit it, thinking and reading about it in advance and then thinking and reading about it again having experienced it. two fieldtrips are normally part of this module, both concentrating on ancient and medieval landscapes within reach of dublin by coach.\", 'intro to celtic civilization. this introductory module provides students with an overview of the origins, languages, literatures and mythologies of the celts from prehistoric to medieval times. it forms a solid foundation from which students can progress to study the legacy of the celts in greater detail at stages 2 and 3. the first half of the module begins with a survey of the main periods of celtic archaeology and then considers how the celts were portrayed by classical greek and roman authors, our only written sources for the history of ancient celtic europe. following this, english translations of legal and historical texts composed in ireland from the seventh century onwards are drawn upon to build up a picture of life in the medieval celtic world, considering topics such as the structure of early irish society and the role of women.   in the second half of the module, students will be introduced to the main genres of early irish literature. this rich tradition will complement insights gained in the first half of the module. students will focus on reading texts within the contemporary medieval context and will become familiar with the diversity of the early irish literary tradition. the module will also address recent scholarship in relation to the interpretation of the relevant literature.  following an examination of approaches and sources, the module will focus on selected genres. one approach categorises the literature into four main sections. these are: the ulster cycle, the mythological cycle, the fenian cycle and the cycle of the kings. students will also examine particular tale types involving voyages, death, love and other central themes.  all texts will be read in translation, supported by critical reading, and no previous knowledge of a celtic language is required. beginners’ modules in medieval irish and welsh are also available for those wishing to study the languages of the primary sources.', 'vikings in the celtic world. this course will consider the viking experience of the celtic-speaking lands and how the vikings, through both confrontation and collaboration, had a transformative impact on that world between c. 780-1020. the vikings were largely a silent people and it is largely through the eyes of those they encountered ‘peoples who were already literate’ that we first get to know them. many of our enduring images of the vikings are based on sources from the celtic world, and some of the earliest and most complete accounts of the initial viking raids are found in the irish annals.   as the vikings become a permanent presence in these lands, the celtic and norse views of the spiritual, heroic and economic world intersected and, at times, collided. we will look at the manner in which the vikings are treated in literature and how this changes over time. we will trace the survival of rituals and beliefs brought from scandinavia as exemplified by the decorated slabs and burials on the isle of man, where legends from norse mythology feature on christian crosses and a warrior was buried with a sacrificed slave.  there were personalities, both norse and celtic, who straddled both worlds, and many of these men and women were nurtured in both traditions and reflect the enduring and transforming contacts made through intermarriage, fosterage and political alliances.  the emergence of new dynasties and kingdoms is a product of the special circumstances of this period and we will consider how they arise and what their impact was on the wider norse and celtic worlds. towns develop in the west and the north as a result of the vikings’ new raiding/trading activities, and the connections between the contemporary developments of dublin, waterford and limerick in ireland and kaupang, birka and hedeby in scandinavia will be surveyed.  this multifaceted course will provide students with a clear understanding of this fascinating and dynamic period in the history of the norse and celtic worlds.', 'kings and heroes of early irl. the ulster cycle tales are among the best-known narratives of early irish literature (c. 700-1200 ad). the tales depict the heroic society of pagan ireland and the rivalry for supremacy between ulster and connacht. we will study, in translation, not just the centre-piece of the cycle (the ‘táin’ or ‘cattle raid of cooley’), but also other major and minor tales, which offer an introduction to the wide variety of themes, genres, and literary styles of one branch of this uniquely early literature. among the most attractive and accessible of the early irish tales are those dealing with the lives of legendary or early historical kings and heroes, such as cormac mac airt, about whom many tales have survived. we will read these sagas in translation, to discover how legendary and historical kings are presented as admirable or otherwise, what the desirable characteristics of an ideal king were, and how the demands of kingship were reconciled with the king’s human needs. more generally we consider what were the pressing concerns of the social and political ruling elites of early ireland, and how how they were encoded and explored in a memorable literature.', 'ucd gamelan ensemble 1. this module provides an opportunity for students to become familiar with the art music tradition of central java by performing in the gamelan ensemble. the core focus of the module is on traditional javanese forms and techniques, which students will become familiar with through practical experience on the various instruments that make up the gamelan. the module culminates in a end-of-semester concert. there will also be an opportunity to compose new works for the gamelan ensemble, once students becomes familiar with its basic principles.', 'contemporary ireland on stage. this course examines new irish theatre from the 1980s forward, with particular emphasis over the past twenty-five years, during a time of profound economic and social change. the disintegration of a unified national consciousness is reflected on irish stages, and the proliferation of forms, themes, and styles signals trans-national concerns, urban consciousness, recreation of ‘traditional’ images and themes, and an interrogation of narrative, identity, and empathy.', 'contemporary irish writing. what distinguishes contemporary irish writing? what are its chief thematic preoccupations and formal innovations? who are its leading authors, what are their chosen subjects and who were their influences? how are contemporary irish literary works received by their readers, nationally and internationally, and how can the ongoing diversity in literary texts, and in readers’ reactions, be studied, and interpreted? is contemporary writing defined by its relevance, its artistry, or its socio-political concerns? how do writers compose and structure their works?  this module will introduce readers to a range of contemporary irish writings, spanning non-fiction, the novel, short stories and poetry, closely examining the choice of theme, the significance of form, and the nature of the works’ impact. in analysing the depiction of contemporary irish urban and rural society in contemporary fiction, we will engage with ongoing debates concerning the function and importance of literary representation in the context of social crisis and change. the interrogation of irishness and identity in the course texts will be examined as will writers’ preoccupation with the transnational and the global.  workshop discussions, supporting the core lectures, will also examine how these contemporary writings have been received to date by readers and critics, and trace the ongoing processes whereby the reputations of texts and their writers are formed and shaped. each workshop will also incorporate formal exercises designed to ensure that first year students acquire the necessary skills for studying english: writing and close-reading; note-taking, research, and referencing; and effective use of electronic resources such as online journals, dedicated websites, reviews in news media.', 'introduction to film and media. the contemporary era is marked both by a proliferation of screens through which we access ‘content’, as well as fundamental and ongoing shifts in the media industries, largely driven by digital innovation. given this context, this module aims to provide students with a scholarly understanding of a range of screen media, past and present, in order to better comprehend continuities and disruptions. students will examine how formal elements combine to create meaning in screen texts and they will be introduced to a wide array of critical terms through which they will develop their own analyses. through a number of detailed case studies encompassing film, television as well as emergent “new media” forms, the module will provide a foundation of methods and skills for researching and studying screen media in varied forms and contexts.', \"discovering ireland's geology. the irish geological record contains over a billion years of earth history preserving memories of the uplift of himalayan-sized mountains, volcanic eruptions, warm tropical seas and polar ice caps. this module will introduce through field classes and online material how we can interpret the ancient rock record to reveal the past, and explore the links between the bedrock beneath us and today’s landscape and society. as part of this module students will visit sites of outstanding geological interest in the dublin area and beyond, including to the world famous cliffs of moher and burren or giant’s causeway*. the module is intended for students with an interest in geology and the environment and as an introductory course is designed for those with limited or no prior knowledge of geology.   *students are required to attend field classes and the dates of field classes cannot be changed.\", 'irish for beginners. this is an irish language module aimed at complete beginners. it is designed for students who have not previously studied irish and students who have no knowledge of the irish language or know only a few words and phrases. this module will be an introduction to the irish language in which students are required to participate actively and devote time to autonomous learning. emphasis will be placed on developing the four language skills. at the end of the module students will have mastered the key linguistic elements of level a1 (foundation level 1) of the syllabus developed for the european certificate in irish and will be progressing towards acquiring level a2 (foundation level 2). this module is offered by the school of irish, celtic studies and folklore.', 'introduction to folklore. this module is designed to give students a comprehensive overview of what is meant by the term ‘folklore’, and to introduce them to the academic study of the subject. in the course of the module, folklore is defined and described in its many manifestations, and students learn about some of the more important sources for the study of folklore and popular tradition, in ireland and abroad. examples of both oral tradition and material culture are examined, including narrative and storytelling, vernacular architecture, traditional belief systems and views of the otherworld, and popular custom and practice. a basic introduction is given to international works of reference and systems of classification used in the study of folklore, and to some of the theoretical approaches to the subject. contemporary forms of folklore, and the persistence of certain themes in popular culture, are also discussed.', 'music in ireland. this module provides students with both a thorough introduction and an experiential immersion in the music of ireland, and aims to encompass all its richness and variety. no previous knowledge of irish musical history is required and neither is it necessary to be able to read musical notation. the module will engage with the music of ireland from the medieval period to the present day and will encompass three principal types of music traditional, classical and popular. the music of ireland will be examined in its historical context and will be situated within the wider international context. the music’s historical, social, cultural and political dimensions will be discussed. in addition to lectures, students will participate in discussions (either in seminar or online discussion forum) and will engage live music over the course of the trimester.', 'digital media & everyday experiences. it has become equally significant to understand individual media users in specific social and cultural contexts as it is to understand owners, designers and regulators of the media. digital media and everyday experiences examine the uses and social consequences of the internet, social media, games and virtual reality. it analyses how digital technologies are socially shaped, reshaped, experienced and consumed. the module explores the dynamic interaction between the ‘logics’ and values of new and old media and the enduring cultural norms that shape the processes of localisation, appropriation, and domestication. during the module, students will develop an appreciation of the range of experiences affected by digital media, including the increasing expansion of life online, the growing intimate relations between life online and off and global divisions of labour. students will investigate daily routines that often go unnoticed in the discussion of media such as media devices and digital objects, e-waste, digital economy and racial/gender bias in algorithms. throughout, the module will be attentive to issues of gender, race, sexuality, and other categories of sameness and difference related to media use.', 'introduction to geographic information systems. this course introduces students to geographic information systems (gis). the world is facing environmental and social challenges on a global, national, local and individual level, while also moving further into the information age. availability of reliable and up-to-date information has become more and more important to make informed decisions to address global challenges. in many cases, data required to generate the information needed to tackle these grand challenges are geographical. students will get lectures in combination with (un)supervised exercises. lectures and exercises are designed such that the basics of storing, accessing and analyzing geo information are covered. students are encouraged to find creative solutions in the use, design, and analysis of gis functionalities. treated are the concepts of multi-scale and geometric aspects of mapping in a gis context, dissemination methods, and environments, with emphasis on online and interactive methods.', 'introduction to earth observation. this course introduces students to earth observation (eo) techniques. students will learn to deal with sensors, platforms and data processing techniques that are used to derive information about physical, chemical and biological properties of the earth’s surface without direct physical contact. students learn to think computationally by combining data, use multi-resolution data, assess aspects of spatial resolution, spectral information and thus make the most out of the available earth observation data. students learn how to combine data, use multiresolution data, assess aspects of spatial resolution, spectral information and thus make the most out of the available earth observation data. the final phase of this module consist of an inter- or multi-disciplinary project.', 'cybersecurity & cybercrime. this course will introduce you to the fields of cybersecurity and cybercrime. cybersecurity encompasses measures taken to protect a computer system, a network, or the internet as a whole, against unauthorized access or attack. as far as the internet is concerned, however, the spectrum of abuse is large: it ranges from cyberdeviance (a behavior outside or at the edge of the formal norms of society, but not yet illegal) to real cybercrime (an activity that violates a set of legal norms). and yet, between these extreme examples, our psychological, regulatory and ethical frameworks are still catching up with the advancements in technology and technological crime.', 'innovations in sustainable chain management. the design course redesigns the interactions between society, economy, materials and technology in an interactive design process.', 'aerospace management & operations. this course focusses on how the global aerospace industry developed over time, which problems individual airlines and airports face, and how the aerospace industry connects to the broader economy, society, and environment today. the disciplines of technology, economics, management and the human-machine interface are merged in a natural way and students learn to use an interdisciplinary approach to problems and questions concerning the aerospace industry.', 'innovation & entrepreneurship. this module starts with an introductory acceleration program that sensitizes students to the dynamics of the entrepreneurial business model development for 4 days. these four days enable to solve potential deficiencies in necessary knowledge for operating in and communicating about businesses. moreover, the acceleration program will also equip students with the knowledge and competences to develop a technologybased startup into a (successful) company. in a playful manner, participants work in multidisciplinary teams in the acceleration program, the project as well as case work during the module. knowledge that will be gained during the, below described courses, will be directly and practically applied in the module project. in which student teams develop a product and. or service concept into a business model. using the leanstart up approach, students are encouraged to do field work and address secondary data, to test assumptions and claims during the development process of the business model. consequently, the validity and feasibility of business models is continuously assessed and evaluated.', 'philosophy of science and technology. this course analyses and evaluates the influence of science and technology on humans and society. rather than merely studying the philosophical tradition in itself, the course aims to develop your skills to systematically and critically reflect on science & technology and their social roles.', 'science to society: from idea to prototype. this course focusses on real-life problems of societal challenges in diverse fields like energy, healthcare and robotics. creative design ideas and technological innovations in cooperation with different societal stakeholders are necessary to tackle these challenges. students work on generating novel ideas and design concepts, and transforming the initial concept into a prototype.', 'governance of innovation and socio-technical change. in this course students will learn how society and technology influence each other, in particular how this plays out in innovation processes when new technologies are developed and embedded into society, and students will learn about possibilities for purposefully shaping innovation processes and socio-technical change.', 'new technology business development. this course is the more advanced part of the package that builds on the innovation & entrepreneurship (1) course in adding the subjects of intellectual property management (ipm), high-tech marketing (htm) and innovation management (im) including emergence of new business models.', 'smart solutions for sustainable cities. this course explores the smart city concept through theory (30%) and focuses on student group design projects in city robotics (70%), utility mapping, machine learning for buildings and construction site automation.', 'science to society: from prototype to society. our society is confronted with many challenges in diverse fields. fortunately, emerging technologies also give us many opportunities to overcome these challenges. new products allow us to feel safe in extremely crowded or remote places, to monitor our health status in real time, to acquire knowledge independent of our physical location or to transfer difficult tasks to intelligent robots. these products, however, are not developed within a single domain. to come up with successful solutions, combined expertise is required from different scientific fields. therefore, in this course students work on realizing a concept by making use of a prototype in a multi-disciplinary team and will develop the skill-set necessary to design solutions. the prototype will be enriched with a business model addressing its feasibility. close interaction with problem owners from the world of business, government or science is core to this course.', 'circular economy transition. in this course the student learns that the transition to a circular economy requires an acceleration as our global challenges increasingly demand more attention.', 'designing systems for the digital society. building a professional identity: appreciating computer science as a discipline and computing in practice; economic, historical, organisational, research, and social aspects of computer science; understanding the skills that define a computer science graduate, and articulating them through cv and social media profiles/presence.   cyber-ethics principles and their role in the system analysis and design (sad) cycle: understanding the contexts in which systems will operate; appreciating, evaluating and articulating legal, ethical, social and professional issues related to digital solutions, including data protection; code of conducts.    conceptual modelling as a core activity in computational thinking, and its use in designing applications to user’s requirements. requirement acquisition and analysis. information gathering, interactive and unobtrusive methods. designing inclusive systems: capturing the needs of different users by modelling user views; appreciating and preventing potential biases. the importance of formal specifications and standards in conceptual modelling: enhanced entity relationships models, uml.    designing ethical and usable systems and communicating effectively with stakeholders: a case study in database modelling. phase 1 – writing and appraising a system proposal: literature search, evaluation of sources. phase 2 – technical writing of conceptual models and system design: project management, time management and teamwork, the use of techniques from the agile philosophy as a way to produce user centred designs, mapping conceptual to logical design for relational databases, evaluating robustness, quality and scalability of the designed database model, benefits and drawbacks of normalization. phase 3 – delivering a proof of concept, evaluating a pitch, ethical assessment of a system.', 'living with environmental change. the over-arching aim of this module is to introduce students to the so-called ‘grand challenges’ facing society and what is being done to address them. living with environmental change is a key interdisciplinary research theme currently being addressed worldwide; from tackling climate change and carbon emissions to promoting sustainable resource use and energy efficiency. this module illustrates that an interdisciplinary approach is crucial to identifying the underlying problems faced by humanity and to finding holistic and sustainable solutions.', 'introduction to programming. to introduce concepts and principles of problem solving by computer, and the construction of appropriate algorithms for the solution of problems. to demonstrate the principles underlying the design of high level programming languages. to give students experience and confidence in the use of a high level programming language to implement algorithms.', 'introduction to language study. this module aims to provide students with specialist skills in the linguistic analysis of language data which will enable students to identify and describe examples of linguistic variation in english. students will develop specialist skills allowing them to select the correct phonetic symbols (from the international phonetic alphabet) and linguistic terminology when discussing linguistic phenomena. the module seeks to embody an approach to learning that empowers students to discuss linguistic variation in relation to relevant and appropriate scholarly work and to recognise the expressive resources of language. students will develop subject-specific knowledge that will allow them to explain how relevant theoretical concepts (topical and ethical) apply to real language data.', 'population and societies. the module aims to provide an understanding and explanation of the main societal and cultural determinants of a wide range of demography and other events, including being born ; leaving home ; moving home ; partnering ; having sex ; having children ; experiencing well-being , falling ill and dying; describe and account for how these events lead to spatial and temporal variations in population growth rates and structures examine the relevance of the demographic and epidemiological (health) transitions to developing countries, and, assess the future global population prospects. the module aims to move far beyond the basic population geography presented in gcse and a-level syllabuses by providing; greater breadth and depth of coverage, direct exposure to the population-related research of current staff, greater critical engagement with the material covered.', 'critical, analytical and creative thinking. to introduce students to the concepts and methods of informal logic and to enable students to use these concepts and methods in assessing arguments both within and outside philosophy. to help students to think more logically themselves, and to locate and remove inconsistencies in their own thoughts. to introduce students to methods of causal, statistical and probabilistic reasoning and to enable students to identify and avoid causal, statistical and probabilistic fallacies. to enable students to think creatively about problems and to come up with rational solutions to them, and to make logical decisions in the light of available evidence.', 'foundation of law and justice. the module introduces students to the study of law in the school of law and social justice. it uses a variety of contemporary case studies to develop students’ contextual understanding of:  • key concepts (e.g. law, obligation, power, rights, justice, inequalities etc),   • frameworks (e.g. court system, judicial reasoning, legislation, supra-national law etc)   • techniques (e.g. using precedent, statutory interpretation, accessing authoritative sources of law, conducting legal research etc)   • legal theory (e.g. the role of law in society; a range of major theories of law (e.g. natural law, legal positivism, critical legal theories)   • skills and attributes expected of students in the school of law and social justice (e.g. fluency of communication; integrity in the planning and execution of academic work; collaborative working practices; developing reflective practice as a law student etc)', 'evolution. this module aims to:    describe fundamental genetic mechanisms that are essential for the function and evolution of life;    introduce students to fundamental evolutionary concepts and theories, showing how genetic mechanisms help determine the patterns of observed evolution;    apply evolutionary concepts to a broad selection of areas of life sciences;    develop in students the knowledge and understanding of the subject and the ability to apply, evaluate and interpret this knowledge to solve problems in biology.', 'cities and regions. cities and regions is concerned with the global process of ‘urban restructuring’ that has taken place of the past decades, as well as the urbanisation process that is unfolding in developing countries. the module is organised along the following three themes, using uk and  international examples: changing cities: we will discuss the changing physical form of cities into vast metropolitan regions. we discuss the various layers of urban analysis ranging from the nuclear city to mega city regions or megalopolises, comprising several metropolitan regions. the interaction between transport and land use receives specific attention, leading to mass regional urbanisation. the changing urban form raises questions about strategic planning and metropolitan governance. urban and regional development: cities have undergone an urban renaissance over the past decades. globalisation is the cause both of a deep urban crisis of the 1970s and the formation of world cities in which capital and economic activity is concentrated. social and environmental challenges: the current urbanisation process goes along with two fundamental challenges. climate change has resulted in increased vulnerability and a need to mitigate its causes and adapt to an increase in extreme weather events. urban inequality is second big challenge for cities, including issues of residential segregation and gentrification. both challenges are particularly pertinent in developing countries', 'global economic and business environment. the aim of this module is to introduce students to:  1. the theoretical basis of global economic integration   2. the main economic features of the global environment   3. the workings and interaction of different global institutions   4. the major current policy issues.', 'creative principles in game design. – to provide a conceptual basis for practical game design.  – to gain a better understanding of how existing games are crafted.   – to cultivate a stable workflow in the design of games.   – to develop the ability to articulate ideas about game design.    topics covered in this module include:  1. the video game as a designed experience.   2. interfaces and user interaction.  3. the design of success/failure and reward systems.   4. structuring flow and balance.  5. implementation of chance.  6. autonomous agents and ai .', 'global history of the present. – to develop students’ awareness of how historical investigation enriches important contemporary debates; – to introduce students to a range of new ways of approaching the past, both in terms of subject matter and of approaches to history; –  to introduce students to parts of the world that they have never studied before and, equally importantly, to enable them to see the myriad connections between different parts of the world.    topics include:   1. gender;   2. the environment;   3. the development of nation-states, colonialism and governmentality;   4. transnational connections and mobilities;   5. the history of ideas and ideologies.', 'music in context: why music matters. the aims of this modules are to introduce students to the scope and breadth of the study of music as well as various academic approaches and methods employed in such study; to introduce key terms and concepts used in the study of music in relation to culture; to help students to critically examine how musical genres, forms, styles, artists, audiences, ideas, institutions, localities or industries work together in a variety of contexts; to provide a foundation for the further study of music and culture at levels two and three; and to help students to understand interdisciplinary approaches to the study of music.', 'film cultures. this module aims to understand different sites of film exhibition, for example: festivals, streaming platforms, made for internet videos, television films / miniseries; to analyse digital and physical sites of distribution in relation to the genres and types of films exhibited; to analyse film as a global medium; to understand the cultural contexts within which these films circulate and the ways in which they create cultural meanings; to address and interrogate concepts of taste in the ways in which films circulate and are granted space in media beyond the screen; to enhance students’ skills of critical analysis and independent thinking; and to analyse different ways of writing about film and the different audiences for this form of reception.', 'politics of international human rights. topics covered during the module may include:  1. the philosophical foundations and debates of human rights;   2. the political establishment of an international human rights regime: – what are the origins of the universal declaration and how and why did an international regime on human rights evolve?   – un human rights treaty system: why states commit and its impact 3.  human rights and foreign policy: how do states integrate human rights into their foreign policy and does it matter?   4. human rights at the regional level: what institutions exist in europe, the americas and africa to ensure the protection of human rights and do they make a difference?   5. conflict, transitional justice and human rights: how are human rights enshrined through international humanitarian and criminal law?   6. do transitional justice mechanisms improve human rights?   7. nonstate actors and human rights: what nonstate actors are integral to human rights in international politics, and what roles do they serve in undermining and improving human rights?', 'business ethics. – to introduce and explain major contemporary perspectives on corporate behaviours.  – to introduce moral perspectives as they relate to managerial decision-making and corporate structures.   – to make students familiar with a range of recurrent ethical problems arising in business.  – to improve students’ skills in identifying and analyzing ethical issues that managers and employees face.   – to give students practice in formulating, defending, and planning the implementation of action plans managing ethical dilemmas.', 'urban sociology. the syllabus for this module is organised around three distinct-but-related themes:  i) theories of the urban  • modernity and urbanism   • the chicago school: urban space matters   • the social production of places and spaces   • postmodern urban theory    ii) urban social divisions   • gentrification   • ghettoization and segregation   • cities of ‘slums’?   • gendering urban space    iii) urban interventions   • the garden in the city   • the modernist city as anti-urban?   • urban politics and protest', 'introduction to communications and media studies a. this module aims to provide students with foundational knowledge in the field of communication and media.   the module gives students exposure to the development of communication and media from a historical perspective with a focus on the social, political, cultural and economic changes brought about by new technologies. it also provides students with an overview of the development of media and communication studies as a broad academic field, including new trends.    it aims to provide students with a critical understanding of some key approaches and theories to the study of mass media communication from a wide variety of perspectives and introduces students to relevant seminal work and key debates in the field.', 'ethics: moral constraints and the good human life. students will become familiar with key concepts in ethics, both meta-ethics and normative ethics. students will gain an acquaintance with the main approaches to moral theory such as virtue ethics, deontology, consequentialism, as well as key debates in meta-ethics. students will tackle central questions in moral philosophy, such as ‘is a good action more about good intentions than beneficial outcomes?’, ‘does lying possess an objective property of badness?’, ‘ought different people to follow different moral codes?’ and ‘what activities lead to a good life?’.   the module gives an overview of major ethical theories, both on the normative and the meta level. after a general introduction, the module discusses topics such as consequentialism, kantian deontology, social contract theories, virtue ethics, feminist ethics, ethical pluralism, scepticism, nihilism and moral rights theories.', 'power, belief and identity: medieval and early modern worlds, c. 500-1600 ce. – to introduce students to the history of europe between late antiquity and the enlightenment, and the relationship between europe and other parts of the world;  – to develop empathetic understanding of the period;   – to develop an understanding of how one engages in critical evaluation of primary sources;   – to develop an ability to analyse problems, construct an argument and present it clearly in written form.    topics include:   1. the fall of rome and the rise of christianity and islam;   2. gender in the early middle ages;   3. the kingdom of the franks and the carolingian world;   4. the vikings;   5. the crusades;   6. heresy;   7. the black death;   8. the reformation and catholic reformation.', 'computer and information science. comp111 aims to enhance the capacity of students to benefit from information and communication technologies, and various software applications now and in the future.', 'politics. key elements of modern international relations. origins and dynamics of the cold war system, regional developments, the emerging post-cold war world, perennial international issues and contending analytical perspectives.  the aim of this paper is to introduce students to the field of post-war international relations. strictly defined, the subject of international relations is concerned with the study of relations among the world’s national governments and non-state actors. but such relations cannot be understood in isolation from the context of the international system where they are formed.  the focus, therefore, will be on the rise and decline of the bi-polar system, the emergence of the new post-cold war order and the persistence of certain international issues throughout the period in question. it is hoped not only to equip students with an enhanced awareness of what has happened in the international arena, but also promote an understanding of how and why these events have occurred.', 'biochemistry. an introduction to the structure and function of proteins as essential elements of life processes; principles of enzymology; introductory bioenergetics; conservation of the energy of food for body processes; digestion and catabolism of fats, proteins and carbohydrates; terminal pathways of oxidation, anaerobic and aerobic metabolism, mitochondrial metabolism; energy storage and utilisation; the molecular basis of disease; illustrative topics in metabolism.  if you’ve ever wondered how living things work, where they get their energy from, how they make the components they need or what it is that your genes do, then biochemistry is for you. biochemists describe life by applying the molecular approach of chemistry to the study of biological molecules. biochemists also explore the molecular basis of disease, generating insights into how disease can be managed and treated. biochemistry occupies a central place in the life sciences. it is fundamental to our understanding of the structure, function and development of all life. it doesn’t matter which area of biology you are interested in, biochemistry will enhance your understanding of life.', 'cell and molecular biology. an introduction to the biology of cells; fundamentals of molecular biology; organismal and molecular genetics; human genetic variation; diversity and biology of microorganisms; microbial virulence and disease processes.  cels191 provides a fundamental introduction to cell and molecular biology and genetics. this is a compulsory paper for health sciences first year students and a prerequisite for many other biology-related courses.', 'maori studies. an introduction to the theory and practice of māori culture and society in traditional and contemporary contexts.  a basic understanding of māori cultural concepts and the historical context within which māori society has developed to its contemporary position is critical to new zealand’s development. a student who completes this paper will be equipped with the knowledge and cultural awareness to participate more fully in new zealand society. the student will also develop a broader indigenous perspective that can be applied globally.', 'ecology. species and population ecology: patterns of biodiversity; management of threatened species; evolution and environmental influences; how individuals interact with each other in populations, and with their physical environment.  natural ecosystems are intricately linked with human society, yet their sustainability is threatened by the rapid expansion of our population and its industries. of all scientific disciplines, ecology is best placed to offer long-term solutions. this paper provides a thorough overview of ecological principles, ranging from the forces acting on individuals and populations, to those structuring entire ecosystems. it provides a foundation for those aiming at becoming ecologists, as well as a complete introduction to the field to those majoring in other areas such as economics or law.', 'earth and ocean science. this multidisciplinary paper commences with an overview of our place on planet earth, the solar system, and deep space. it then covers a vast number of topics by way of the unifying theme of earth “spheres”; atmosphere, geosphere, hydrosphere, cryosphere, and biosphere. topics such as climate and atmospheric/oceanic circulation, plate tectonics and associated hazards, weathering and erosion/deposition, past and present life, glaciers and ice sheets, and the impact of humans on the planet are covered. students will finish the course with a holistic understanding of planet earth, and a good feel for topics worth pursuing at more advanced levels.', 'marine science. an introduction to physical, chemical and biological processes and their co-dependencies in the global ocean system.  a varied and exciting introduction to the diversity of disciplines that constitute marine science. in this paper we investigate a series of important biological processes and how they interact with each other. we focus first on how the oceans came to be. we then delve into marine biodiversity and ecology, with fascinating lectures on plankton, invertebrates, marine birds and mammals. we then discuss how these groups detect and respond to changes in their environment. lastly, we examine the enormously valuable resources extracted from the ocean, such as fisheries and aquaculture, and, consequently, how human activities are threatening the marine environment. the lectures are complemented by hands-on practicals and field-trips utilising the university’s research vessels.', 'management. international management is the leadership of integration of functional business areas within an international environment. the overall function of the various internal assessments is formative (targeted at learning) rather than summative (for grading purposes).  the prescription of a mixture of didactic and case methods will ensure that students develop problem-solving skills that will become features of their life-long learning.  given that this is a second-year paper, it is expected that you will be in large part responsible for your own learning. giving and receiving constructive feedback is an essential part of formative learning and being a manager. hence it is considered important in this classroom', 'tourism. the major issues in world tourism as it is differentiated on a global regional basis; integrated illustrative case studies.  tourism is a global industry and phenomenon; one that is integrated into social, political, cultural, environmental, and economic global and local contexts. ‘global tourism’ is designed to examine this reality and to assess how current events and historical trends at global, regional, and local levels shape and can be shaped by tourism as an industry and social phenomenon. this is grounded in a knowledge of the scale of tourism in the regions of the world and its potential for growth.', 'anthropology. being human, and humane, in a world where worlds collide. an introduction to cultural studies of globalisation, multiculturalism, tourism, media.  this paper introduces students to the study of human life from the global and local perspectives of socio-cultural anthropology. using new zealand and international studies, we explore together the distinctive characteristics of our field with its focus on tolerance, its celebration of human difference, its attention to the necessity for decolonisation and defamilarisation of our taken for granted worlds, and our use of empirical fieldwork to create contemporary theories of power, values, identities, societies and cultures. we explore a human and humane response to the following questions: how do/how should we live with globalisation? what would a fully globalised world look like? how does one account for enduring cultural diversities? what are the relationships between, on the one hand, the mental/spiritual/cultural and, on the other, the physical/material/fiscal components of human realities?', 'management of emerging businesses. this course aims at providing students with basic understanding on startup business, such as idea generation, business modeling, prototype creation, commercialization, and incorporation. the feature of this class is: firstly, there are many interactions with the guest speakers from many industries and countries, enabling students to understand the know-how to be a successful entrepreneur. the guest speakers in 2021 were: • dr. david farber, the internet hall of fame • dr. sureswaran ramadass, founder of mlabs, malaysia • mr. hiroki mashita, ceo of v-cube, alumni in keio university secondly, students participate in-class exercises to learn the design-thinking skill in line with the aggregator that is new business in energy industry. plus, case method discussions help the students have a capability of resolving the problems in daily management of a business.', 'international finance. this is an international finance course for undergraduate students. we will cover the monetary or macroeconomic side of international economics, such as the determinants of the exchange rate and the effects of monetary policy. the first half of the course will be devoted to the exchange rate and open-economy macroeconomics. in particular, we will learn how the exchange rate is determined. then, in the last half, we will look at international macroeconomic policy as well as exchange rate policies in developed and developing countries. we will study how policies work, and what kind of policy is desirable.', 'region and society (asia-pacific). this class aims for enhancing the understanding of contemporary international political economy, security and society mainly in east asia through examining theories, policy frameworks and practices. all sessions are conducted in english.  ”region” could be defined in various terms. in international relations, it generally indicates the multilateral groupings of neighboring nations. however, when it comes to the term regionalism, it suggests a functional relation that bundles multiple nations with their political, economic and cultural inheritance, often based on the geographical advantages. region could be formed either inherently or arbitrary. thus, the “region/regionalism” is a dynamic concept of geopolitics/economics, which rests between the global governance, the bilateral rational choice of the government, and people’s perceptions.  this course specifically focuses on following agendas: 1)theory and practices of regionalism in east asia, 2)security in asia-pacific region, 3)japan’s foreign policy on regionalism.', 'environment risk science. this lecture will focus on disaster risk as the key element of environmental risk, and will elaborate with case studies on different innovation examples in the field of housing, health, water, education and disaster recovery.', 'music and the brain. music is ubiquitous in our environment. a question in this course is how music is processed in our brain and how we can design the environment and change our brain functions with music. recently, an emerging research field of music and neuroscience (“neuromusic”) has been elucidating the neural correlates of music perception, cognition, and performance. in this course, i will overview what has been known so far in the neuromusic research from the integrated point of view of neuroscience, evolutional biology, developmental brain science, human movement science, and cognitive science.', 'haptic science and technology. this lecture series focuses on sense of touch. our daily lives become more comfortable than previous one thanks to technical advancement (transportation, telecommunication, and infrastructure). we rarely get dirty and injured from daily activities as long as we live an ordinary life.  such trend makes us reconsider the importance of actual experience. hands-on workshop is now popular content for most of people, implying direct experience is needed for many people. direct experience is highly related to touch sense, which is personal and subjective experience.  this lecture introduces the science of haptic experience and also present current haptic technology. hands-on demo is provided in some lectures in order to attract broader interests from students.', 'design observation. this class gives you a series of drawing lessons for learning skills to observe and describe objects on a paper. the class focuses on perspective drawing. it is a standard method to draw three dimensional objects and space such as buildings and product designs on two dimensional plane. with it, you can trace back its sizes and proportions of what you draw by learning perspective.  computer graphics has been popular for the last two decades. it has become difficult to attract your clients only by showing computer graphics. i have practiced my carrier in design and fine art field. and as long as i have experienced, more the computer graphics become popular, a simple pencil drawing get bigger power to attract people.  i regards freehand drawing as a design language to observe and describe what you can not describe by text. the class gives you the hand-drawing-design-language. in the first lecture, the class gives you a short lecture on the history of the perspective as well.', 'national security policy. this course will explore conceptual, theoretical, and accumulated knowledge of international security and conflict studies. security studies in 21st century face with complex and uncertain international trends: 1) rise of emerging powers (how do emerging powers change the international security order?), 2) asymmetrical threats (terrorism and insurgency activities), 3) proliferation of weapons of mass destruction and conventional weapons, 4) emerging importance of new domains (space and cyberspace). throughout this semester, this course will conduct in-depth lectures and discussion dealing with these emerging trends of international security.', 'multinational management. this course is to discuss the nature of international business by referring to case study materials. the students read the case before the class, write a short report, and participate an active discussion facilitated by the course instructor.  the case is selected to cover all the important issues around international business, as well as major industries and regions. topics covers: supply chain, distribution chain, organisation and strategy, new entrant, m&a, competition with local firms, collaboration with local firms, low cost distribution, low cost business model, and japanese business overseas. most of the case are less than 10 years old and will constantly be updated.  the students read the case study, which typically is 10-15 pages in english, and write a a4-1page report to answer the questions given by the instructor. depending on the class size, one group may give a presentation of the overview of the case, and then the class moves to an active discussion session facilitated by the instructor.', 'choices and freedom. the course focuses on the analysis of choice from the two perspectives: “freedom to choose” and “freedom from choosing.” rationalists argue that bad choices are the result of bad decision-making and the individuals are the ones to blame. how people make or do not make choices are, in fact, influenced not only by who they are, but also by the social environment where the decision-making takes place. poor/good choice-making are the consequences of the following conditions which can be attributed to the individuals and/or the social environment:  1.income constraints (environment/individual); and/or  2. lack of knowledge (environment/individual); and/or  3. lack of information (environment/individual); and/or 4. lack of [good] choices (environment); and/or  5. limited access to choices (environment/individual); and/or  6. lack of freedom or too much freedom (environment); and/or  7. laziness/ decision [making] fatigue (environment/ individual) analysis of choice behaviors and how people make choices by considering these conditions above would help uncover where the problems may lie, thus improving the solution matters.  the course draws on some arguments from the works of daniel kahneman, cass r. sunstein, richard thaler, peter l. berger and t. luckmann, niklas luhmann, hebert a. simon, among others', 'history of music. where does the music we enjoy today come from? how are the classical, popular, and folk musics around the world related to one another? while most music history courses teach the history of classical music separately from other forms, this course will give a historical overview combining popular, classical, and folk musics around the world and their development over thousands of years. this course will focus on understanding the musical and historical contexts of 60 diverse examples of music from throughout world history, from tuvan throat-singing to beethoven’s symphonies to kendrick lamar.', 'geography of planning practice. this lecture will focus on disaster risk as the key element of regional planning, and will elaborate with case studies on integrated planning, coastal zone planning, dry land planning and urban area planning. examples from developing countries in asia will be presented. group discussion among students will be made.', 'governance and institutions(local government). this course aims to introduce the fundamental theories of administration for local governance. it also follows the latest local government studies not only in japan but also around the world. the instructor will discuss the contemporary issues of local governance with students, including the role of administration, the differences between public organizations and private firms, decentralization, local government performance, the role of citizens, and digital-era governance.', 'asia workshop. course topic: changes in asia at the beginning of the end of covid-19: data collecting, evidence selecting and storytelling. content: asia workshop is the dynamic working space where students and instructors work together to discuss emerging issues in asia. topics for discussion changes every year to keep up with changes at both regional and global scales. against the prolonged backdrop of the covid-19, we are committed to sustaining the interactive working environment for the students and promoting “get-your-hands-dirty” activities to facilitate the students’ first-hand observations of problems and encourage their original interpretations of the collected data. to realize that aim, we will introduce an online platform as a working space where students can discuss and exchange opinions with the support of visual aids to have a real feel for the projected reality. at the class, the students can experience: – “one sees for all” (one collect material (video, picture, narrative) for the rest to observe); – “together, we see more and better” (all interpret one given material), – “different eyes different views” (one reality can be presented differently in a different context) the topics covered include development, health, poverty, global warming, unemployment and many more (subject to changes depending on the students’ background). we also provide lectures delivered by guest speakers during the semester.', 'introduction to second language learning and teaching. this course surveys approaches to second language (l2) learning and factors that influence its rate (and possible route) such as cross-linguistic influence, age and individual differences. students will discover how humans learn language(s) after they acquire their first language (l1). students are expected to actively participate in discussions as well as taking turns in leading the discussion on various topics covered in class.', 'region and culture (asia-pacific). this course aims at introducing students to the contemporary indonesia. it will cover the recent changes in indonesian society, popular culture and sub-cultures, and business to some extent. a guest lecture will be organized to provide students with current information.', 'analytical framework for policy design. in this course, you will learn the basics of system and legal regulations related to police and criminal investigation, and will look at various issues and policies and regarding public safety in japan. the purpose of this course is to understand the analytical framework for policy design regarding public safety in japan. professor has been working for the national police agency (npa) for 23 years, and this course will mainly focus on police activities.', 'international management. this course contributes to the acquisition of the following competencies of business and administration grade general competences 1. theoretical capacity of analysis and synthesis. 2. developing creative aptitudes to find and understand new ideas and problem- solving abilities 3. ability to identify opportunities and threats 4. ability to work under pressure  5.negotiation skills 6. ability to make decisions 7. ability for being critical and self- critic', 'emerging human rights: new issues and contemporary solutions. students will develop the following capabilities:  1. understanding and critical analysis of the reading materials. we attempt to foster curiosity, interest and innovative thought about the topics that will be discussed throughout the course.  2. more specifically, our goal is that our students be capable of grasping general philosophical, legal and social ideas about human rights, its complexities? from a justificatory and conceptual standpoint- as well as its historical development and implementation through international and national legal instruments.', 'political actors and collective action. this course aims to increase students’:  1. analysis of actors in political processes 2. understanding on attitudes and behaviors of individual and collective actors, individual and collective action, electoral behavior and public opinion', 'political analysis and theories of democracy. to gain interest in understanding the various theories of democracy, as well as its concepts, authors and central currents; – to be capable of placing the various theories of democracy within the framework of more general political science studies; ⎯ to know the main visions of politics and democracy from a diachronic perspective, with particular attention to its contemporary relevance.', 'international marketing. this course contributes to the acquisition of the following competencies of the business and administration grade. general competences 1. theoretical capacity of analysis and synthesis; 2. developing creative aptitudes to find and understand new ideas and problem- solving abilities 3. ability to identify opportunities and threats 4. ability to work under pressure 5. negotiation skills 6. ability to make decisions 7. ability for being critical and self- criticism 8. ability to interdisciplinary team work 9. leadership skills', 'the enlightenment in english and american literature. this course aims to increase students’ ability to: 1. have a good command of english, attaining level c2 of the common european framework of reference for languages in different written and spoken registers. 2. know and understand the basic principles of the disciplines within what is known as english studies: the study of the english language and the literature and culture of english speaking countries. 3. be able to understand, produce, analyze and interpret critically both spoken and written texts of different registers 4. know how to reflect critically and arrive at conclusions based on empirical evidence and logical argumentation 5. know how to find, assimilate and interpret written, spoken and electronic information, and know how to use appropriate bibliographical conventions to cite such sources. 6. be receptive to exchanging ideas and perspectives, expressed with well supported and consistent opinions 7. gradually work towards attaining learner autonomy, bearing in mind the need for a proactive approach to learning.', 'from the middle ages to the renaissance in english literature. competences: 1. to have a good command of english, attaining level c2 of the common european framework of reference for languages in different written and spoken registers. 2. to know and understand the basic principles of the disciplines within what is known as english studies: the study of the english language and the literature and culture of english-speaking countries. 3. be able to understand, produce, analyze and interpret critically both spoken and written texts of different registers, in both english and spanish. 4. know how to reflect critically and arrive at conclusions based on empirical evidence and logical argumentation. 5. be able to plan and produce oral presentations, academic essays and literary, linguistic and cultural projects 6. know how to find, assimilate and interpret written, spoken and electronic information, and know how to use appropriate bibliographical conventions to cite such sources. 7. be receptive to exchanging ideas and perspectives, expressed with well-supported and consistent opinions 8. gradually work towards attaining learner autonomy, bearing in mind the need for a proactive approach to learning of literary phenomena, various disciplines.  by the end of the course students should be able to write an essay on texts in the program analyzing their formal features and identifying their thematic concerns in the historical and cultural contexts in which they belong.', 'international finance. this course contributes to the acquisition of the following competencies of business and administration grade. general competences:  1. theoretical capacity of analysis and synthesis; 2. developing creative aptitudes to find and understand new ideas and problem- solving abilities 3. ability to identify opportunities and threats 4. ability to work under pressure  5. negotiation skills 6. ability to make decisions 7. ability for being critical and self- criticism 8. ability to interdisciplinary team work  9. leadership skills 10. ability to work in an international context 11. ability to search, identify and analyze the sources of information relevant to the field of study 12. ability to process information in internet context and use of tools for remote communication', 'intercultural pragmatics. this course aims to increase students’ ability to: 1. know the features that define communication as a social and cultural phenomenon in monolingual and multilingual settings. 2. know how to apply ict and communicative techniques to language and communication consultancy in different contexts and formats. 3. advise in the design, implementation and evaluation of programs for linguistic and multicultural intervention, consultancy and mediation', 'information and communication technologies. competences: 1. to have a good command of english, attaining level c2 of the common european framework of reference for languages in different written and spoken registers. 2. know how to reflect critically and arrive at conclusions based on empirical evidence and logical argumentation. 3. develop problem-solving skills.  4. develop a responsible approach to cooperative work environments. 5. to be able to carry out literary and linguistic analysis of a variety of texts in english, using the appropriate terminology and tools, and within the theoretical frameworks studied. 6. to be able to work collaboratively in tasks of collective negotiation and to participate constructively in a debate', 'international economics. general competences 1. theoretical capacity of analysis and synthesis; 2. developing creative aptitudes to find and understand new ideas and problem- solving abilities 3. ability to identify opportunities and threats 4. ability to work under pressure 5. negotiation skills 6. ability to make decisions 7. ability for being critical and self- criticism 8. ability to interdisciplinary teamwork 9. leadership skills 10. ability to work in an international context 11. ability to search, identify and analyze the sources of information relevant to the field of study 12. ability to process information in internet context and use of tools for remote communication 13. skills for public presentation of works, ideas and report 14. initiative and entrepreneurship cg20. concern for quality and a well-done job 15. effective time management', 'multicultural literature. this course aims to increase students’ ability to:  1. have a good command of english, attaining level c2 of the common european framework of reference for languages in different written and spoken registers. 2. know and understand the basic principles of the disciplines within what is known as english studies: the study of the english language and the literature and culture of english speaking countries. 3. be able to understand, produce, analyze and interpret critically both spoken and written texts of different registers, in both english and spanish. 4. know how to reflect critically and arrive at conclusions based on empirical evidence and logical argumentation. 5. be able to plan and produce oral presentations, academic essays and literary, linguistic and cultural projects 6. know how to find, assimilate and interpret written, spoken and electronic information, and know how to use appropriate bibliographical conventions to cite such sources. 7. be receptive to exchanging ideas and perspectives, expressed with well-supported and consistent opinions', 'foreign trade techniques. general competences 1. theoretical capacity of analysis and synthesis; 2. developing creative aptitudes to find and understand new ideas and problem- solving abilities 3. ability to identify opportunities and threats 4. ability to work under pressure  5. negotiation skills 6. ability to make decisions 7. ability for being critical and self- criticism 8. ability to interdisciplinary team work  9. leadership skills 10. ability to work in an international context 11. ability to search, identify and analyze the sources of information relevant to the field of study 12. ability to process information in internet context and use of tools for remote communication 13. skills for public presentation of works, ideas and report 14. initiative and entrepreneurship cg20. concern for quality and a well-done job 15. effective time management 16. students should know how to apply their expertise in a professional manner, getting enough skills to manage and solve troubles within their area of study 17. students get the ability to gather and interpret relevant data (usually within their area of study) and, additionally, they will be able to make reasoned judgments on relevant social, scientific or ethical issues. 18. students can transmit information, ideas, and solutions for a specialized and non-specialized audience 19. students have developed the necessary learning skills to undertake further studies with a high degree of autonomy 20. analysis and synthesis capacity  22. oral and written communication skills in their mother tongue', 'introduction to international politics: actors and themes. this course aims to show basic knowledge and understanding of a subject area already familiar from secondary school, progressing now to a level of advanced textbook knowledge, and even to a certain degree of familiarity with knowledge at the forefront of the field of international studies', 'the first globalization, 15th-18th centuries. tendency of markets in goods and services to expand throughout the world along recognizably capitalist lines. however, a broader definition which understands globalization as an economic, social, and cultural process of growing communication, interdependence, and change suggests that it dates back to the early modern era, when the atlantic expansion of europe in particular produced ever closer links of growing intercontinental interdependence. this “first globalization” led to the exploitation of entire peoples and the forced migration of others, as well as to different forms of contact among diverse cultures, which gave rise to a wide range of extra-local mixtures, hybrids and conflicts. in order to understand these and other transformations which led to the hegemony of the west in the nineteenth century, this course analyzes a lengthy process whose main protagonists were, first, portugal and spain, followed by the north atlantic states. it will be seen that among the latter great britain emerged as the leading power beginning in the later eighteenth century, the period that saw the decisive changes that led to the industrial revolution.', 'history of the twentieth century. basic and general skills: 1. show basic knowledge and understanding of a subject area already familiar from secondary school, and progressing now to a level of advanced textbook knowledge, and even to a certain degree of familiarity with knowledge at the forefront of the field of study. 2. develop the learning skills needed to undertake more advanced study requiring a high level of intellectual independence. 3. develop the learning skills needed to undertake more advanced study requiring a high level of intellectual independence.  4. locate and interpret complex information from different fields in the humanities and social sciences in order to analyze international problems.  5. be able to transmit orally information, ideas, problems, and solutions to both specialist and general audiences. 6. be able to debate global and specific matters, relating concepts and knowledge from different disciplines after analyzing different ideological, theoretical and normative positions.  transversal skills: 1. acquire a wide range of historical, cultural, socio-political, geographical and ethical knowledge in order to develop a critical attitude toward social realities. 2. locate and evaluate by oneself relevant information from oral and traditional written sources along with those available on the internet; know how to use internet resources critically and responsibly. 3. organize efficiently one’s time and resources when working; develop good habits for planning work and managing time', 'health psychology. specific objectives of the course: 1. to understand the general framework of health psychology and its particular subjects and methodology and its differences and similarities with other related matters such as clinical psychology. 2. to be able to identify health problems from a psychological and behavioral perspective.', 'intercultural communication. based on the experience of students, learners, or connoisseurs of various languages, both the similarities and differences in communication patterns are addressed; during the course, we will ponder on the relations between culture and communication', 'geography of population and inequality (group 320). course objectives 1. that students acquire the basic theory that explains the dynamics of demography and processes of inequality and social stratification. 2. that students learn the basic techniques for the analysis of geodemographic processes and inequality. 3. that students acquire the knowledge needed to analyze and diagnose the interactions among the different components of the demographic dynamic in relation with geographical and socioeconomic aspects. 4. that students reflect critically on problems related to population and inequality.', 'history of psychology, science and profession (group 140). graduates will be able to approach their professional activity and education following the ethical code of conduct, including, among others, the principles of respect and promotion of fundamental human rights, equity, universal accessibility, democratic values and a culture of peace. students will be able to gather and interpret relevant data (usually within their area of study), to make judgments based on the reflection on relevant social, scientific and ethical issues. to assess and appreciate the contribution of scientific research to professional knowledge and practice. to be able to work in teams, adopting cooperative strategies to plan and carry out tasks. to acknowledge and understand the historic and cultural determinants of the main contributions made by psychology as a discipline, their origins and how they inform social and institutional practice. to identify the ontological and epistemological foundations of different psychological schools and their methodological development from a comprehensive and critical perspective on science and scientific research. to understand the relationship between psychology as a science and as a profession, identifying the different areas of specialization of psychological knowledge and the contexts where they are applied.', 'development and global challenges. the minor development and global challenges explores a number of burning issues in the global world, such as environment and sustainability, poverty and unequal economic growth, diversity and inequality, urbanization and the global political economy.  the minor addresses the policy level and local responses to contemporary global challenges through an understanding of “development” as a field that not only pertains to the global south but also to the so-called developed countries. the minor critically assesses both earlier conceptualizations and approaches of development and discusses their successes and failures.', 'law and global society. the regulation of the internet, the international mobility of people and the management and causation of climate change are amongst the most hotly debated issue of our times.  these issues transcend national and regional borders, which not only complicates questions of accountability, effectivity but also the access to justice for the legal subjects involved. they raise questions of the control of national and international exercises of power, of the relationship between international law, the nation state and capitalism but also of the effects of colonialism in contemporary north/south relations.   this minor contains courses on the law relating to migration, climate change, the internet, as well as a selection of other current topics in transnational law which vary from year to year (past topics including fertility tourism, selling citizenship, the covid-19 pandemic, and geoengineering).   if you are pursuing careers in european and international law or in the field of domestic or international migration, this is an excellent minor for you. the minor prepares you for the master programs european and international law, international migration and refugee law, international technology law or internet, intellectueel eigendom en ict.  during this minor you will learn:  – the international legal framework relating to the three issues covered. –  the problems and defects of this law, and the role of lawyers in creating change.  –  how to research and present a critical argument on issues of global justice', 'managing digital innovation. the minor programme consists of five courses and offers you essential insight in how new digital technologies change the way we work, how organizations can be changed or optimized, how new ways of designing and producing can be developed, and how new opportunities and business models can be found.  at the same time, critical reflection is stimulated on the various reasons for, and consequences of, digital innovation.', 'peace and conflict studies. this minor offers students insights into the concepts, causes and consequences of political violence and war, in particular from a broad set of disciplines, including political science, international law, criminology, theology, philosophy, anthropology, sociology and history.  the interdisciplinary character of the minor is apparent in the composition of courses and also on the level of courses: each course is taught in an interdisciplinary manner by staff from two (or more) disciplines, thereby bringing dialogue amongst disciplines into the classroom.   after completing this minor, students should be able to understand the driving forces of political violence, war and international crimes and to critically analyse complex global challenges. students will also be able to work in interdisciplinary teams and design measures of reconciliation and peacemaking.', 'psychology and the brain. new scientific insights into the working of our brain and the way this influences our behaviour and mental health occur almost on a weekly basis. this knowledge alters our world, influencing all aspects of our lives (not only health care but also marketing, food, economy, technology). it provides insight into the reasons people differ and helps explain group processes. knowledge about psychology and the brain is essential for anyone who wants to understand why we behave as we do.  the minor psychology and the brain introduces you to the academic fields within psychology that study behaviour and the brain. it assumes a basic familiarity with biological processes. you are provided with a basic overview of psychology, gain knowledge about the evolutionary and biological processes that influence our behaviour and learn about the influence of genes on our behaviour and the consequences of problems in brain function. during the courses you get also more insights into the methods used to increase our knowledge about psychology and the brain. at completion of the minor, you have the knowledge to judge claims made within and outside the scientific community about the brain in relation to our behaviour.', 'risk management for financial institutions. how can you quantify risk and what is the impact of human behavior? this minor highlights risk issues from different perspectives, such as quantitative methods and techniques, human behaviour, financial markets, technological innovation and regulation and supervision.  you will gain insights in how financial institutions work and analyse their business models and risk issues. besides quantitative analysis, the minor emphasises the importance of a holistic view including behavioural finance. finally, the risks of new developments will be discussed. what is the impact of new financial technologies such as big data / machine learning and blockchain, sustainability and how can you mitigate cybercrime?', 'technology, law and ethics. emerging technologies in the field of artificial intelligence, biotechnology, neurotechnology and ict promise to improve human communication, health, reproduction and cognition. ultimately, in that process, these technologies may transform the human condition itself.  one of the major challenges for the governance of this field is that these technologies are radically questioning central legal-ethical principles, such as responsibility, dignity, autonomy, freedom and privacy. what do these concepts mean for the regulation of emerging technologies? are they still credible in the light of recent scientific findings?  what makes this interdisciplinary minor truly unique is its focus on the underlying values within the regulation of advancing technology. during the minor, you will not only analyse and discuss academic literature, but also news items, documentaries, public and political discussions and advisory reports.', 'brain and mind. the purpose of this minor is to acquaint the student with different disciplines within the field of neuroscience.  the student will become familiar with the workings and functions of different types of brain cells and brain areas. the student will learn how this knowledge can be used to understand characteristics of the healthy brain (e.g., perception, attention, learning and memory), of the developing brain (pre- and postnatal), and of the diseased brain (e.g., depression, addiction, eating disorders).', 'business administration. why do some companies outperform their rivals? how is it possible for long-standing companies to be outdone by start-ups with a radically different approach to business? in the minor new ways of doing business, you learn management principles to understand and assess how companies compete in today’s fast paced world of business. particular attention is paid to how high-performing companies excel at using new ways of management and organization, and how managerial skills and leadership contribute to their success.  in this minor we start by imparting the basic knowledge of theories and concepts necessary to understand and assess modern business organizations. you will learn in pi about traditional and pioneering forms of organizational structures, frameworks to evaluate competitive environments, and capabilities and behaviors developed by successful managers.  based on p1 knowledge and comprehension, you will be taught in p2 how to analyze and evaluate business models, as well as consider and explore opportunities for business model innovations. case studies, guest lectures, individual work and teamwork will give you an understanding of how business models relate to competitive advantage in the dynamic world of modern business. they will also help you understand and critically evaluate choices in terms of funding sources, capital structure, and managerial skills’ development and actions to increase value. a real-world consulting project closes the minor in p3 and enables integration and application of the knowledge acquired during the minor.   understanding business models requires a multidisciplinary perspective on the organization, its competitive environment, and its individuals. students from other faculties (i.e., non-sbe students), universities and countries are eligible and welcome to participate in the minor! the diverse background of students in the minor ensures lively and interactive discussion and fosters broad-mindedness.', 'digital humanities and social analytics. the sources and objects studied in history, media, literature, art, and social sciences are increasingly becoming available in digital formats. the minor digital humanities and social analytics will train you in how to create and analyse different types of data collections, using tools for text mining, data analysis and visualization. the courses include hands-on training, research internships in ongoing research projects, as well as theoretical reflection on the promises of ‘the digital’ for your own discipline. practical computational training will sharpen your analytical skills and enhance your job opportunities in the future.', 'european urban and cultural history. what did people’s lives look like during medieval times? which religions existed and how did people experience religious diversity? how did cities appear in literature and how did people feel about that image? how did people in towns relate to the natural environment like water bodies, parks and the surrounding countryside? these are questions you will address in the minor european urban and cultural history. with the minor european urban and cultural history, you will acquire in-depth knowledge and insights about the history of the medieval, early modern, and modern urbanizing societies of europe, with a focus on the netherlands and amsterdam. the approaches follow the perspectives of the history of emotions, cultural, environmental and architectural history.', 'gender and diversity. in the multidisciplinary minor gender and diversity you will learn how to critically perceive contemporary discussions in science and society, from the perspective of gender and diversity.  you will gain knowledge of the relevant theories on gender, race, ethnicity and sexuality, in the disciplinary fields of history, philosophy, literature, medicine, sociology and anthropology, and religious studies. you will develop a diverse perspective in discussions with students from other disciplines in the classroom. in assignments, you apply knowledge to your own disciplinary field.', 'human anatomy and physiology. human anatomy and physiology explain our body structures and functions, respectively. in other words, anatomy deals with macroscopic and microscopic structures of our organs (e.g., brain, heart, lung, intestine, etc.), while physiology describes how those organs work together. the body consists of a number of atoms and molecules to form levels of organization, i.e., organelle, cell, tissue, organ and integrated body systems. for example, the brain is a part of the neural system that controls several activities, thinking, movement, blood circulation, breathing, food digestion and absorption, etc. both anatomy and physiology also provide foundations for physicians in diagnosis and treatment of diseases as well as for innovators or entrepreneurs in various businesses pertaining to medical device, artificial intelligence (ai)-brain interface, vaccine, stem cell, drug discovery and nutraceuticals. this course is also appropriate for students who want to build a health-tech, biomedical deep-tech or biopharma startups.', 'food and drug technology for wellbeing. key knowledge and understanding in food and drug technology for wellbeing including nutrition and immunization, deterioration of food, food processing and preservations, food safety, food sanitation, food service, food packaging and labelling, food law and regulations, culinary art and science, sensory science, food and drug product research and development.', 'smart city and urban development. the course consists of two interacting components including smart city concept and urban development approach. the course aims to provide students the grasp of the trend and structure of smart city technology and its applications in different domains e.g. smart mobility, smart energy, smart government, smart education. the course will include: introduction to the concept of smart city from the technology perspectives, strategy and planning approach, business opportunity, to urban policy formation; understand the technology stack involved in smart city development and interactive roles of each stakeholders in the ecosystem; hands-on sessions on planning and developing a practical and effective smart city development master plan; learn the concept of city operating system and relevant key performance indicators (kpi). for the urban development component, the course aims to provide basic knowledge of urban growth and evolution through a variety of historical case studies. the course explains different urban development strategies for transforming or shaping cities, the role of transportation technologies and policies (including transit-oriented development), and the growing use of smart technologies like artificial intelligence in both architectural and urban environments. the course also discusses the social consequences of automation, the inextricable bond between cities and the countryside, and the vast infrastructure required for sustainable city development.', 'technology, globalization, & sustainable development. many dimensions of sustainability and their relationship to economic growth, and the use of national, multinational, and international political and economic mechanisms including environmental and economic incentives to further sustainable development. the inter-relationship of global economic/financial changes, employment, and working conditions; the environment in the context of globalization, technology, trade, and employment; and the importance of networks and organizational learning are examined. mechanisms for resolving the apparent conflicts between development, environment, and employment are explored.', 'socioeconomic transformation for sustainability. this course covers theories and practices associated with economic, environmental, and social transformation for sustainability, with a particular focus on business perspectives. it offers an overview of historical/ political/ social backgrounds, key concepts and theories regarding corporate approaches to sustainability, different business examples in various related industries in order for students to achieve both an in-depth knowledge and critical understanding of sustainability with varying angles. with this knowledge and understanding, students will also have opportunities to discuss multiple issues related to the course topic through group seminars, and to analyze real-life corporate sustainability projects in different fields and industries through a case-study analysis as a group project.', 'iot/embedded systems. this project-oriented course will consist of the specification, design, implementation, integration, and testing of an iot and embedded system. the topics that will be covered include embedded systems hw, embedded systems sw, interfacing, com- munications, control, design technology, and validation. it should help to motivate students to put more emphasis on educa- tion in embedded systems by integrating knowledge from many different areas. students will work in groups of two to design, implement, and test a small embedded system.', 'big data analytics. this course provides a comprehensive introduction to the fields of machine learning. it covers basic machine learning both supervised and unsupervised learning theory. it is aimed at advanced undergraduates and assumes no previous knowledge of machine learning concepts and knowledge. students will learn basic algorithms and models in machine learning, such as linear regression, logistic regression, multi-class classifications, support vector machines, and neural networks, etc. the course will also cover some basic concepts and technologies in deep learning, such as algorithms of feedforward, back propagation and stochastic gradient descent (sgd), and basic architectures of deep neural networks, such as cnn, rnn, lstm, and others. it might optionally cover very basic concepts in reinforcement learning.', 'digital trust, privacy & security (blockchain). design, implementation, and evaluation of secured system; able to differentiate between secured and unsecured system; techniques for achieving and assessing security in computer systems such as multi-user, distributed computer system, blockchain and apis; physical security; biometrics; information flow models; cryptography; public-key and private-key concepts; authentication; security in electronic money and bitcoins; virus and malware; firewall; secure web browsers.', 'intellectual property and data security management. in a contemporary world greatly influenced by innovative technologies, it is critical for both innovators and firms to strategically manage their intellectual assets such as corporate data, users’ data, technological know-hows, trademarks, industrial designs, inventions, and contractual agreements. the course aims to achieve a thorough study on theory and practice of intellectual property (ip) and data security management. it covers key concepts, various strategies, and their strengths and weaknesses in ip and data security management. in addition, by critically reviewing a number of actual cases, students will learn practical knowledge that can be applied in real life. lastly, through group project activities, the course offers an opportunity for students to draft and present ip management plans for products and services of their own.', 'stakeholder engagement for innovators. learn how to communicate with and manage partners, customers, and users in the business sector, government, ngos, community organizations and the general public. the course will introduce you to methods like online platforms, text messaging, pop-up events, and other strategies to help get input and feedback from stakeholders. students will also learn how psychology influences decisions about design and marketing, customer and user behavior.', 'principles of marketing for global organizations. explores the ways in which global marketing strategies reflect a deep understanding of markets and create valuable offerings for customers globally. broadly speaking, marketing strategy making is comprised of segmentation, targeting and positioning. segmentation is the process by which we segregate a relatively heterogeneous mass market into relatively homogeneous market segments. targeting is the process by which we analyze opportunities and identify those customers where our business has the greatest prospects for success. positioning is the process of assembling the ‘total offering’ (product, service, distribution and price) and communicating the benefits of this ‘total offering’ to the members of our target market. challenges students to think critically about global competition. as such, rote learning of terms and concepts is not sufficient to prepare students to manage a business in global markets.', 'big data in the global economy. understands how multinational organizations make strategic use of big data to gain a competitive advantage in the global economy. covers the important aspects of big data from a managerial viewpoint. delves into the understanding of global data and how this data must be standardized to account for differences in collection methods, legal constraints and cultural interpretation to create a reliable platform for evaluation.', 'global entrepreneurship. deals with entrepreneurship and new venture creation that takes place in international and global settings. as such, it integrates many of the ideas, concepts and frameworks of international business and global management with those of traditional entrepreneurship. starts at the firm level, looking at basic ideas of how entrepreneurs start and launch new ventures. it then expands to the industry level, looking at the role of business models in new venture creation, industry analysis, and scaling promising ideas. focuses on the international and global levels, on topics such as cross-national comparative entrepreneurship, born-global new ventures, entrepreneurship in emerging and developing countries, and the global venture capital market. also includes a number of special topics in global entrepreneurship, such as social entrepreneurship and family business. finally, students have the opportunity to apply theory.', 'regional management environment. provides future managers with the analytical tools and frameworks for understanding the political, social, cultural and economic contexts within which business activities take place in various countries and regions throughout the world.', 'global risk assessment and management. covers concept of regional and country risk as it affects foreign businesses and investors, and develops participants’ abilities to identify, analyze and design management strategies for mitigating such risk.', 'supply chain operations for global organization. studies the major elements of supply chain management. students learn how to design an integrated supply chain and evaluate the fit with the business strategy.', 'principles of global management. provides the basic concepts of management with particular emphasis on the functions of management in a global environment. examines the antecedents of globalization; the role of global environments in shaping organization structure, strategy and processes, as well as the basic principles of managing in complex cross-cultural settings. emphasizes global institutional arrangements and macroeconomic issues. serves as an introductory course that provides a quick snapshot of key issues facing global corporations today with each of the major themes explored more fully in the set of advanced courses that follow. applies global business concepts in understanding global political economics, legal systems and socio-cultural environments.', 'international trade regional economic agreements. explores recent trends in global finance and trade and in regional trade agreements (gftareas), especially as they appertain to national business environments and the global political economy. also explores how globalization and regionalism impact business decision making and policy making at the national level and in the global political economy.', 'global health & infectious diseases. global health is the health of populations in a global context and it goes beyond the  perspectives and concerns of individual countries. it is about the control of infectious diseases and non-communicable diseases. as a biomedical sciences or medical student, studying global health and infectious diseases is relevant. challenges of global health are at the intersect of molecular, clinical, epidemiological, economic and other socio-behavioural sciences.  this course reflects this multidisciplinary nature and offers you a broad scope of methods, instruments and techniques stemming from the different disciplines. the course is designed for you to acquire theoretical knowledge, practical insights and hands-on skills, e.g. through lab courses and literature review exercises. you will also learn how to translate scientific knowledge into policy recommendations and to deliver these in writing and through oral presentations in english.  in week 1 you will be introduced to global health and infectious diseases. throughout the course you will gradually expand your view and breadth of analysis, from a molecular and  methodological perspective (week 2-5), and patient and clinical perspective (weeks 6-12), to a health systems and policy perspective (week 13-19). from week 13 onwards, you will work on your global health in action project, a parallel group project for which you will study in-depth a highly relevant issue in global health. during the minor you will engage with leading researchers at radboud and meet professionals working in global health and infectious diseases at public health institutions, knowledge institutions, and non-governmental organizations.  this course entails the following learning objectives:  1. critically assess biological aspects related to the transmission of infectious diseases that are of global significance.  2. appreciate the rationale and limitations of different diagnostic approaches for infectious diseases  3. understand the different steps and evaluation phases related to vaccine development for infectious diseases  4. understand the pathogenesis of selected infectious diseases.  5. apply practical knowledge on the design of research programmes (including clinical trials); and get hands-on experience in the handling and analysis of collected data, and its interpretation in terms of assessing causality and for informing public health decisions.  6. describe and analyse the main building blocks of a (national) health system and identify enablers and potential barriers to health systems performance.  7. describe the main stakeholders and funding mechanisms in global health in relation to critical aspects of good health governance.  8. design and use an evidence-informed deliberative process for priority setting of health interventions within fiscal space constraints.  prerequisites: this is an advanced course in the broad field of infectious diseases. this course is only open for students from medicine, biomedical sciences or (human) biology.  period: course is two full days per week (monday and tuesday) september 2023-january 2024', 'pediatric infectious diseases and immunity. medical biotechnology comprises the application of living cells or cell material in the development or generation of products to prevent, diagnose or treat human disease. historical examples of biotechnology in support of medicine are the development of vaccines against smallpox and the production of antibiotics or human insulin by bacteria or yeast. exciting 21st century developments are genetic engineering with crispr/cas (nobel prize in chemistry 2020), gene therapy, mrna vaccines against covid-19 and stem cell-based regenerative medicine. medical biotechnology is a fascinating and rapidly evolving field, integrating molecular, cell biological, genetic and immunological research areas.  the first part of this minor runs together with the course nwi-mol104 medical biotechnology for students from the faculty of science and provides an overview of how interdisciplinary efforts help shaping modern healthcare by developing biotechnological diagnostics and therapeutics for precision medicine. principles and concepts of medical biotechnology will be discussed in a scientific and medical context, including legal, societal and ethical considerations. together with students from different life sciences disciplines you will write a medical biotechnological research proposal and present this at a mini-symposium.  in the second half of the minor you will carry out experiments in four different projects in the lab. these include molecular diagnostics (e.g., pcr, sequencing), recombinant dna techniques, recombinant protein production, cell culture and adhesion assays, and cell transfection experiments mimicking gene therapy.  altogether, medical biotechnology towards clinical practice presents an excellent practical and theoretical course for students interested in molecular life sciences and in biotechnological innovations for patient care.  prerequisites: this is an advanced course in the broad field of infectious diseases. this course is only open for students from medicine, biomedical sciences or (human) biology.  period: course is two full days per week (thursday and friday) september 2023-january 2024', 'infectious disease epidemiology and prevention. the discipline of infectious disease epidemiology focuses on the acquisition of essential scientific  and advisory knowledge and skills to contribute to healthcare. to have collective decision  making between institutes and hospitals concerning infectious diseases and outbreaks , it is  necessary to have knowledge about prevention, disease characteristics, containment, modelling,  sequencing, rational antimicrobial treatment and control of infectious diseases in both hospital  and community settings. additionally, differences between communities are key in  understanding the epidemiology of an outbreak, for example hesitance and variety in low/high  resources facilities. outbreak management, comparable to what we have experienced during  the coronavirus outbreak, will be discussed.  this course prepares students for a research and clinical internship in the area of infectious diseases and infection control. all knowledge gained through the varied forms of education, will be directly translated and used in a research team project. the course uses various interactive and experience-based teaching manners, such as lectures, group work, presentations, joining a point prevalence study in the hospital, a table-top exercise on outbreak control in the hospital, a serious on outbreak control in the community a serious game, and several excursions (tb clinic, rivm).  this course entails the following learning objectives:  1. gain profound understanding of how genetic diversity and antigenic variation in infectious diseases is related to infectious disease pathogenesis, transmission and evolution.  2. participate in a multidisciplinary antibiotic stewardship team by having active knowledge of the  working mechanisms of antimicrobials, knowledge on when to use which antibiotic, and how  micro-organisms can counter antimicrobials (antibiotic resistance).  3. develop and present hospital infection control programs by understanding the concept of hospital infection prevention and control on a patient level, including the understanding of different indications for patient isolation, different types of isolation and the criteria for ending isolation.  4. apply the theoretical basis of infectious disease surveillance, outbreak investigation, vaccine  epidemiology and infectious diseases and prevention & control into practice and science settings. acquire modelling skills and to be able to use them for the prediction of the effect of interventions on an outbreak.  6. integrate the knowledge gained during the course into a small field-study, involving literature search, statistical data collection, analyses, and reporting writing a scientific article and& performing a presentation.  prerequisites: this is an advanced course in the broad field of infectious diseases. this course is only open for students from medicine, biomedical sciences or (human) biology.  period: course is two full days per week (thursday and friday) september 2023-january 2024', 'societal impact of artificial intelligence. the aim of the first introductory part is to give students a first impression of the field of artificial intelligence (ai), without going into too much technical detail. the course will cover what ai is and an example of how ai techniques can be applied to an existing software system. in the part on probability theory, different aspects will be covered including probability distributions, conditional probability and bayes’ theorem. in this part of the module, you will learn how to derive probabilities, as well as how to reason and calculate with them. in the societal impact part of the module, we will focus specifically on how recent developments in cognitive psychology, artificial intelligence and neuroscience raise various practical issues for individuals and society.  moreover, we will apply a philosophical approach (conceptual analysis, ethical discussion, identification and clarification of intuitions, basic assumptions and potential societal implications) in order to address the fundamental questions underlying these practical issues.  finally, we will practice how cognitive scientists could (and should) contribute to the public debate, thereby assisting responsible decision making about (un)desired research directions and applications of resulting technologies such as cognitive enhancement, robots and brain-computer interfaces.  the overall learning aims of the course • you’ll be able to recognise typical ai problems. • you’ll be able to explain the essence of different ai methods. • you’ll be able to understand the concepts of probability and uncertainty. • you’ll be able to display general knowledge of the philosophical foundations and implications of influential paradigms in ai and cns, as well as their societal and ethical implications regarding topics such as autonomy, agency and privacy. • you’ll be able to discuss current topics, to work in a team , and be able to provide proper feedback. • display a critical scientific attitude towards research in general and ai in particular.  assessment: • multiple-choice exam with a minimum passing grade 5.5 out of 10 • a written exam with open questions •  assignments period: august 2023 – december 2023', 'module global justice and human rights. courses:  global distributive justice : an introduction:   this course will:  • introduce you to the debate on global distributive justice; • show why understanding our global order implies asking theoretical and practical questions of justice; • combine normative questions with empirical research; • and allow you to further develop essential skills related to argumentation, discussion, and public speaking.  in recent decades, national borders have become less important. in economic, political and cultural areas, transnational networks have emerged that take little or no account of the traditional territorial boundaries of nation states. this is a positive development for people who have the resources and capabilities to use these networks. however, a large part of the world population is cut off from these global networks and their benefits. many people are well aware of structural injustice and better alternatives, but rarely have the opportunity to improve their situation. against this background the question arises what ‘justice’ can mean in a world that increasingly becomes smaller. to what extent can we realize our ideals of freedom, equality, solidarity, and sustainability in a world in which individuals and communities are increasingly dependent on each other? are there principles of global justice? and if so, who has the duty to comply with these principles, and which international structures do we need to guarantee them? these questions are dealt with on the basis of a problem-based approach that looks at current themes such as poverty and socio-economic inequality, international trade, social responsibility of multinationals, distribution of natural resources, and climate justice.  test information students are required to write an essay and to give a presentation. the final result will be composed out of the following elements: – examination: 50% – presentation: 30% – essay: 20%.  philosophy of international law this course provides a discussion of the foundations of and critical approaches to human rights. on successful completion of this course, you will be able to:  • explain different philosophical approaches to human rights;  • explain the strengths and weaknesses of the various foundations of and challenges to human rights; • relate philosophical debates on human rights to current issues in human rights law; • form an opinion on a current human rights issue, using philosophical approaches to human rights. since the proclamation of the universal declaration of human rights in 1948 international law has recognized an increasing number of human rights. political activists in the north and the south appeal to human rights and so do many states (even when their actions violate human rights law). yet, despite becoming a global ‘moral lingua franca’, human rights remain controversial. various social movements and thinkers call for the recognition of new human rights, such as rights of the peasants, lgbti+-rights and collective rights. however, classic liberals, and states such as the us, have argued against what they see as the ‘erosion of human rights’ and want to limit human rights to a core of political and civil rights. more fundamentally, the legitimacy of human rights is hotly debated. marxist, feminist and postcolonial critics argue that human rights do not represent universal values, but that these rights propagate an individualist and market-driven way of life. while some critics call for a transformation of human rights, others urge us to drop human rights altogether. these debates raise all sorts of urgent questions: are human rights genuinely universal, and, if so, what is the most appropriate foundation of human rights? is it desirable to make room within international law for new rights? are human rights really a defense against oppression or do human rights serve the powerful and deepen injustice? and, if we are to move beyond the (current) human rights framework, what alternatives exist to address injustice? tests: take home essay   global labor justice   at the end of this course, you are able to:  • distinguish and describe several perspectives vis-à-vis the relationship between human rights and religion, reflect on them, and take an argued position of your own; • differentiate between the different generations of human rights, and explain the tensions between particular human rights, especially when it comes to the acknowledgement of religious and other normative perspectives; • explain and illustrate how human rights culture is induced or reduced by the convictions of normative communities and religious traditions; • recognize and describe specific contributions to human rights discourse coming from religious or normative communities; • apply concepts coming from the social sciences and religious studies to the study of human rights; • explain the context of contemporary issues in which human rights discourse and religion seem to clash.    the judicial inscription of human rights in legislation and regulation (i.e. the legality of human rights), is important, but the extent to which people at large agree with these positivized human rights and support them (i.e. the legitimacy of human rights) is at least equally meaningful. acceptance and support of human rights is not only defined by individual circumstances, but it is also determined by the values and norms of the particular group(s) individuals belong to. these groups can be both religious and secular/philosophical in nature. in this course, we explore the relationship between human rights discourse and such normative communities.  is religion good for the development of a human rights culture, or does religion hinder the application of human rights? this is a question that has been and is still discussed in philosophical as well as religious circles. in the first part of the course, we will encounter several different perspectives on this question, taking both extremes as their starting point, and students will be challenged to argue for their own position.  in the second part of this course, we will discuss contemporary contexts from around the world in which human rights discourse and normative communities are interacting or at odds with each other. we will get to know and apply concepts from the social sciences and religious studies, such as globalization, identity politics and fundamentalism to understand these situations better. studying these contexts raises the question of whether human rights are and should be universal or not.  test information the examination is based on a written exam at the end of the term. a reflection paper on the student’s own position concerning the relationship between religion and human rights is also part of the examination.  paper: 30% written end-of-term exam: 70%', 'module ecology and sustainability. the radboud faculty of philosophy, theology and religious studies offers three modules for iisma students. the modules comprise three courses in the philosophy, politics and society bachelor programme. you can only take a course (5 ects) if you also take the two associated courses during the same semester. an entire module will be 15 ects. in order to secure a diverse population at max three iisma students can be allowed for a module.  this module comprises three courses  – ecophilosophy in the anthropocene at the end of this course, you will have the ability to:  • identify the key debates, central issues and dominant philosophical positions with regard to the anthropocene; • critically assess the philosophical robustness and soundness of these philosophcal positions, and to identify options for their improvement; • distinguish, assess and identify the basic eco-philosophical concepts and theories in the philosophical debates on the anthropocene; • critically apply these eco-philosophical concepts and theories to concrete current ecological and geopolitical issues.  there is hardly any question about it: ‘the environment’ dominates all the social, economic, political and even individual agendas in our days – climate change and rising sea levels, biodiversity and species extinction, pollution, sustainability, energy transition: there is no escape. for philosophers, these issues raise the most profound question in at least three areas: metaphysics, ethics and political philosophy – the three areas represented in the ‘ecology and sustainability’ module.  this particular course, ‘ecophilosophy in the anthropocene’, focuses on the anthropocene as a new way of understanding the global ecological crisis, i.e., as the geological epoch following the holocene, in which the human (anthropos) has become the most important geological factor, from now on crucially determining the fate of the biosphere. in general, this course deals with the metaphysical, ontological and anthropological implications of the anthropocene and what it means for rethinking the human condition. it also reflects on the widespread recognition of an ecological turn in philosophy and the humanities more generally. the course consists of two parts.  in the first part we will first take a look at the scientific debate on the anthropocene and then reflect philosophically on some of the central issues, in particularly focusing on (socio)ecological complexity and on the discussions around biodiversity and extinction, including the possibility of human extinction. we will also introduce students to geophilosophy and demonstrate its usefulness for reflecting on the anthropocene. authors to be discussed in this part include gilles deleuze, michel serres, andreas malm and timothy morton.  in the second part we will first present an overview of the prevailing narratives on the anthropocene and then reflect on what these imply for rethinking the earth and the relation between humanity and the earth in light of the necessity of re-earthing humanity so as to ensure the possibility of human habitation on the planet. it will then focus on the technological dimension of the anthropocene through a discussion of the notion of the technosphere as the new decisive geosphere, both on what this means from an energetic perspective and from the question of human agency and responsibility. finally it will reflect on the necessity of a new terrestrial ethos in relation to the question concerning technology. authors to be discussed in this part include clive hamilton, bruno latour, peter sloterdijk and bernard stiegler.  tests  paper   -political ecology  after this course, you will have the ability to:  • identify the possible political and social implications of eco-philosophical positions on environmental ethics, environmental collective action, and the relevant moral subjects of environmental thought; • critically assess the philosophical robustness and soundness of these views, and to identify options for their improvement; • distinguish, assess and identify the influence of basic eco-philosophical concepts and theories in ‘green’ political and political–economic thought; • do the same with policy-informing scientific reports – and to identify and qualify any form of bias in such reports. there is hardly any question about it: ‘the environment’ dominates all the social, economic, political and even individual agendas in our days – climate change and rising sea levels, biodiversity and species extinction, pollution, sustainability, energy transition. there is no escape. for philosophers, these issues raise the most profound question in at least three areas: metaphysics, ethics and political philosophy – the three areas represented in the ‘ecology and sustainability’ module.  this particular course, ‘political ecology’, focuses on debates on sustainability and environmental policy, economics and politics. sustainability refers to the way in which resources of the planet can be used in such a way that needs and demands of current generations can be met while also guaranteeing the needs and rights of future generations of humans. the sustainability debate focuses, in other words, on the way in which human societies impact the global ecosystem and aims to find new concepts and understandings of politics and economy that reflect an understanding of the dependence of human well-being on the global ecosystems. concrete topics include: ecology and economy: new economic models (circular and steady state economy, bio-based economy, degrowth, commons, permaculture, etc.); environmental and intergenerational justice; ecologism versus liberalism versus republicanism; ecomodernism; climate politics and the ippc process.  – critique of green ideology at the end of this course, you will have the ability to:  \\u2003 • identify key issues and debates within (critique of) green ideology • situate critique of green ideology to related fields, such as ecocriticism and ecofeminism • critically asses the concepts of ecology and sustainability, and identify options for their salvageability; • critically apply these eco-philosophical concepts and theories to concrete current ecological, social and (geo)political issues.  content there is hardly an organization, business or government left that hasn’t put “sustainability” front and centre, our own university included. in the meantime, as the latest ipcc reports attest to, the climate crisis is deepening. what are we talking about when we talk about sustainability? and what do we aim to sustain? how to distinguish mute and/or strategic references to a sustainable world and greenwashing, from attempts to actually change things? in this course we explore the genealogy of the concept of sustainability, as well as that of ecology, and their functioning within “green ideology.”  in the first part of the course we trace the concept of ecology from its original conceptualization in the work of german zoologist and philosopher ernst haeckel, its development in the 20th century, both in science and the environmental movement from the 1950’s onwards, to the “explosion of ecologies” that is currently taking place, that some argue requires a general ecology and even concerns an “ecologization of thinking.”  in the second part of the course we engage with the concept of sustainability. here we mainly focus on the transition of the concept from the 1970s onwards. we trace how it changed from a critical concept that challenged economic hegemony, reminding us of ecology and of the limits to growth, into “sustainable development” – more of a managerial concept than a critical (eco-)political one – to the “empty signifier” it seems to have become. can the critical kernel of sustainability be salvaged?  in the third part we explore the functioning of these two concepts within green ideology, also addressing related ideals such as circular (bio-)economy, green growth and green capitalism, and notions such as resilience and regeneration. do they really challenge the status quo or in fact strengthen it? in order to answer that question and find what a critique of green ideology requires and entails, we will discuss both (the possibility of) “critique” and (the functioning of) “ideology”. in order to do so properly, we will explore related fields of theory and critique, such as ecocriticism and eco-/environmental feminism as well.  readings will include val plumwood, timothy morton, yannis stavrakakis, bruno latour and slavoj žižek.  test information the assessment includes a presentation, a midterm proposal and a final paper on (one of) the topics discussed in this course.', 'medical biotechnology towards clinical practice. medical biotechnology comprises the application of living cells or cell material in the development or generation of products to prevent, diagnose or treat human disease. historical examples of biotechnology in support of medicine are the development of vaccines against smallpox and the production of antibiotics or human insulin by bacteria or yeast. exciting 21st century developments are genetic engineering with crispr/cas (nobel prize in chemistry 2020), gene therapy, mrna vaccines against covid-19 and stem cell-based regenerative medicine. medical biotechnology is a fascinating and rapidly evolving field, integrating molecular, cell biological, genetic and immunological research areas.  the first part of this minor runs together with the course nwi-mol104 medical biotechnology for students from the faculty of science and provides an overview of how interdisciplinary efforts help shaping modern healthcare by developing biotechnological diagnostics and therapeutics for precision medicine. principles and concepts of medical biotechnology will be discussed in a scientific and medical context, including legal, societal and ethical considerations. together with students from different life sciences disciplines you will write a medical biotechnological research proposal and present this at a mini-symposium.  in the second half of the minor you will carry out experiments in four different projects in the lab. these include molecular diagnostics (e.g., pcr, sequencing), recombinant dna techniques, recombinant protein production, cell culture and adhesion assays, and cell transfection experiments mimicking gene therapy.  altogether, medical biotechnology towards clinical practice presents an excellent practical and theoretical course for students interested in molecular life sciences and in biotechnological innovations for patient care.  prerequisites: this is an advanced course in the broad field of infectious diseases. this course is only open for students from medicine, biomedical sciences or (human) biology.  period: course is two full days per week (thursday and friday) september 2023-january 2024', 'history of biology. aims at the end of this course, you are able to:  1. recognise basic connections and tensions between biology and society through historic examples, in order to better appreciate such tensions in the current practice of biology. 2. recognise and appreciate the variety of styles and organisation of research in research in reference to basic examples from the history of biology. 3. recognise and understand the importance of social processes (such as fame, selective attention) for the development of research, at a basic level. 4. understand how different approaches to history and current concerns affect how history is presented, based examples from the history of biology, at basic level. 5. refer to the basic canon in the history of biology, including key names and crucial stories that are essential to the identity of a biologist (such as darwin or mendel).  the history of biology is rich and full of remarkable stories, which are often surprisingly relevant for the present. for example, some theoretical puzzles and tensions in taxonomy that date back to the 18th century remain unresolved today. similarly, there are exciting analyses of the problematic assumptions at the historic roots of evolutionary theory. history also offers us important warnings, such as for what can go wrong once totalitarian regimes determine what is good science and what is not. with the right perspective and the right kind of questions, the history of biology can offer instructive insights for fundamental theoretical problems, for the sometimes difficult relations between biology and society, and even offer a glimpse of half-forgotten knowledge. history also offers reflection on what is probably the toughest question of the discipline: what actually is biology? it may sound like a dreadful cliché, but the aim of this course is to learn from the past. the course will not present you with an endless stream of historic facts or isolated funny anecdotes (although some of the history of biology can be quite entertaining). the stress will be on the interpretation of history: we will try to understand patterns and relations in the development of biology, rather than list who discovered what, where, and when. to this end, the course is constructed around three main points: biology is diverse, biology is always connected to society, and biology has made mistakes from which we can learn a lot. for these purposes, the course will focus on the history of biology since the 18th century, where the most concrete connections with the current practice of biology can be made. with respect to diversity, the course will offer an overview of styles in doing biology, which will show that, historically, there were many different ways of doing biology. for example, whereas current biology is often dominated by laboratories and molecular biology, biology also has a rich heritage of a taxonomical style of research. in this style, the most important centres of biological research were museums of natural history, botanic gardens, and other collections of specimen that were carefully collected, often on long and adventurous expeditions to exotic places. we will see how the laboratory gained a foothold in biology towards the end of the 19th century and then gradually expanded its reign through the rise of genetics and later molecular biology. we will not only look at the development of biological ideas and research practices, but pay special attention to the development of the relation between biology and society. we will find out where biologists got their research funds in the past, how biological thinking incorporated ideas from wider culture, but also how biology had a profound societal impact itself. we will follow biologists around as they tried to improve agriculture, fought infectious diseases, or became activists calling for nature conservation and environmental protection. if we want to learn from history, then we should not only focus on the success stories and show cases, such as the discovery of the structure of dna, or revered heroes such as charles darwin. we should also have the courage to see the dark side of biology’s history, such as the flirtations with eugenics or racism. for it is only when we have the courage to look in the dark corners that we may find the means to confront such monsters, should they once again rear their ugly heads. while the course does not require you to learn a lot of dates and names by heart, there is a basic list of names and stories any biologist should know, as part as your professional identity and frame of reference: the canon of biology. after all, how can you be a biologist and not know about darwin, mendel, or watson&crick. while any canon is somewhat aribitrary, this course too contains a list of essential names and stories in their historic setting.  test  assessment for the course consists of a computer exam (80% of the grade) with multiple choice and short open questions. the remaining 20% of the grade is based on answering at least five questions about the course material on joint bulletin boards. strictly speaking, this is optional, but you need at least a 5 for the exam and a 5,5 overall grade to succeed.', 'biology and society. aims – the different roles of biologists in society – the challenges and dilemmas that biologists face in these different roles – the basic principles of communication between dissenters  content the biology and society course focuses on the role of the biologist in society. biologists are employed in a variety of roles in a variety of places. think, for example, of biologists who work as policy makers for the government, as advisers for environmental organizations, as journalists, as teachers at schools or as researchers at knowledge institutions.  for example, if farmers and conservationists cannot agree on how to deal with wild geese, biologists are asked to find out how many geese there are and what options exist for population management. and if an epidemic such as the covid-19 pandemic breaks out, we ask doctors and medical biologists whether the vaccines are effective and whether it is wise to buy a large stock in the netherlands, or when we can expect one in the future.  as with all scientists, biologists do not operate in a vacuum. as a biologist you always work simultaneously in a scientific and a social environment. the biology and society course helps you to get to know the social environment and understand how it may work. this is done by looking at the relationship between biology and society in two ways, on the one hand from the perspective of ‘biology in society’ and on the other from the perspective of ‘society in biology.  in the first perspective you should think of the numerous issues in society in which biology (and thus biological expertise) plays a role in one or the other way, such as the aforementioned issues with the wild geese and the threat of an epidemic, but also issues like adhd, genetic screening, the increase in obesity, the use of laboratory animals in the lab, the so-called bio-based economy, global warming, the loss of biodiversity or the return of the wolf to the netherlands. in many societal issues biologists are involved in many ways.  the second perspective concerns the way in which society is present in and influences biological research practices and research agendas. for example, the government exerts influence on what is being researched by whom at a given time, for example in the form of the netherlands institute for scientific research (nwo), which funds a large part of scientific research in the netherlands. but also to ethical committees, patient organizations, nature and environmental associations, concerned groups of citizens and/or individuals in society and, not to forget: the media have an impact on biological research. as a biologist, you have to deal with such societal actors to accomplish your goals.  in this course we discuss different roles that you may adopt as a biologist in society and what you may encounter within this role in terms of societal issues.   test information students are required to write a short essay (1500 – 2000 words) on a topical case of their choice, in which biologists play different societal roles. the aim of this essay is to examine the different ways in which biologists are involved in this topic, and to briefly discuss the specific possibilities and limitations of each role of biologists. for one of these roles, the student will more specifically identify which themes and related questions are at stake.', 'course globalising worlds / human geography. this course focuses especially on global issues affecting the so-called global south. this relates to issues such as climate change, trade, city planning, human mobility and transnational cooperation.  in this course we seek to offer alternative approaches to interactions conceived as processes of globalisation by explicitly linking them to specific areas in the world, helping to thereby provide an integral analysis of place-space interconnectivities in globalisation processes.  in this course we thereby also reveal how the spatial sciences have a key role to play in helping to literally and conceptually locate globalisation, to not only understand ‘why’ and ‘how’ but ‘why there’ it is grounded. the course will focus on societal changes arising out of local impacts of globalization. this, for instance, relates to particular forms of urban development (exploding cities, uneven cities, networked cities). themes such as mobility, are explored in greater depth, with specific attention given to situations in the global south.  key themes discussed in this course are: • on the move: globalization, capital mobility and human migration • sustainability issues for a globalized world? access to natural resources, globality of sustainable / wasteful societies • a global urban world: ‘planetary urbanism’, planning of growing mega-cities, the duality of formal/informal urban economies.  characteristics: globalisation, sustainable development (including discussion of policy goals), local-global challenges, various domains linked to livelihoods in the global south, global south – north connections  period: september 2023-january 2024, level ba 2, written exam', 'course borders and identities in europa / human geography. in this course we will analyse the often implicit logic of the territoriality of the european integration process. in particular, after briefly discussing the historial construction of the european union and the idea of europe, we will study the continuous importance and impact of the social construction of internal national borders and the influence of populist nationalism in the european union. and we will look at the financial, refugee and corona crisis which has led to new nationalism on the one hand and new federalism on the other. then, we will analyse the ongoing cross-border collaboration between border regions at the internal borders of the european union. next, we will critically study the international migration at the external borders of the eu and the resulting externalisation policies. lastly, we will study the possible futures of the european union. after completing the course borders and identities in europe the student is able to: • understand the academic and social debate on the continuous (re)production of national borders and identities in and of the bordering of europe itself as well cross-border cooperation in the eu and with the near abroad outside the eu. • critically analyse and discuss these developments of (re)production and actively participate in discussions on the topic  period: september 2023-january 2024, level ba 2, written exam', 'course space and environment in the european union / environment and society studies. the european union (eu) exerts a strong influence on its member states. it constitutes a new politico-administrative layer above national states, affecting national policies, politics and polities in a wide range of areas, including environment and planning. at the same time, national governments retain a crucial role in european integration. national civil servants and politicians are deeply embedded in the development and adoption of eu policies, as well as in their implementation ‘back home’.  many people see the eu as highly complicated or even mind-boggling. ‘brussels’ defies easy categorization in terms of its structure, governance process and operational logic. on top of this, it is under constant (re)construction. to further complicate things, the eu is facing a number of existential crises and challenges: brexit, the financial crisis and migration to name a few.  the eu is regularly criticized by national media and politicians, and distrusted by the people – either for being ineffective and weak, or for being too dominant and imposing on the member states. these criticisms also relate to spatially relevant and environmental policies. in sum, the eu is important, complex, and heavily contested. for these reasons, it is imperative for students of planning and environmental policy to develop a deep understanding of processes of european integration and governance in those particular areas as well as more generally.  the course ‘space and environment in the eu’ (seeu) will be given in close cooperation with the course ‘european governance’ offered by the department of public administration. the course is divided into four themes: (1) introduction and background, (2) government and administration, (3) the policy process, (4) implementation and europeanisation.  knowledge and insights specific to the fields of spatially relevant and environmental policies will be further developed in a number of lectures and working groups.  aims after finishing the course space & environment in the european union the student is able to:  • understand and explain the processes of eu policy-making and decision-making as well as the effects of spatially-relevant and environmental policies in the eu member states and regions;  • understand and explain, from a theoretical perspective, the processes and outcomes of a europeanisation of spatial and environmental policy arrangements and planning systems;  • reflect on the governance arrangements, policy objectives and spatial and environmental impacts of eu policies, and to discuss the different channels of influence through which these policies achieve their objectives;  • apply the most important concepts, developments and policies of the eu in the field of environment and planning to specific issues of spatial and/or environmental relevance.  lectures and working groups period: september 2023-january 2024, level ba 3, written exam', 'intercultural communication/communication and information studies. this course offers students an introduction to intercultural communication and the factors that shape and influence it. due to globalization, migration and international work mobility, intercultural contact between people from different cultures -and different language backgrounds- has become more common in recent decades. societies have become increasingly multicultural. intercultural communication is a part of life for most people, in both everyday and work contexts. for business professionals who work in an international setting, or for students studying abroad, it is important to have insight into the ways in which culture can play a role in intercultural contact situations, in terms of behaviour in general and interpersonal communication in particular. this course considers the concept of culture, and how culture influences our thinking, acting and being. it examines the influence of culture on verbal and non-verbal communication, the relationship between culture, identity and communication, and how cultural value orientations influence our worldview and the way we behave towards others. the course also considers topics such as acculturation in immigrants and expats, culture shock, and the development of intercultural (communication) competence.  at the end of the course, students will: • be able to identify and describe fundamental theoretical concepts and principles that are relevant to understanding communication between people from different cultural and social backgrounds; • have insight into the concept of culture, cultural differences and how culture can influence verbal and non-verbal behaviour;  • have insight into contributors to – and issues in – intercultural communication today, and be able to reflect critically on these; • have insight into acculturation/cultural adaptation, culture shock, and the development of intercultural (communication) competence, and be able to identify and critically reflect on factors that play a role in these processes english level b2 is necessary, ba 1 course', 'extra module radboud honours academy. in this module, students join the general introduction for international students at our university. students are also advised to join the course in social dutch. with respect to the academic curricu-lum, you can either apply with a letter of motivation to participate in the honours program of the faculty of social sciences (https://www.ru.nl/honoursacademy/bachelor/social-sciences/) that offers a kick-off event, a personal development skills lab and a course on a societally-relevant topic in the first semester for diverse and interdisciplinary students. alternatively, you can choose to ap-ply for one of the radboud honours studio’s that address global challenges from an interdiscipli-nary perspective. in november (between period 1 and 2) the week of the international student is organised. the main aim is to stimulate student well-being but also the integration between dutch and international students. you can also join the meet and eat activities for international students. at the end of the semester, there will be a farewell reception for our international students. during the farewell reception, the winners of the photo competition. submit your contributions at latest one week before the reception. this minor entails the following learning objectives: • you will get acquainted with the dutch language and culture. • you will be expected connect with peers to form an international network . • you will participate within an interdisciplinary team to address one of the global challenges as selected by the honours programme. assessment for this course consists of two elements: active participation in the meetings creating a personal portfolio listing your activities within this module certificate of participation for ca 200 hours/1,5 hours per week  period: august 2023 –december 2023 activities as scheduled, studio groups flexible (based on en-rollment)', 'psychology and media content. in this module, students will get  a general introduction in psychology,  an introductory course in research methods and  a course on media content.  the course will start outlining what psychology is about: which questions does it want to answer and how does it do so? during the course we will cover multiple subdisciplines such as biological, social, developmental and clinical psychology.  topics that will be discussed include memory, consciousness, perception, emotion, personality and psychological disorders and their treatment. in addition, you will become acquainted with various research methods used in the field of psychology.  additionally, you will gain insight into the advantages and disadvantages of various research methods used to answer research questions in the social sciences.  next to teaching you about psychology, the course also encourages you to reflect on your future professional career.  besides the above-mentioned curriculum there will be weekly exercises to guide this reflection process. you will learn not only to question your own assumptions but also help others questions theirs by providing constructive feedback and discussion.  if we want to improve our knowledge, we consult media. whether we refer to social media, documentaries, or newspapers, all of these media carry meanings about the world. even if we turn to media for entertainment they will provide us with images of the world around us. media content is built on representations.  as is science. science, more specific scientific papers, offer access to (a specific part of) reality by creating representations of reality based on scientific methods and rules. the scope of this part of the module concerns media content. how do we know the world? what are the most important systems of representations that shape media content (images, language, narrative, rhetoric)? in communication science content analysis is a distinctive method. however, different theories create different perspectives on ‘content’ and therefore will read content differently.  at the end of the module you will have an overview over the discipline of psychology and research methods in the social sciences. in addition, you are invited to act as a participant in research projects of other students to increase your understanding of the participants point of view and to be introduced to a wide variety of labs and research approaches.  at the end of this module:  • you’ll be able to distinguish different perspectives on media content.  • you’ll be able to describe the relationship between ‘reality’ and its symbolic ‘representation’.  • you’ll be able to identify and apply different signs and sign systems that shape media reality, in the analysis of media content.  this minor entails the following learning objectives:  • you’ll have an understanding of the field of psychology and its subdisciplines.  • you’ll have insight into how different factors can influence human thinking, feeling and behavior.  • you’ll understand how the empirical cycle is used to answer questions about human behaviour.  • you’ll able to identify advantages and disadvantages of various research methods used to answer psychological research questions.  • you’ll be able to assess the relevance of research articles (scientific and popular-scientific) and formulate critical questions about them.  • you’ll develop personal skills for giving and receiving feedback in a professional and constructive manner, both verbally and written.  • you’ll be able to critically reflect on your development as an academic professional and you can communicate your perspective verbally and written.  • you’ll be able to distinguish different perspectives on media content.  • you’ll be able to describe the relationship between ‘reality’ and its symbolic ‘representation’.  • you’ll be able to identify and apply different signs and sign systems that shape media reality, in the analysis of media content.  assessment for this module consists of several elements:  1. weekly multiple-choice tests  2. written examination consisting of open-ended questions about research and methods.  3. multiple-choice exam with a minimum passing grade 5.5 out of 10  period: august 2023 – january 2024.', 'module religious contacts and conflicts. the radboud faculty of philosophy, theology and religious studies offers three modules for iisma students. the modules comprise three courses in the philosophy, politics and society bachelor programme. you can only take a course (5 ects) if you also take the two associated courses during the same semester. an entire module will be 15 ects. in order to secure a diverse population at max three iisma students can be allowed for a module.  three courses: the silk road: religious cultures, conflicts and contacts from europe to china  you will both deepen and broaden your knowledge of the religions and cultures that have developed along the ‘silk road’. you’ll develop insight into the most signficant interactions between asia and the west. the silk road, which ran between europe and china, was not just a trade route, but also a conduit for the distribution of ideas and religions from east to west and vice versa. by focusing on the ancient silk road, this course highlights the important role this area played in the formation and spread of religious cultures. the course introduces the world’s major religions, it familiarizes students with the basic tenets of each tradition, and looks at a number of specific instances of interaction between religions and cultures in this region.  test: written exam  state and diversity: politics and the role of religion in north-africa and the middle-east  after completing this course, you will be to understand:  • political developments in the middle east and north africa in the modern and contemporary periods; • economic evolutions in the middle east and north africa after the colonial era; • role of religious movements and activism in the middle east-north africa region; • difficulties and opportunities to generate rule of law, modern citizenship, and democratic systems in the mena region; • local, national and regional political and mobilizations in the mena region; • cultural, demographic, and anthropological changes in the mena region in the last several decades. state and diversity is a crash course in middle eastern politics and the special role islam plays in the political process. in twelve classes it deals with the most important topics and debates among political scientists working on the region. topics to be analyzed include the social structure of societies in the region, the role of the authoritarian states, the “oil curse” and the rentier state, the way political parties function, the limitations of civil society, the position of women, and the permeability of the region and the interference of foreign powers. special attention will be given to the role islamic movements play in the region and the so-called “sectarianization” of political conflicts. the central question is why the arab spring (2010-2011) happened and why the dominant political theories failed to predict these uprisings. in addition, we will discuss possible future developments in the region. test information the examination is based on the writing of essays  dying for god: martyrdom, terrorism and religious violence in addition to becoming familiar with narratives of violence and suffering related to the three religious traditions (judaism, christianity, islam), a significant goal of the course is to understand how the concept of “religious violence” functions in a broader discourse of religion, politics, and society. by the end of the course, therefore, you will be able to:  • identify and describe a wide range of primary texts produced by jews, christians, and muslims from antiquity through today that comprise stories of martyrdom and violence; • discuss in a critical manner why the terms “martyrdom”, “terrorism”, and “religious violence” are more than simple, descriptive labels; • understand how the concept of “religious violence” functions in a broader discourse of religion, politics, and society; • summarize how different religious traditions, political groups, and modern audiences have employed stories about dying/killing for god in their respective historical contexts; • evaluate and explain the various uses of these texts in contemporary discourse, especially political, social, and ethical discussions; • clearly and effectively respond to the course materials, both orally in the context of class discussion, and in written form. what makes a martyr? what makes a terrorist? how and why would an individual be willing to die and/or kill for god? these are some of the questions this course explores as we consider how martyrdom, terrorism, and violence (more broadly defined) are significant concepts in the discourse of religious identity, from antiquity until today. during the course students will read and discuss several ancient, medieval, and modern narratives of violence and self-sacrifice in jewish, christian, and islamic contexts. in analyzing these texts we will not only consider what function their tellings (and retellings) may have for their respective religious communities, but we will also question why such accounts of violence are considered so striking. why are certain actors defined as “martyr” and others as “terrorist”, who is doing the labeling, and for what purpose. what are the ideological or political motivations for such designations, and what kinds of conflicts arise when communities compete over them? thus, a major goal of this course is to uncover and describe why religious communities, political groups, and/or scholars of religion are invested in making such identifications. this course will consider the intersection of religion and violence in stories about dying and killing for god, and the impact of these images on political and social discourse in both historical and contemporary contexts. test information active participation in seminar discussions; interim assignments; and a final paper', 'social change, culture and development. this module starts from the observation that development is more than economic change and involves important social and cultural aspects. it begins with an interrogation of the way development practices and ideas are embedded in cultural contexts, and specifically how the development industry is historically and culturally entangled in western conceptions of progress, rationality, and the individual. against a view of culture as ‘tradition’ and an impediment to development we will examine different cultural conceptions of progress. this involves both alternate visions of future development as well as the negative impacts that development policies and interventions have on local people, communities and cultures. questions of power and cultural relativism inevitably arise: what happens when different interests and commitments collide, and who or what determines the module development interventions take?', 'research skills for development. this module is an introduction to the research methods, techniques and skills used in development research and provides a foundation for the international development thesis in the third year. the module is taught through workshops during which you focus on practical issues to do with research skills, as well as consider some of the more abstract issues that inform how we do research. the module encourages you to think about research ethics and the linkages between project design and methods of data collection. during the module team work is emphasised, and many of the workshops involve hands-on group work.', 'digital environment. digital media saturates everyday life, re-organises cultural productions of all kinds, and re-mediates the teaching and learning environments which you will inhabit at sussex. the course aims to examine this digital environment through both practical and theoretical perspectives. it enables you to understand and use digital tools to enhance and explore your study and to take a critically informed stance on your existing practices. the course examines developments in new media with a particular emphasis on different uses of digital media, enabling you to make distinctions between kinds of material, genres and platforms. through a practical approach it equips you to use digital media confidently to both enhance study and to understand the digital environment as media and cultural form. the course covers topics including data visualisation, searching for resources, citation, catalogues, mapping, archiving, using social media, privacy, copyright and surveillance, digital media as a research area (e.g. how to research and ethics of researching tweets / wikipedia / social forums) and the politics of software. the course will draw upon a range of digital research platforms, including those owned and/or subscribed to by the university in order to provide a solid foundation for you to embark on future independent research.', 'global cultures, local lives. this module explores anthropology as an exciting, ‘living’ subject, alive to the concerns of different communities and populations living across the globe, and as cutting edge in terms of the research conducted by anthropologists at sussex as they actively engage with issues of social, cultural and global transformation. this is accomplished through a module structure which revolves around 5 core themes considered central to the subject that capture anthropological thinking on the subjects of culture, identity and representation: kinship; self and body; economy as culture; religion and politics; and work on the global-local interface.', 'human factors & ergonomics. this module provides a foundation of principles for human-centred design that will be relevant throughout your degree programme. initially there is a focus on physical considerations, including a study of human limits for inclusive design. later on people’s behaviour is considered and how design can help to address significant issues for society. we also consider contemporary adaptations that embrace social factors, including consumer behaviour and a services approach to design. finally we adopt a global perspective and understand more about society in developing countries and how design can help to address concerns.  topics will include: introduction to human factors, ergonomics, anthropometrics, the senses, mock ups to evaluate ergonomic principles, designing a handheld object (anthropometrics, anatomy and physiology of the hand), consumer behaviour, inclusive design, design for a sustainable society, cradle to cradle approaches, taking a systems approach to design, research methods for understanding lifestyle and context of use, global issues and design concerns.', 'critical approaches 1. how do we go about reading and interpreting a literary text? what are we trying to do when we analyse a work of literature? are we trying to establish one correct interpretation? how do we decide that some interpretations are more valuable than others? do we need to understand the original intentions of the author to understand what something means? is it necessary to understand the historical or political situation from which a work emerged? do readers interpret texts differently at different historical moments? could our interpretations of texts be affected by forces beyond our control, forces such as the workings of language, unconscious desires, class, race, gender, sexuality or nationality? how is it that some texts, shakespeare’s plays, for instance, are highly valued by our culture, while others have been lost or devalued? who or what decides which literature will survive to be read and studied on english courses? critical approaches 1 will suggest some ways of answering these large and difficult questions about interpretation, and aims to help you think in new ways about the work you do for your english degree at sussex. in the autumn you will study the themes: “what is literature? why does it matter?”, “theories of language and meaning: structuralism and poststructuralism” and “ideology and discourse.” throughout the module you will read critical and theoretical essays and literary works that contribute to your understanding of these themes. the module will examine many different aspects of literary theory including new criticism, marxism, structuralism, post-structuralism, deconstruction, feminism, post-colonial theory, psychoanalysis and queer theory.', 'global issues. the module aims to offer an introduction to a range of contemporary issues in global politics. each week deals with a different global issue (e.g. development, poverty, economic sanctions, terrorism, emerging powers, migration, environment etc). the exact themes vary each year to cover the latest developments and crises in global politics. most sessions start with an introduction to the theme by the module convenor and are followed by class activities (group discussion, presentations, debates, simulation games etc). the introduction by the convenor does not replicate the ‘required readings’, but expands or offers a different view to these readings and the issues under discussion. similarly, student presentations do not focus on required readings but aim to cover contemporary ‘case-studies’ related to the themes under discussion.', 'news, politics and power a. this module explores media and politics and, more broadly, the media and questions of power. it focuses on current affairs with a stress on news; although other forms of factual content (for instance tv docudrama, web blogs, broadsheet lifestyle spin-offs) are also covered. this module considers the role media can play in producing our understanding of the globalizing world in which we live. it asks how media frames, organises, and contextualises events, both as they take place, and in relation to the collective memories that emerge after the event. it also asks how the media themselves are managed, manipulated, and influenced – variously by governments, media owners, professional newsrooms codes, and/or by public pressure. you will examine the role the media play in relation to the citizen and the state. it is through the optic of citizenship, particularly in relation to the public sphere, that questions concerning the power of the media are addressed. you will also explore how a wide range of media contribute to the maintenance or erosion of a democratic society and an informed citizenship.', 'introduction to human rights. this module will introduce you to the diversity of human rights issues and the different approaches that disciplines take in this field. each week, a member of faculty drawn from one of a number of departments (including law, anthropology, politics and history) will consider a different human rights theme in which they have specific expertise. subjects may include human rights and immigration, reproductive rights, rights to sexual orientation, genocide, women’s rights, children’s rights, minority rights and the united nations human rights institutions.', 'historical controversy. this module introduces you to the study of history through the critical reading of a key historical text. in this way you will gain an understanding of the complexity of the historical record and an appreciation of a range of problems associated with the interpretation of evidence.   you will also think about the discipline of history and the nature of historical enquiry. through a study of how historians have formulated and deployed their arguments, you will begin to learn to deploy ideas and to shape your own historical arguments.', 'morality, groups and emotion. this module will provide an overview of key debates within moral psychology, such as the definition of morality, rationalism, emotionism, and nativism. students will consider multiple theories and research which provides insight about how moral judgements are related to cognitions, emotions, and social identities. the consequences of the moral emotions will be discussed, considering implications for mental health, interpersonal relationships, and social equalities.', 'news, politics and power b. this module explores media and politics and, more broadly, the media and questions of power. it focuses on current affairs with a stress on news; although other forms of factual content (for instance tv docudrama, web blogs, broadsheet lifestyle spin-offs) are also covered. the module considers the role media can play in producing our understanding of the globalizing world in which we live. it asks how media frame, organize, and contextualize events, both as they take place, and in relation to the collective memories that emerge after the event. it also asks how the media themselves are managed, manipulated, and influenced – variously by governments, media owners, professional newsrooms codes, and/or by public pressure. finally the module is centrally concerned with the role the media play in relation to the citizen and the state. it is through the optic of citizenship, particularly in relation to the public sphere, that questions concerning the power of the media are addressed. thus the module explores how a wide range of media contribute to the maintenance or erosion of a democratic society and an informed citizenship.', 'understanding global migration. this interdisciplinary module focuses on the profound impact of human migration on the world we live in. it explores a range of geographical, economic, political, social and cultural issues surrounding migration. the module introduces the key theories, concepts and ideas used to define and understand migration, and covers the main types, causes and consequences of migration. following a roughly chronological sequence in order to foster a sense of historical continuity and change, it covers topics such as labour migration, refugees, irregular migration, integration and exclusion, migration and development, and the impact of gender on the migration process.', 'modern political thought. this module addresses some of the most important texts in the history of western political philosophy. it covers the work of seven major political thinkers and aims to provide you with knowledge of the broad contours of modern political thought from the 17th to the 20th century. you will develop your ability to analyse philosophical arguments and to situate the texts studied in the appropriate historical contexts. throughout, the aim will be to encourage close textual reading whilst developing an awareness of the wider themes and concepts that inform modern political thought.', 'education for development: aid, policy and the global agenda. this module introduces international education and development through three lenses. the module first examines why education is seen as important for development, drawing upon economic, rights based and socio cultural perspectives. it then examines the way education is measured and targets are set for development. the final section of the module introduces the international actors and political economy of delivering the education for all agenda. the module provides grounding in education and international development, with a particular focus on the challenges facing resource-constrained and rapidly expanding educational systems. this will equip students with an understanding of the role of education in international development and develop critical, political and methodological perspectives.', 'global climate change. this module takes an interdisciplinary view on the scientific basis of claims of global climate change, the human responsibility and the future implications of the change. in doing so it is largely based around theoretical and evidence based elements of climate science. half of the module is dedicated to providing a sound basis for undergraduate level critical understanding of the science of contemporary climate change for the present-day and in the future. the other half provides the foundations for a critical understanding of the basis of future climate impacts.', 'reason and argument. the aim of this module is to help you to become reflective about the way arguments work by looking at a number of paradoxes. paradoxes puzzle and perplex us. if you’re going to sort them out, you have to clearly lay out the arguments and assumptions that lie behind the puzzlement and perplexity. and doing that helps you to see how to analyse arguments more generally. you’ll see that most paradoxes have several solutions. understanding the reasons in favour of different solutions will help you to see how arguments work, and how assumptions are often in play ones that you may not have thought about before.', 'comparative public policy. why do public policies differ from country to country? how can we explain these differences? why are some governments more successful than others in solving particular policy problems? these are the key questions that will be explored in this introductory module to comparative public policy. the first part of the module explores theoretical issues relevant to the analysis of public policy, including both the stages of policy process and the main theories put forward to explain cross-national and temporal differences in public policy. the second part of the module uses these theoretical tools to examine in detail specific policies, including welfare and social policy, pension policy, family policy, labour market policy, immigration policy, and education policy. for each policy area, we will examine the roles of various actors, interests and institutions in the policy process, as well as the influence of broader structures and ideas in policy making.', 'colonialism and after. this module is an introduction to a range of key historical problems and conceptual questions relating to the colonial and postcolonial experiences.  focusing on the characteristics of capitalism, imperialism, and modernity, you will examine the making of the modern world.', 'sussex perspectives on international development. you’ll get a foundation to the study of international development and an explanation of key concepts in development studies.   each week, you explore a concept through the research experience of sussex lecturers discussing “real places” and “real issues”.', 'maastricht science program. for students interested in the natural sciences and want to look beyond the boundaries of a single discipline. for those who want to focus on one discipline and become an expert in that specific field. the maastricht science programme offers students the opportunity to explore the natural sciences and to build a unique academic profile based on thier personal interests and ambitions. in this semester, the personal academic advisor guides the student in selecting courses from fields as diverse as biology, chemistry, mathematics, physics, neuroscience and various interdisciplinary fields such as biomedical engineering and entrepreneurship. the student can focus on a single discipline, or combine multiple disciplines in a single degree.', 'artificial intelligence. for students with a back ground in computer science. knowledge is central to modern society. smart chips help companies keep track of goods and manage supplies and stocks. new, high-tech communication devices, such as mobile phones, navigation instruments and digital cameras, are greatly enhanced by intelligent software and medical and biological engineering help medical doctors arrive quickly at accurate diagnoses.  artificial intelligence students will study methods to approach new challenges in these important areas. they will generate new knowledge by gathering and ordering valuable information using intelligent computer techniques. the knowledge they acquire can in turn be used to take decisions or solve problems efficiently.', 'data science. for students with a back in mathematics or applied mathematics . knowledge is central to modern society. smart chips help companies keep track of goods and manage supplies and stocks. new, high-tech communication devices, such as mobile phones, navigation instruments and digital cameras, are greatly enhanced by intelligent software and medical and biological engineering help medical doctors arrive quickly at accurate diagnoses. a data science student will study methods to approach new challenges in these important areas. they generate new knowledge by gathering and ordering valuable information using mathematics. the knowledge acquired can in turn be used to take decisions or solve problems efficiently.', 'sustainability minor. sustainable development – development that meets human needs while conserving earth’s life support systems – has emerged as one of the key concepts of our contemporary world. it is inextricably linked to today’s grand challenges, including climate change, environmental degradation, inequality, peace and justice. challenges relating to sustainable development affect all of us and often transcend temporal scales and boundaries, including geographical, sectoral and cultural and generational ones.  moving to an integrated approach and understanding of sustainable development is necessary but challenging. this minor is an exploration of that ideal – by offering a selection of courses that explores the topic from various angles, in a multi- and interdisciplinary way. in this pursuit, the environmental, social, economic, and institutional dimensions of sustainable development are addressed and, where relevant, illustrated with real-world sustainability problems and the sustainable development goals.  this minor has been built by teaching and research staff of all faculties at maastricht university with various academic backgrounds. the minor is composed of a unique collection of courses, including skills modules in which students develop their competencies for sustainable development. the minor also provides an optional research project on sustainability. the minor is accessible to all students and aims for a unique cross-faculty learning experience.', 'european public health. with covid-19 (better known as the corona virus) spreading around the world, it is clearer than ever before that a virus doesn’t stop at borders. do local, national and international governments work together in prevention and extermination of the virus? as the bachelor’s in european public health (eph) is about preventing disease and promoting healthy lifestyles for all europeans with clear european policy, that’s a question to discuss with fellow eph students!   eph is for those who are interested in health sciences, healthcare and wellness, but also in national and international politics, administration and management, policy and strategy, communications and media. students learn to bridge the gap between health sciences and national and european public health policy. they also develop the skills needed to work in governmental or healthcare-related organisations, or in eu or who units, in positions such as a policy advisor, health officer or prevention specialist.', 'entrepreneurship minor. theory and practices aims at introducing students to a range of topics in the field of entrepreneurship and linking both entrepreneurial theory as well as practice. critical questions like who, why, when and where start-ups embark on their entrepreneurial journey, are covered during this course. the course seeks to introduce the students to the vast literature about entrepreneurship and business start-ups and it challenges students to connect this literature to actual cases. the course covers aspects like entrepreneurial competences, regional eco-systems, opportunity recognition, appropriation, female and minority entrepreneurship, entrepreneurial success, etc. from a more practical standpoint, it explores how to put together an entrepreneurial team, develop approaches for evaluating the market reception, and discover the value creation potential of one’s venture idea.', 'liberal arts and sciences. for highly motivated students looking for a programme that gives them the freedom to pursue their own interests. they want to be part of a diverse yet close-knit academic community that encourages discussion and debate. university college maastricht is a liberal arts and sciences honours college that provides small-scale and personalised bachelor’s education. at ucm, students will be part of a truly international community, working and socialising fellow students from more than 50 countries. with the support of our committed staff, they can choose from 39 different courses in the humanities, social sciences and sciences to build an academic profile that helps them meet their future goals.', 'cinematic creativity in spain: authorship, industry, politics. the course explores the notions of creativity and authorship through historic and contemporary examples from spanish cinematography, focusing on their aesthetic, industrial and political dimension. the approach is multidisciplinary and includes, amongst others, film theory and aesthetics, philosophy, sociology, economy, and theories of collaborative creativity. the course workload includes: lectures, screenings of films, readings, tutorials, guests and field trips related to course contents, writing papers and class discussion.', 'global culture and marketing of fc barcelona. european football (soccer) has become a major cultural vehicle in the globalized world, both in terms of economical impact and social influence. this course focuses on the links between the game and the different dimensions that surround it: media coverage, symbolic value, political targeting, class and gender issues, or public and corporate policy… fc barcelona is a unique case study that embodies tensions between european, spanish and catalonian national identities while arguably being the most accomplished team of the 21st century in terms of game style. but its significance goes beyond the game itself, blending with global marketing strategies and transnational fandom. we will make the best of being located in barcelona in order to develop ethnographic research to better understand football as a controversial issue within contemporary popular culture.', 'great ideas that have shaped our world: from the axial age to the robot revolution. this course starts from the premise of the crucial importance of moral, philosophical and scientific imagination in the development of human societies. it focuses on key moral, philosophical and scientific innovative ideas that have revolutionized and shaped society from antiquity to nowadays. the course deals not only with understanding the context of emergence of these ideas, but also their impact on the contemporary world and mentality. we begin with the “axial age” (karl jaspers) characterized by a series of ethical-religious, scientific and philosophical innovations from china to ancient greece, and move chronologically to renaissance, enlightenment, and the current digital and robot revolution. the substantive and methodological approach is not euro-centric and reductionist, but global and interdisciplinary. we adopt a problem-solving approach based on understanding why and how new and creative ideas – from buddhism and monotheism to marxist materialism, genetical engineering and quantum physics – answer different types of challenges and queries – existential, epistemic, or ethical-political.', 'the arab world today: tradition and diversity. the course is an approach to the reality of the arab world, a human space very diversified that stretches from the atlantic ocean to the persian gulf with about 450 million inhabitants, often distorted by topics and prejudices. the approach is carried out in three directions: politics, new social actors and the arab world relationship with the western world. special emphasis is placed on the role played by young people, on the situation of women and on the permanent tension between tradition and modernity. finally, the objective is to establish what image the arab world projects towards the outside and what perception has the west of the arab world.', 'analytics for social good. analytics focuses on transforming data into insights by applying advanced analytical method, based on mathematics, statistics and artificial intelligent models and algorithms, to improve the performance of an organization. in the first part of the course, the analytic tools and methodologies will be introduced. on the second part, cases studies from humanitarian, social, health care and environmental organizations (as ngo humanitarian organization, social care organization, public services, hospital or primary health institutions) will be presented and discussed. examples of applications of analytics in this organizations are home health care logistics and scheduling; planning disaster response and preparedness to improved decision; location of the primary health care centers, or schools; planning the humanitarian aid distribution; planning a sustainable transportation; etc.', 'art and gender in contemporary spain. this course provides a dynamic, multi-disciplinary introduction to contemporary art in spain. a background on this specified field is not required. for this reason not only the main artistic events will be covered, but also some political, historical and cultural issues that might be relevant. although this course is manly based on lectures and class debate, four visits to art centers and exhibitions will be also part of the course requirements. these visits will be made during class time and are equivalent to a usual in-class lecture. we will discuss recent classics as well as emerging artists, and we will cover a wide range of artistic practices, from photography to afterpop music, including installation art, performance art and comic art. although the course offers several relevant clues to understand the historical context and particular conditions in spain, it is also intended as a more general insight into contemporary artistic strategies and topics.', 'circular economy. the course is devoted to delivering the knowledge on the pertinent issues of sustainable development through the prism of the use of circular economy principles. understanding the concept of a circular economy demands the understanding as to how a circular economy deviates from the current linear system, being able to analyze and develop complex circular systems using a systems-thinking approach, assessing the use of life cycle assessment and agent based modelling. the course also teaches how to formulate improvements for a transition towards a circular design and the students learn how to use and apply complexity aspects and agent-based modelling. the concept of circular economy will be applied through policy considerations, legal aspects, economic and practical implications.', 'five challenges for the future of sport global governance. the increasing popularity of sports has transformed sport governance. no doubt that fact had a positive impact on the ethics and integrity of sports governance. but the covid-19 pandemic suddenly changed the world of sport. the economic importance of sport and its cross-border nature puts sports institutions before an uncertain future. this course aims to present and discuss five key challenges for the future of global sports governance, namely: i) the autonomy of sport government bodies (sgb) to rule the world of sports and their legitimacy to ask for compliance to the athletes and other political actors and states. the ethics and law of the good governance of sport ii) the arising of a new legal order in sport’s domain. that is the so-called lex sportiva whose content and scope as a new jurisprudence in sports will be discussed. towards a new jurisprudence of sport iii) the evolution and changes experienced by the concept of equality in sport and its implications regarding gender issues (trans, neutral gender and intersex athletes) as well as high-tech ones (cyborgs, robots) pose to the future of sports. what does equality mean in sport? iv) the impact of ai and high tech in sport governance, particularly on the ethics of sports and athletes’ rights. the ethics of ai in sport. v) the sustainability of mega-sport events in times of climate emergency. the future of sport. these five challenges are linked. hence, this course aims to proportionate the students with the relevant tools to understand and identify the ethical and legal problems that the good governance of sport is currently facing and will face shortly and the appropriate way to overcome them.', 'globalized world, globalized problems? creative proposals from public service television worldwide. even if we’re assuming that we live in a globalized world (internet, social networks, global tourism, massive migrations, cosmopolitanism, global markets, global brands, global services..) a closer look to how television is dealing with specific contemporary debates such as those about gender, race, class, democracy…etc. show how different are their perspectives. this course puts the focus on how different public television channels around the world are representing and debating with their audiences such issues using a media literacy perspective and a critical and ethical approach, connecting them with a primary responsability of public tv: contributing to the education and empowerment of citizens.', 'ethics in a globalization and sustainability context. globalization and sustainability have become familiar terms that are however at cross purposes. the way globalization has been conducted with an emphasis on the economic sphere—international trade and cross border investment flows, has created a series of crises that threaten the ethical values and beliefs of a sustainable society. ethics goes beyond with what is legal because it is concerned with the ethical reflection of what represents right and wrong behaviour in a complex, dynamic and global environment. in this course we will discuss ethical approaches to global issues that are enhanced by the process of globalization and increasing multiculturalism, e.g., the environment, global citizenship & governance, poverty and inequality, peace and conflict, human rights, health and the effects of technology among others.', 'globalization, human development and sustainability: politics and policies in the framework of the 2030 agenda. the course combines analytical tools and categories stemming from political science, international relations, economic geography, urban studies, european integration studies, public policies and development economics. the objective of this course is to introduce the student to the most salient aspects of the debate around development and international cooperation. the first part will be dedicated to shed light and define fundamentals concepts and categories of these debates such as globalization, development, poverty, inequalities. classical views on development will be contrasted with more contemporary approaches such as: no-one living behind, whole-of-society-approach, territorial local economic development, multilevel governance and multi-stakeholder participation.', 'innovation and the law. how technology changes the legal system. a basic introduction to contracts, property, torts from a comparative perspective will be followed by an explanation of the relevant technologies and their implications in the legal understanding of the core legal topics. in addition, the course will focus on the current trends of the harmonization process in order to give a common response to technology challenges. the course provides a general overview of the problems arising from the interaction between technology and the law. the general legal analysis of contracts, torts and property will be applied to the challenges posed by smart and relational contracts, the interaction between big data and competition law, the internet of things and the application of products liability and insurance to fully automated devices. sharing and collaborative economy formulas will also be analyzed in the course', 'the collectivity revolution: building a global community. : the course in all, will underpin examples of collective initiatives and organizational and philosophical trends occurring in the context of an ultra-highly connected global society, that can no longer solve the challenges of the 21stcentury, by singled out efforts, or based solely on “individual” strengths and values. the course features an overview of efficient techniques, methods and languages and also ethics value propositions and guidance of selected cases in a variety of fields such as corporate culture responsibility brands and businesses, innovation science, culture and the arts, global movements activisms and present-future social and civil societies governance, in 1 general. “the collectivity revolution”, in the eye of innovation and knowledge transfer for a better quality life and world, is an account on the main topic challenges of a new paradigm context. overall, the course highlights on the technological, scientific and social developments and its affectations in the global management of businesses, organizations and other societal communities; emphasizing the challenges, inequalities and also the opportunities of our current world. the title of the course responds to a play on words between the terms collective and connection and the revolutionary outcomes of its merging forces.', 'barcelona the city and its history. once labeled by newsweek magazine as the “coolest city in europe”, barcelona enjoys the reputation of a cosmopolitan city with a great international projection. like all places, however, it is not void of peculiarities and contradictions. behind a glossy and tourist-friendly façade, the city has a complex history. this course introduces the student to the city of barcelona by studying its past and analyzing its present. this interdisciplinary course covers subject in history, geography, art, architecture, and urban planning. material includes images, maps, academic and literary texts, videos, field studies, and documentaries. we will also discuss issues relevant to people living within the city of barcelona today.', 'anthropocene: how people are transforming the planet. the course involves working on the connections between nature and human beings (socioecological dynamics) and the concept of “entanglement” of societies (as seen through the lns of archaeology and history), global climate change and environmental change, and our ability to measure and understand these changes. this course will address the theoretical perspective of the anthropocene and how archeology/history can significantly contribute to this discussion, not only in terms of ideas and arguments, but also in terms of a large body of material evidence, in the form of the archaeological/historical record, against which the specific arguments of the anthropocene can be verified and evaluated. in addition, the course will address, across a broad disciplinary range, how a deep history approach can contribute in finding solutions to some of the most pressing current problems and to design more sustainable and resilient livelihoods.', 'artificial intelligence, creativity, and the arts. students will learn the fundamentals of artificial intelligence and understand the implication of these techniques in the arts, as well as ai techniques that can be used to make sense of human gesture, musical audio, and other real-time data. the focus will be on learning about algorithms, software tools, and best practices that can be immediately employed in creating new real-time interactive systems in the arts.', 'collective intelligent solutions to the new global challenges. this course will study how global institutions, as well as nation states, cities and other actors, can face global challenges like those mentioned above. this is why this course will focus on the new ways in which collective intelligence, crowdsourcing methods and public involvement in decision making in general can enhance the quality of global responses to these challenges. students will be exposed to some successful practical examples of collective intelligence enhanced through new technologies, like the idea of crowdlaw, which might combine data analysis, machine learning, ai, blockchain and even virtual reality with the aim of improving public decision making. the course will also focus on the conditions under which international organizations, states and cities can make or contribute to making international legal decisions which might provide solutions to these problems in a way that preserves democratic legitimacy and justice. for that purpose, the course will combine the study of global governance, and new technologies with political philosophy, legal philosophy, international law and international relations.', 'gender, sexuality and diversity: past and present. current movements such as #metoo, #niunamenos, international women’s strikes on march 8, or the debates surrounding laws on trans people’s rights show the relevance that gender and sexuality are gaining in contemporary societies all over the world. the objective of this course is to analyze the main problems related to gender, sexuality, the body, and diversity in the context of an increasingly globalized planet. with “past and present,” we refer to two fundamental aspects in which the course will deepen: 1) the legitimation of stereotypes and issues related to gender, sexuality, the body and diversity through the un-critical projection of the current logics to the past; and 2) the incorporation of historical trajectories and perspectives in order to understand in all their complexity the mechanisms that originated and perpetuate the problems covered in the course.', 'mind, brains and machines. this course centers on the interaction between neurosciences, engineering and the humanities, by posing crucial questions on intelligence, perception and aesthetics. how brains and machines build up knowledge? what is intelligence and “what do we talk about when we talk about artificial intelligence”? we will analyze how sensory systems build up a representation of the world, with particular attention to vision and audition. in parallel, we will explore the minimal requirements of a brain, building on our age-old attempts to build artificial intelligent systems. we will review the history of artificial intelligence and brain science, focusing on the connections that the two fields have had, on and off, over the years. this leads to a more general discussion on the foundations and limits of knowledge and the evolutionary roots of belief.', 'principles of marketing. on successful completion of the module, students should be able to describe the principles of marketing and apply them to a broad range of case studies, critically analyse the evolution of marketing theory and practice, explain the role of frameworks in the development of marketing strategies, assess the nature and appropriateness of a market orientation for differing contexts, and identify the importance and approaches to segmentation and targeting', 'managing human resources. on successful completion of the module, students should be able to understand the nature and key features of the employment relationship and the place of hrm in it, describe the competing perspectives on hrm in terms of their historical and cultural development, define the strategic and operational aspects of hrm that drive business productivity, discuss patterns and trends in aspects of hr practice and reflect on and articulate motivations, strengths and weaknesses of developing one or more transferable skills.', 'organisational behaviour. on successful completion of the module, students should be able to:  – describe the influence of individual ability and personality on work-related behaviours – discuss key principles of motivation and job satisfaction  – analyse the forces affecting group processes and performance  – assess the advantages and disadvantages of different organisational structures, with particular reference to organisational contingencies  – examine the culture of an organisation and its role', 'the production of news. on completion of this module, all students will be able to:  – identify the key debates and theoretical perspectives within the areas of media research that study news production.  – assess the impact of the market logic on every aspect of news production. • analyse how the internet is changing news production. – assess the influence of newsgathering and delivery technologies on the practice of journalism in specific areas such as war, crime and sport.  – apply the learned theoretical material to specific news stories.', 'exploring our digital planet. on successful completion of the module, students should be able to:  – produce a map with appropriate symbology, colour, scale and representation  – demonstrate understanding of a geographical information system  – demonstrate understanding about the nature and format of digital data and its representation.  – demonstrate understanding of the applications of map production and spatial data analysis in a number of thematic areas inhuman and physical geography.  – demonstrate abilities in the use of it, numeracy, problem solving and information handling.', 'practical aims and methods in archaeology. on successful completion of the module, students should be able to:  – evaluate the decision-making processes and logistic considerations required in the planning and undertaking of an archaeological excavation.  – implement a geophysical survey and interpret its results.  – interpret excavated features from an archaeological site.  – demonstrate how different forms of archaeological evidence are recorded and what information they can provide.  – identify the value of the long-term chronological perspective in affirming the three pillars of sustainability – economic, social and environmental – and recognise the key cultural contexts within which they can be nurtured.  – examine historical and contemporary ethics in order to shape and implement a conscientious and informed approach to effecting a sustainable future.', 'politics, power and ethics. by the end of the module, students should be able to:  – demonstrate an understanding of some key topics relating to political analysis and approaches to the study of politics.  – identify and evaluate important empirical and ethical theoretical frameworks in the study of politics.  – demonstrate skills in writing and research, and academic integrity in their submitted work through appropriate use of academic citation and referencing conventions for the discipline.  – reflect on and articulate motivations, strengths and experience of developing one or more transferable skills.', 'key concepts in international relations. by the end of the module, students should be able to:  – provide an account of the primary focus of international relations and the debates that have shaped the discipline since its inception.  – demonstrate an understanding of the core concepts which define contemporary international relations scholarship.  – apply these concepts in order to produce rigorous accounts of major trends, dynamics and events within contemporary global politics.  – critically engage with the assumptions, limits and omissions of these concepts in order to challenge ‘common sense’ understandings of international relations.', 'digital media and everyday life. on successful completion of the module, students should be able to:  – explain the development of the digital media;  – differentiate between micro- and macro-level digital media effects;  – identify and describe key concepts of digital media;  – identify and describe key concepts of digital media;  – illustrate understanding of the key concepts of digital media using appropriate social science/media theories  – apply digital media technologies for academic purposes, such as skype.', 'power, privilege and diversity. on successful completion of the module, students should be able to:  – demonstrate understanding of, and apply concepts relating to, power and privilege, gaining insight into inequality and stratification in modern societies.  – think constructively about questions of diversity, especially in relation to sex, sexuality, ethnicity and immigration.  – analyse complex situations where power is exercised, by considering context, social structures, and resources of various types. – appropriately access, use, and reference academic resources.', 'live sociology. on successful completion of the module, the student will be able to:  – critically evaluate sociological theory relating to the built environment and its relationship with society  – develop a critical knowledge of urban and rural life through synthesis of sociological, criminological and psychological perspectives. – critically examine the issues of managing individual and group identities in a variety of real-world social settings  – demonstrate a critical knowledge of the nature of the changing built environment, from modernity, through postmodernity, and into supermodernity  – develop the skills of viewing contemporary society through an increasingly sophisticated sociological lens.', 'doing social research. on successful completion of the module, students should be able to:  – recognize the variety of research designs and methods of data collection/generation, and critically evaluate their use in different research scenarios  – demonstrate comprehension of key concepts used in the production and analysis of data – design small-scale research projects  – analyse, interpret, and present data', 'introduction to sensation, perception and cognition. on completion of this module, students should be able to:  – specify the important role of sensory systems in perceiving and interacting with the world around us  – identify how the brain governs key perceptual and cognitive functions  – define how different experimental techniques can be employed to study sensory and cognitive processing  – communicate how scientific principles can be applied to perceptual operations and to higher-level cognitive functions such as reading.  – organise, analyse, condense and prioritise information and form judgements on the basis of evidence', 'creative computing. on successful completion of the module, students should be able to:  – define key ideas in creative computing  – discuss the relationship between creativity and computing  – explain the consequences of the relationships between creativity and computing  – assess the impact of computers on creativity  – analyse problems and their creative solutions', 'thinking through things. on successful completion of this module, students should be able to:  – review the nature, status, use, and presentation of material culture in archaeology, including displaying an understanding of academic integrity through appropriate referencing and citation procedures.  – analyse, sort, and deploy data from workshop activities, online/digital archive, catalogue, collections database searches.  – conduct research into, and present a group project on an archaeological problem.  – reflect on and articulate motivations, strengths and experience of developing one or more transferable skills.', 'human geography for a globalized world. on successful completion of the module, students should be able to:  – define key geographical concepts, such as place, space, spatiality, scale and network.  – discuss how geographers have studied contemporary geographies of globalization.  – describe geographical identity, difference and inequality at various spatial scales.  – outline how place, spatiality and networks matter to a variety of social, cultural, economic and political processes that are studied by contemporary geographers.', 'introduction to artificial intelligence. this course is for everyone interested in learning and using artificial intelligence. it introduces the fundamental techniques and applications in ai and explains how ai affects individuals and society. this course will also discuss ethical issues and social impacts of ai, together with various ways of using ai to make our lives better. the assignments will introduce students to basic ai tools that can be applied in many different fields of study. the course does not assume any background in programming.', 'māori society and culture. this course introduces students to a broad range of māori beliefs, concepts and structures that are important to the foundations and development of māori society and culture. the course will cover aspects of pre-european māori society, cultural change, present-day developments as well as visions for the future.', 'the pacific heritage. this is a survey course on a range of pacific nations, covering socio-cultural, geographical, economic, and historical issues including indigenous perspectives.', 'media in aotearoa new zealand. the course explores the media industries in aotearoa new zealand through a series of case studies, including television, radio, newspapers, telecommunications, and film. these are discussed in terms of how ownership, regulation, funding/revenue, cultural norms and technological convergence affect media practices. the course will include consideration of how the nz media sector is influenced by global media markets, how media value chains are changing in response to new media and evolving audience demands, and the public policy issues these raise (e.g. cultural identity, democratic engagement and maori representation). the course will include input from industry experts where relevant.', 'design ethnography 1. design ethnography i introduces students to the ways in which design shapes – and is shaped by – cultural beliefs, values and norms. students will critically explore different worldviews and their potential to support greater social justice through design.', 'game design i. this course will introduce students to game design principles, the theory of game design, game history and practical game development methods. fundamental game design concepts, such as mechanics and loops, will be explored and analysed in order to enable students to conceptualise and develop playable games. while engaging with the basic building blocks of game design, students will learn to apply appropriate game design terminology.', 'cultural encounters: the literature of aotearoa new zealand. twenty-first century new zealand literature in english has been shaped by a variety of cultures, literatures, traditions and practices: māori, pasifika, european, and asian- from the tangata whenua to the various tangata tiriti. these encounters- on the page as well in society at large- have resulted in a contemporary literary scene that is innovative, exciting and challenging, breaking new ground in form and delivery as well as content. this course is an introduction to these contemporary voices.', 'antarctica: unfreezing the continent. a broad introduction to antarctica, including its history, exploration, weather, geology, fauna and management. its role in the global climate system is emphasised. this course is primarily designed for non-science majors.', 'islands and peoples: aotearoa new zealand in world history. new zealand’s peoples occupy one of the most remote parts of the world. as an island people, their history has been one of constant connection and innovation. surveying the dynamic movements that made aotearoa new zealand a destination for peoples from polynesia, and later, britain and other parts of the globe, students will explore what cultures, conflicts and identities were formed in the islands of aotearoa. covering the period from the beginnings of human habitation to the present, the course brings the latest discoveries to the lecture room and encourages students’ own research endeavours.', 'power, influence and international security. this course examines the nature of power in world politics and international security. students will learn about theories and frameworks for conceptualising power in international relations. the course also examines how our understanding of power has evolved over time and explores how different forms of power are used by governments, diplomats, community leaders, terrorist groups, military leaders, and ordinary people to advance their goals.', 'italian literature in the middle ages. the course unit aims to provide students with a good knowledge of the cultural and literary history of the italian middle ages.', 'making art in medieval italy. the module consists of an introduction to the history of medieval art in italy, focusing on selected case studies which will be investigated with a multidisciplinary approach and with specific regard to the visual arts.', 'artificial intelligence. this course covers the theoretical and computational foundations of brain-inspired a.i. focusing on machine learning based on artificial neural networks.', 'psychology of individual differences. students will critically understand the major approaches to the study of personality from an individual differences perspective.', 'psychology of learning: from individuals to cultures. this course aims at providing students with knowledge and understanding of the main theories on learning and memory from a cultural differences perspective (for example, learning and cognitive styles in western vs eastern cultures), of intelligence, personality and personality disorders from an individual differences perspective. the course will also examine theories on mood, emotion, and motivation.', 'european banking law. the course aims to give students the necessary knowledge about the banking business.', 'history of international relations. it aims to provide students with adequate cognitive and interpretative tools regarding international relations in the 20th century.', 'italian language through history and across the world. the course aims to offer: 1. a basic knowledge of the historical development of the italian language. 2. a basic knowledge of the historical relations between italian and the other languages historically used in the national territory. 3. a basic knowledge of the linguistic relations between italian and the main foreign languages.', 'animal psychology. the course is an introduction to the disciplines that study animal behaviour, such as ethology and comparative psychology, focusing on the most relevant methods of investigation.', 'general psychology. throughout the course, students will acquire knowledge on the main theories and research methods that psychology has developed.', 'psychology of language. the course will give a special emphasis to differences in the architecture and mechanisms of cognitive models of language processing.', 'developmental psychology across cultures. this course aims to provide students with knowledge and understanding of the main psychological theories on human development.', 'cybersecurity: principles and practices. students will learn basic knowledge of computer security and will be able to analyse a system, identifying its possible vulnerabilities.', 'foundations of computer science. the course will cover the knowledge of the principles of computer operations and object-oriented programming.', 'data access and web. the course has a strong focus on the legal aspects of new information technologies.', 'cognition and sensory perception. the course contains an introductory methodological part focused on principal psychophysical methods.', 'english in intercultural settings. it fosters intercultural understanding and communication skills, promoting the ability to articulate ideas in an intercultural setting and stimulating critical thinking.', 'psychology of health and stress. this course provides the knowledge and skills to develop: – a critical understanding of the various biological, psychological and social processes that influence health and illness; – the ability to identify the bio-psycho-social factors that influence a variety of lifestyle-related health issues; – knowledge of intervention strategies to prevent illness and promote health in a range of clinical and non-clinical contexts.', 'history of economic thought. this course is designed to introduce students to the history of economic thought. we focus on essential ideas of prominent economists and schools of economic thought relating them to real-world problems and when applicable to present-day problems. the course also brings to light the social and economic conditions associated with the emergence of different schools of economic thought. while exploring the economic thought of renowned economists, connections with philosophy and other disciplines will be spelled out. the dynamics of shifts from the prominence of one school of thought to another will also be explored. in this context, the rise and demise of classical political economy and the subsequent rise of marginalist approach will constitute the main axis of the course content. major controversies over the definition of the objectives, scope, and methodology of economic theories will be surveyed. various critical departures from the dominant theory will also be taken up.', 'modern cosmology: origin and structure of the universe. introduces modern cosmology to nonscience majors. covers the big bang; the age, size, and structure of the universe; and the origin of the elements and of stars, galaxies, the solar system, and life.', 'computation in society. introduces students to modern information and communication technology, the basic principles of software and programming, the fundamental role of algorithms in modern society, computational reasoning, the major organizations in the information sector and fundamental interactions between humans and information technology. appropriate for students with limited prior experience with computing.', 'designing interactions. provides an introduction to human-centered design and the universal requirements of interactions with data, information and technologies. studio experiences challenge students to consider the impact that information and computing technology design choices have on a) enabling diverse audiences to access, manipulate and experience information, and b) how differences get encoded by data and technology, ultimately reflecting biases', 'foundations in public health. this course provides a comprehensive overview of public health as well as an in-depth review of specific public health-related topics. beginning with historical overview, students will explore major public health concepts such as the basic principles of epidemiology, the biomedical basis of disease, social and behavioral determinants of health, and systems thinking. students will be introduced to the concepts of measuring and evaluating the health of the populations, principles of communicable and noncommunicable diseases, environmental and occupational health, the economics of health, and the role of public health workers in society.', 'introduction to nutrition. focuses on the basic anatomy, physiology, and chemistry of nutrition. topics include weight management, the role of diet and lifestyle in disease prevention, specific nutrient deficiencies and toxicities, nutrition standards and guidelines, sports nutrition recommendations, agricultural practices, and food policy issues.', 'critical thinking. develops students’ skills in evaluating arguments and other aspects of critical thinking, focusing on the ways people reason and attempt to justify their beliefs. activities may include modeling arguments, detecting common fallacies, examining the use (and misuse) of scientific evidence, and learning the basics of symbolic logic. formerly titled “introductory logic.”', 'ethics for information technology. examines contemporary ethical issues concerning the use, misuse, and development of information technologies, with particular focus on the consequences such changes may have on the lives of individuals and on the shape of societies. topics may include hacking and cyber crime; artificial intelligence; robotics and automation technologies, such as drones and self driving cars; mass surveillance; use of personal information by corporate, law enforcement, and media interests; as well as gaming and virtual reality.', 'symbolic logic. introduces students to sentential logic, the logic of quantification and some of the basic concepts and results of metalogic (interpretations, validity and soundness).', 'introduction to contemporary media cultures. prepares students for critical practices in contemporary media cultures in a global context. explores the diversity of media practices, including narrative and non-narrative forms, emphasizing aesthetics and visual studies. in lectures and recitations students will explore video, sound, the internet and other multi-media platforms of expression.', 'media and popular culture. examines culture in the form of discourse, symbols, and texts transmitted through the media. explores the relationship between such mediated culture and social myth and ideology.', 'introduction to american politics. emphasizes interrelations among levels and branches of government, formal and informal institutions, processes, and behavior.', 'exploring culture and gender through film. explores the concepts of culture and gender from an anthropological perspective, using films and other media, as well as written texts. by analyzing media about other ways of life, students will learn the basic concepts of cultural anthropology and be able to apply them to any society. in addition, students will learn to think critically about documentary and ethnographic media.', 'ancient astronomies of the world. documents the numerous ways in which observational astronomy and cosmology have been features of ancient cultures. includes naked eye astronomy, archaeoastronomy, ethnoastronomy, concepts of time, calendrics, cosmogony, and cosmology.', 'american indians in film. surveys the image of american indians in american (especially hollywood) film with an emphasis on “revisionist,” or “breakthrough” films. it follows the creation of “the hollywood indian” from early literature to contemporary motion pictures. films are analyzed within historical, social, and artistic contexts, and examined in terms of the impact their images have exerted upon american society at large, as well as native communities. near the end of the course we will look at what happens when native americans write, direct, and act in their own independent films', 'group interaction. learn communication skills to be a better group member and enhance group effectiveness in a variety of professional and civic contexts. practice group communication skills through an innovative group project and online simulation. focuses on topics such as group development & socialization, decision making, conflict management, technology & virtual group work, difference & diversity, planning & coordination, leadership & management, and ethics.', 'environmental literature. this course explores the conjunctions of literature and environments: natural, built, and/or virtual. students consider literary confrontations with issues such as ecological crises, climate change, human impact on the planet, technics and indigeneity, nonhuman animals and inhuman agencies, future natures, and environmental justice. readings may include novels, non-fiction, short fiction, poems, graphic novels, and more.', 'global geographies: societies, places, connections. introduces a comparative framework for recognizing and understanding the diversity of the world’s societies and cultures. units explore both local scale issues such as economic growth, inequality, political conflict, ethnic and racial dynamics, and climate change impacts, as well as broader scale trends associated with globalization, international development, migration, and the historical legacies of colonialism and imperialism.', 'history of jazz. surveys the distinctly american art form of jazz music from its origins to the present, including the various traditions, practices, historical events and people most important to its evolution', 'us art across cultures. examines historical and contemporary issues in american arts and visual culture, emphasizing issues of race, gender, class, crosscultural interactions, diversity of artistic traditions, and the global position of the united states in the modern world. we will focus on key monuments, objects, artists, and concepts relevant to the american context and impactful across geopolitical borders, ethnic groups, and genders.', 'environment and society. examines interactions between societies and their natural and built environments through the lens of inequality. describes how environmental problems vary along, are shaped by, and exacerbate disparities along lines of race, socioeconomic status, and other forms of social status. also examines collective efforts to address social and environmental problems.', 'castles, colonists and crannogs 1100-1350. this course critically examines the archaeology of ireland during the high medieval period from c.1100 until the mid-14th century. the background to the coming of the anglo-normans to ireland in 1169 and the impact they had on the landscape are discussed in depth in the first part of the course. themes for this section of the course will include the role of castles, the manorial economy, trade, the foundation of villages, rural boroughs and towns by mostly english immigrants and the growth of certain cities. dispersed settlement in anglo-norman parts of eastern ireland will also be explored. in particular, in the first part of the course, the interplay between castle, town and countryside in anglo-norman ireland is examined in detail. it must also be remembered that large parts of ireland remained in some way under the control of irish (gaelic irish) princes and lords. the norman conquest in ireland in the years after 1169 was only partial, unlike england in 1066 which saw the complete takeover of that country by william the conqueror. lectures in this section of the course will examine the nature of irish settlement in the period under review and will argue that while there was much change, continuity from the pre-norman early medieval period was seen too. themes in this part of the course will include the late use of crannogs, ringforts, the irish adoption of moated sites as princely residences and native agricultural practices. the course will also deal with the changes of the 14th century and the virtual collapse of the anglo-norman colony across large parts of ireland at this time. the last lecture will be a summary of the course outlining the main points made. in particular, it will compare and contrast the landscapes of gaelic and anglo-norman ireland. questions such as the recognition of ethnicity and cultural interface in the archaeological record will be addressed in this last lecture.', 'prehistoric ireland & europe. this module is an introduction to the prehistoric communities who inhabited ireland and europe, from about 20,000 bc to ad 400. archaeologists divide this long period of time into the paleolithic (old stone age), mesolithic (middle stone age), neolithic (new stone age), bronze age and iron age. we begin with the earliest modern human inhabitants of europe, their hunter-gatherer way of life, their art and their relationship to the neanderthal communities who preceded them. we look at evidence for the first hunter-gatherers who settled in ireland and later the settlements and rituals of the first communities to develop agriculture and build megalithic tombs. we move on to examine changes in how these communities organised themselves and their rituals over thousands of years, including their adoption of bronze and iron metalworking. the course ends with a look at the history of the study of prehistory and the significance of prehistoric sites in contemporary society.', 'an introduction to twentieth century irish writing. this module will provide an overview of irish writing in irish and in english from the literary and cultural revivals of late nineteenth-century ireland to the present. it will introduce the work of some of the most outstanding modern writers in both languages, with a particular emphasis on the ways in which issues such as gender, nationalism, sexuality, politics, religion and social class are represented in literature. students are expected to provide a survey of irish writing in irish and in english from 1892 to the present, critically examine the work of the most significant writers in modern and contemporary ireland, assess the role of the writer in modern irish society, and explore connections between the dual language traditions of writing on the island of ireland. students will develop key critical reading, research and writing skills', 'developmental psychology 1. the overall objective of this course is to introduce students to key concepts and research in the study of developmental psychology, with particular focus on cognitive development, social and emotional development, moral development and gender development. students are expected to be able to describe the features of a life-span perspective on development, understand and explain the interaction of biological and environmental influences on development, evaluate factors that contribute to developmental change, synthesise competing perspectives on cognitive and psychosocial development. students will discuss change and growth as ongoing processes and the ecology of development.', 'principles of biomaterials. a full experimental coursewhere students will isolate and characterise biopolymers / fabricate and characterise implantable devices (biopolymer and / or synthetic polymer based and tissue grafts), develop experimental hypothesis, design and fabricate biomaterials for various tissue engineering applications, design and carry out in vitro and/or in vivo assays to assess the potential of an implantable device for an unmet clinical need. students are expected to statistically analyse data to ensure reproducibility, use various software (e.g. reference, statistical) at high level, work individually and as part of a team and also assess health and safety and ethical issues associated with research.', 'molecular and cellular biology. this course aims to provide students with the key molecular concepts of the biology of living cells. the basic structure and organisation of prokaryotic and eukaryotic cells will be described, with an emphasis on understanding the similarities and differences between cells from these main domains of life. the composition, structure and importance of the four major groups of biomolecules will be reviewed. fundamental topics on genomes and genome organization will also be covered. at the end of the course students as expected to be able to describe the main structural and organizational similarities and differences between prokaryotic and eukaryotic cells, discuss the key features of different types of eukaryotic cells, e.g. fungal, plant and animal cells, identify the functions of the major subcellular structures and organelles, describe the role of water and the importance of ph in living cells, explain the basic chemical bonds and interactions that underpin the chemistry of biologically important reactions, detail the general molecular structure and (bio)chemical features of the main biomolecules in living cells and explain their cellular functions, and compare and contrast genome structure and organization in prokaryotes and eukaryotes', 'health psychology. this course draws on a variety of subfields in psychology to impart an understanding of how psychological factors contribute to and are affected by health, illness, and health care. the course is organised into the following sections: introduction to health psychology and the key models of health and illness; stress and its impact on health and illness, including moderators of the stress experience; health-related behaviour, the factors that influence it and the ability of health-behaviour models to predict it; pain and its management; doctor-patient communication, styles of communication and their impact on patient satisfaction and compliance; and current issues in applied health psychology.', 'information systems technology. the objective of the course is to provide students with an introduction to information systems and their underlying technologies. students are introduced to computers and technology, how this technology is used in business, and some of the societal implications of computers and related technology. students will be given an insight into the use of information technology and information systems in business. learning outcomes. 1. understand the evolution and emerging trends of information systems and technology. 2. identify and describe hardware and devices used within information systems. 3. understand the various types of software and the software development process. 4. discuss and evaluate the social impact of computers and the ethical issues surrounding the internet. 5. identify and describe the approaches used to managing information systems development projects.', 'ireland in the 1950s. this colloquium examines perceptions of the 1950s in ireland as a lost decade. it considers the economic stagnation from which the country suffered but also looks at the emergence of a culture of inquiry and many of the policies that shaped contemporary ireland.', 'health economics. this course provides an introduction to the methods used by economists to explore issues relating to health and health care. the course is designed to give students a basic grounding in the theory and practice of health economics.', 'nineteenth century british literature. this course investigates selected british victorian prose, poetry, fiction, and drama, considering the ways in which victorian writers offered different versions of national identity in response to political, cultural and intellectual transitions in the period. it discusses how class conflict, gendered ideologies, religious controversy, scientific discoveries and imperial ambitions shaped (and were in turn shaped by) the literature of the period. texts will include selections from the following authors: dickens, gaskell, tennyson, christina rossetti, browning, barrett browning, arnold, carlyle, kipling, conrad. at the end of the course, students are expected to be able to gain a detailed knowledge of a set of representative texts of nineteenth-century british literature, become familiar with significant critical arguments relating to the course texts, and be able to analyse the course texts in terms of language, themes and contexts.', 'people, ritual and death: life in early prehistoric europe. this course focuses on a critical understanding of daily life in europe during the mesolithic and neolithic periods. c. 10 000 bc to c. 2000 bc. the course introduces evidence from various parts of the european continent to create a context for the understanding of people’s lives in early prehistoric ireland. one aspect of the course is to understand the reasons for the varied subsistence patterns, their development and change in different parts of europe. another central aspect is to critically examine the role of ritual in people’s daily life and its material expression in the treatment of the dead. the societal meaning and function of large scale monument-building that develops in the neolithic forms another important part of the course. a theme running through the course is the focus on the interplay between social, ritual and subsistence aspects of life within people’s daily routine. the course is structured thematically illustrating the above aspects by using case studies from a wide range of chronological and geographical contexts within europe.', 'popular music, cultural identities and ireland. this module will introduce students to critical scholarship in popular music studies, drawing on writings in ethnomusicology, cultural geography, popular music studies and irish studies. the development of popular music styles and performances from 1960 to the twenty-first century will be discussed. the module will exam in key canonical figures within irish popular music and significant recordings/events that herald new irish identities through this chronological period. at the end of the course, students are expected to be able to outline key concepts in popular music studies, apply theories of popular music studies to critical irish case studies, discuss key performers, performances and genres in irish popular music practice, demonstrate advanced research and writing skills.', 'marketing principles. the object of this course is to introduce students to the key marketing concepts and their application in both an irish and international context. students are expected to understand the fundamentals of marketing theory and how they are practiced and applied by market leaders globally, acknowledge the role marketing plays in the success of businesses in ireland and internationally, understand the relevance of the elements of the marketing mix. moreover, students are are expected to recognise the importance of effective market research, critique the impact of external influences on the marketplace. students are also expected to be actively demonstrate an insight into consumer buyer behaviour, identify ways in which markets can be segmented, evaluate the effectiveness of marketing communication channels and tools.', 'early & medieval history of the celts. the student is introduced to the earliest evidence for the celts, in archaeology, language and history, to show the extent and depth of celtic cultural roots in ancient europe, extending backwards to about 6000 bce. then, the history of the celtic people and regions in early medieval times, including the coming of christianity and the interactions with the vikings, up till about ad 1000. students are expected to be able to demonstrate knowledge of the prehistory and ancient and medieval history of the celts, discuss the types of sources available for the study of the history and prehistory of the celts, and to describe the relationships and differences between archaeological, linguistic and historical sources.', 'statistics for data science 1. the course provides an introduction to probabilistic and statistical methods needed to make reasonable and useful conclusions from data. topics include probabilistic reasoning, data generation mechanisms, modern techniques for data visualisation, inferential reasoning and prediction using real data and the principles of reproducible research. the course will rely heavily on r (a free open source language) and will include examples of datasets collected in a variety of domains.', 'space, place and the irish landscape. this module aims to critically explore the historical and contemporary complexities of irish culture, place and landscape through select case-studies, thematic and/or locational, and through a range of theoretical concerns from both archaeology and geography. the module engages the key challenge of carefully contextualising and historicising understandings of landscape, heritage and environment, and exploring urgent contemporary questions of landscape/environment sustainability, governmentality and management. the module will provide an introduction to the various ways in which human societies interact(ed) with their environment, and will be able to provide both chronological depth and thematically-specific case-study knowledge of key sites and spaces across the island of ireland. particular attention too will be given to the range of competing discourses on issues of environment, landscape and development in both rural and urban ireland and their implications for communities in the present and the future. some of the case studies will be able to provide a long term trajectory of developments (in rural landscapes, urbanisation etc.), while others may choose to focus on other aspects of the physical or social environment.', 'introduction to positive psychology. the overall objective of this course is to introduce students to key concepts in the study of well-being and human strengths, and particular applications that are relevant within the clinical, educational, and organisational domains. as a discipline psychology has offered perspectives on well-being for over a century. in this module students are introduced to the emergence of positive psychology as a distinctive field of study and practice. the module affords students the opportunity to study and discuss a number of topic areas relevant to the study of well-being and human strengths, including positive emotional states, positive traits, and positive institutions.', 'life in urban galway from the act of union to the anglo-irish treaty. by several criteria, the period 1801-1921 was a stagnant one in galway’s history. population statistics show a slight decline, and trade figures have a similar trajectory. it was a period of great change nonetheless, during which the state established major institutions – including a workhouse and a university; during which the railway and steamships revolutionised transport; during which there was institutional reform, several extensions to the electoral franchise, and a political revolution. using documentary sources and the interpretative approach of ‘history from below’, students will examine the response of ordinary galway people to changes in the world around them, in the spheres of education, work and welfare, entertainment, religion, and politics.', 'irish legal systems. in order to grasp fully the effect of substantive legal rules, it is essential to understand the context in which those rules occur – namely, the legal system. the objective of this module is to provide students with an effective understanding of the sources of irish law, and, more importantly, of how our system works. it will also give students an opportunity to begin developing the basic skills that all lawyers must have in order to function properly. this course offers a general introduction to the irish legal system, rather than a detailed examination of areas of substantive law.', 'business and culture. the uc business school is among the top 1% of elite business schools which holds the gold standard ‘triple-crown’ of international business school accreditations having achieved equis, aacsb and amba accreditations.  in this course, students will reflect on their own participation in multiple cultural forms: ethnic, occupational, gendered, national, digital, global, temporal etc. they will hear from academics and practitioners about their experiences of culture and their advice on how to engage with cultures. students will learn how to build connections with people in ways which respect cultural traditions and allow for reciprocal, mutually beneficial relationships to develop in their future occupations and workplaces.', 'working and leading in international teams. this course introduces students to the attitudes, knowledge and skills required to be an effective and respectful member of, and leader in, an international or intercultural team. this will be done utilising relevant theories, as well as by introducing students to different norms of teamwork and leadership from a range of cultural perspectives, including māori and pacific. students then have the opportunity to apply this knowledge, and reflect on it, by working in international teams on real-world projects with global companies through the x-culture programme. the overarching purpose of the course is to prepare students to work and lead in international and intercultural teams.', 'enterprise in practice. this course leverages your innovation and creative thinking through a real-world project to make a difference for an organisation. over the course of the semester, you will work in a team to come up with a concept solution to a challenge posed by a business, social enterprise or other organisation. if you have your own idea for a venture you may have the opportunity to work on that venture as your project. you will gain real-world experience working with key stakeholders and mentors and will learn to apply a number of business tools and techniques as you come up with your concept solutions. this is an opportunity for you to have a real impact for an organisation.', 'innovation management. innovation is the key to successful business and society, where coming up with new ideas for improvement is a continuous goal. in these courses, students don’t only learn about the theories of innovation; they can put these theories into practice.   this course introduces the theories and practices of innovation management. the course examines areas including the role of innovation for growth and wealth creation, effective innovation processes and the associated management issues, and the characteristics of innovative organisations.', 'hospitality marketing and management. ranked 29th for hospitality and tourism management in the arwu 2022 global ranking of academic subjects, these courses allow students to benefit from uc’s expertise in this area, with a particular focus on marketing and sustainability.  in this course, students will learn about both the strategic and operational side of hospitality businesses, with a focus on marketing aspects. students will typically learn about food and beverage management and housekeeping management as well as the marketing practices of different sectors in the hospitality industry.', 'sustainable tourism enterprises and destinations. this course offers an overview of macro marketing perspectives of sustainable tourism enterprises and destinations. the course prepares students for an in-depth understanding of how tourism marketing impacts and is impacted by the broader tourism system. organisational and individual behaviours are discussed as well as mechanisms to enable sustainable tourism enterprises and destinations.', 'business systems analysis. information systems and digital technology are crucial today for businesses and organisations to solve problems and create new opportunities. these courses allow students to learn about and apply a range of useful platforms and tools.   this course explores key concepts and techniques applicable to traditional and agile approaches to the analysis, design and development of business information system solutions. coverage includes project planning, analysis of business systems, processes, and requirements; principles of user interface design; prototyping; communication skills. students use software to model organisational data and business processes, and design and prototype is solutions for real-world business problems.', 'data management. this course introduces a range of topics that underpin data management in contemporary organisations. the first part of the course focuses on data architecture, data modelling, data administration, and data warehousing. the second part of the course introduces the concepts of big data which drive many modern decision-making processes. in its wider scope the course is designed to expose students to real-life issues in data management and database management systems in the modern environment.', 'web design and development. this course provides an introduction to the design and development of business applications based on internet and world wide web technologies. the course covers the concepts and practices of web design and development, including development of dynamic content websites as well as the technological infrastructure necessary to support these systems. practical application of concepts will be carried out in weekly labs involving the design and construction of business web sites.', 'digital marketing. this course offers a range of topics that underpin the successful use of digital marketing techniques and practices. mktg316 prepares students for using online marketing platforms and decision making in the modern workplace. this course focuses on an advanced examination of digital marketing practices, including web design, search engine optimisation, digital analytics, ecommerce, social media and mobile marketing. mktg316 uses a combination of theoretical learning through traditional lecturing and hands on experience with online tools, such as google analytics and google ads display. theories and concepts are drawn from a variety of sources to aid in students’ understanding of the role the internet plays in organisations’ marketing efforts. this course prepares students for using digital marketing platforms and decision making in contemporary business practices.', 'remote sensing for geospatial analysis. this course provides an introduction to remote sensing data for geospatial analysis. students will develop skills for the acquisition of data from unmanned aerial vehicles (uavs) and satellites. practical work focuses on the preparation of data for use in a geographic information system (gis), while laboratory exercises will introduce a range of analytic software that can be used to prepare and examine remotely sensed data.', 'environmental psychology. theories and principles from across psychology are presented to explain the causes of environmentally destructive behaviour, and generate solutions for a sustainable future. this course will teach you principles of behaviour change, and how you can apply them in your home, workplace, and community. psyc341 is designed to be practical and engaging. it includes weekly online exercises and discussions, and an applied behaviour change project.', 'cyberspace, cyborgs, and the meaning of life. this course investigates a raft of questions – concerning mind, metaphysics, knowledge and human nature – thrown up by the ongoing revolution in information technology. these include: might i attain immortality by porting myself into cyberspace? am i already in cyberspace? is the universe nothing but a computer? should we fear a forthcoming age of robots? is my iphone part of my mind? could a computer ever be programmed to be creative and intelligent, and to equal or exceed the problem solving capacities of the human brain?', 'global environmental change. global environmental change takes a geographic (holistic) approach to examining key environmental challenges. an exploration of major environmental changes happening at the global scale. with a particular focus on climate, ice, freshwater, and ocean processes, we investigate how geospatial monitoring and other tools are used to address global environmental challenges. we look at how human activities are interacting with earth systems, and aim to empower people to improve environmental and societal resilience at a range of scales.', 'environmental earth system science. this course provides foundational knowledge, understanding and practical skills aligned to complex challenges of the modern era from an earth science perspective. we currently face a number of critical problems that result from the complex interaction of earth systems that have no simple solution. such challenges are known as ‘wicked problems’. from an earth science perspective, wicked problems include the modern period of human-induced climate change, access to critical resources, and the risk posed from natural hazards such as earthquakes, volcanic eruptions and landslides. this course explores these problems and outlines the geologic approaches available to help better understand these problems. the course will develop fundamental geologic skills.', 'science, maori and indigenous knowledge. this is an integrated multi-disciplinary course between aotahi: school of maori and indigenous studies and the college of science. this course provides a basic understanding of maori and indigenous peoples’ knowledge in such fields as astronomy, physics, conservation biology, aquaculture, resource management and health sciences. the course provides unique perspectives in indigenous knowledge, western science and their overlap. the course will provide an essential background in cultural awareness and its relationship with today’s new zealand scientific community.', 'science, society and me. in this foundational course, we examine stimulating questions such as what science is, who does science, how is science practiced, how do science, culture and society interact and how science is communicated to differing audiences. this course will draw on a variety of historical and contemporary case-studies, leading edge research, ethical challenges and controversial issues. students will gain an understanding of the civic roles, responsibilities and influence of science in our maori, new zealand, and global communities. students will learn how to work effectively as a team and communicate successfully to communities and end-users. students will learn what it means to be a successful scientist in aotearoa (new zealand) and the world in the 21st century.   including geoscientific data collection, analysis and visualisation, hazard analysis, spatial mapping, and written communication. upon completion of this course, you will have acquired an appreciation for the role geoscience plays in creating, understanding and mitigating some of the most pressing issues facing humanity today, including * rock and mineral derived contaminant cycling * geologically derived carbon cycling and climate change * hydroclimate, water resources and geosphere-hydrosphere-anthrosphere interactions * novel metal resources * plate tectonics; mountain building; faulting & folding * natural hazards; earthquakes; landslides; tsunamis; volcanoes * disaster risk; human-earth system interactions', 'places for wellbeing and flourishing. with a focus on settler colonial nations, we will examine the significant variations that exist between places in terms of the housing, work, education and support opportunities available within them. we consider the impact of these variations for local wellbeing and flourishing, noting the uneven experiences of particular social groups. we also examine place-based interventions that may support local wellbeing and flourishing, and a selection of methods to evaluate these interventions. the course draws on the insights of human geography and engages with the contemporary lived experience of places in aotearoa new zealand and beyond.', 'freshwater resources. characterisation and assessment of freshwater resources and current stresses upon these. topics will include characteristics and vulnerability of the hydrological cycle, aquatic processes and aquatic ecosystems, cultural values, hazards, anthropogenic use, stresses and their effects on water quality, quantity, ecosystem health/diversity and future use, resource limitations and connections to economy, tools and techniques for resource assessment.  the aim of this course is to provide a contextual knowledge of water resource characterisation and issues to students with specific disciplinary skills, such that they can understand and accommodate aspects of sustainable water resource management in their chosen career. a secondary aim is to initiate a pathway leading into the postgraduate programme in water resource management, which will, in turn, lead to a professional career in this field. this course includes a half day field trip.', 'environmental hazards and disasters. this course provides an understanding of environmental hazards and disasters, with a particular focus on flooding and coastal hazards and the related impacts on human communities. examples will be drawn from new zealand, which will include a consideration of maori experiences of and responses to disasters, and from overseas.', 'international migration. the course will familiarize students with terms, definitions and basic ways of measurement of migration. it will offer an outlook on the trends in international migration including historical perspective. theoretical framework of international migration processes will be analysed. it will also present the relation between migration processes and states (construction of migration policy, integration policy and challenges for states resulting from and accompanying migration flows. focus will also be given to forced migration (refugees, idps, climate migrants etc.).  lecturer :  dr justyna nakonieczna-bartosiewicz, faculty of political science and international studies, university of warsaw.', 'doing business europe-asia: legal, political and economic perspectives. the course aims to review the legal, economic and political dimensions of trade relations between the european union and asia countries. during the course, participants will gain knowledge of economic relations of the main asian countries with the eu, including the major eu members and also central european countries. students will also gain insights into the legal and institutional framework of the eu’s trade policy and regulations on foreign direct investment. the course will provide an overview of several aspects of how business is run in the european union, especially in central europe, in key economic sectors. it will give students an in-depth understanding of the dynamics of the eu economic life, with specific emphasis on business relations with asia.  lecturers:  professor bogusław lackoroński, faculty of law and administration, university of warsaw;  professor edward haliżak, faculty of political science and international studies, university of warsaw; president of polish association for international studies;  sławomir majman, vice president of the board of warsaw fairs s.a., former president of polish agency for promotion and international investments;  tomasz łukaszuk, faculty of political science and international studies, university of warsaw; former ambassador of poland to indonesia (2005-2010), ambassador of poland to india (2013-2017).', 'academic writing and research skills in international relations and politics. this course will provide practical experience in developing the research, writing and editing skills required for successful careers in international relations broadly defined. while especially well-suited for bachelor and master students seeking academic careers, the course will also benefit those aspiring to internationally focused positions in government, international non-governmental organizations or the private sector. classroom sessions will be based on case studies drawn from various areas of international relations, involving both policy-oriented and theoretically based approaches. students will gain knowledge how to do researching, writing and editing scholarly articles, policy briefs and/or opinion pieces in english to a standard approaching suitability for publication.  lecturers:  professor dorota heidrich, head of graduate/undergraduate programs in ir and political science, faculty of political science and international studies, university of warsaw;  professor jakub zajączkowski, head of department of area and global studies, faculty of political science and international studies, university of warsaw;  marta nowak, english for academic purposes advisor, faculty of political science and international studies, university of warsaw.', 'asymmetric threats. the course presents the concept of asymmetric threats, their sources, essence, specifics and vulnerabilities. typologies and specific character of asymmetrical threats will be discussed, with attention to: domestic and international terrorism; transnational organized crime; threats to information and communication security from non-state actors; weapons of mass destruction and non-state actors; piracy as an asymmetric threat.  lecturer: professor marek madej, faculty of political science and international studies, university of warsaw.', 'introduction to europe through poland: language, culture, and history. the aim of this introductory course is to promote the polish language, history and culture in the context of other european, especially central-european nations. the polish contribution to european heritage is not broadly known among students from non-european cultural backgrounds. through a brief review of the polish history and culture in the central-european context, students will become familiar with contemporary poland. a short survival-type introduction to the polish language will demonstrate how interesting our language could be to all those interested in studying in poland and europe.  lecturer: piotr kajak, phd, deputy director of the centre for polish language and culture for foreigners polonicum, university of warsaw.', 'european union and polish diplomacy in asia: theory and practice. the aim of the course is to discuss the main assumptions of the eu and poland’s policy towards the asia-pacific region, with particular emphasis on relations with such states and organizations as: japan, india, the republic of korea, china, indonesia and other asean countries, eu-asean cooperation. the eu’s relations with taiwan and the eu’s activity in individual asian regions will also be discussed. the classes will be attended by current and former ambassadors of poland and asia, who will provide students with knowledge about relations with asian partners. the course aims not only to provide students with theoretical knowledge about contemporary political, military and cultural relations between poland and asian states but also to introduce diplomatic practice.  lecturer: tomasz łukaszuk, faculty of political science and international studies, university of warsaw; former ambassador of poland to indonesia (2005-2010), ambasador of poland to india (2013-2017) – coordinator of course; lectures will be conducted by former and present diplomats, ambassadors of poland and the eu and to asian states.', 'introduction to world politics. the course examines three key themes of post-cold war international relations: (1) the end of the cold war and the beginning of the new international order; (2) whether the post- cold war era witnessed the global triumph of the liberal democratic order, the conflict of civilisations or return to big power politics; (3) the rise of china and the future of russia as world powers . the class is conducted as a seminar with a substantial emphasis on class participation and discussion.  lecturer: professor jerzy ciechański, faculty of political science and international studies, university of warsaw.', 'history of european integration. the course will be divided into four parts: the origins of europe and the idea of european unity; the development of the european communities during the cold war; the creation of the european union; the development of the eu since 1993. the emphasis will be placed not only on the legal aspects of the european integration process but also on political issues, interests of the member states and the role of political leaders.  lecturer: professor andrzej szeptycki, faculty of political science and international studies, university of warsaw.', 'international political economy. this course will focus on exploring the relationship between politics and economics in the global arena. it will begin with a discussion of origins of the field of international political economy (ipe) and the emergence of the post-war international economic order. further on the course will focus on contemporary issues such as the functioning of the modern world trading system; free trade theory; the emergence of the wto and the role of regional trade agreements (rtas) in the multilateral trading system; analysis of intra-state policy problems concerning international trade; the role of national pressure groups in conditioning state trade policy; protectionist state trade policy; international finance; models of economic development; the role of multinational corporations (mncs) as political and economic actors and the relationship between multinational corporations and the state; types of foreign direct investment (fdi) and its impact on the state economy; credit policy of the international monetary fund and the world bank; the washington consensus; foreign aid policies; the problem of poverty in the world.  lecturer: professor rafał ulatowski, faculty of political science and international studies, university of warsaw;  łukasz gołota, phd, faculty of political science and international studies, university of warsaw.', 'us national security. the main objective of the course will be to familiarize students with us national security issues. among the key problems discussed in class there will be: us relations with other countries; the war on terror; asymmetric conflicts and cyberterrorism; us military power and proliferation of weapons of mass destruction; organized crime; globalisation and global economic interdependence; the economic crisis and its implications for us security; internal and international migration; environmental degradation.  lecturer: aleksandra jarczewska, phd, faculty of political science and international studies, university of warsaw.', 'security system in the asia-pacific region. this course focuses on: the asia-pacific region – a description; classification and systematisation of security threats in the region; the division of korea; the division of china (problem of taiwan); the security sub-system in south asia; regional integration –political and economic dimensions; us regional strategy; the system of us bilateral alliances in the asia-pacific region; the regional strategy of china; the role of india in the asia-pacific region; regional strategies of russia and japan; the importance of the asia-pacific region in international relations at the turn of the 21st century.  lecturer: ambassador tomasz łukaszuk, faculty of political science and international studies, university of warsaw.', 'introduction to the european union. the aim of this course is to give an overview and a clear understanding of the political, institutional, and historical dimensions of the eu and of european integration. part of the course investigates and discusses different theoretical perspectives, thereby enabling students to understand and interpret the recent transnational developments critically. a part of the course is devoted to the understanding and problematization of some of the most controversial contemporary issues such as the current economic crisis in the eurozone, prospects for further political integration, and enlargement. at the end of the course, student will have a solid understanding of the nature, foundation, history, and overtime institutional and political developments of the eu. they will have developed a critical perspective on the major achievements of european integration and will be able to problematize the most relevant eu-related issues. by the end of the course students are expected to: – be familiar with the eu development and structure – critically read the institutional and political developments eu and discuss the future trajectories – contextualize the eu within the debate on federalism, inter-governmentalism, functionalism, etc. – be able to discuss the most recent and most relevant pan-european issues – understand (and problematize) the democratic and political process in the eu – be familiar with the eu policy-making.', 'the essentials of biopolitics. the course is meant to: – introduce the concept of biopolitics, its vocabulary and theoretical background; – demonstrate the cognitive potential of biopolitics as an explanatory tool for a variety of contemporary political, social and cultural issues; – explicate the possibilities of using biopolitics for comparative policy analysis. upon the completion of the course the students will: – identify correlations between the core concepts of the biopolitical scholarship (biopower, sovereignty, bare life, regimes of belonging, governmentality); – explain the current political, cultural and social events through the prism of biopolitical approaches; – enhance analytical skills in critical / creative thinking about the society; – share experiences of team work and group presentations.', 'e-governance. this course will provide an overview of one of the key trends in democratic development – electronic democracy – and its counterpart in modern governance – electronic government. the objective will be to expose students to the latest trends that will be important for democracy and governance over the coming decades. the course is explicitly focused on e-government solutions and applications such as cloud based services, predictive services, blockchain, e-voting but nevertheless covering also the normative challenges that these present. students completing the course will (1) understand the essential normative and empirical dimensions of electronic democracy, (2) have an overview of key electronic means for political participation and inclusion, (3) be familiar with the essential structures and platforms of e-government, (4) be aware of how both e-democracy and e-government can be applied in modern governance situations.', 'encounters with estonian culture. the course aims to help international masters students get oriented to estonian culture, language, geography, history, politics, and current events.  upon finishing the course students should be able to speak intelligently and with some degree of subtlety about estonia’s cultural, historical, geographical, linguistic, and political place in the world and its internal diversity and divisions; to be a good cultural ambassador to estonia upon return to their home country or elsewhere in the world.', 'cultural and religious roots of the middle east. in order to understand the modern middle east it is crucial to appreciate the role that religion has played in the societies of this region since antiquity. the course will examine the main historical-cultural bases (canaanite, arabic, indo-european and north-african) of the middle-eastern societies and the way in which religion has functioned in these societies. we will explore the topic through a broad thematic and chronological scope – an optic that allows students to appreciate both continuities and changes in the middle-eastern societies.', 'comparative ethnopolitics. this course will examine different ways in which democratic states can regulate and accommodate ethnocultural diversity. it will cover a wide range of cases and policies, discussing the pros and cons of various ethnopolitical regimes against the normative and institutional requirements of democratic governance.  upon completing the course, students analyse ongoing debates over ethnicity and the salience of ethnic identities as well as their mobilization in the modern world; reconstruct the complex ethnopolitical situations in different countries and identify different modes of ethnic conflict regulation by democratic states; demonstrate research skills by investigating and reporting on specific country cases of ethnic conflict regulation; formulate relevant questions from the reading and organise a class discussion; reflect in writing on the concepts discussed and develop a sound position on critical questions.', 'illiberal turn in europe and russia. the course aims to build new comparative knowledge and expertise on the emergence, consolidation, and diffusion of the illiberal phenomenon in the eu, wider europe, and russia – by focusing, in particular, on the dimensions of conceptualization and theorization, through the development of original and coherent study material. after defining a consistent analytical toolbox, students will have the chance to familiarize with specific national and regional cases by being exposed to a systematic comparative overview of the historical developments when it comes to the political, electoral, and ideological trends in europe and eurasia. the course also explores in depth the dimension of europeanization and the trends of mutual influence at the continental level. by the end of the course students are expected to apply theories and concepts related to illiberalism; critically read the ideological and political developments in europe and eurasia; contextualize the various declinations of the phenomenon in different geo-territorial contexts; interpret of trends of mutual influence across the territorial contexts and role of the europeanization process, understand (and problematize) the internal and external policy implications; critically read the repercussion on the eu neighbourhood.', 'history of the baltic sea region. the course aims to provide an overview of the historical development of the nations of the baltic sea region (denmark, estonia, finland, germany, latvia, lithuania, norway, poland, russia) within a broad regional context from the stone age to the enlargement of the eu in 2004. furthermore, the course aims to develop a critical analysis of historical narratives and understandings of clashes based on conflicting narratives in the region.  upon completion of the course, the student defines and describes main historical periods of the baltic sea nations and names key events in their history; characterises and compares development of statehood in the baltic sea region during different historical periods; characterises and compares development of international relations in the baltic sea regional context during different historical periods; characterises socioeconomic developments in the baltic sea region during different historical periods; compares and understand different history perspectives and narratives in the baltic sea region.', 'mandarin chinese practical (level 1). this course is designed for international students who learn mandarin as a second language as beginners. this course is based on the textbook of “a course in contemporary chinese” vol. 1 (lesson 1 to 4), plus relevant materials and supplementary handouts, which can help students to chat with others in the daily life. conversations in pairs and role-plays will be conducted in class. pronunciations and tones will be emphasized and monitored carefully so students can better manage their pronunciations to enhance their communication skills. this class aims to encourage students to practice their mandarin in the real life, which may help them better survive and study in taiwan.', 'mandarin chinese practical (level 2). ', 'mandarin chinese practical (level 3). this course is an intermediate chinese course. in addition to daily life chinese, character recognition and grammar, students can learn more cultural aspects of chinese, such as: campus life language, cultural differences and other topics. after completing this course, students will be able to understand longer conversations, read short passages, and express themselves in spoken or written form. detailed courses are as follows:  1. new roommate 2. what to eat 3. i want to go to taiwan 4. let’s talk about geography 5. climate and business trip 6. endless exams 7. it’s not easy to go to university \\n practical audio-visual chinese 2nd edition, book 2, unit 1 –7 about disease, question words as indefinites, tense  about traveling, ask for directions  in a restaurant and manners, chinese food  conversation on the phone, verbal suffix 過 to show experience  similarity and disparity, comparison  directional compounds', 'discussion on international affairs in english. this is a high-intermediate course. in this course, major global issues are to be analyzed and discussed. students will be able to read longer articles and essays that are rich in advanced vocabulary, complicated in organization and structure, and can grasp the arguments and perspectives they present. many concepts and notions in social and cultural studies are also explored alongside with the issues discussed in class. students are encouraged to exercise critical thinking and to discuss with one another and express their ideas and actively engage in exchange of opinions. through learning global issues, students can deepen their understanding of the world, of other cultures, and the impacts and chances of these issues, and how they are related to themselves. the ultimate goal of this course is to enable students to develop global citizenship awareness by using english as a common tool of communication to participate in ongoing discussion on important global issues.', 'european urban culture and economy. this course explores the relationship between urban culture and urban economies.  using illustrative examples from european cities, the course aims to give a broad  survey of contemporary urban culture, and to create an understanding how culture can  impact and drive a city’s economy. students will also be introduced to the theoretical  framework of like experience economy (gilmore and pine 1999) and global city  theory (sassen 2005). through comparison with the situation in taiwan, students will  explore socio-cultural and economic aspects of urban development, and the challenges  that cities are facing today. we will explore the transformation of urban space and  urban life styles, and discuss how investment into cultural projects can lead urban  renewal, but may also negatively impact the quality of life of urban residents  (gentrification).', 'business english professional presentation bootcamp. this english for presentations “bootcamp” course aims to serve as a one-stop-shop (constantly evolving according to instructor’s assessed student needs) workspace that inspires students to work together to create the presentation projects that will be required of them for their current or future academic and/or business careers. following this course, students will not only have honed their ability to create high-stakes academic and business presentations at their host university, workplace or beyond, but, ideally, they will also have improved their overall english proficiency in reading, writing, speaking and listening via presentations and frequent participation in-class discussions during the course of the semester.', 'marketing planning. this is an introductory course in marketing planning, during which students can learn  about the roles of employees in the marketing departments of smes and mnes, the  basics of how to manage the marketing budget, and how marketing actions are  strategically and operationally planned.    by the end of the course students will be able to:   1.distinguish roles and responsibilities of employees and managers in marketing offices   2.understand why and how companies plan their marketing activities   3.define and describe the phases of marketing planning   4.decide which general marketing actions are more appropriate in various  circumstances   5.prepare a basic marketing plan.', 'advanced english for the workplace. this course is for students to develop a deeper understanding of business communication and workplace language skills. the course will challenge the students  by introducing them to a variety of scenarios they will encounter in workplace while  enhancing students’ interpersonal skills as well as business language skills.   this course mainly covers the following seven parts:  1. social english  a. integrate into the workplace environment  b. inappropriate words and deeds   2. resume writing  3. interview skills  a. preparation before departure  b. mock interview   4. formal meetings  a. to set the agenda  b. control meeting discussion progress   c. expression of opinion   5. business letter writing and meeting minutes  6. consultation and negotiation  a. negotiate language  b. negotiate with suppliers/customers   7. current affairs discussion  8. cross-cultural communication in the workplace  in addition to learning the above-mentioned relevant language skills, knowledge and strategies in the course, the teachers will also design multiple simulation situations to help students practice these skills', 'basic oral chinese. this course is designed for international students who learn mandarin as a second language as beginners. it aims at helping students to better survive and study in taiwan. this course will focus on listening comprehension and speaking practice for students to better communicate with others in daily life. many practical phrases will be provided for students to practice in class and students are encouraged to use them in the real life. conversations in pairs and role-plays will be conducted in class.', 'news english. this news english course focuses on improving participants’ listening and reading comprehension as well as speaking confidence through interactive discussion of the interesting, current, and relevant news topics.  the purpose of this course is to 1) clarify your understanding of reading news in a variety of fields through massive exposure to authentic materials, to 2) support your critical thinking in reading and your articulation skills in reporting.', 'advanced english for presentations. the course provides an advanced presentation skills training to students who have  adequate public speaking skills. it incorporates concepts from visual communication,  multimodality, literary studies, speech communication, and public speaking.  moreover, the course integrates current trends in presentation, particularly creation of  succinct contents, brought by social media and technology. it also equips students with  the ethical standards of presentation to ensure honest and accurate information.  towards the end, the students are expected to master a multitude of techniques that  will allow them to create their personalized presentation toolbox which can be used in  various communication settings. they are hoped to deliver impactful presentations and  uphold high ethical standards in different contexts.', 'market research. this course is designed to provide understanding of the fundamental concepts of market research, fundamental research designs (explorative, descriptive, and causal), data collection methods, sampling issues and different sampling techniques. this course equips students with the ability to analyze data from research projects, write a research report, and design and implement a market research project.', 'introduction to engineering and engineering ethics. the main content of this course includes basic engineering (mechanical engineering, material engineering, construction engineering, chemical engineering, etc.) and introduction to engineering ethics.  courses include:  – basic engineering  – introduction to engineering ethics   – discussion and group oral reports with classmates', 'brand management. this course provides students how to create profitable brand strategies and the implications for brand managers. students will gain a unique perspective on corporate  marketing and the brand management role by combining theory and practice in  marketing. this course will provide students with strategic brand management  knowledge and expertise from both theories and experts from the industry.', 'web design. this course aims to create a website through front-end web application development. in this course, students are able to increase their coding and design capabilities, as well  as learn the web design process that is usually used in the industry.   this course will help students understand how front end web develop and build their own website. in this course, students will learn the skills to develop a front end  website. to enhance their development capacity, the course including:    1. explore the core concepts of adobe xd.  2. understand the web searcher behaviors.   3. well prepared to organize and optimize specific content for a webpage and improve  the search results.  4. use common html tags and add digital content to a platform.  5.  develop javascript programs.  6. use css properties to design the interface of  platform.', 'italian language and culture. the course is aimed at the student’s acquisition of basic notions of the italian language. through games, readings and interactive activities, the student will learn the italian language and acquire a certain familiarity with the italian culture.', 'italian cinema. this course will present a survey of films, directors, film styles and narrative forms in italy from the origins to the present. after an introductory part dedicated to media history and the birth of cinema, the class will focus on italian cinema history from the silent era to the present. the course is designed as an introduction to the history, the art and the industry of italian cinema through its aesthetics and its relation to the wider social and cultural environment of italy. at the end of the course students will be able to demonstrate a solid knowledge of the history of italian cinema and they will develop an ability to discuss and analyse cinema as an artistic, industrial, and socio-cultural phenomenon. they will acquire a critical capacity to recognize historical periods, authors, films, forms and styles, and will be able to appreciate the richness of the film language and particularly the main features that made italian cinema great to the world and a source of inspiration worldwide.', 'classical civilizazions. students are expected to acquire an understanding of the cultures and societies of the greek and roman worlds and to become familiar with the turning points of the greek and roman history, from the archaic period to late antiquity. students will be able to conduct research and analysis of ancient sources and to acquired knowledge about the bibliographic tools and methodologies of ancient history.', 'italian literature i. this course is designed as a broad introduction to the italian literature and culture from its origins through the early modern age. we will read texts by dante, petrarca, boccaccio, ariosto, tasso, and machiavelli, to name only a few authors whose influence was crucial not only for the italian letters, but for the definition of the western culture overall. at the same time, this course will also trace the origins and development of italian language, from its latin roots throughout its social and literary evolution in poetry, novels, political and scientific essays. by combining close reading with a larger historical approach, we will explore the fascinating paradox of italian literature: that is, an apparently national literature which developed in a fragmentary, regional, not-yet-national environment. by the end of this course students will be able to contextualize the main italian authors within the european literary tradition, from the middle ages to the early modern centuries, and they will be able to use key concepts and terms to analyze literary texts.', 'introduction to aesthetics. students will develop a general understanding of visual studies and contemporary image theories in aesthetics and understand these disciplines’ essential vocabulary and methodologies. students will develop the basic knowledge to analyze visual culture and images from a critical and situated perspective.', 'medieval art. durung the course, we will study: – late antique and early christian art: the changes that occurred in art around c. 300 ce and the development of a christian art. the main types of churches and religious or semi-religious buildings are introduced – ravenna: art production in the northern italian city of ravenna, mosaics, and how they were made – migration period art: artistic production of migratory groups from c. 300 to the eight century – carolingian art: artistic production for the new roman emperor, charles the great, and his successors, from c. 750 to 987 ce – ottonian art: artistic production under the ottonian dynasty that ruled western europe from c. 887 to 1000 ce – romanesque, part 1 and 2: romanesque art and its tenets, covering the period from the late tenth to twelfth centuries. italian variant of romanesque; particular attention is given to the cathedrals of modena and pisa – gothic, part 1 and 2: gothic style, its characteristics and development, starting from abbot suger’s intervention at saint-denis. discussion of other relevant gothic monuments – the italian duecento: an introduction. discussion of the importance of the thirteenth century in the history of italian art. the main novelties in religion and art are presented. nicola pisano, giovanni pisano, san francesco in assisi, giotto, sienese painters, palazzo pubblico in siena, pisa’s camposanto, fourteenth-century art in florence.', 'business and commercial law. the course focuses on the regulation of the governance of the company. it will focus on the legal and non-legal mechanisms designed to minimise agency problems among the corporation’s constituencies. the course will look at corporate governance focusing on some of the most pressing topics: after a general introduction of the main features of corporations, the goal of corporate law and the major agency problems affecting corporaitons’ governance, the lessons will deal with more specific corporate governance topics, including i) initiation and appointment strategies, ii) directors’ relationships with shareholders and stakeholders; iii) directors’ duties; iv) corporate opportunities and related party transactions; the course also aims at illustrating some basic principles of sectoral laws regarding businesses, as banking law, intellectual property law and competition law.', 'european macroeconomics. the aim of the course is to provide students with a full understanding of macroeconomics from a european perspective, with a broad coverage of main topics and problems relevant in modern economies. we will study the working mechanisms of the goods market, the financial markets and the labor market, and their interconnections and implications in determining the evolution of output, prices, unemployment, interest rates and exchange rates in the short, medium, and long run.  – short run (goods market; financial market; is-lm model) – medium run (labor market; as-ad model; phillips curve; output, inflation and money relation) – long run (growth; capital accumulation; capital accumulation and technological progress; technological progress over different time frames) – expectations (basis; financial market; consumption and investment; output and policy) – open economies (openness; goods market; output, interest rate and exchange rate relation; exchange rate regimes) – pathologies (global financial crisis; high public debt; high inflation)', 'financial accounting. the course deals with the preparation of financial statements under the international accounting standards ias/ifrs. the course provides knowledge on the initial recognition and measurement of key items including goodwill, intangibles, tangible assets, inventories, receivables, liabilities, equity. the course provides in-depth knowledge of the statement of financial position, income statement, cash flow statement.', 'management and fundamentals of accounting. the course provides notions on the main functions of management, as well as drivers of performance and the most relevant practices. the course also approaches the main issues related to financial accounting, with particular emphasis on the accounting recording process and the preparation of financial statements. lastly, the course focuses on the managerial accounting, covering the cost concepts, the common methods for determining unit product costs, the cost-volume-profit relationships and the rationale for budgeting. for more information about the syllabus, please see on e-learning website.', 'introduction to medieval history. the fundamental issues of the middle ages between collective imagination and a reinterpretation of the past. this course provides an introduction to the history of europe during the middle ages (ca. 300-1500) starting form the point of view of the collective imagination of this period of time. the class will broadly explore events and developments over centuries of political, social, and economic history. this course will also introduce students to the basic skills employed by historians (how to deal with primary sources, for example).', 'fundamentals of data mining and machine learning. data preprocessing: data cleaning, integration, reduction, transformation and discretization.  frequent pattern mining: basic concepts, a-priori algorithm, pattern-growth approach, vertical data format, pattern evaluation methods, constraint-based frequent pattern mining, colossal pattern.  classification: basic concepts, decision tree induction, bayes classification methods, rule-based classification, lazy learners, techniques for improving accuracy, model evaluation and selection.  clustering: basic concepts, partitioning methods, hierarchical methods, density-based methods, grid-based methods, model evaluation and selection, clustering with constraints.  outlier detection: statistical, proximity-based, clustering-based and classification-based approaches.  sequential pattern mining: basic concepts, aprioriall, apriorisome, aprioridynamicsome  graph mining: basic concept, geodesic distance, simrank, density-based approaches to graph clustering.  distributed frameworks: basic concepts, hadoop, mapreduce paradigm, spark, some examples of data mining algorithms implemented by using mapreduce', 'information technologies for industries 4.0. introduction to industrial communication systems. industrial iot: evolution and challenges.  foundations of computer networks. physical layer transmission; link layer and local area networks. ethernet lans. wireless networks: lans, pans. internet architecture and protocols: ip and tcp/udp protocols.  today’s industrial networks: types of traffic, performance requirements. fieldbus technologies, real-time ethernet, industrial wireless networks. industrial iot: network interoperability: ipv6 over low power and lossy networks. low-power wide area networks.  foundations of distributed computing and middleware services. application layer protocols, data encoding & representation. service oriented architectures, web services. cloud/edge computing principles and services. industrial iot: service and platform interoperability. web of things, protocols and (cloud-based) platforms.  industrial process control system: machine level (plc); plant level (dcs, scada); main components, configuration, architectures , dimensioning criteria. plc programming basics; addressing, programming languages ladder (lad), function block diagram (fbd), graph. introduction to cfc programming language; objects, faceplates.  quality control system: web scanner, sensors; operating principles. machine direction (md) controls and cross-machine direction (cd) controls.  the cross-industry standard process for data mining (crisp-dm). data selection and data preparation, categorisation, and prediction models. supervised and unsupervised learning. algorithms: the basic methods: inferring rudimentary rules, decision trees, rule induction and association rules, regression and clustering models, neural networks.  implementations: real machine learning schemes and prognostics applications. verification and validation of models. credibility. enhancing the analysis: ensemble modelling.', 'sustainability and circular economy. the paper products industry uses renewable and recyclable resources to manufacture products that makes people’s lives better. printing-writing papers, paper-based packaging, pulp, tissue and wood products play significant roles in everyday life by meeting needs for information, product protection, hygiene, housing and more. the manufacture of our industry’s products is customer and market driven. thus the objective of sustainability and circular economy module is to bring a new approach of the key concepts of circular economy and sustainability, by combining the scientific disciplines of economy, management, engineering, technology, environment, and society, with a particular emphasis to paper sector. as circular economy is necessary today to promote the goals of sustainable development; these scientific areas are not independent to each other, but their relations, interactions and synergies exist and should be further developed and studied. topics: – the bruntland report – sustainaible development goals; – poverty and inequality;  – eu and sustainability;  – circular economy; – environmental kuznets curve; – happiness and wellbeing – social and ecological limits to growth.', 'introduction to modern history. this course intends to provide students with the basic knowledge of nineteenth- and twentieth-century modern european and italian history. during our class meeting, we will pay attention to the political, socio-economic, and cultural changes that developed from the french revolution in 1789 to the collapse of the soviet union in 1991. course topics include, among others, the risorgimento, the creation of the italian kingdom, the great war, fascism, the second world war, the birth and politics of the italian republic. students will be encouraged to engage in the critical analysis of the assigned readings and will be introduced to methodological questions that are crucial to the scholarly debate.', 'egyptian archaeology. the student who successfully completes the course will gain a general knowledge of ancient egyptian archaeology. the students will develop an awareness of ancient egypt archaeology’s complexity and a critical approach to the use of ancient sources from a modern perspective. he/she will be able to understand the importance to integrate archaeological, textual and artistic evidence for interpreting ancient egyptian culture and history.', 'dutch painting 1400-1950: introduction to the art history of the netherlands, cultuurwetenschap i. the low countries have made a rich contribution to art history with well-known artists and movements. the lectures of this thematic course on dutch painting offer an overview of the visual arts from the 15th century to the present covering the characteristics of important moments in art history placing it in the context of netherlandish culture and history. it covers flemish primitives (such as jan van eyck and rogier van der weyden), important 16th-century painters (e.g. hieronymus bosch and pieter bruegel), and famous painters from the so-called ‘dutch golden age’, esp. rembrandt, hals, jacob van ruisdael and vermeer with an emphasis on developments in style, function and meaning of their paintings. furthermore, the course discusses the many faces of modernism in the late 19th and the early 20th centuries focusing on vincent van gogh and piet mondrian.', 'culture and society of the netherlands: an inside view. when you choose to study in the netherlands, this course will definitely be an enrichment of your dutch experience. this series of lectures will give you a broad overview of dutch history and contemporary society. topics (among others): dutch cities, history, geography, government and politics, economy, the people, the language, and art. to stimulate students to see more of the netherlands than just leiden and amsterdam, an individual fieldtrip to a dutch town is part of the course. this assignment will be done in groups of four students and concluded with a vlog (10-15 minutes). you will share your video with the other students of the course on the digital platform pitch2peer and review the vlogs of others. this way you have the chance to discover a large part of the country in just a few weeks.', 'histories of modern south and southeast asia. this course aims to give students a concise knowledge of the modern histories of south and southeast asia from the nineteenth to the mid-twentieth century, and to make them familiar with current debates on key issues with relation to those histories. these include for south and southeast asia: the character and institutions of the colonial state, the colonial economy, colonial instruments of knowledge, the late-colonial economic structure, the emergence of nationalism, decolonization, including the partition of the british raj.political change, economic development, national security, human rights and response to globalization as rsutls of their respective choices of national survival, political development and economic prosperity.”', 'introduction to international studies (in the hague). international studies offers a new academic approach to understand the world’s complexities and challenges of today. this approach is multidisciplinary, humanities-based, local as well as global oriented, and takes the present as its starting point. we will see that the world has changed dramatically from less than a century ago: new ideals are pursued (equality, autonomy, human rights), there are new developments in world population (increase in demographics, health, education, prosperity), governments are facing new demands from their population (democracy, transparency), we hold new views of ourselves (gender, equality), and there is an unprecedented strain on earth’s resources (food production, oil and gas, water, essential minerals). the various approaches of international studies will provide us with the means to come to a more comprehensive understanding of these large global issues.', 'natural computing. natural computing is a quickly developing field dealing with models and computational paradigms inspired by nature and attempts to understand the world around us in terms of information processing. natural computing today includes paradigms such as modelling information processing through artificial neural networks, modelling emergent behaviour resulting from the interaction of a large collection of agents in particle swarms (representing e.g., birds, insects) or spatial arrangements of cells (cellular automata), or modelling efficient search and optimization procedures such as ant colonies (finding shortest paths in a network of possibilities), simulated annealing processes (finding the optimal energy state of a crystal), and evolutionary processes (adapting a population to find the best mix of genetic material under changing environmental conditions). the course introduces the foundations of a variety of such computational paradigms, and discusses algorithmic implementations on computers as well as the analogies between these implementations and the natural model. in addition, we also present some practical application examples of such computational paradigms, such as pattern recognition, engineering optimization, simulations of fire breakouts, to name a few.', 'introduction to international organisations. international politics is increasingly being shaped by international organizations. what role do these organizations play exactly? are they only the servants of powerful states or do they also have influence autonomous of their member states? how are global power relations reflected in international organizations? how do international organizations work and how do they differ? in this course the role and functioning of international organizations in international politics are analyzed. while the focus will be on large and well-known organizations such as the united nations (un), lesser-known organizations (including regional organizations outside of europe) will also being studied.', 'economics for political scientists. this course introduces students to basic economic concepts, issues and debates relevant to the study of political science. it will simultaneously introduce students to the basics of economics and demonstrate, with examples, the political importance of economic principles. it will explore the various ways economics helps us understand politics and how politics helps us understand how the economy works. the course will examine economic growth, inequality, trade, monetary policy, finance, business cycles, the economics of the environment, and the causes of the great recession and euro-zone debt crisis.', 'public international law (bachelor). this course builds on the fundamental knowledge provided in the course inleiding internationaal publiekrecht (ba 1). in that course the emphasis was on becoming familiar with the basic characteristics of the international legal order and the law relating to international obligations and dispute settlement. in this course we will discuss certain specific fields of public international law, such as human rights law, the law on the use of force, international humanitarian law, international criminal law, international economic law, international environmental law, and law of the sea.   at the end of the course, students shall be able to: – understand and explain the social significance of food – understand the cultural meaning of food in various cultural contexts – critically examine the notion of east asia and heritage in culture – interpret the role of food in recent cultural phenomena in korea  – explain the multitude of symbolic meanings generated in food practices', 'law and governance in africa. law, governance, and africa; all three are general concepts that hide a world of diversity. in this course we explore the complex relationships and interactions between law, governance and society in africa, especially in sub-saharan africa. what influence does colonial domination have at law systems that are in place in present africa? and what does a decolonial approach to african studies entail? how do different legal systems (traditional, religious, international, state) interact? how is access to land regulated according to the law? and how do people get access to land in practice? how do state courts deal with spiritual accusations about witchcraft if no material evidence is available? why do people resort to justice “with their own hands” under certain circumstances? which mechanisms do societies use to restore order and bring reconciliation to war-torn communities? who rules in failing states? in this course we look at legal phenomena in their social context in today’s africa, while taking into account historical pathways that have led to the current situation. we take a broad definition of law and governance that includes both formal and informal rules, practices, and authorities. we explore interactions between these different sources of ordering in society, how they function in practice, and the impact they have on everyday life in an africa context. this will enable students not only to get a better understanding of law and governance in its context, but also about functioning of african societies, and ways in which people organise their lives.  discussions.', 'trade and finance in the global economy. countries nowadays are part of the global economy. before products reach their final destinations, they have traveled the world as businesses increasingly cut up production processes over many countries; also massive flows of finance are crisscrossing the world. these developments challenge the possibilities with which countries and international economic organisations can exercise an independent economic policy. in this course, we will discuss the different roots and the benefits of international trade as well as their costs; further, we will discuss the benefits and costs of a free flow of finance, in particular we will include risks of financial crises. at the end of this course students will have an understanding of the basic principles of trade and finance and of the motivation of business to engage in international activities. students will be able to present economic arguments on these international economic issues.', 'introduction to psychology. introduction to psychology offers a representative and coherent overview of the discipline of psychology. the course constitutes a first acquaintance with the main currents and themes within psychology, including neural, evolutionary, cognitive, social and developmental perspectives on human behavior. it also introduces students to the different psychological sub-disciplines emphasizing their common elements.', 'cross-cultural psychology of health and illness. this course looks at culture, health, disease and health care from a psychological perspective and at cultural aspects of core psychological concepts and models. at the end, students are expected to be able to identify cultural aspects of personality, psychopathology, stress, pain and illness, distinguish cultural influences on health beliefs, lifestyles and health, understand communication between health care professionals and migrant patients and the use of healthcare facilities, and also develop awareness of the impact of culture on social and professional settings', 'introduction to public administration (in the hague). public administration is concerned with policy making, public management and the political administrative relations. in this introductory course we will discuss the basic issues and concepts of public administration, such as: the characteristics of public organisations; the policy cycle and the factors that influence the effectiveness and transparency of public policy programmes; the leadership styles of public administrators and the legal, political, social and administrative context of public organisations; the most important management doctrines: human resources management, new public management, public network management; the accountability of public administrators and the possibility of administrative ethics; the institutional characteristics of public administration in the netherlands and the eu.', 'international regulation (in the hague). this course focuses on introducing students to the varieties, vulnerabilities, and virtues of international regulatory governance. to better understand international-level regulation, we will pay close attention to the following questions: who are the regulators at the international level? what is being regulated? how is international regulation carried out? more specifically, the course will focus on the questions of how international regulation is designed, what role professionals and regulatory bodies play in shaping it and how states cope with it, how eu and other international regimes generate rules across various policy areas at european and global levels. the course will address the most current issues concerning the politics of regulation: risk regulation across various regulatory domains, artificial intelligence-based regulation and its challenges.', 'international administration (minor/exchange) (in the hague). from climate change to epidemics to migration, many of the most pressing political problems of our time are transnational in character. yet, political structures are still predominantly national, making it difficult to address cross-border issues in an adequate way. international organisations play an important role in filling this gap. this course introduces students to the wide range of organisations engaged in international governance, from global forums like the united nations (un) and regional organisations like the european union (eu) to economic institutions such as the organization for economic co-operation and development (oecd) and non-state actors like amnesty international and apple inc. in the course, we survey the different types of international cooperation and discuss how international organisations vary in their power and capacity to address transnational policy issues. the course approaches these issues from a public administration perspective: international organisations are analysed not only as players on the international arena, but also as bureaucratic organisations in their own right. the course applies familiar issues and concepts from public administration to the study of these international organisations, highlighting the similarities and differences between national and international bureaucracies.the lectures combine the discussion of central issues in international administration with an application of these issues to real-world cases.', 'european union politics and policy (minor pa) (in the hague). it is especially important in such times to understand how the eu works and how the interaction between member states and institutions produces policy outcomes that affect every single citizen of the union. the course builds on the first year course “openbaar bestuur en bestuurswetenschap” (public administration i) in which the european union is introduced in the context of the internationalization of governance structures in the netherlands. exchange and minor students without any previous knowledge on the eu are advised to consult the additional reading list and inform themselves on the basics of the institutional set-up of the european union. at the end of the course, students are able to describe the functions of the main eu institutions, the interactions between eu institutions in eu level decision making processes, new challenges and current issues of governance in the eu, new challenges and current issues with policy fields on which the eu is active, the union’s presence in the world and geographical expansion, describe and apply the most important theoretical approaches for explaining european integration. students are able to hold a structured debate with their peers on current issues of european integration.', 'entrepreneurship and innovation. recognizing entrepreneurial opportunities and having an innovative mindset are of utmost importance in our changing society and play, therefore, key roles in this course. the focus is on the individual entrepreneur who takes the risk to start and grow a firm. who are these entrepreneurs, how do these entrepreneurs recognize entrepreneurial opportunities, and what are the most important aspects during the process of starting and running a company? this course also devotes attention to financing issues and aspects related to the exit side of entrepreneurship. this course is a challenging entry into business studies, entrepreneurship, and innovation. students acquire relevant academic and practical insights and skills in the areas of entrepreneurship and innovation, and the domains closely connected to entrepreneurial decision making such as marketing, strategy, and finance. the course consists of lectures and interactive seminars (“werkgroepen”) in which real life business cases are discussed; also, students are expected to write and pitch a start-up plan. guest speakers will be invited to share their practical insights.', 'engineering economy. economic analysis for engineering and managerial decision making. techniques for evaluating the worth of prospective projects, investment oppurtunities and design choices. interest and time value of money, methods for evaluation of alternatives: present worth, annual equivalent worth, rate of return, benefit cost ratio method, and payback method. replacement analysis, inflation and cost estimation. after tax economic analysis, and methods of financing. sensitivity and risk analysis.', 'systems thinking. inquiry and research. methods of science. fundamental systems concepts and notions. systems thinking as a mode of inquiry; historical and methodological account. contrasting and clarifying the systems position vis-à-vis science. the relation between systems thinking and operational research. principal stains of systems thinking and the systems approaches', 'business communication i. course content  this course aims to provide better understanding of purposes and processes of communication in business. cases and projects improving students` skills in a collaborative communication are provided. with the help of exercises, including videotaping, students have opportunities to improve and evaluate their oral communication skills.', 'business communication ii. course objectives  this course will help you develop communication skills that will assist you throughout your studies and as you build a career. in this course you will develop an understanding of today’s dynamic business environment and the importance developing the ability to communicate ideas in a variety of mediums. of special focus are the completion of memos, reports, online and oral presentations.    course content  this course aims to provide better understanding of purposes and processes of communication in business. cases and projects improving students` skills in a collaborative communication are provided. with the help of exercises, including videotaping, students have opportunities to improve and evaluate their oral communication skills.', 'cross cultural studies in organizations. course objectives  at the end of the course, the students will have developed a critical understanding of the implications of different national cultures for business and management practice in domestic and international markets and have improved their teamwork and presentations skills through interactive learning.   course content   this course aims to broaden the approach to organizational behavior that has been primarily taught with an u.s. based understanding. variations across cultures and their impact on organizations are discussed.', 'exploring environmental history. course objectives  this course has three goals:  •   to pursuit a critical study of scholarly and literary works documenting and analyzing environmental, economic, political, social, and cultural transformations in the world   •   to discuss how different approaches are put to work to study the role of nature and environment in statemaking, economic, political, social, and cultural transformations.   •   to examine primary, secondary, and tertiary historical sources to question various methodologies and theoretical approaches of environmental and economic history, political economy and ecology, historical geography, environmental archaeology and anthropology   course content  •   the study of human interactions with the wider natural world in a comparative historical perspective. historical patterns in human societies caused by environmental changes; the effects of historical geography and anthropology on economic and political institutions; and the consequences of historical processes of various property regimes on economic, social, and environmental change.   course learning outcomes  upon successful completion of this course, you will be able to:  •   learn reading environmental texts critically and to make connections between key concepts, main themes, approaches, and methods of environmental history   •   develop research skills and evaluate critically a range of primary, secondary and tertiary sources through individual and group work   •   understand how the world is environmentally intertwined', 'introduction to politics i. course content  this course provides the introductory conceptual framework for the study of politics. definition of the basic concepts of authority, power, sovereignty, legitimacy, and ideology will be followed by the examination of major political ideologies; classical liberalism, conservatism, marxism and fascism. this course also studies political regimes and systems, pressure groups, political parties, elections and voting behavior.', 'locating europe in a globalised world. the course introduces students to the role of europe within the internationnal context. the course identifies and analyses the key areas in which europe is becoming an increasingly important actor, and also assesses some of the key relationships the european union enjoys with other states. with the increasing complexity of issues arising in the international domain, a re-thinking of europe s role in a globalized world is called for.', 'marketing and culture. the course aims to provide an understanding on the relations between society, culture(s), and markets. this course complements the management curriculum by providing a link between macro and micro approaches to marketing. in other words, rather than focusing on firm or consumer level understanding, course delineates the societal role of marketing and consumption practices. on the one hand, marketing’s role as a cultural practice and social institution in our everyday social life is introduced to students. on the other, a critical look to the role of marketing in contemporary society is presented. to accomplish this goal, the course will introduce the concept of culture, development of modern culture, markets, and consumer culture, some of the key institutions of culture, and a sociocultural critique of marketing and consumption. the course aims to train students as prospective marketers, who are reflexive towards marketing and consumption.', 'turkish business environment. course objectives this course will analyze the main parameters of the environment within which businesses take place in turkey. the main purposes of the course are (1) to understand the historical background and the current situation of turkish economy and related to that how economic environment/policies affect business environment and force firms to create sustainable competitive advantage, (2) to review the features and recent problems of the main industries of turkey: manufacturing, agriculture, and services, and (3) to learn about different sectors in terms of their historical development and the importance of the sector in the turkish business environment, number of firms, market shares, concentration ratios, characteristics of products, characteristics of consumers, entry/exit barriers, resources, capabilities of firms, porter’s six forces analysis, swot analysis, government policies (e.g., antitrust laws, tariffs, price regulations), and international competition.  course content this course analyzes the main parameters of the environment within which business takes place in turkey. to this end, it aims at understanding the historical background as well as the current context turkish firms have been operating in as well as assessing the environment-related factors that cause firms to create, sustain, or lose competitive advantage.  course learning outcomes by the end of the course, the students will be able to • understand the general business environment by looking at economic, social, and cultural environment of turkey through reading and discussing several reports, web sites, and books. • understand turkish public and private sectors: mainly agricultural, service, and manufacturing. • analyze a specific sector in terms of competition, structure, and various characteristics. • apply the knowledge about the structures of the different turkish industries to the managerial problems they may face in their own sector that they will be working at.', 'society and culture in eurasia. this course aims at a comprehensive study of contemporary eurasia with a special emphasis on historical and world context. focusing upon the great transformation eurasian societies have experienced, the course will cover the following issues: social, cultural and political effects of transition to free market economy; the rise of nationalism and ethnic cleavages; religious entities, demography, family, migration patterns and other related issues.', 'economy, society, and civilization i. this course is designed to provide economics students with a strong humanities background. an interdisciplinary social science emphasis on the origins and evolution of economic activities and institutions against the background of a history of civilization.', 'topics in social psychology. course objectives  topics in social psychology (forensic psychology) class gives students the opportunity to learn the applications of psychology associated with the legal system along with issues and problems that arise when psychology is applied. students will have the opportunity to learn through a combination of lecture-based teaching. within forensic-related modules, students can gain an understanding of the motives, mind-sets, and behaviours of people who commit various crimes, as well as the assessment and treatment of offence-related risk factors.    course objectives:   – to define deviance/crime theories, –  to explain the “possible reasons” of crime in individual and social context , –  to discuss forensic psychology in practise : offender risk analysis, criminal profiling, offender treatment programmes, –  to discuss the characteristics of “victims of crime”,   – to define different types of crime/criminals/offenders.   course content  each topics course is designed to deepen the students knowledge in a selected issue-oriented subarea of the field. the course may involve analysis of current theoretical debates, a detailed treatment of a subarea, which may appear as a chapter in a regular survey course or by getting acquainted with the skills required for in-depth analysis.', 'history of economic thought. course objectives  this course is designed to introduce students to the history of economic thought. we focus on essential ideas of prominent economists and schools of economic thought relating them to real-world problems and when applicable to present-day problems. the course also brings to light the social and economic conditions associated with the emergence of different schools of economic thought. while exploring the economic thought of renowned economists, connections with philosophy and other disciplines will be spelled out. the dynamics of shifts from the prominence of one school of thought to another will also be explored. in this context, the rise and demise of classical political economy and the subsequent rise of marginalist approach will constitute the main axis of the course content. major controversies over the definition of the objectives, scope, and methodology of economic theories will be surveyed. various critical departures from the dominant theory will also be taken up.  course content  the evaluation and improvement of the tools of analysis of economic phenomena within a historical perspective; mercantilism, physiocrats; beginning of classical school, smith, malthus, ricardo, mill and marxian economic', 'building resilience through adaptive leadership. the course investigates leadership as part of a larger ecosystem. it aims to show the interconnectedness within the system and to explore ways to mobilize the adaptive capasity of an organization/entity to thrive and adopt to changing environments and to effectively respond to recurring and/or novel problems in a more halistic way. this approach helps organizations deal with vuca-volatility, unknown, complexity and ambiguity-by concentrating on possibilities rather than certainties. this course draws upon systems thinking, theory-u and adaptive leadership and discusses how to put these in use in organizations.', 'society and culture. this is an introductory course exploring issues of culture, social institutions and social relations from a sociological viewpoint. it aims to familiarize non-sociology majors (particularly students specialising in political science, economics and international relations) with the fundamental concepts and terminology of sociological analysis. in this context, topics such as culture, socialisation, family, marriage and divorce, gender, ethnicity, stratification and mobility, mass-media, education, religion and urbanisation are covered with the aim of comprehending the `world in change` through a comparative and historical perspective. the course also tries to relate the personal to the social and is particularly sensitive to such pressing concerns of contemporary life as gender issues.', 'state and society in turkey. the aim of this course is to familiarize the students with the main themes and issues in conceptualizing state-society relations in modern turkey. the main focus will be on the patterns of democratization and democratic consolidation, the role of military in turkish politics and society, formation and development of civil society, discourses and practices of human rights, women’s problems, the role of religion in society and the impact of the eu on turkish societal and political transformation.    the course also aims to provide the students with an introductory knowledge about societal and political transformation of turkey with reference to the processes of democratization and democratic consolidation.', 'language and culture. the course aims to help student-teachers become aware of the relation between culture and language, and the role of culture(s) in language teaching. course participants will explore key concepts related to intercultural communication, intercultural competence, and intercultural development with particular links to issues in international mobility and education.', 'advanced writing research skills. course objectives  this course is designed to introduce students to the essential basics of conducting original research in    education. students are expected to engage in data collection and conduct small-scale data analysis which will lead to the production of a full-length research paper at the end of term.    more specifically, the course will involve choosing and narrowing down a topic for investigation, finding and reviewing credible sources in existing literature, developing original research questions and/ or hypotheses and a suitable research design (qualitative, quantitative or mixed methods) that takes into account factors such as reliability and validity. the rest of the course will focus on hands-on practice in developing/adapting data collection tools, collecting and analyzing the data (using specialized statistical software and procedures) and synthesizing the results and formulating sound conclusions. emphasis in the class will also be placed on the know-how of writing a good research paper. with this aim, students will be instructed on and given opportunities to practice their summarizing, paraphrasing, quoting, citing and referencing skills. they will be introduced to the “apa style manual” to ensure their conformity to widely accepted academic standards when writing up their research.', 'the new economy of industry 4.0. the terminology of the new economy is defined by the new industrial revolution/industry 4.0 and the world of innovation,level of technology,entrepreneurial capacity and the talent pool you have. turkey s challenge with innovation,entrepreneurship and technology based competitive business world.', 'computing technology for finance. this course aims to expose students to the use and usefulness of computing technology in the realm of finance. from the collation of data, analysis of data in order to tease out relevant information, to the presentation and visualization of information, computing technology plays an important role that is increasingly essential as one faces the need to assimilate an astronomical amount of information in today’s world. the course is structured in such a way as to employ topics in finance to motivate the discourse on computing technology. equipped with the computing skills, in turn, students are motivated to handle more challenging problems in finance.', 'computational thinking. computational thinking equips students with skills to tackle complex computational problems; it trains students to design solutions to solve those problems using a computer program. it draws upon concepts from mathematics and computer science – more precisely, combinatorics, data structures and algorithm design.   this course will hone students’ analytical skills as they are challenged to think abstractly and computationally. their minds will be open to the wonders of computing, as they go behind the scenes to unravel the fundamental analytics that empower twitter, consulting agencies and service companies.', 'financial accounting. this course provides students with a basic understanding of accounting as “the language of business.” it introduces students to the basic concepts, principles, procedures, and approaches underlying the accounting process. in addition, coverage of the accounting cycle will show how business transactions impact financial statements, and ultimately the analysis of financial information for decision‐making.', 'design thinking and innovation. design thinking is a human-centric, interdisciplinary approach towards innovation that aims to help companies and startups, change and innovate. this course introduces design thinking(similar to the ideo approach)and its application to developing new “things” (i.e. products, services, experiences and business models).   the course is divided into four main aspects, all interconnected but separately emphasized: (1) design methodologies (e.g. ethnographic research, brainstorming, prototyping), (2) the “thing” to be designed (3) attitudes and behaviors and (4) design contexts. design contexts refer to the broader emerging context for designs and business, specifically, society (including different cultures and the poor), and the physical environment. learning will be primarily experiential in nature –through class discussion, group exercises, and a team project. guest speakers with practical experience in design thinking may be invited as well.', 'international business. international business is the study of the cross-border trade, investments and corporate functions by firms, and the role of national governments and international institutions in regulating these activities. the course examines the objectives and strategies by multinationals in internationalization and the strategic choices in country locations, market entry, product/service offerings, organisational structure & human resource management. related topics include the international business environment (economic, cultural, political, legal), globalisation, foreign direct investments, licensing, franchising, foreign entry modes, strategic alliances, and regional economic integration. the course will demonstrate the challenges for business and management in an international environment.', 'management accounting. this course introduces cost and management accounting topics to enable students to understand how accounting information is used to manage an organization.  the course focuses on the factors that differentiate one company from another. for example, “what makes one company more profitable and/or better managed than another?” the course will look at various functional areas within the firm, ranging from manufacturing to marketing, and from accounting to human relations. in addition, the concept of management, how senior managers plan, implement and control those plans through people will be briefly discussed.  the course will enhance students’ personal skills in preparation for more advanced courses at the university in the following ways: working in teams, analyzing cases, writing reports, and making presentations.', 'managing in a vuca context. the dynamic and fast changing nature of our world today is best described by vuca, a term coined by the us army war college. vuca stands for volatile, uncertain, complex and ambiguous. the arab spring saw a change of government in countries like tunisia, egypt, libya and yemen. once powerful countries in europe are now fighting bankruptcy. the growth of the developing world which was taken for granted has begun to slow down. even companies that were synonymous with their product categories just a few years ago are now no longer in existence. kodak, the inventor of the digital camera had to wind up its operations, borders, once the second largest us bookstore, has shut down due to their inability to evolve their business models with the changing times.  with such momentous changes happening in the world today, this course prepares the students to better understand the complexity and difficulties in reacting to the ambiguity inherent in those changes. this course helps students to understand the tensions in a given situation and how they need to think through a problem from multiple dimensions.  the course aims to give students an insight into the megatrends and forces that are impacting their world. we ask what are some of the causes of these trends and their business implications? what can future managers like themselves do about understanding these changing trends, and why they need to address, appreciate, adapt and attempt to manage these changes in their ecosystem? the course aims to introduce some basic vuca concepts, in order to broaden their world view of management and nature of managing complex problems. the first half of the course introduces some of these trends, while the second half provides tools and possible frameworks to deal with the vuca aspects that they will face in the future.', 'economics of globalisation. this course focuses on applying fundamental economic concepts to analyze the interaction and integration among the people, corporations, and governments in today’s globalized world. topics covered in this course include theories of international trade, tariff and non-tariff barriers to trade, trade wars and cooperation, emerging economies in asia, balance of payments, and exchange rate movement. the role of multilateral organizations such as the wto, the imf, and regional trade arrangements will also be discussed. the syllabus is carefully tailored to cope with the need from students with little or no prior exposure to economics. unlike many courses offered by the school of economics, the use of mathematics in this course will be minimal. a large share of class time will be devoted to discussions about real-life events, with particular emphasis on the contemporary world.', 'economic development in asia. this course provides an introduction to the development economics in asian countries. the goals of this courses are i) to understand key questions and findings in poverty research and ii) to discuss intended and unintended consequences of proposed policies. in particular, we investigate whether and to what extent nutrition, health, education, credit, and insurance explain the poverty trap. we pay close attention to behaviors of the poor and the incentives created by institutions and policies to get a deeper understanding of the challenges of poverty. we discuss issues of current interest to policy makers based on the analytic tools we develop throughout the course.', 'democracy. this course is an introduction to democracy, the most common type of government in the world today. it is oriented around core questions and debates in the study of democracy. how do we define democracy? why do some countries become democratic, and others remain authoritarian? is democracy under threat in the world today? as we answer these questions, we will examine how factors such as political institutions, social cleavages, and economic inequality influence the democratic process. we will examine evidence from a broad range of countries in the developed and developing world. course readings will be supplemented with case studies and material drawn from current events.', 'art history: modern, postmodern and contemporary. this course examines crucial works of art from the 19th century to the contemporary. it provides students with a roadmap to reflect on them in an open-minded, analytical and critical way. it considers historical, economic and socio-political contexts, and focuses on the integration of art within the broader cultural environment. this course offers new perspectives into the shifting kaleidoscope of art, and by its conclusion, students will develop a profound understanding of artworks that might have previously seemed inaccessible.', 'elements of marketing. aim of the course is to learn more about marketing and advertising. students have exercises how to use marketing tools in practice. subjects: introduction to marketing and advertising: jobs and responsibilities, corporate identity, logos, branding finding the customer: market research, customer profiles, data collection, a telephone survey planning a marketing strategy: the marketing plan, the four ps, pricing and positioning strategies creating ads: the aida model for advertising, working with an ad agency, advertising channels, rate sheets marketing tools: distribution channels, types of discount, types of retailer, telemarketing, direct marketing presenting your public face: public relations, websites as a marketing tool, sponsoring, effective press releases marketing through trade fairs: giveaways, organizing events, attending a trade fair.', 'logistics. aim of the course is to introduce the logistics, basic definitions and terminology. some practical aspects are also part of the subject. subjects: introduction to logistics: setting the scene; job in logistics; regular activities logistics services: logistics acronyms; product ranges; providers; value-added services; inventory management and procurement: inventory management; continuous replenishment; job advertisements modes of transport: transport and handling equipment; container types, types of goods planning and arranging transport: transport options, measurements, quotations shipping goods: marking, loading, advice of shipment, shipping instructions warehousing and storage: handling equipment, warehouse areas, warehousing today documentation and finance: documents in foreign trade, import instructions, payment methods. logistics in agro-food business.', 'personality and communication group training practice. to practice conscious awareness of the other person and to develop empathy and verbal and non-verbal communication skills. the student should be able to communicate in a congruent manner in the individual and professional field. learn about the features of assertive communication and conflict management and deepen their application methods in practice. the practice also aims to develop the students self-knowledge.', 'living abroad, reflecting the intercultural experiences. the course plans to introduce their temporary place of residence for the foreign visiting students. in the framework of contemporary cultural and social theory it aims to open up the contemporary social and cultural changes of the town. on the lectures selected pieces of the cultural landscape of the town will be presented. this will be contextualised by some insights on the cultural and psychological effects of migration.', 'health promotion, life-style. to introduce students into the basic concepts of sociology and health promotion, the sociodemographical determinants of health will be discussed and the sociological foundations and explanations of lifestyle and deviances will be analysed.', 'farm business management. the course deals in detail with the essence of the businesses, the basic concepts of economic decisions, and the decision-making principles. its main topics are the economic content of the enterprise (business) interest, property interest; the types of companies together with company outcome measures and the design principles of the organizational structure. the system of corporate resources and their economic characteristics, businesses and their relationship with the environment. after providing the basic knowledge, the subject introduces students to the characteristics of the agricultural enterprises. in the end, the subject deals with the economy and the organization of the different plant production sectors (cereals, industrial crops, fodder crops and plantation sectors).', 'agricultural economy. the overall aim of teaching the subject is to provide basic knowledge for agricultural engineer students about the characteristics of the economic problems in the agricultural sector, the essence and major elements of the agricultural policy with special regard to the circumstances of hungarian agriculture. it is particularly important in today’s era to have agro-economics knowledge based on the theories of modern agricultural economics, and to know about the agro-ecological practices, experiences and ideas for the future dissemination of the developed market-economy countries. this is compared to the characteristics of the hungarian agriculture, so evaluating our situation, the potential and limitations of the agricultural economy in the future development process', 'tendencies in european political philosophy. the course aims to trigger an understanding of central arguments in political philosophy and of the historical context in which political ideas developed; to foster the ability to analyse and discuss arguments in political philosophy and to communicate both orally and in writing arguments in political philosophy; to develop the ability to link and apply arguments of political philosophy to social and political issues; and the capacity to learn new ideas and approaches, and to apply them in research.', 'contemporary issues of public administration: globalisation. different issues of actual problems are discussed like globalization of public administrative law, international administrative law, new tendencies and developments in administrative science or happenings which create challenges to public administration and the law determining its structure and functioning.', 'general and personality psychology, lecture. to acquaint students with general and personality psychological concepts, psychological trends, points of view, theories and methods. to introduce students to the systemic approach of personality and cognitive functions. to provide a systematic framework for the relationship between the personalities in order to provide the basis for the psychological knowledge required to practice further psychological courses.', 'international touristic geography. the course aims to familiarise students with the main trends and processes in global tourism, including regional differences in the international tourism industry and their causes. in addition, using the unwto macro-regions as a geographical framework, the main global attractions, their importance, development and main characteristics will be presented.', 'biotechnology. this course summarizes all the recent knowledge on proteins used in medical treatment. the topics include information on the application of molecular biology techniques in production of drugs for therapeutic purposes; give description of the analytical methods how to characterize proteins together with the hungarian and international quality control of the biotechnological products of pharmaceutical industry; explain the challenges in introduction of biosimilar drugs; concern the development and manufacturing of biopharmaceuticals; elucidate the possibilities of genetic engineering of medicinal plants; demonstrate several new aspects such as the gene therapy, stem cell research or new drug delivery systems.', 'pharmaceutical care. the aim of pharmaceutical care is the responsible provision of drug therapy for the purpose of achieving definite outcomes”- how could be fulfilled to this definitions, this is the topic of this subject. the most common complains and diseases will be discussed what need pharmaceutical contributions; assessment of patient’s medication, therapeutic care planning, follow-up evaluation.', 'plant protection. within the framework of lectures the students will be introduced in the basic concepts of plant pathology and through the presentation the major crops diseases they will know about its importance, about the life of disease-causing pathogens and their environmental demands, and ultimately about the traditional and modern procedures of disease control. students will also learn about the pests of the major crops and vegetable cultures and the possibilities of protection against them. special emphasis is placed on describing the agro-environmental impact of the different protection methods.', 'business communication. the aim of this course is to acquaint the students with the main themes of business as well as the various situations where people communicate in the world of business. the course is based on several authentic materials, and besides focusing on acquiring the special vocabulary, emphasis is laid primarily on oral activities. the overriding goal is to provide students with a solid communication base to make them be able to communicate effectively in several business contexts. by the end of this course students should know what strategies and techniques to employ in unique and different business situations. students are required to actively and creatively participate in the course, and do individual as well as group assignments.', 'knowing of musical works, visiting concerts, operas. the aim of the course is to familiarize students with the hungarian composers e.g. béla bartók. students will acquaint themselves with their most important works. they have to visit concerts, recitals and opera performances and write reports what about they have seen and listen to. at least 10 different events, included the concert evenings of our department.', 'introduction to literature and culture i. the study of literature involves the student in a complex activity of reading and inter¬preta¬tion. this process combines methods of understanding how meaning is produced on different levels of society; how meaning-making activities reflect the dominant discourses of our social and historical position; how the status of the literary work of art becomes problematic when investigated in an interactive model between text and interpreter. this introducto¬ry course aims at providing students with a set of tools to examine the above prob¬lems as represented in various literary works, together with a survey of the technical skills indispen¬sable to the experience of reading. spe¬cial emphasis will be laid on students’ understanding of terminology. the fundamental concepts, methodologies, and perspectives of english studies as an academic discipline will also be presented. grading: final examination in writing.', 'introduction to linguistics. the course offers a general introduction to all major areas of theoretical and applied linguistics: phonetics, phonology, morphology, syntax, semantics, first and second language acquisition, sociolinguistics, historical linguistics, and psycholinguistics. the purpose of the course is to provide the student with a basic knowledge of the fundamental principles and notions of linguistics, as well as to introduce the most important methods of linguistic analysis. the course concludes with a 60-minute computerized exam taken at the computer lab of the university library.', 'quality control. aim of the course is to introduce the main points of quality control, which belongs to different business sectors too. subjects: understanding and interpreting quality: the meaning of quality – concepts, dimensions and standards of quality; the evolution of quality management; quality management systems: approaches and principles; improving quality: quality control tools and techniques; economic aspect of quality; quality control in the food industry; complex food quality; quality and value creation; students’ presentations – students should prepare and deliver presentation about topics that are related to quality control; teamwork – working in groups to solve problems related to quality control and elaborating case studies; research paper studies – technical papers will be assigned to the class, and students are required to study these papers and write summary reports.', 'hungarian folklore and music. folklore and music are two important hallmarks of hungarian culture, also well known outside the country. although there is no more living folklore in hungary, heritage culture is an important part of daily life as well as tourism and intercultural communication. this survey course of cultural studies introduces the students to the basic notions of hungarian ethnography with a special interest in folklore, that is the cultural production of hungarian rural civilization. as a continuation, the course gives a brief outline of the major chapters of hungarian music history focusing especially on those aspects which demonstrate the strong mutual inspiration of hungarian folk and high music (liszt, bartók, kodály).', 'media, culture and society. this course provides an introduction to the key topics in media and culture studies. the course aims at introducing basic concepts for the study of media communication, and to demonstrate how the media are related to culture and society. using a wide range of theoretical constructions, students will learn to develop critical tools to explore media from different perspectives: media as structure, production, content and from an audience/reception point of view. in the second part of the course the specific areas of media studies will be addressed: tv series, depictions of age, gender and ethnic groups, media consumption and usage in families, media fandoms and the participatory cultures.', 'cross-cultural experience. using experience-based learning the students acquire knowledge in cross-cultural relationships applicable in their future professional practice.', 'developing soft skills through applied psychology. the social and emotional abilities (soft skills) are important for everyone. the course will provide an overview of the basic principles, evidence-based theories, and applications of soft skills. we will focus on soft skills topics which we need and use in personal life and at work. every lesson will consist four parts: 1) reflection of why the basic theory is important;  2) introduction to the basic theory of a selected topic;  3) practising techniques of that topic;  4) implementing the theory in our lives.', 'historical olomouc. the aim of the course is to acquaint students with the historical development of the city of olomouc in the broader context of european development. the urban organism will serve here as a model for demonstrating the effects of significant events on the appearance of the historic city. the student will be acquainted with the historical, economic, architectural and general urban development of the city from the early middle ages to the 20th century.', 'history of the future. the aim of the course is to acquaint students briefly with evolutionary developments in the past, the main global problems of the present and key challenges for the future. these include not only the often discussed information technologies, nanotechnologies and biotechnologies, but also the development of western civilization and possible scenarios of future development – collapse, transformation and regeneration of society.', 'school of law: contemporary european and international law. the course is taught in english by experts from the up faculty of law and also visiting experts from partner universities or from practice. it aims to gain deeper knowledge and acquaint students with current issues of public international law and european law, especially in a comparative perspective.', 'introduction to educational and school psychology. the aim of the course is to provide students with information about: – basic topics of pedagogical and school psychology; – “traditional” and “alternative” approaches to learning and teaching; – factors influencing the learning process (eg memory, motivation, intelligence, etc.); – job opportunities of a psychologist in the education system and in the school environment.', 'survey of czech music. the course focuses on the life and work of composers who are considered to be key figures in czech music history. topics related to their predecessors and followers, influential music institutions, musical tastes or major historical events are not left out. the questions of their predecessors and successors are discussed as well as music life of their time from the point of view of influential cultural institutions, prevailing music taste, historical events etc. individual music styles demonstrate analyses of selected compositions.', 'czech language for indonesian students. modern methods how to learn basic czech language. conversation lessons with native speakers.', 'central european culture and society. the course presents selected aspects of the development of politics, culture and society in central europe from the past to the present and emphasizes their interconnectedness. great emphasis is placed on the key cultural and socio-political moments that in modern history have shaped contemporary central europe and its heritage and reflection in the current political, cultural and social situation. the course combines lectures, projections of audio-visual materials and discussions and is divided into seven thematic blocks.', 'corporate risk management. objectives: analysis of macroeconomic environments & markets, selected companies’ business models, competitive strategies, swot & tows analyses, identifying key risks, evaluating impact on company’s goals, determining comprehensive risk management strategy', 'strategic human resource management. the goal is to provide knowledge and help develop skills for human resource management in organizations. through various topics and case studies, students can develop an understanding of the strategic importance of hr development and management.', 'the politics of human rights. the course offers a historical account of the development & understanding of the concept of human rights as a political ideal (with its political concepts and controversies) invoked in different political situations.', 'project management. topics covered: project definition, project management discipline, project life cycle & organization, project management process groups, planning techniques, financial analysis, software project specifics, project management tools.', 'global ecology. history of ecology, development, matter & structure of earth, global ecology problems, human influence, environmental pollution with chemical substances, biogeochemical cycles of macro elements, isotopes & nuclear analytical methods & techniques.', 'regional marketing. the concept of regional marketing and its benefits is presented, its success factors in regional food system and food labelling concepts with special emphasis on geographical indications. students’ seminar on regional marketing and branding.', 'explaining social behavior. the course offers an introduction to basic elements of understanding and explaining human social behaviour from the perspective of both contemporary social sciences and philosophy of science', 'business informatics. course business informatics demonstrates practical, managerial-oriented approach towards information technology usage, aiming to provide solutions for business problems, and to provide opportunities for companies by increasing productivity and quality.', 'cross-cultural management. set in a multi-cultural setting via cooperation with university of houston (usa), the course puts a strong emphasis on practical applications regarding variety of cultural situations, challenges and paradigms.', 'business communication. the main goal of the course is the student’s adoption of basic knowledge required for successful interpersonal communication in business environment and efficient figuration of messages in public and written communication.', 'interest groups and lobbying in the european union. students get acquainted with the practice & theory of interest representation and lobbying in the eu and improve their understanding of various factors affecting the patterns of strategic behavior in interest representation.', 'how language works: introduction into pragmatics. analyzing the complex interplay between language and context that enables communication. topics include: background knowledge, common ground, presuppositions, reference cooperative principle, implicatures, politeness, intercultural pragmatics.', 'limnology and oceanology. fresh & marine organisms, pollution of fresh & marine waters, water geology, physics, chemistry, ecology of waters, physical & chemical properties of the sea, pelagic & benthic areas, water physical, chemical & biological analyses, saprobic systems.', 'sociology of work and professional ethics. the course prepares students for solving social problems connected with work, applying basic knowledge of sociology and psychology in work surroundings, effective leadership & teamwork, professional & business ethics.', 'bioethics and human rights. the course examines bioethical problems of relevance to legal field and it involves analysis of the development of moral, and bioethical argument about the development of health law.', 'development of european integration and institutions. the course examines the origins and development of european integration since 20th century. it deals with the european communities from their foundation until the treaty of maastricht, and the role of the european union and its institutions.', 'graphics and visualization. the course introduces students to computer graphics and its practical use in creating various visualizations. the course covers various computer graphics techniques and algorithms to form and manipulate 2d and 3d objects, create visual realism, and enhance video quality. during the course, students will learn fundamental algorithms and techniques andgain the knowledge necessary to understand and augment the latest innovations in computer graphics. webgl graphics library is used through laboratory exercises to provide the student’s opportunity to gain practical experience in programming graphical applications', 'creative and feature writing. the course will explore creative non-fiction, or “new journalism,” writing styles, with particular emphasis on storytelling techniques. students will study a range of different formats and rhetorical situations of writing, find their preferred, and work at improving their knowledge, skills, and style. students will be expected to give and receive regular critical assessments of each other’s work. the course will study texts from established writers as well as theoretical and structural learning from course books. weekly reading and writing assignments will be given.', 'lithuanian history. lithuanians, poles, belarusians, ukrainians, jews, and many other nations coexisted in the grand duchy of lithuania. five hundred years of joint statehood were halted by russia. national movements that touched almost every nation in the region in the 19th century resulted in nation stations that formed and thrived through the 20th century. how is the legacy of the grand duchy of lithuania being divided today? how and why is history teaching differently in the schools of neighboring states? from this perspective, what is the context of contemporary propaganda wars and geopolitical tensions? where are the boundaries between national narratives and critical history, story, and science?', 'lithuanian folklore, traditions, mythology. the course offers an overview of aspects of the traditional lithuanian way of living: folklore, festivals, family customs and traditions, mythology, and the main features of material culture. the course focuses on the issues of continuity, transformation, or disappearance of specific traditions as well as on the various forms traditional phenomena acquire in contemporary culture. moreover, the traditional lithuanian way of living is compared to those of other european peoples, allowing students to learn about cultural phenomena in a broader context.', 'cultural diversity and intercultural communication. the course discusses such concepts as culture, cultural diversity, multiculturalism, intercultural communication in social sciences. understanding intercultural communication: different perspectives. stereotypization in constructing “self” and the “other”. identity, ethnicity and communication. role and responsibility of mass media in constructing images of different social groups. globalization, migration, cultural diversity and competencies of intercultural communication. intercultural communication in business, education, health system, developmental projects. analysis of cases and discussion of diverse empirical examples from diverse socio-cultural contexts.', 'managerial decision making. the aim of this course is to study the basics of the managerial decision-making (mdm) in organizations. in this course students acquire the basic knowledge of the mdm, gain skills in analysing and developing the rational mdm process, applying project management tools, learn to identify, assess and managethe impact of behavioural mdm factors – individual behaviour, social and organizational context.', 'media studies. this course will introduce the theories and practices of media studies.', 'leadership. the aim of this course is to study the theoretical and practical aspects of the leadership process. in this course students acquire the basic knowledge of leadership phenomenon; obtain the ability to analyze leadership theories and concepts; recognize and analyze the styles of leadership. main topics: understanding, content, objectives, and subjects of leadership; leadership theories and concepts; the main activities and roles of leaders in organizations; the team building basics and the team leader; the problems and challenges of leadership in xxi century.', 'ecological forestry. ecological forestry for the students provides knowledge about forest structure, and it‘s management on tree, stands, and landscape levels, forest dynamics and disturbance, forest diversity, and environmentally friendly management, as well as forest certification. after completing the course student should be able to apply the knowledge in the practice of managing forest ecosystems in environmentally and biodiversity-friendly ways. this course educates tender and respect on lithuanian forest. and urge rational forest use.', 'introduction to sociolinguistics. the course aims to enable students to analyse the intricate links between language and society by providing students with the knowledge of sociolinguistic theory, research methods, main concepts, and terminology along with developing the relevant application skills. students are guided into the exploration of language change and death, development and standardization, regional and social variation as well as the dependence of language use on a range of social variables such as gender, age, status, etc. students analyse study material, participate in discussions, complete practical tasks, prepare and deliver oral and written presentations.', 'social change. the main objectives of the course are to provide with the definition of the conception of social changes, assess the social forces and processes in terms of modernism, postmodernism, capitalism, liberalism. results to be achieved: students will be able to understand the processes of social-economic changes on local and global level, to interpret the diverse social phenomenon using the conceptions of globalization, network society, post-liberal society, social-pluralism, information technologies, etc. teaching methods used in the course: theoretical lectures, seminars and in-class discussions, team-based presentations.', 'social inequality and exclusion. the course analyzes classical and contemporary approaches to studying social inequality and exclusion and presents their different conceptions. the topics covered during the course include functions and dysfunctions of social stratification, the construction of social differences, theories of class, social mobility, subjective welfare, happiness and lifestyle, and survival strategies of the underclass and marginalized social groups.', 'general ecology. the purpose of the study subject is to enable students to acquire knowledge of factors affecting living organisms, ecosystem structure and interactions, development and evolution of biosphere components, diversity of natural  resources, trends in their use, principles of sustainable development', 'positive psychology. the course focuses on positive aspects of personality and their role in individual and community mental health promotion and prevention. upon completion of this course, students should be able to understand terms and definitions related to positive psychology and understand principles of positive psychology on the individual, interpersonal (social), and institutional levels, i.e., positive emotions, humor, character strengths and virtues, subjective well-being, psychological well-being, etc.', 'media and popular culture. this course will look at the popular culture of the united states of america and how it’s portrayed in the media. we will pay special attention to current trends in film, tv, music, art, books and comics, social media, and video games. our focus will be on the interaction and intersection of these artifacts with current cultural and social issues.', 'political systems. the course aims to provide basic knowledge about the main components of different political systems and the inter-relations between the core political institutions within the political process. during the course, the types and functions of political systems will be studied; the legislative, executive, and judicial power; party and election systems; functioning principles of democracy and autocracy, political leadership; political ideologies; the role of the constitution and political institutions, citizens’ involvement, and the media’s role in the political process will be analyzed.', 'trade and international finance. the objective of the course is to offer students an introduction to two key dimensions of globalization: international trade and international finance. the course will cover both theoretical and empirical contributions and will often refer to current policy issues in both international trade and macroeconomics. using theoretical and empirical tools, we will consider a wide range of questions such as: what are the gains of specialization? what is the effect of trade on inequality? how does market power of firms affect international trade? what are the consequences of trade policies? how to understand international financial flows? what is the relation between exchange rates and monetary policy? how does globalization affect the conduct of macroeconomic policies? is the euro an optimal currency area? why so many international financial crises?.', 'microeconomics: information, design and institutions. this course studies the design of institutions that optimally cope with fundamental, longstanding economic questions (allocation of private goods, public good provision, externalities). we start from a simple, institution-free description of each question, try to understand the basic tensions at work, and derive institutions that optimally address these tensions. in the process, we introduce the important ideas of social choice, game theory, and market design. we will shed light on the theoretical concepts using empirical applications and in class games. the course is divided into four parts: 1. social choice, efficiency and welfare: we discuss normative criteria to evaluate collective choices made by a society comprised of individuals with possibly conflicting preferences (e.g. unanimity, not ruling out any preferences, not being dictatorial), and show that it is impossible to create institutions leading to choices that always satisfy even a minimal list of criteria. next we introduce the possibility of pecuniary transfers to compensate individuals for social choices that harm them. we show that, when they are acceptable, pareto efficiency and utilitarianism are equivalent, and a natural notion of social welfare emerges that ranks possible social choices. 2. game theory and incentives: with this natural notion of optimal social choices, the question becomes a positive one: how can such choices be implemented. the difficulty is that the social value of different choices can only be assessed from the preferences of individuals. but each individual is the only one to know her true preferences, and must therefore be incentivized to provide this information. institutions can be understood as rules of a game in which individuals strategically report their preferences. game theory is the science of such strategic interactions, and we will introduce its basic ideas and some applications (e.g. competition between firms, tax fraud, bitcoin, pollution abatement). 3. institutions as mechanisms: at this stage, we are equipped to look for institutions that lead to efficient social choices in spite of asymmetric information about preferences. we will do so for three types of important economic problems: the allocation of private goods, the provision of public goods, and the organization of trade. we show that well designed auctions can solve the allocation problem. using this as a starting point, we derive a general class of mechanisms that solve the incentive problem and lead to efficient social choices. they do so by using transfers that lead individuals to internalize the externality they exercise on others, and therefore align their incentives with social welfare. such mechanisms however lead to budget deficits when applied to public good provision or trade. in fact, we show that efficiency cannot be achieved for these problems and we derive second-best solutions, that is, institutions that are optimal given the need to incentivize individuals. as the number of agents increases, we show that the inefficiency disappears, and that these second-best solutions come to resemble the ideal situation of perfectly competitive markets, thus providing support for the idea of market efficiency. for the public good problem, however, scaling if of no use. 4. limits to efficiency: in the last part of the course, we examine other possible sources of economic inefficiency. we start by looking at monopolies and their pricing strategies. we explain first, second and third-degree price discrimination. we explain how second degree-price discrimination can be understood as a mechanism designed to maximize profit rather than welfare. we also show how online information about consumers affects third-degree price discrimination, and use this to discuss the regulation of online data. then we show how asymmetric information can destroy efficient trade even in competitive markets when they are subject to adverse selection and apply this idea to financial markets, job markets and insurance markets. finally, we go back to auctions and the private good allocation problem, and show that a revenue-maximizing seller will optimally design auctions that distort efficiency.', 'major fields of investigation in sociology. the course focuses on sociological concepts and methods through the lens of the city. we will apply sociological concepts to the city that we can see when we walk around, the city of buildings and people; and also to the city that we don’t notice – the city of sentiments, conflict, traffic flows, bike messengers, sewage networks, asset prices and municipal taxation, of animals and nature. this course uses key sociological readings, case studies, and in-the-news topics, to study the city as a complex space where buildings, people, animals, laws, policies, and international financial flows, intersect to produce our lived experience. the aim is for us to be able to see sociological concepts even as we walk around in the city. in this course you will learn the key strategies and skills of academic writing – how to write an effective academic research paper based on a city of your choice. a key learning objective is close reading of texts, understanding the key argument of each text, and applying concepts to the real world. the first four weeks explore foundational texts while the rest of the weeks address specific questions related to housing markets, social policy, violence, drugs, environmental change, segregation, urban infrastructure, urban regulations, and so on.', 'literature and the law : reading and writing about rights in western culture. in this course, we will explore the ongoing negotiation of rights and responsibilities in the modern western world as represented in both fiction and non-fiction works. by the end of the semester, you will be able to… 1. evaluate and interpret texts using the standard conventions of literary analysis (a solid thesis statement, textual evidence, attribution of citations). 2. identify and discuss strategies used in literary and rhetorical texts to comment upon and find meaning in the world. 3. identify and discuss strategies that are used in literary and rhetorical texts to enact change in the world. 4. compare the discursive strategies used by thinkers from diverse disciplines to ask questions, interpret evidence, make arguments, and express emotions.', 'women in movement: history of feminisms from the late 19th century to this day. this seminar will trace the history of women’s activism and feminist theories from the late 19th century to this day. the course will be organized thematically with respect to the chronological progression and will be based on a critical intersectional and decolonial approach, which presupposes a reevaluation of the history of feminism organized around the wave metaphor and centered on white middle-class feminisms in europe and north america. throughout the course, we will conduct a decentralized analysis of world feminisms in various local, national, and transnational contexts, such as in colonial and decolonial settings, within the international socialist movement and transnational women’s networks during the cold war, under dictatorships in latin america and in post-world war ii asia, etc. each session will be organized around the discussion of a secondary source (scientific article, book chapter) and the analysis of a primary source (historical document, such as an excerpt of a speech, photo, video, etc.).', 'introduction to climate diplomacy. this class is aimed at students willing to understand the dynamics of international politics in the fight against climate change. the class will be oriented towards the study of the main issues of this multifaceted diplomacy, in constant redefinition, in interaction with many fields of conventional diplomacy. it will aim to develop the concepts essential to the understanding and practice of contemporary and future climate diplomacy. based on the teacher’s experience of current events and means of climate diplomacy, the course will be based on a thematic approach, enriched by notions of political science.', 'governing borders in the 21st century. this course offers an introduction to the study of migration, borders and security in the 21st century. we will explore how the governance of migration and borders has been transformed to include a diverse range of actors away from the exclusive domain of the state. increasingly, eu agencies, igos, ngos, security professionals and religious organisations have become key players in governing mobilities. key rationalities underpinning this governance will be explored, from managerial, to security, and humanitarian. emerging practices for migration control often defy a territorial logic to borders, instead taking place in so-called transit and sending countries or in virtual spaces through surveillance and technology mechanisms. thus, far from disappearing, as some scholars of globalization maintain, borders are emerging in new spaces both inside and outside the territorial state. this leads us to question the location of borders, their constitution, and their effects on liberties and fundamental rights. the course will provide students with the knowledge and concepts to think critically about how power works through borders and with what effects on states, populations and individuals in terms of their inclusion/exclusion, freedom, and mobility.', 'agriculture, food and globalization. with the war in ukraine, the covid crisis, soaring agricultural prices and global warming, the issues of food security, food sovereignty and sustainability are more important than ever. this course aims to provide students with a better understanding of the main challenges of international food markets. it introduces them to the basis of agricultural economics and policy with a particular focus on the agricultural policies of the eu, the us, compared to those implemented by developing countries. it presents the role of international institutions and agreements in the regulation of agricultural trade and discusses recent events affecting the world food system.', 'behavioral game theory. game theory is a formal language to describe situations in which each agent’s decision affects other agents’ well-being. games can be used to analyze a very broad range of economic, social and political interactions. the main objective of the class is to present all key concepts of game theory (players, strategies, solution concepts etc..), and apply them. the course is self-contained and does not require any previous knowledge in game theory. the class also incorporates behavioral considerations that help better understand what agents actually do or should do. the methodology of controlled experiments in economics is presented, and recent experiments discussed.', 'comparative politics. what is comparative politics? how do we analyse politics comparatively? how can we make sense of the variation in the ways that political institutions and political authority are organised in contemporary societies? what are the effects of these multiple and different ways of organising politics? how do the main actors, institutions and processes that structure politics change across social and cultural settings? finally, how does a comparative approach help us understand the contemporary world of politics? this course builds on the key concepts, theories and approaches introduced in the first-year course introduction to political science by providing a more in-depth examination of the key elements that structure contemporary politics. it will focus, primarily, on established (mainly western) democracies but will systematically introduce comparative elements with political systems in all regions of the world (africa, asia, latin america and the middle east) to provide students with a wider and global perspective of politics and of political analysis. the course will allow students to acquire the analytical tools to understand and examine politics comparatively and to reflect about it in a sophisticated manner. it will do so by providing students with an overview of the epistemological and methodological issues that are central to the definition of comparative politics, as well as of the various approaches that shape our understanding of this field of study within political science. the course will stimulate the development of a sophisticated understanding of politics by focusing on several key overaching themes in the study of comparative politics, as well as on a comprehensive overview of contemporary comparative analyses of political institutions, actors and processes. the 48 hours of lectures and seminars that form this core course in the major in politics and government have been designed to offer students a coherent approach in their learning by combining and complementing the lecture materials with the readings and practical cases that will be discussed in the seminar sessions. both components (lectures and seminars) are an integral part of the course, and experience indicates that only students that attend both the lectures and the seminars are likely to achieve good grades in the course. this entails actively engaging with the lectures and seminars, as well as carefully preparing the readings assigned for both the lectures and the seminars.']\n"
     ]
    }
   ],
   "source": [
    "def prep_course(df: pd.DataFrame, column: str) -> list:\n",
    "    list_column = df[column].fillna(\"\").to_list()\n",
    "    list_column = [i.lower().strip() for i in list_column]\n",
    "    list_column = [i.lower().strip() for i in list_column]\n",
    "    list_column = [i.replace(\"amp;\", \"\") for i in list_column]\n",
    "    return list_column\n",
    "\n",
    "course_name = prep_course(course_df, \"Course Name\")\n",
    "course_details = prep_course(course_df, \"Details\")\n",
    "\n",
    "prep_data = []\n",
    "for i in range(len(course_name)):\n",
    "    if course_details != \"\":\n",
    "        prep_data.append(f\"{course_name[i]}. {course_details[i]}\")\n",
    "    else:\n",
    "        prep_data.append(course_name[i])\n",
    "\n",
    "print(prep_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('prep_datalist.pkl', 'wb') as f:\n",
    "    pickle.dump(prep_data, f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KeyBERT (Baseline)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding = 'all-mpnet-base-v2'\n",
    "key_model = KeyBERT(model=embedding)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1148/1148 [02:21<00:00,  8.13it/s]\n"
     ]
    }
   ],
   "source": [
    "keybert_keywords = []\n",
    "for idx in tqdm(range(0, len(prep_data))):\n",
    "    keywords = key_model.extract_keywords(prep_data[idx], keyphrase_ngram_range=(1,3), stop_words='english', top_n=7)\n",
    "    keywords_list = list(dict(keywords).keys())\n",
    "    keybert_keywords.append(keywords_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['knowledge introduction interdisciplinarity',\n",
       "  'introduction interdisciplinarity',\n",
       "  'interdisciplinarity',\n",
       "  'introduction interdisciplinarity particular',\n",
       "  'provides introduction interdisciplinarity',\n",
       "  'interdisciplinarity particular',\n",
       "  'introduction interdisciplinarity module'],\n",
       " ['knowledge taking historical',\n",
       "  'information',\n",
       "  'information ages',\n",
       "  'information information sources',\n",
       "  'libraries archives museums',\n",
       "  'information information',\n",
       "  'information sources scrutinises'],\n",
       " ['computers humans',\n",
       "  'concepts human computer',\n",
       "  'computing systems human',\n",
       "  'human computer',\n",
       "  'computers humans trust',\n",
       "  'ai',\n",
       "  'computer interaction']]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keybert_keywords[0:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KeyBERT with Rule-Based N-Gram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1148/1148 [04:00<00:00,  4.78it/s]\n"
     ]
    }
   ],
   "source": [
    "keybertrule_keywords = []\n",
    "for idx in tqdm(range(0, len(prep_data))):\n",
    "    curr_keywords = []\n",
    "    curr_rlv = []\n",
    "    keywords_trigram = key_model.extract_keywords(prep_data[idx], keyphrase_ngram_range=(3,3), stop_words='english', top_n=2)\n",
    "    keywords_trigram_list = list(dict(keywords_trigram).keys())\n",
    "\n",
    "    rlv_count = 0\n",
    "    for rlv in list(dict(keywords_trigram).values()):\n",
    "        if rlv >= 0.75:\n",
    "            curr_keywords.append(keywords_trigram_list[rlv_count])\n",
    "            curr_rlv.append(rlv)\n",
    "        rlv_count += 1\n",
    "\n",
    "    keywords_bigram = key_model.extract_keywords(prep_data[idx], keyphrase_ngram_range=(2,2), stop_words='english', top_n=4)\n",
    "    keywords_bigram_list = list(dict(keywords_bigram).keys())\n",
    "\n",
    "    rlv_count = 0\n",
    "    for rlv in list(dict(keywords_bigram).values()):\n",
    "        if rlv >= 0.75:\n",
    "            curr_keywords.append(keywords_bigram_list[rlv_count])\n",
    "            curr_rlv.append(rlv)\n",
    "        rlv_count += 1\n",
    "    \n",
    "    if len(curr_keywords) != 7: \n",
    "        keywords_unigram = key_model.extract_keywords(prep_data[idx], keyphrase_ngram_range=(1,1), stop_words='english', top_n=7-len(curr_keywords))\n",
    "    curr_keywords += list(dict(keywords_unigram).keys())\n",
    "    curr_rlv += list(dict(keywords_unigram).values())\n",
    "\n",
    "    sorted_tuples = sorted(zip(curr_keywords, curr_rlv), key=lambda x: x[1], reverse=True)\n",
    "    sorted_keywords = [t[0] for t in sorted_tuples]\n",
    "    keybertrule_keywords.append(sorted_keywords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['knowledge introduction interdisciplinarity',\n",
       "  'introduction interdisciplinarity',\n",
       "  'interdisciplinarity',\n",
       "  'introduction interdisciplinarity particular',\n",
       "  'interdisciplinarity particular',\n",
       "  'interdisciplinary work',\n",
       "  'interdisciplinary'],\n",
       " ['information',\n",
       "  'libraries',\n",
       "  'museums',\n",
       "  'knowledge',\n",
       "  'archives',\n",
       "  'historical',\n",
       "  'database'],\n",
       " ['ai',\n",
       "  'computing',\n",
       "  'computers',\n",
       "  'wearable',\n",
       "  'visualisation',\n",
       "  'design',\n",
       "  'autonomous']]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keybertrule_keywords[0:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Enhanced KeyBERT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer_params = KeyphraseCountVectorizer(spacy_pipeline='en_core_web_sm', pos_pattern='<J.*>*<N.*>+', stop_words='english', lowercase=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1148/1148 [11:18<00:00,  1.69it/s]\n"
     ]
    }
   ],
   "source": [
    "enhancedkeybert_keywords = []\n",
    "for idx in tqdm(range(0, len(prep_data))):\n",
    "    keywords = key_model.extract_keywords(prep_data[idx], vectorizer=vectorizer_params, stop_words='english', top_n=7, use_mmr=True)\n",
    "    keywords_list = list(dict(keywords).keys())\n",
    "    enhancedkeybert_keywords.append(keywords_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['interdisciplinarity',\n",
       "  'interdisciplinary work',\n",
       "  'knowledge',\n",
       "  'introduction',\n",
       "  'traditional boundaries',\n",
       "  'new fields',\n",
       "  'module'],\n",
       " ['information',\n",
       "  'museums',\n",
       "  'different historical forms',\n",
       "  'associated institutional repositories',\n",
       "  'data vaults',\n",
       "  'cultural elements',\n",
       "  'papyrus'],\n",
       " ['ai',\n",
       "  'human computer interaction',\n",
       "  'wearable technologies',\n",
       "  'design issues',\n",
       "  'humans',\n",
       "  'risks',\n",
       "  'lectures']]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enhancedkeybert_keywords[0:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cluster sampling berdasarkan ID University"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15 course per university\n"
     ]
    }
   ],
   "source": [
    "course_qty = len(course_df)\n",
    "uni_qty = course_df[\"Univ_ID\"].to_list()[-1]\n",
    "course_to_uni_ratio = course_qty//uni_qty\n",
    "print(course_to_uni_ratio, \"course per university\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Univ_ID</th>\n",
       "      <th>Details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>approaches to knowledge: introduction to inter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>information through the ages. this module expl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>computers and humans. should we trust news in ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>migration and health. in this course, you will...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>race, gender and feminism. this module offers ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>76</td>\n",
       "      <td>introduction to climate diplomacy. this class ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>76</td>\n",
       "      <td>governing borders in the 21st century. this co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>76</td>\n",
       "      <td>agriculture, food and globalization. with the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>76</td>\n",
       "      <td>behavioral game theory. game theory is a forma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>76</td>\n",
       "      <td>comparative politics. what is comparative poli...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1148 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Univ_ID                                            Details\n",
       "0           1  approaches to knowledge: introduction to inter...\n",
       "1           1  information through the ages. this module expl...\n",
       "2           1  computers and humans. should we trust news in ...\n",
       "3           1  migration and health. in this course, you will...\n",
       "4           1  race, gender and feminism. this module offers ...\n",
       "...       ...                                                ...\n",
       "1143       76  introduction to climate diplomacy. this class ...\n",
       "1144       76  governing borders in the 21st century. this co...\n",
       "1145       76  agriculture, food and globalization. with the ...\n",
       "1146       76  behavioral game theory. game theory is a forma...\n",
       "1147       76  comparative politics. what is comparative poli...\n",
       "\n",
       "[1148 rows x 2 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pre_sample_df = pd.concat([course_df[\"Univ_ID\"], pd.Series(prep_data)], axis=1)\n",
    "pre_sample_df.rename(columns={0: \"Details\"}, inplace=True)\n",
    "pre_sample_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Univ_ID</th>\n",
       "      <th>Details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>approaches to knowledge: introduction to inter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>creative writing. weekly lecture and workshop-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>quantitative methods 2: data science and visua...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>information through the ages. this module expl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>introduction into politics: key concepts and t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>76</td>\n",
       "      <td>governing borders in the 21st century. this co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>76</td>\n",
       "      <td>women in movement: history of feminisms from t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>76</td>\n",
       "      <td>comparative politics. what is comparative poli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>76</td>\n",
       "      <td>trade and international finance. the objective...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>76</td>\n",
       "      <td>introduction to climate diplomacy. this class ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>380 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Univ_ID                                            Details\n",
       "0          1  approaches to knowledge: introduction to inter...\n",
       "1          1  creative writing. weekly lecture and workshop-...\n",
       "2          1  quantitative methods 2: data science and visua...\n",
       "3          1  information through the ages. this module expl...\n",
       "4          1  introduction into politics: key concepts and t...\n",
       "..       ...                                                ...\n",
       "375       76  governing borders in the 21st century. this co...\n",
       "376       76  women in movement: history of feminisms from t...\n",
       "377       76  comparative politics. what is comparative poli...\n",
       "378       76  trade and international finance. the objective...\n",
       "379       76  introduction to climate diplomacy. this class ...\n",
       "\n",
       "[380 rows x 2 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "def select_random_courses(group):\n",
    "    return group.sample(n=min(5, group.shape[0]))\n",
    "\n",
    "sample_df = pre_sample_df.groupby('Univ_ID', group_keys=False).apply(select_random_courses).reset_index(drop=True)\n",
    "sample_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Setelah ini, akan dilakukan keywords extraction secara manual pada data sampel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_df.to_csv(\"sample_data.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Integration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Univ_ID</th>\n",
       "      <th>Details</th>\n",
       "      <th>Label</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>approaches to knowledge: introduction to inter...</td>\n",
       "      <td>interdisciplinarity, knowledge, traditional bo...</td>\n",
       "      <td>0</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>creative writing. weekly lecture and workshop-...</td>\n",
       "      <td>creative writing, prose fiction, poetry, creat...</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>quantitative methods 2: data science and visua...</td>\n",
       "      <td>quantitative methods, data science, visualisat...</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>information through the ages. this module expl...</td>\n",
       "      <td>information, data, knowledge, historical persp...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>introduction into politics: key concepts and t...</td>\n",
       "      <td>politics, key concepts, texts, political commu...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>76</td>\n",
       "      <td>governing borders in the 21st century. this co...</td>\n",
       "      <td>governance, migration, borders, security, 21st...</td>\n",
       "      <td>1144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>76</td>\n",
       "      <td>women in movement: history of feminisms from t...</td>\n",
       "      <td>women, movement, feminisms, history, activism,...</td>\n",
       "      <td>1142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>76</td>\n",
       "      <td>comparative politics. what is comparative poli...</td>\n",
       "      <td>comparative politics, analysis, political inst...</td>\n",
       "      <td>1147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>76</td>\n",
       "      <td>trade and international finance. the objective...</td>\n",
       "      <td>international finance, international trade, gl...</td>\n",
       "      <td>1138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>76</td>\n",
       "      <td>introduction to climate diplomacy. this class ...</td>\n",
       "      <td>climate diplomacy, international politics, fig...</td>\n",
       "      <td>1143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>380 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Univ_ID                                            Details  \\\n",
       "0          1  approaches to knowledge: introduction to inter...   \n",
       "1          1  creative writing. weekly lecture and workshop-...   \n",
       "2          1  quantitative methods 2: data science and visua...   \n",
       "3          1  information through the ages. this module expl...   \n",
       "4          1  introduction into politics: key concepts and t...   \n",
       "..       ...                                                ...   \n",
       "375       76  governing borders in the 21st century. this co...   \n",
       "376       76  women in movement: history of feminisms from t...   \n",
       "377       76  comparative politics. what is comparative poli...   \n",
       "378       76  trade and international finance. the objective...   \n",
       "379       76  introduction to climate diplomacy. this class ...   \n",
       "\n",
       "                                                 Label    ID  \n",
       "0    interdisciplinarity, knowledge, traditional bo...     0  \n",
       "1    creative writing, prose fiction, poetry, creat...    17  \n",
       "2    quantitative methods, data science, visualisat...    15  \n",
       "3    information, data, knowledge, historical persp...     1  \n",
       "4    politics, key concepts, texts, political commu...     8  \n",
       "..                                                 ...   ...  \n",
       "375  governance, migration, borders, security, 21st...  1144  \n",
       "376  women, movement, feminisms, history, activism,...  1142  \n",
       "377  comparative politics, analysis, political inst...  1147  \n",
       "378  international finance, international trade, gl...  1138  \n",
       "379  climate diplomacy, international politics, fig...  1143  \n",
       "\n",
       "[380 rows x 4 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actual_df = pd.read_csv(\"sample_data.csv\")\n",
    "actual_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Univ_ID</th>\n",
       "      <th>Course Name</th>\n",
       "      <th>Details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Approaches to Knowledge: Introduction to Inter...</td>\n",
       "      <td>This module provides an introduction to inter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Information Through the Ages</td>\n",
       "      <td>This module explores the concept of informati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Computers and Humans</td>\n",
       "      <td>Should we trust news in a Deepfake world? Sho...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Migration and Health</td>\n",
       "      <td>In this course, you will analyse the interpla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Race, Gender and Feminism</td>\n",
       "      <td>This module offers an introduction and analyt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>76</td>\n",
       "      <td>INTRODUCTION TO CLIMATE DIPLOMACY</td>\n",
       "      <td>This class is aimed at students willing to un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>76</td>\n",
       "      <td>GOVERNING BORDERS IN THE 21ST CENTURY</td>\n",
       "      <td>This course offers an introduction to the stu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>76</td>\n",
       "      <td>AGRICULTURE, FOOD AND GLOBALIZATION</td>\n",
       "      <td>With the war in Ukraine, the Covid crisis, so...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>76</td>\n",
       "      <td>BEHAVIORAL GAME THEORY</td>\n",
       "      <td>Game theory is a formal language to describe ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>76</td>\n",
       "      <td>COMPARATIVE POLITICS</td>\n",
       "      <td>What is Comparative Politics? How do we analy...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1148 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Univ_ID                                        Course Name  \\\n",
       "0           1  Approaches to Knowledge: Introduction to Inter...   \n",
       "1           1                       Information Through the Ages   \n",
       "2           1                               Computers and Humans   \n",
       "3           1                               Migration and Health   \n",
       "4           1                          Race, Gender and Feminism   \n",
       "...       ...                                                ...   \n",
       "1143       76                  INTRODUCTION TO CLIMATE DIPLOMACY   \n",
       "1144       76              GOVERNING BORDERS IN THE 21ST CENTURY   \n",
       "1145       76                AGRICULTURE, FOOD AND GLOBALIZATION   \n",
       "1146       76                             BEHAVIORAL GAME THEORY   \n",
       "1147       76                               COMPARATIVE POLITICS   \n",
       "\n",
       "                                                Details  \n",
       "0      This module provides an introduction to inter...  \n",
       "1      This module explores the concept of informati...  \n",
       "2      Should we trust news in a Deepfake world? Sho...  \n",
       "3      In this course, you will analyse the interpla...  \n",
       "4      This module offers an introduction and analyt...  \n",
       "...                                                 ...  \n",
       "1143   This class is aimed at students willing to un...  \n",
       "1144   This course offers an introduction to the stu...  \n",
       "1145   With the war in Ukraine, the Covid crisis, so...  \n",
       "1146   Game theory is a formal language to describe ...  \n",
       "1147   What is Comparative Politics? How do we analy...  \n",
       "\n",
       "[1148 rows x 3 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "course_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_coll = [keybert_keywords, keybertrule_keywords, enhancedkeybert_keywords]\n",
    "with open('result_keywords.pkl', 'wb') as f:\n",
    "    pickle.dump(result_coll, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['knowledge introduction interdisciplinarity, introduction interdisciplinarity, interdisciplinarity, introduction interdisciplinarity particular, provides introduction interdisciplinarity, interdisciplinarity particular, introduction interdisciplinarity module',\n",
       "  'knowledge taking historical, information, information ages, information information sources, libraries archives museums, information information, information sources scrutinises',\n",
       "  'computers humans, concepts human computer, computing systems human, human computer, computers humans trust, ai, computer interaction',\n",
       "  'migration health course, migration health, migration health physical, inequalities experienced migrants, mental social migrants, migrants significant impact, social migrants',\n",
       "  'race gender feminism, concepts gender race, gender race critical, intersectionality race gender, approach race gender, gender race, intersectionality race',\n",
       "  'art interdisciplinarity, approaches art research, art research, art interdisciplinarity course, regarding art, art interdisciplinarity basc0049, art thinking',\n",
       "  'arts public health, public health designing, public health arts, thinking public health, architecture public health, approaches public health, health integrates arts',\n",
       "  'psychology real world, psychology real, psychology, application psychology real, view psychology, application psychology, use psychology',\n",
       "  'politics key concepts, modules introduction politics, political thinkers struggled, political thinkers, questions political thinkers, introduction politics, political activity',\n",
       "  'approaches global politics, contemporary international politics, states global politics, global politics, critical international relations, global national politics, international politics',\n",
       "  'urban inequalities global, social justice cities, cities critical space, urban inequalities, city case studies, inequalities global development, democratic cities',\n",
       "  'art interdisciplinarity, art interdisciplinarity measuring, art anthropology, interdisciplinarity, interdisciplinarity measuring world, interdisciplinary thinking wide, art thinking',\n",
       "  'music science, education music perception, epistemology music, interactions music science, education music, science technology music, music science module',\n",
       "  'energy policy students, sustainable energy, energy services challenges, energy policy, sustainable supply energy, energy modern societies, shaping energy policy',\n",
       "  'computation language theory, computation automata language, computation automata, logic language theory, computation language, logic computation language, fundamentals computation automata',\n",
       "  'quantitative methods data, data science visualisation, methods data science, quantitative methods course, data science, quantitative methods, quantitative',\n",
       "  'quantitative methods models, regression models, quantitative methods, regression, quantitative, development regression models, methods models inference',\n",
       "  'student creative writing, creative writing work, creative writing, creative writing considered, modules creative writing, creative writing weekly, creative writing basc0007',\n",
       "  'cultural analysis basc0006, cultural analysis, methods cultural analysis, research methods cultural, cultural analysis course, cultural, qualitative thinking research',\n",
       "  'science religion progress, science religion, science meets religion, catholic protestant science, protestant science, science religion ancient, christianity europe scientific',\n",
       "  'challenges emerging markets, firms emerging markets, emerging markets, brazil emerged growth, emerging markets covid, growth disasters countries, emerging markets relevant',\n",
       "  'machiavelli political, machiavelli political thought, machiavelli, writings niccol machiavelli, niccol machiavelli, machiavelli readings, machiavelli readings include',\n",
       "  'machine learning course, introduction machine learning, machine learning data, machine learning models, applications machine learning, data science students, machine learning',\n",
       "  'introduction data science, data science data, science data science, data science, data analysis, statistics visualization course, introduction data',\n",
       "  'china women unpaid, wage work gendered, contemporary china women, labor men women, china women, east worldwide women, women unpaid',\n",
       "  'policy dilemmas nuclear, nuclear policy, nuclear policy issues, dilemmas nuclear technology, international proliferation nuclear, proliferation nuclear technology, dilemmas nuclear',\n",
       "  'american grand strategy, grand strategy course, grand strategy 1900, grand strategy, deterrence warfighting, needed deterrence warfighting, strategically important areas',\n",
       "  'postcolonial decolonial history, decolonial postcolonial thought, postcolonial decolonial approaches, postcolonial decolonial, decolonial postcolonial work, comparison postcolonial decolonial, postcolonial thought',\n",
       "  'understanding dying experience, develop understanding dying, dying experience attitudes, understanding dying, end life care, grief bereavement, attitudes approach death',\n",
       "  'cultural psychology emotions, cultural psychology, findings cultural psychology, cultural variations mental, cultural psychology substantial, cultural psychology tenet, subjectivity cultural groups',\n",
       "  'entrepreneurial ventures students, building new venture, new entrepreneurial, new venture course, entrepreneurial ventures, ventures students learn, new entrepreneurial businesses',\n",
       "  'topics behavioral economics, economics behavioral economics, behavioral economics, behavioral economics behavioral, economics behavioral, behavioral economics applies, economics applies psychological',\n",
       "  'successfully managing people, managing people, successfully managing, managing, managing successfully managing, managing successfully, attitudes motivations',\n",
       "  'international corporate finance, corporate finance, international corporate, finance, international, corporate',\n",
       "  'experimental economics, experimental economics course, experimental literature instructs, experimental literature, data using experimental, using experimental, consumer experimental literature',\n",
       "  'study political violence, challenges political violence, violence rebel groups, insurgency terrorism civil, political violence, political violence focus, insurgency terrorism',\n",
       "  'understand psychoactive drugs, students understand psychoactive, drugs brain behavior, psychoactive drugs affect, understanding drugs affect, behavior understanding drugs, drugs affect brain',\n",
       "  'film study cinematic, film analysis students, film study, introduction film analysis, film analysis course, study cinematic, concepts film analysis',\n",
       "  'environmental injustices chicago, environmental justice, environmental injustices, environmental injustice, environmental justice principle, experienced environmental injustices, environmental injustice intersect',\n",
       "  'economic justice, question economic justice, questions economic justice, economic justice injustice, economic justice freedom, focus economic justice, economic justice including',\n",
       "  'venturing entrepreneurship course, entrepreneurship course, entrepreneurship course aims, venturing entrepreneurship, introduced concepts entrepreneurship, entrepreneurship innovation, concepts entrepreneurship',\n",
       "  'leadership 21st century, approaches leadership learn, leadership learn practical, learn leadership, develop leadership, leadership real world, leadership 21st',\n",
       "  'introduction computational thinking, computational thinking, thinking computational thinking, computational thinking computational, thinking computational manner, computational thinking ct, thinking computational',\n",
       "  'human geography, socio spatial issues, geography urban planning, introduction geography, socio spatial, geography urban, introduction geography introductory',\n",
       "  'startups social media, social media marketing, startups social, social commerce covered, concept social commerce, social commerce, social media strategies',\n",
       "  'venture financing course, venture financing, new venture financing, entrepreneurs venture capital, venture capital, funding new ventures, proper venture financing',\n",
       "  'cultural intelligence cq, cultural intelligence, world cultural intelligence, cultural intelligence explorer, intelligence cq, intelligence cq capability, cultural',\n",
       "  'marketing 21st century, understanding marketing, basic principles marketing, principles marketing, marketing 21st, marketing strategy, sustainable marketing global',\n",
       "  'management decision tools, decision tools course, decision tools, make managerial decisions, business descriptions mathematical, managerial decisions, management decision',\n",
       "  'literature course introduction, introduction literature course, literature course, study literature, literature tertiary level, introduction study literature, study literature tertiary',\n",
       "  'hazards climate change, hazards earthquakes tsunamis, major natural hazards, natural hazards climate, natural hazards society, hazards climate, natural hazards',\n",
       "  'world musics culture, musics culture, examine music cultures, music cultures, world musics, consumption world music, world music',\n",
       "  'global television cultures, television cultures transformed, globalization ability television, television cultures, television matter globally, global television, focuses global television',\n",
       "  'asian american identity, asian american studies, asian americans examine, asian american communities, asian immigration social, contributions asian americans, experiences asian american',\n",
       "  'causality data, inferring causality data, use data analysis, data analysis course, infer causal, causality data randomized, specifically infer causal',\n",
       "  'intro micro economics, micro economics introduction, microeconomics, micro economics, primarily microeconomics, economics introduction, deals primarily microeconomics',\n",
       "  'econometric machine learning, econometric machine, econometric methods machine, econometric, covers econometric, econometric methods, covers econometric methods',\n",
       "  'data science studying, science studying language, mind data science, studying language mind, language mind data, data science students, data science',\n",
       "  'language cognition culture, language cognition, language relates cognitive, linguistics psychology, linguistics psychology philosophy, language acquisition conceptual, cognition culture',\n",
       "  'ideas mathematics topics, mathematics topics, ideas mathematics, mathematics topics following, history philosophy mathematics, philosophy mathematics, mathematics',\n",
       "  'knowledge social impact, education social issues, education social, social impact analyzing, social impact, analyzing social ills, pressing social problems',\n",
       "  'venture capital management, venture capital, venture capital entrepreneur, equity venture capital, venture capital entrepreneurial, capital entrepreneur perspective, held venture capital',\n",
       "  'ethics study, ethics ethics study, ethics study right, major ethical theories, students major ethical, ethical theories, ethical problems questions',\n",
       "  'modern political thought, political theory modern, political theory freedom, pertinent political theory, central moral political, moral political conceptual, modern political',\n",
       "  'experimental psychology course, intro experimental psychology, basic topics psychology, topics psychology including, topics psychology, experimental psychology, psychology including',\n",
       "  'introduction sociology, sociology sociology provides, sociology sociology, sociology provides, introduction sociology sociology, social interaction sociology, sociology',\n",
       "  'computers american political, political life computing, digital democracy, digital democracy technological, democracy technological, controversial role computers, intelligence social media',\n",
       "  'stories novellas fables, narrative cultures, novellas fables, narrative cultures purpose, narrative short stories, novellas fables extracts, narrative genres discuss',\n",
       "  'judgement decisions thinking, decisions thinking judgment, thinking judgment, judgment personal societal, judgement decisions, judgment, judgement',\n",
       "  'analytics digital economy, analytics digital, data week course, analytics, applying data business, data business, proficient applying data',\n",
       "  'international economics recent, international economics, topics international economics, developments international economics, international economics trade, economics trade policy, economics trade',\n",
       "  'world cinema, world cinema specific, watch world cinema, world cinema world, world world cinema, world cinema course, cinema world world',\n",
       "  'freedom colonial education, education race colonialism, decolonize education, decolonize education today, colonial education, american education slavery, forced americanization schooling',\n",
       "  'history american film, american film culture, video american history, films videos historical, film culture, american history, film culture society',\n",
       "  'law introductory class, law introductory, topics legal thought, law, topics legal, culture shaped law, principles topics legal',\n",
       "  'energy facilities yale, energy facilities, energy environment public, energy environment, tours energy facilities, renewable energy tours, impact energy environment',\n",
       "  'climate cycles, global climate, global climate change, climate change carbon, understanding earth climate, earth climate, climate trends',\n",
       "  'international human rights, human rights politics, human rights institutions, rights politics international, human rights organizations, human rights law, politics international human',\n",
       "  'american politics introduction, introduction american politics, politics introduction american, politics introduction, american politics, american political culture, american political',\n",
       "  'global health ethnography, anthropological ethnographies health, global health, ethnographies health, ethnographies health problems, health ethnography study, health ethnography',\n",
       "  'investigative journalism, research journalistic, research journalistic storytelling, journalistic storytelling, investigative journalism techniques, journalistic experience, journalism techniques',\n",
       "  'trust democratic institutions, trust democratic, democracy sow doubts, undermine trust democratic, epistemic practical trust, mistrust trust, trust mistrust',\n",
       "  'modern medical humanities, medicine humanities certainty, medicine uncertain art, medical humanities, uncertainty medicine, humanities certainty unknowing, medical humanities primary',\n",
       "  'multiracial identities experiences, narratives surrounding multiracial, multiracial identities, today multiracial people, multiracial people, multiracial people broader, census today multiracial',\n",
       "  'rethinking civil rights, civil rights movements, civil rights movement, rights black power, understand civil rights, rights movement thinking, civil rights black',\n",
       "  'inequities race gender, gender class inequities, class inequities race, race gender class, inequities race, shape contemporary inequities, contemporary inequities',\n",
       "  'conceptualising scotland introduction, 1a conceptualising scotland, conceptualising scotland, scottish studies 1a, society tradition scotland, scotland introduction study, scottish studies',\n",
       "  'celticness racial cultural, history celticness, considers history celticness, celtic civilisation 1a, history celticness racial, controversies surrounding celticness, surrounding celticness today',\n",
       "  'introduction gaelic language, introduction scottish gaelic, introduction gaelic, learn scottish gaelic, gaelic language culture, scottish gaelic language, gaelic language',\n",
       "  'witchcraft early modern, women witchcraft early, religion women witchcraft, women witchcraft, witchcraft early, concerning magic witchcraft, witchcraft include study',\n",
       "  'health wellbeing globalising, health illness wellbeing, wellbeing globalising, contemporary issues health, issues health wellbeing, wellbeing globalising world, health wellbeing',\n",
       "  'mental health life, experience mental health, common mental health, particular mental health, mental illness recovery, mental illness taking, model mental illness',\n",
       "  'mapping health illness, mapping health, health illness societies, understanding health, illness societies, illness societies course, social nature health',\n",
       "  'global challenges, addressing global challenges, challenge shaping future, global challenges course, agenda 2015 2030, environmental issues driven, sustainable development',\n",
       "  'edinburgh interdisciplinary city, creating edinburgh interdisciplinary, interdisciplinary city course, interdisciplinary city, creating edinburgh, edinburgh interdisciplinary, interdisciplinary education',\n",
       "  'biology 1a variation, variation course, biology 1a, biology, variation course covers, 1a variation course, concepts including heredity',\n",
       "  'introducing sustainable development, sustainable development 1a, sustainable development, sustainable development sustainable, sustainable development perspective, 1a introducing sustainable, development sustainable development',\n",
       "  'business globalisation trade, international business globalisation, globalisation trade 2a, business globalisation, globalisation trade, international business, foreign market entry',\n",
       "  'environmental engineering sustainability, introduction environmental engineering, engineering sustainability, engineering sustainability course, environmental engineering, sustainability examined engineering, sustainability covering hydrological',\n",
       "  'understanding environmental change, change climate ecosystems, interpret environmental change, environmental change, climate ecosystems, regions environmental change, climate ecosystems human',\n",
       "  'skills engineers course, introduces python programming, engineers course introduces, programming skills engineers, engineers course, techniques engineering students, python programming',\n",
       "  'subject areas advanced, areas advanced maths, advanced maths requirement, subject areas, advanced maths, maths requirement, calculus course covers',\n",
       "  'discovering astronomy, discovering astronomy introductory, discovering astronomy discovering, astronomy discovering astronomy, astronomy discovering, introductory astronomy, astronomy introductory',\n",
       "  'programming data analysis, data analysis course, data analysis, programming data, introduction computer programming, computer science engineering, computer science',\n",
       "  'development inequality trade, economic development trade, economic development, determinants economic development, inequality trade course, economic development different, generating economic development',\n",
       "  'murray darling basin, australia environment, affecting australia environment, australia biophysical environment, shaped australia biophysical, basins murray darling, processes shaped australia',\n",
       "  'critical inquiry oceania, inquiry oceania course, ways pacific islanders, pacific worlds explored, inquiry oceania, pacific crucial development, pacific knowledge resources',\n",
       "  'resolution peacebuilding asia, peacebuilding conflict resolution, effective peacebuilding conflict, conflict resolution peacebuilding, conflict resolution peace, peaceful resolutions conflict, resolution peacebuilding',\n",
       "  'indigenous economy aboriginal, economy aboriginal, economy aboriginal people, indigenous economy, facing indigenous australians, australians modern economy, indigenous economy sustained',\n",
       "  'australian indigenous studies, indigenous studies, experiences peoples colonisation, indigenous studies centre, peoples rights australia, course australian indigenous, australian indigenous',\n",
       "  'political order asia, asia examines political, asian political systems, asia diverse political, shaped asian political, asian political, civilization asia examines',\n",
       "  'resource conflicts asia, conflicts natural resources, natural resource conflict, conflicts resources oil, natural resource conflicts, pacific violent conflicts, conflict developing country',\n",
       "  'australian political history, australian politics historical, examines australian politics, australian politics, australian political, politics indigenous politics, politics indigenous',\n",
       "  'international relations asia, political dynamics asia, relations asia pacific, basic international relations, international relations, international relations theories, perspectives international political',\n",
       "  'popular culture introduction, media popular culture, reading popular culture, popular culture, cultural gender studies, popular culture students, sexuality media',\n",
       "  'australian indigenous music, indigenous music studies, indigenous music contexts, indigenous music comprehensive, indigenous music, indigenous music styles, studies contemporary australian',\n",
       "  'australia political institutions, australian political institutions, political institutions australia, australia political, examination australian political, australian political provides, characterize australia institutions',\n",
       "  'australian indigenous cultures, understanding indigenous social, underpins indigenous worldviews, indigenous social cultural, indigenous worldviews exploring, understanding indigenous, cultures understanding indigenous',\n",
       "  'global citizen culture, anthropology globalisation, anthropology globalisation practical, globalisation practical critical, global citizens, globalisation, citizen culture',\n",
       "  'media industries technological, technological change media, media practices shift, change contemporary media, contemporary media, contemporary media institutions, media communications',\n",
       "  'entrepreneurship sustainability project, sustainability entrepreneurship, sustainability entrepreneurship sustainability, entrepreneurship sustainability, entrepreneurship sustainability entrepreneurship, sustainability project based, sdgs entrepreneurial means',\n",
       "  'ai ethics, ai ethics law, expertise ai ethics, law ai, legal law ai, ai environmental protection, ai privacy',\n",
       "  'natural history subject, history natural history, natural history, dealing natural history, subject natural history, natural world subject, natural history designed',\n",
       "  'principles marketing, principles marketing basic, marketing basic, theoretical framework marketing, marketing basic theoretical, basic concepts market, concepts market research',\n",
       "  'smart transportation, smart transportation urban, sustainability transport systems, transport systems course, urban transport systems, sustainability urban transport, transport systems perspective',\n",
       "  'food human health, food healthy planet, creating healthy food, global food, sustainability present food, food health, food maintaining environmental',\n",
       "  'street art melbourne, street art graffiti, impact street art, designing street art, drive street art, street art derive, street art contemporary',\n",
       "  'creative urban design, places urban design, urban design, spaces urban design, urban design introduces, urban design people, urban design practice',\n",
       "  'wildlife health conservation, wildlife health, animal health wildlife, animal health, health wildlife health, human animal health, health wildlife',\n",
       "  'wildlife health conservation, animal health wildlife, animal health, wildlife health, health context indigenous, human animal health, indigenous health',\n",
       "  'skepticism indigenous knowledges, addressing wicked problems, indigenous knowledges fake, humanities, examine wicked problems, critically ethically contemporary, indigenous knowledges',\n",
       "  'society drugs impact, drugs shape society, society drugs, individuals society drugs, society drugs shape, shape society drugs, drugs impact lives',\n",
       "  'australian flora fauna, biology australian flora, diversity australian flora, australian flora including, australian flora, natural history australia, australia environments observing',\n",
       "  'australian cities activism, city diversity subject, inside city diversity, communities australian cities, cities activism, cities activism students, city diversity',\n",
       "  'travel transcultural experiences, travel cosmopolitanism cognitive, experiences travelling, relating travel cosmopolitanism, travel cosmopolitanism, travel transcultural, reflections experiences travelling',\n",
       "  'engineering modelling, understanding engineering modelling, modelling design subject, engineering modelling design, engineering design, understanding engineering, engineering concepts',\n",
       "  'entrepreneurship innovation, entrepreneurship innovation subject, entrepreneurship principles, understanding entrepreneurship, topics entrepreneurship innovation, needed entrepreneurs understanding, entrepreneurs understanding entrepreneurship',\n",
       "  'career managing relationships, human resource management, managing relationships workplace, relationships workplace, managing people, career managing, managing people work',\n",
       "  'learning outdoor education, outdoor education examines, outdoor education, outdoor education engagement, learning outdoor, surrounding experiential education, environments learning outdoor',\n",
       "  'australian sporting culture, australian culture sport, sport learning australian, culture sport learning, sport contemporary australian, experiences australian sporting, sporting culture informed',\n",
       "  'history aboriginal, focuses history aboriginal, introduction indigenous history, indigenous history unit, indigenous history, history australia unit, history australia',\n",
       "  'cross cultural management, culture international management, managing cross cultural, management cultural issues, cross cultural leadership, cultures global business, management international multicultural',\n",
       "  'america global influence, america influence globally, global influence globalisation, does america influence, america influence, global america, influence globalisation',\n",
       "  'food security climate, global challenges food, agro ecosystems, different agro ecosystems, century food security, food water climate, agro ecosystems physical',\n",
       "  'introductory geography, geography unit study, introductory geography unit, pursue geography, geography major, geography, geography unit',\n",
       "  'industrial relations, concepts industrial relations, industrial relations human, unit industrial relations, unions managers, unions managers employers, workers unions managers',\n",
       "  'scientism valuing science, scientific knowledge scientism, science denialism accepting, science social process, topics science denialism, science social, science denialism',\n",
       "  'nutrition habits conclusion, sport world nutrition, nutrition habits, nutrition practices, nutrition sports, nutrition practices nutrition, diet nutrition habits',\n",
       "  'urban design theory, introduction urban design, design urban design, disciplines urban design, urban design field, planning urban design, urban design engage',\n",
       "  'interior architecture, architecture interior, interior architecture design, reshaping future interiorscapes, interior architecture interior, architecture interior architecture, interior architecture unsw',\n",
       "  'accounting concepts, accounting concerned, management students accounting, accounting information, accounting accounting, accounting management, students accounting',\n",
       "  'fintech, students experience fintech, fintech rapidly, financial technology fintech, financial technology, finance technology, experience fintech',\n",
       "  'businesses marketing important, understanding marketing essential, marketing important key, marketing important, marketing knowledge critical, understanding marketing, marketing knowledge',\n",
       "  'study politics international, international relations major, specialisation politics international, politics international relation, politics international relations, international relation study, international relations',\n",
       "  'studies public relations, public relation advertising, advertising public relations, public relations advertising, relations advertising professionals, introduces public relations, advertising professionals',\n",
       "  'international human rights, human rights law, human rights lawyers, protect human rights, current human rights, human right law, human rights issues',\n",
       "  'data scientists data, data science areas, data science decisions, data science data, data science, skills data science, data scientists',\n",
       "  'biotechnology developing, biotechnology aims help, aspects biotechnology developing, specific aspects biotechnology, biotechnology, biotechnology aims, aspects biotechnology',\n",
       "  'animation course introduces, theories animation course, animation course, animation practice, animated sequences course, animation practice course, conceptual foundations animation',\n",
       "  'introduces interactive art, interactive art important, interactive art, examples interactive art, interactive art studio, creation interactive artworks, interactive art practical',\n",
       "  'computer science, computer science computer, computer science involves, science computer science, computing systems unsw, science computer, computer systems design',\n",
       "  'engineering civil engineering, civil engineering, civil engineering program, civil engineering civil, engineering civil, civil engineering responsible, civil engineers',\n",
       "  'renewable energy engineering, renewable energy courses, education renewable energy, energy engineering, renewable energy applications, energy engineering encompasses, renewable energy technologies',\n",
       "  'communication principles, principles communication, understanding communication principles, communication principles especially, fundamental principles communication, communication principles great, principles communication empower',\n",
       "  'criminal offences defences, offences defences examined, law offences defences, criminal law, common law offences, criminal law course, law context social',\n",
       "  'global health involves, international public health, global health, public health, implement public health, populations global health, health systems degree',\n",
       "  'pharmacology pharmacologyhonours, pharmacologyhonours, pharmacology, pharmacology pharmacologyhonours stream, pharmacologyhonours stream, pharmacologyhonours stream introduces, students medical research',\n",
       "  'biobased materials sustainability, biobased technologies transitions, biobased technologies, bioproducts bioeconomy introduction, foundations bioproducts bioeconomy, biobased materials, energy derived biobased',\n",
       "  'plants carbon environment, plants carbon, plant biology, introduction plant biology, plant biomass, plant biology special, production plant biomass',\n",
       "  'conservation forest sciences, introduction conservation seminars, resources conservation forest, natural resources conservation, conservation forest, conservation seminars current, forest sciences topics',\n",
       "  'forest science introduction, principles forest science, forest science, introduction growth trees, growth trees forests, forests emphasis evolutionary, growth trees',\n",
       "  'wood products global, introduction wood products, introduction forestry wood, forestry wood products, wood products industry, trade introduction forestry, affecting wood industry',\n",
       "  'visualizing climate change, visualizing climate, climate change introduction, climate change lens, change introduction climate, introduction climate change, local climate change',\n",
       "  'engage practitioners forestry, practitioners forestry particularly, practitioners forestry, communication strategies strategies, stakeholders developing oral, communication strategies, wood products processing',\n",
       "  'conserving biodiversity uncertain, conservation decision making, biodiversity uncertain world, conserving biodiversity, decision making conserving, ecological data decision, making conserving biodiversity',\n",
       "  'environment introductory genomics, environmental dna, issues genomics, environmental dna revival, issues genomics environment, genomics environment, genomics',\n",
       "  'recreation tourism planning, tourism planning principles, recreation related tourism, tourism planning, recreation tourism, recreation area management, analyzing recreation resources',\n",
       "  'urban forestry greenspace, urban forest conservation, forest conservation urban, urban forest management, urban forest policy, ecology urban forest, conservation urban forest',\n",
       "  'urban forest environment, urban forests, urban forests basic, physical urban forest, urban forest, forest environment, urban residents mental',\n",
       "  'bioenergy interdisciplinary approach, bioenergy interdisciplinary, interdisciplinary approach bioenergy, approach bioenergy, approach bioenergy technology, biomass use energy, bioenergy technology',\n",
       "  'intercultural communication, theories intercultural communication, intercultural communication focuses, communication cultures, theories intercultural, concepts theories intercultural, cultures social interaction',\n",
       "  'society study media, media society study, media society course, study media cultural, media society, course examines media, media cultural',\n",
       "  'design experience, user experience, design experience course, experience course explores, design engage, design, shaping user experience',\n",
       "  'health wellbeing aboriginal, maintaining wellbeing aboriginal, strait islander health, wellbeing aboriginal torres, wellbeing aboriginal, islander health course, health course explores',\n",
       "  'analysis scientific data, stat1201 provide understanding, scientific data, analysis scientific, statistical analysis develop, develop statistical, scientific data aim',\n",
       "  'science everyday thinking, everyday thinking course, everyday thinking, thinking course explores, believe weird things, science everyday, persuasion paranormal phenomena',\n",
       "  'psychology communication course, communication course introduce, communication skills application, psychology communication, communication course, understanding communication skills, contextual communication skills',\n",
       "  'earth evolution geological, examine earth evolution, earth evolution, earth big picture, course examine earth, examine earth, evolution geological',\n",
       "  'relating international business, understanding international business, international business discussed, international business management, international business operations, international business, international business development',\n",
       "  'organisational behaviour introductory, study organisational behaviour, organisational behaviour, organisational behaviour course, study organisational, concepts study organisational, organisational',\n",
       "  'spatial communication engineering, fundamentals spatial communication, engineering drawing spatial, engineering unit introduces, spatial communication, develop spatial visualisations, develop spatial',\n",
       "  'economics entrepreneurs unit, economics entrepreneurs, monopolistic competition economy, strategy non commerce, competition economy, monopolistic competition, competition economy wide',\n",
       "  'selected asian economies, asian economies, asian economies stages, business asia, asian economies especially, business growth, development selected asian',\n",
       "  'corporations culture social, corporations cultures, corporations culture, cultures corporate world, meanings corporations cultures, communication cultures corporate, corporations cultures changing',\n",
       "  'confronting organisations society, organisations society today, organisations society, challenges confronting organisations, confronting organisations, examines different organisational, organisations society unit',\n",
       "  'economics entrepreneurs unit, economics entrepreneurs, monopolistic competition economy, strategy non commerce, competition economy, monopolistic competition, competition economy wide',\n",
       "  'managing intercultural communication, concepts intercultural communication, intercultural communication, interaction intercultural communication, intercultural communication global, intercultural communication face, intercultural communication unit',\n",
       "  'introduces programming fundamentals, programming fundamentals, programming fundamentals language, object oriented programming, programming topics, fundamentals pointers stl, program design',\n",
       "  'future climates projections, future climate including, future climates, future climate, climates projections impacts, science climate change, climate trends',\n",
       "  'introduction australian healthcare, australian healthcare, australian healthcare students, health care overarching, healthcare systems, health services case, regarding health practice',\n",
       "  'science communication skills, science communication practice, science communication, foundational science communication, science communication influence, communication investigate scientific, principles science communication',\n",
       "  'intercultural skills internationalised, intercultural skills, intercultural skills unit, intercultural skills strategies, social intercultural skills, value intercultural skills, skills internationalised workplace',\n",
       "  'selected asian economies, asian economies, asian economies stages, business asia, asian economies especially, business growth, development selected asian',\n",
       "  'leadership principles practices, leadership principles, principles practices leadership, leadership concepts, leadership concepts character, leadership materials, practices leadership vital',\n",
       "  'studies challenges globalisation, challenges globalisation, challenges globalisation unit, international studies challenges, international studies, topics include global, challenges facing contemporary',\n",
       "  'reading cultures literature, cultures literature, cultures literature seen, cultures crossing boundaries, crossing boundaries cultural, reading cultures, cultural texts',\n",
       "  'global health, global health opportunities, health exist world, health opportunities challenges, growing inequities health, inequities health, inequities health exist',\n",
       "  'natural resources engineering, resources engineering introduces, resources engineering, resources engineering project, resources engineers, resources engineering unit, involved resources engineering',\n",
       "  'entrepreneurship critical perspective, entrepreneurship students, entrepreneurship critical, students entrepreneurship, interdisciplinary overview entrepreneurial, entrepreneurship field study, inspire students entrepreneurship',\n",
       "  'critical consideration psychiatry, psychiatry literature philosophy, consideration psychiatry, psychiatry literature, medicine neuroscience psychiatry, psychiatry psychology neuroscience, psychiatry psychopathology',\n",
       "  'multilingualism sustainable development, multilingualism sustainable, languages sdgs considering, multilingualism, languages sdgs, sustainable development, languages access rights',\n",
       "  'transdisciplinary approach globalisation, approach globalisation, global connections transdisciplinary, globalisation changed perspectives, globalisation, appreciation understanding global, engaged globally oriented',\n",
       "  'global shakespearience, shakespeare global playwright, adapt shakespeare local, shakespeare global, interrogate shakespeare global, local global shakespearience, global shakespearience shakespearienced',\n",
       "  'society censorship, society censorship society, censorship society censorship, censorship society explores, censorship society, surrounding censorship, does censorship',\n",
       "  'inequalities sustainable development, development inclusion dignity, inequalities socio, inequalities socio economic, sustainable development inclusion, debates inequalities socio, inequalities sustainable',\n",
       "  'posthumous geographies underworlds, society intertwined underworlds, geographies underworlds, intertwined underworlds, intertwined underworlds manifest, geographies underworlds physical, psychological journeys underworld',\n",
       "  'achieving sustainability, achieving sustainability potentials, present issue sustainability, sustainability issues, issue sustainability, sustainability potentials, sustainability significant societal',\n",
       "  'challenges climate change, surrounding climate change, issues surrounding climate, climate change changes, climate change provide, climate change poses, challenges climate',\n",
       "  'countries finding energy, sustainability energy security, energy security countries, global energy markets, sustainable energy governance, energy energy security, energy equity accessibility',\n",
       "  'global health, health sustainable development, global health priorities, field global health, dominate global health, dimensions global health, health priorities sustainable',\n",
       "  'sustainability global food, sustainability analysis food, food sustainability, sustainable food systems, food security sovereignty, food security, food sustainability using',\n",
       "  'wellbeing uk universities, understanding wellbeing, wellbeing theory practice, understanding wellbeing theory, wellbeing theory, wellbeing uk, analyse concept wellbeing',\n",
       "  'sustainable cities, sustainable cities 1913, cities spaces social, lived cities habitat, population lived cities, cities spaces, live cities',\n",
       "  'public engagement, engagement public engagement, public engagement public, public engagement connecting, evaluate public engagement, engagement public, public engagement coming',\n",
       "  'wellness fitness course, health wellness fitness, concepts health wellness, wellness fitness role, health wellness, wellness fitness, exercise fitness',\n",
       "  'malay silat movements, martial arts dance, silat movements, silat movements context, movements polarisation malay, various movements kuda, movements kuda',\n",
       "  'islamic economic malaysia, concepts islamic economic, islamic economic institutions, islamic economic, islamic economic main, economic malaysia course, economic malaysia',\n",
       "  'project management analysis, project management, project management techniques, analyzing designing project, project cycle, concluded project management, program project framework',\n",
       "  'development economics, development economics course, economic development, economic changes development, issues economic development, economic development point, development policies',\n",
       "  'develop commerce, explanation commerce, thorough explanation commerce, develop commerce business, commerce course provides, commerce course, expected develop commerce',\n",
       "  'social welfare discusses, social welfare process, welfare course social, social welfare institution, welfare institution, aspects social welfare, welfare process planning',\n",
       "  'minorities southeast asia, minorities karen rohingya, minorities borneo, political minorities southeast, indigenous minorities borneo, minorities borneo migrant, borneo migrant minorities',\n",
       "  'government southeast asia, politics government southeast, political government, government countries southeast, political government countries, political governing, politics government',\n",
       "  'foreign policy analysis, foreign policy implementation, foreign policy process, foreign policy variables, foreign policy, orientation foreign policy, discusses foreign policy',\n",
       "  'malay literatures introduction, indian malay literatures, malay literatures, study indian malay, comparative study indian, malay modern course, indian malay modern',\n",
       "  'malay folk dance, malay folk dances, processes malay dances, dance study malay, malay dances, malay dances staging, folk dance study',\n",
       "  'organizational behavior course, staff behavior organization, organizational behavior, related organizational behavior, organizational behavior attitudes, behavior organization provides, behavior attitudes job',\n",
       "  'business application development, develop business applications, application development course, business application, business applications, business applications simple, application development',\n",
       "  'gender malaysian international, formation gender malaysian, gender malaysian, gender relations culture, gender society culture, malaysian international culture, concepts related gender',\n",
       "  'heritages southeast asia, heritage southeast asia, traditional heritage southeast, cultural heritage traditions, traditions southeast asia, heritages traditions southeast, maintaining cultural heritage',\n",
       "  'traditional performing arts, arts southeast asia, development performing arts, primary traditional performing, traditional contemporary performing, performing arts identification, performing arts genres',\n",
       "  'human rights diplomacy, rights international politics, rights diplomacy adopted, rights diplomacy, human rights issues, human rights practices, human rights methods',\n",
       "  'sustainable development course, sustainability developing, related sustainable development, sustainable development, issues sustainable development, areas sustainability developing, sustainability developing nations',\n",
       "  'art culture malay, understanding malay art, malay art, malay art visual, malay society course, culture malay society, art culture',\n",
       "  'modern english poetry, modern english poets, english poetry course, english poetry, english poets, english modernism, introduce poetic literary',\n",
       "  'ancient greek literature, greek literature historical, greek literature, students greek literary, greek literary, greek literary sources, history ancient greek',\n",
       "  'exploring taiwan natural, taiwan natural environmental, course exploring taiwan, nature taiwan lectures, nature taiwan, exploring taiwan, beautiful nature taiwan',\n",
       "  'overview ict taiwan, ict taiwan introduced, ict taiwan international, ict developments, promoted ict developments, ict developments based, ict taiwan',\n",
       "  'biology movies, biology movies grand, movies misrepresent scientific, movie science exciting, science perpetuated movies, entertaining movie science, biological themes discussion',\n",
       "  'trends plant science, plant science course, plant sciences specially, plant science future, plant sciences, institute plant sciences, plant science',\n",
       "  'nanobiotechnology taiwan food, fermented foods taiwan, food biotechnology, taiwan agricultural food, taiwan agriculture food, nanobiotechnology taiwan, characteristics nanobiotechnology taiwan',\n",
       "  'python programming, python programming language, computer programming python, programming python, level python programming, programming python course, course basic python',\n",
       "  'philosophy space time, time space, space time, space time travel, nature time space, space time course, time space does',\n",
       "  'issues related insectivory, edible insects, accept edible insects, edible insects promote, related insectivory students, eating insects, edible insects english',\n",
       "  'sciences antiquity study, texts sciences antiquity, sciences antiquity alterumswissenschaften, introduction sciences antiquity, greek introduction sciences, antiquity study, antiquity alterumswissenschaften',\n",
       "  'endemic species taiwan, species taiwan, exploring taiwan natural, taiwan natural environment, species taiwan 10, ecosystem culture taiwan, nature taiwan',\n",
       "  'global competence internationalization, competence internationalization home, competence internationalization, global competence, internationalization home course, international issues, new international issues',\n",
       "  'general biology, biology general biology, biology general, general biology required, general biology general, biology, biology entire',\n",
       "  'natural history museum, museum allows biologists, natural history museums, archiving nature introduction, visit natural history, museums exhibition natural, museums national taiwan',\n",
       "  'concepts nutrition introduction, nutrition introduction, introduction nutrition food, introduction nutrition, basic concepts nutrition, concepts nutrition, nutrition food',\n",
       "  'practice global health, global health, global health topics, expertise global health, essentials global health, global health including, health sciences global',\n",
       "  'ii epistemology religion, western philosophy religion, epistemology religion, religion philosophy, philosophy religion, philosophers discussions religion, religion arguments existence',\n",
       "  'exploring taiwan biomedical, taiwan biomedical development, taiwan biomedical, taiwan achievements covid, taiwan liver disease, science technology taiwan, introduce taiwan achievements',\n",
       "  'international companions learning, schools international student, learning connects international, schools international, international local students, international students local, international students',\n",
       "  'japanese literature modern, japanese literature consider, japanese literature, modern japanesewriters, context japanese literature, modern japanesewriters focusing, range modern japanesewriters',\n",
       "  'multicultural issues japan, study culture, course study culture, culture education studying, multicultural issues education, culture education, approaches understanding cultures',\n",
       "  'iisma special research, research course mandatory, special research learn, iisma, research course, iisma special, technique research course',\n",
       "  'cultural understanding course, cross cultural understanding, introduction cross cultural, cultural understanding, concepts cultural studies, practice cross cultural, cultural studies',\n",
       "  'intercultural communication course, introduction intercultural communication, intercultural communication offer, intercultural communication, practice intercultural communication, introduction intercultural, intercultural learning',\n",
       "  'international understanding class, means cosmopolitan education, introduction international understanding, understanding means cosmopolitan, international understanding means, class international understanding, understanding class international',\n",
       "  'media modern japanese, media communications japan, mass media studied, history mass media, communications japan lecture, media studied newspapers, communications japan',\n",
       "  'multivariate statistical science, multivariate data analysis, principles multivariate data, multivariate statistical, multivariate data, learning principles multivariate, principles multivariate',\n",
       "  'contributions japanese primatologists, primatology japan, primatology japan course, japanese primatologists, japanese primatologists collaborators, primates socio ecological, distribution primates socio',\n",
       "  'society focus biology, modified organisms bioethics, bioethics discuss topics, topics genetic, bioethics discuss, bioethics, organisms bioethics discuss',\n",
       "  'sociology migration, sociology migration course, migration studied, study migration, migration studied different, introduction migration studied, migration course students',\n",
       "  'concepts cost accounting, engineering economics, engineering economics cost, analysis characteristics investment, basic concepts cost, financial calculation investment, economics cost calculation',\n",
       "  'history low countries, crossroads european history, european history, identities unifying europe, low countries crossroads, low countries different, countries crossroads european',\n",
       "  'international relations european, relations european integration, european dis integration, european integration, europe integration, european integration world, understanding european integration',\n",
       "  'institutions policy eu, eu institutions, governance eu institutions, policy eu introduction, eu institutions bodies, governance eu, framework european integration',\n",
       "  'art europe history, psychology art history, europe history emotions, art history, art history relating, languages used paintings, history emotions',\n",
       "  'eastern thought perspective, west perspectives philosophy, aspects western thought, east west perspectives, contrast eastern thought, far eastern thought, eastern thought',\n",
       "  'philosophy technology aim, philosophy technology, technology, philosophy technology continental, technology aim course, domain philosophy technology, technology aim',\n",
       "  'historical introduction philosophy, history western philosophy, introduction philosophy, western philosophy, important philosophers, philosophy manifests, important philosophers reflecting',\n",
       "  'theological studies catholic, theological studies, introduction study theology, studies theology, academic studies theology, theology religious studies, study theology',\n",
       "  'american studies american, american studies, studies american studies, american studies focuses, students analyze american, studies american, america students analyze',\n",
       "  'college anthropology program, college anthropology, community college anthropology, anthropology program ll, choose anthropology, choose anthropology archaeology, anthropology program',\n",
       "  'development philanthropy, development philanthropy fields, development philanthropy nonprofit, context development philanthropy, dimensions development philanthropy, philanthropy nonprofit organizations, philanthropy',\n",
       "  'communication leadership course, principles leadership communication, communication leadership, leadership course, leadership communication ethics, leadership communication, communication ethics introductory',\n",
       "  'economics economic theory, economic theory, economics, economics economic, economic theory behavior, economic, roles relative prices',\n",
       "  'english second language, increasing writing fluency, skills increasing writing, improving writing skills, improving writing, writing skills, focus improving writing',\n",
       "  'health care sociological, economics health, economics health health, topics health society, look economics health, health society, health care policy',\n",
       "  'liberal arts, liberal arts analysis, application liberal arts, topics philosophy, philosophy real life, analysis topics philosophy, topics philosophy real',\n",
       "  'psychology field, psychology psychology field, psychology field examines, psychology psychology, psychology, mind behavior psychological, psychological theories',\n",
       "  'ethics examine philosophical, ethical theories, philosophy survey ethical, epistemology metaphysics ethics, philosophical issues pertaining, ethical theories ancient, survey ethical theories',\n",
       "  'sociology critical examination, sociological examination, sociology critical, sociological, sociology, work gender racial, include sociological examination',\n",
       "  'present understanding solar, exploring cosmos course, exploring cosmos, understanding solar sun, understanding solar, solar sun source, energy life earth',\n",
       "  'introduction earth science, earth science, principles earth science, earth science focusing, earth science 1a, earth science conveyed, science focusing geological',\n",
       "  'science fundamentals course, science fundamentals, general scientific skills, scientific skills relating, fundamentals course aims, scientific skills, acquisition general scientific',\n",
       "  'geography issues development, geography living, geography aspects, human geography, geography living changing, physical geography aspects, human geography issues',\n",
       "  'digital age course, media information studies, information digital media, digital media information, information technology arts, digital content information, digital content',\n",
       "  'introduction individual differences, developmental psychology course, individual differences developmental, differences developmental psychology, advanced introduction individual, developmental psychology, developmental psychology giving',\n",
       "  'ict introduction computational, computing science, computing science ict, study computing, thinking computational, computational thinking computational, study computing science',\n",
       "  'archaeology 2a, archaeology 2a 20, archaeology, prehistory history, changes human prehistory, neolithic medieval, neolithic',\n",
       "  'frontiers crossing borders, crossing borders geographical, comparative literature 2a, comparative literature, crossing borders, frontiers crossing, literature 2a frontiers',\n",
       "  'scottish studies introduction, introduction scottish culture, scottish culture, background scottish studies, scottish studies, history scottish literature, scottish culture course',\n",
       "  'scottish literature1a, scottish literature1a fantastic, scottish literary history, scottish literary, years scottish literary, imagined associated scotland, literature1a fantastic real',\n",
       "  'youth policy welfare, youth policy, current youth policy, youth policy debates, youth issues, topical youth issues, youth issues including',\n",
       "  'german language international, international mobility introductory, german language, language international mobility, language international, course german students, introductory course german',\n",
       "  'biological cognitive psychology, introduction biological cognitive, cognitive psychology course, students biological psychology, biological psychology, cognitive psychology, psychology course introduce',\n",
       "  'thinking philosophically, philosophy 1a, philosophy 1a think, practice thinking philosophically, philosophy, think course introduce, students practice thinking',\n",
       "  'spanish language international, spanish language, language international, language international mobility, international mobility course, languages introduces fundamental, languages introduces',\n",
       "  'introduction creative industries, creative industries, creative industries provides, creative industries course, frameworks examines creative, examines creative products, creative products projects',\n",
       "  'constructing educational mindset, educational mindset, point education, educational mindset meet, point education constructing, education constructing educational, education constructing',\n",
       "  'linguistics 1a, english language linguistics, linguistics, language linguistics, linguistics study, language linguistics 1a, language linguistics study',\n",
       "  'principles management course, principles management, management course, management undergraduate level, principle management undergraduate, managerial disciplines finance, underpinning managerial',\n",
       "  'environmental sociology course, environmental sociology, environment relations especially, human environment relations, sociology course explores, environment relations, sociology course',\n",
       "  'design projects teaching, creative design course, design projects, creative design, team design projects, teams innovate engineering, design course',\n",
       "  'pattern recognition course, learning pattern recognition, pattern recognition, machine learning pattern, support vector machine, machine learning models, machine learning',\n",
       "  'data learning intelligence, data learning, learning intelligence, learning intelligence goal, intelligence goal course, machine learning intuitions, machine learning',\n",
       "  'neuroscience emotion course, behavioral neuroscience emotion, neuroscience emotion, behavioral neuroscience, field behavioral neuroscience, behavioral neuroscience read, emotion course students',\n",
       "  'social network analysis, introduction social network, concepts social network, social network investigation, analyze larger social, social network, network analysis',\n",
       "  'cereal science course, cereal science, utilization cereal grains, cereal grains used, science course studies, utilization cereal, cereal grains',\n",
       "  'corporate finance, corporate financial decisions, corporate financial, finance aim course, right corporate financial, corporate finance aim, finance',\n",
       "  'customer centered innovations, design thinking lean, innovations design thinking, innovation design, ideas design thinking, business ideas design, research customer creation',\n",
       "  'economic history studies, history economic history, economic history, topics economic history, economic history economic, history economic, question economic history',\n",
       "  'russian sustainable development, green economy russia, economics environmental, ecological economic, ideas russian sustainable, economics environmental management, social ecological economic',\n",
       "  'financial markets investment, financial markets, markets financial markets, financial markets financial, national financial markets, financial markets participants, financial markets gives',\n",
       "  'labor economics theory, labor economics, labour economics, grounding labor economics, labour economics purpose, analyze labor market, labor market',\n",
       "  'management course management, management course, course management comprises, management comprises main, management comprises, organizational processes course, course management',\n",
       "  'marketing principles decisions, decisions course marketing, marketing principles techniques, marketing principles, course marketing principles, marketing decisions, marketers marketing decisions',\n",
       "  'russia wto, russia wto aim, russia wto process, commitments russia wto, russian membership wto, trade policy russia, wto help knowledge',\n",
       "  'technical analysis course, markets forex course, technical analysis, forex course, forex course learn, money forex course, forex course mission',\n",
       "  'economic zones offshore, zones offshore territories, free economic zones, economic zones, offshore territories, offshore territories course, offshore business allows',\n",
       "  'learning international trade, theories trade policies, trade policies, world trade theories, international trade globalized, international trade, international economics learning',\n",
       "  'financial reporting standards, financial reporting, international financial reporting, reporting standards, standards learning ifrss, presentation financial statements, ifrss framework',\n",
       "  'international tax planning, tax planning course, offshore business, tax planning business, international tax, tax planning, offshore business allows',\n",
       "  'data science economists, economic model econometric, science economists course, econometrics, science applied economics, applied economics course, excel econometrics',\n",
       "  'introductory microeconomics, microeconomics course, contemporary microeconomics course, introductory microeconomics objective, microeconomics, microeconomics objective course, concepts contemporary microeconomics',\n",
       "  'islamic finance main, islamic finance, islamic banking finance, principles islamic banking, islamic banking, principles islamic, finance main objective',\n",
       "  'resource environmental economics, resource economics course, capital resource economics, resource economics, valuation natural resources, natural capital resource, environmental economics',\n",
       "  'networking experience economy, networks relationships experience, relationships experience economy, business networking experience, experience economy, networks relationships, experience economy aim',\n",
       "  'organizational behaviour, organizational behavior, organizational behavior theory, organizational behaviour model, organizational behavior provide, classic organizational behavior, basis organizational behavior',\n",
       "  'sustainable world, experts recommending sustainability, sustainability issues, policy makers sustainability, sustainable global focus, sustainable world possible, sustainable global',\n",
       "  'child development considered, child development study, child development, development course child, course child development, development study, atypical development course',\n",
       "  'contemporary educational psychology, research educational psychology, educational psychology research, educational psychology, topics educational psychology, educational psychology study, educational psychology supports',\n",
       "  'tesol intercultural communicative, practice tesol intercultural, languages tesol education, tesol intercultural, speakers languages tesol, teaching english speakers, intercultural communicative language',\n",
       "  'digital communication practice, digital storytelling, digital platforms developing, communication practice, digital platforms, platform studies students, digital communication critical',\n",
       "  'media culture examines, media culture, critical perspectives media, media vehicles cultural, examines popular media, media, popular media',\n",
       "  'zealand social policy, contemporary social policy, policy social justice, social policy issues, new zealand social, social policy, social policy social',\n",
       "  'innovation pacific peoples, sustainability pacific peoples, pacific innovation sustainability, innovation sustainability pacific, sustainability pacific, pacific peoples create, sustainability examines innovation',\n",
       "  'māori pedagogy pedagogy, māori pedagogy, pedagogy, pedagogy pedagogy, gender māori pedagogy, pedagogy skills, pedagogy skills methods',\n",
       "  'sociology health illness, illness social construction, overview sociology health, sociology health, illness healthcare social, disease social construction, illness social',\n",
       "  'tesol education context, tesol education, tesol developing knowledge, tesol different contexts, interdisciplinary approach tesol, second language learning, tesol concepts',\n",
       "  'digital communication ethics, communication ethics, digital journalism, surveillance privacy, digital journalism social, privacy, arising digital journalism',\n",
       "  'eco media, eco media eco, ecology play media, eco media introduces, media eco media, environment ecology, media eco',\n",
       "  'education social justice, social justice education, education social, social justice critical, concern social justice, social justice, education contribute social',\n",
       "  'educational philosophy policy, educational philosophy, education society culture, reforms new zealand, educational reforms, ideologies individualism community, educational reforms new',\n",
       "  'environmental sociology provides, sociology environmental sociology, environmental sociology, environmental sociology environmental, sociology environmental, sociologically environmental, sociologically environmental issues',\n",
       "  'gifted education, gifted education analysis, analysis gifted education, gifted education movement, gifted talented students, education analysis gifted, educational provision gifted',\n",
       "  'wellbeing teachers ākonga, whānau early childhood, hauora holistic wellbeing, diverse ākonga whānau, health new zealand, holistic wellbeing critically, ākonga whānau',\n",
       "  'introducing tesol education, tesol education introduction, tesol educational practice, tesol education, speakers languages tesol, languages tesol, tesol educational',\n",
       "  'contemporary pacific explores, emanating pacific peoples, contemporary pacific life, ways pacific peoples, pacific peoples construct, contemporary pacific, pacific peoples',\n",
       "  'transport mobility accessibility, issues transport mobility, challenges transport mobility, transport mobility everybody, transport daily lives, understanding issues transport, study transport',\n",
       "  'principles international business, concepts international business, international business strategy, international business, practice international business, constraints international business, international business module',\n",
       "  'management context todayâ, managers topical, practicing managers topical, management generally, management practice, managers topical examples, todayâ practicing managers',\n",
       "  'businesses entrepreneurial, starting business, entrepreneurial business model, entrepreneurial business, starting business module, running business, learn businesses',\n",
       "  'science society ethical, science ethics, scientists morally, science society moral, scientists morally compromised, work scientists morally, ethics science answered',\n",
       "  'introduction psychology module, psychology science, introduction psychology, psychology science mind, concepts subject psychology, psychology biology, life introduction psychology',\n",
       "  'psychology media, media representations psychology, contemporary psychology, common misconceptions psychology, misconceptions psychology, psychology media module, areas contemporary psychology',\n",
       "  'history psychology science, history psychology, psychology science mind, psychoanalysts turned psychology, turned psychology study, behaviourists turned psychology, psychology',\n",
       "  'sociological aspects education, diverse contexts, education ways different, contexts influenced socio, different contexts influenced, approaches education globe, socio economic settings',\n",
       "  'natural hazards tsunamis, hazards tsunamis, hazards tsunamis form, tsunamis science, natural disasters learn, included tsunamis science, control natural disasters',\n",
       "  'arts cultural management, cultural management explore, understanding arts cultural, arts culture, cultural management, arts culture tailored, management theory arts',\n",
       "  'understanding digital media, study digital media, digital media emerged, digital media brief, digital media future, analyses digital media, digital media',\n",
       "  'cultural history, history cultural, cultural history introductory, cultural memory postmodernism, history cultural perspective, engage history cultural, informing modernity postmodernity',\n",
       "  'international politics, concepts international politics, international relations, international politics including, international politics introduced, international politics key, particular international politics',\n",
       "  'beginners korean beginners, korean beginners, beginners korean, korean beginners korean, beginners korean 10, introduction korean, introduction korean culture',\n",
       "  'beginners japanese beginners, japanese beginners, japanese beginners japanese, beginners japanese, beginners japanese 10, introduction japanese, introduction japanese culture',\n",
       "  'introduction study asia, asia relating colonialism, contemporary asia topics, study asia relating, asian studies, level asian studies, asia relating',\n",
       "  'aboriginal historical cultural, aboriginal memory culture, aboriginal memory, aboriginal historical, examines aboriginal memory, introduction indigenous heritage, indigenous heritage knowledge',\n",
       "  'disasters threaten lives, disasters threaten, disasters including earthquakes, slowly unfolding disasters, physical disasters including, physical disasters, disasters rapid onset',\n",
       "  'professional academic communications, academic communications, academic communications unit, interpersonal skills australian, communication interpersonal skills, skills australian academic, australian academic professional',\n",
       "  'study international relations, understanding global politics, international politics, international relations students, international relations, international political, global politics',\n",
       "  'popular music studies, popular music global, popular music genres, popular music, understanding popular music, music global perspective, musicology known popular',\n",
       "  'determinants women health, issues women health, women health lifespan, women health, lifespan determinants health, health lifespan determinants, explores determinants women',\n",
       "  'biology ecology, introduction organismal biology, plant animal biology, based biology ecology, comprehensive introduction organismal, plants fungi marine, animals plants fungi',\n",
       "  'drugs historical significance, drugs historical, individual drugs historical, drugs changed world, drugs shaped human, drug discovery, etutorials examine drug',\n",
       "  'environmental history, environmental history workshops, field environmental history, societies responded environmental, environmental change, environment different societies, environmental history factors',\n",
       "  'global literatures literature, globalisation having literature, literature transcultural context, literature transcultural, global literatures, reading literature transcultural, world appears literature',\n",
       "  'study human rights, world human rights, human rights, human rights controversies, human rights debates, human rights justifying, human rights topics',\n",
       "  'approaches understanding crime, understanding crime, understanding criminal behaviour, criminal behaviour social, understanding crime used, practical understanding criminal, understanding criminal',\n",
       "  'public health globalisation, globalisation global health, health globalisation, health globalisation global, global health context, global health agenda, global health',\n",
       "  'active leadership developing, active leadership, students practise leadership, leadership teams students, effective leadership experiential, students explore leadership, leadership experiential',\n",
       "  'applied understanding earth, understanding earth, discovering earth objective, geological concepts processes, discovering earth, geological concepts, fundamental geological concepts',\n",
       "  'financial literacy personal, financial literacy, managing personal finance, literacy personal financial, importance financial literacy, financial decision making, financial decisions students',\n",
       "  'consumer behaviour course, sociology psychology consumer, consumer behaviour, psychology consumer culture, understanding consumer, students understanding consumer, consumer culture studies',\n",
       "  'linguistics particular course, language linguistics particular, fundamentals language sounds, linguistics particular, fundamentals language, language linguistics, words course explores',\n",
       "  'early modern world, modern world 1500, modern period 1500, world 1500 1800, topics early modern, early modern period, cultural history',\n",
       "  'topics british politics, developments british politics, specialised british politics, british politics historical, british politics, british politics focusing, british politics students',\n",
       "  'energy systems policy, energy policy, decisions energy security, energy systems, supply energy, demand supply energy, energy security',\n",
       "  'business law course, accountancy course introduces, professional accountancy course, business law, accountancy course, practices professional accountancy, accountancy',\n",
       "  'concepts history art, individual artworks studied, artworks studied, history art, artworks studied reproduction, artworks, artistic schools iconography',\n",
       "  'mass media politics, political communication media, media influence political, media politics, media politics public, media citizens political, media politics process',\n",
       "  'project management business, engineering business strategy, project management, projects derived business, projects develops role, strategy delivery course, project manager planning',\n",
       "  'geological natural hazards, hazards earthquakes volcanic, natural hazards earthquakes, hazards earthquakes, hazards tsunamis, landslide hazards tsunamis, disasters methods hazard',\n",
       "  'introductory sociology soc, introductory sociology, sociology soc provides, sociology soc, learn sociologists, learn sociologists research, sociologists research',\n",
       "  'ethnicity culture soc, racial ethnic cultural, discussions racial ethnic, race ethnicity culture, ethnicity culture, ethnicity culture perspectives, ethnic cultural',\n",
       "  'introduction history art, art prehistory present, art prehistory, history art, selected artistic traditions, discussing art, european art',\n",
       "  'ancestry anthropology, ancestry anthropology ancestry, integrate anthropology genetics, anthropology genetics exploration, anthropology ancestry anthropology, anthropology ancestry, anthropology genetics',\n",
       "  'universe astro introductory, galaxies universe astro, stars galaxies universe, cosmology, astronomy, stars galaxies, introduction areas astronomy',\n",
       "  'environmental science living, environmental scientists calling, environmental crisis doing, today environmental crisis, environmental crisis, environmental science, environmental scientists',\n",
       "  'introduction spreadsheets databases, introduction spreadsheets, programming spreadsheets data, spreadsheets data bases, programming spreadsheets, spreadsheets databases, use programming spreadsheets',\n",
       "  'focuses number theory, general view mathematics, number mathematical topics, number theory theme, mathematicians euler gauss, mathematicians euler, mathematical topics historical',\n",
       "  'conversant classical mythology, classical mythology, classical mythology studying, classical mythology literature, myths ancient greece, mythology studying stories, introduces myths ancient',\n",
       "  'gender diversity media, diversity issues media, diversity media, media literacy pluralistic, diversity media students, diversity media course, class diversity media',\n",
       "  'introduction film studies, film studies, issues film studies, film studies including, film studies analysis, film traditions, film form narrative',\n",
       "  'principles microeconomics, principles microeconomics analysis, microeconomics, microeconomics analysis, microeconomics analysis allocation, economic systems, comparative economic systems',\n",
       "  'principles macroeconomics, principles macroeconomics analysis, macroeconomics, macroeconomics analysis economy, macroeconomics analysis, analysis economy determinants, analysis economy',\n",
       "  'introduction entrepreneurship students, introduction entrepreneurship, entrepreneurship students, entrepreneurship students majors, modern entrepreneurship, entrepreneurial mindset developed, entrepreneurship',\n",
       "  'principles forensic science, forensic science basic, basic principles forensic, introduction forensic science, forensic science guidance, principles forensic, introduction forensic',\n",
       "  'introduction food preservation, food preservation introduction, fresh food preservation, food preservation, food preservation including, introduction food, preservation introduction',\n",
       "  'nutrition science historical, concepts nutrition science, discovery concepts nutrition, concepts nutrition, nutrition concepts, historical development nutrition, nutrition science',\n",
       "  'cognitive neuroscience biological, mind neuroscientific foundations, foundations mind neuroscientific, cognitive neuroscience, neuroscience biological foundations, neuroscientific foundations higher, neuroscientific foundations',\n",
       "  'approaches neuroeconomics neuroscience, approaches neuroeconomics, neuroeconomics, neuroeconomics neuroscience, neuroeconomics reinforcement learning, neuroeconomics neuroscience decision, empirical approaches neuroeconomics',\n",
       "  'sociology adolescence, sociology adolescence chronological, adolescents emergence, youth cultures generational, children adolescents emergence, emergence youth cultures, adolescents emergence youth',\n",
       "  'culture sociological approaches, sociology culture sociological, culture sociological, sociology culture, sociological approaches study, culture mass media, sociological approaches',\n",
       "  'design coffee, sensory qualities coffee, design coffee class, process chemicals coffee, chemicals coffee, chemicals coffee beans, brewing coffee',\n",
       "  'introduction comparative politics, comparative politics introduction, comparative politics, concepts political analysis, political analysis application, political analysis, politics introduction basic',\n",
       "  'basic concepts psychology, general psychology principles, concepts psychology, general psychology, psychology principles, psychology principles basic, concepts psychology empirical',\n",
       "  'fundamentals organization management, organization management, organization management role, management role organizational, fundamentals organization, role organizational, organizational design',\n",
       "  'history mass media, media individuals society, mass communication history, introduction mass communication, media media research, mass media, economics media',\n",
       "  'theater techniques, theater techniques development, use theater techniques, collaboration use theater, use theater, presentation communication, theater',\n",
       "  'analysis sensory food, sensory food science, sensory food, food science experimental, food science methods, food science, taste panels consumer',\n",
       "  'using information technology, information systems management, management information technology, information technology develop, information systems, information technology, managing using information',\n",
       "  'supply chain planning, supply chain design, chain planning management, supply chain, relationships supply chain, planning management develops, planning management',\n",
       "  'entrepreneurial management, successful entrepreneurial management, entrepreneurial management covers, entrepreneurial management choosing, elements successful entrepreneurial, business plan entrepreneur, plan entrepreneur',\n",
       "  'project management concepts, project management examination, project management, examination project management, project manager, role project manager, project manager develops',\n",
       "  'organizational conflict resolution, negotiations organizational conflict, collaboration negotiation students, negotiation students learn, negotiation students, conflict resolution, negotiations organizational',\n",
       "  'innovation process developing, innovation process, developing new products, product service development, new product service, new products services, process developing new',\n",
       "  'american institutions culture, american institutions, introduce american institutions, institutions culture course, institutions culture, american institutions business, american history',\n",
       "  'business strategy, business strategy policy, strategy policy, strategy policy problems, managerial concept business, business decision making, concept business decision',\n",
       "  'theory international trade, international economics, international economics pure, studies international economic, international economic, international trade comparative, international trade',\n",
       "  'psychology leadership workplace, psychology leadership, leadership workplace class, leadership workplace dynamics, leadership workplace, interplay psychology leadership, workplace dynamics',\n",
       "  'international business management, overseas business investments, international business, doing business abroad, business abroad, business abroad examines, effects overseas business',\n",
       "  'operations management introduction, operations management, management introduction operating, operations, introduction operating, management introduction, introduction operating functions',\n",
       "  'international business law, international business legal, examines international business, business law regulation, business law, legal comparisons international, international legal comparisons',\n",
       "  'climate change summarised, examination climate change, climate change society, climate change course, change climate, climate change particular, climate change impacts',\n",
       "  'cognitive science, computers cognitive science, cognitive science minds, brains computers cognitive, cognition course introductory, computers cognitive, cognitive science multi',\n",
       "  'populations health illness, illness populations health, populations health, health illness populations, population health, health populations, improve population health',\n",
       "  'entrepreneurial opportunity assess, opportunity assessment, opportunity assess, opportunity assess potential, opportunity assessment factors, create potential entrepreneurial, potential entrepreneurial opportunity',\n",
       "  'defining social problems, social problems defined, social problems, social problems issues, issues social problems, labelled social problems, problems issues poverty',\n",
       "  'urbanisation environmental change, environmental impacts urbanisation, urbanisation environmental, urbanisation creating sustainable, cities sustainability, urban political ecology, cities climate change',\n",
       "  'introduction global politics, global politics, states global politics, international relations 20th, international relations, questions global politics, global politics particularly',\n",
       "  'cyber politics politics, cyber politics, politics internet revolution, politics politics internet, politics internet, internet facebook nationalised, internet censored hate',\n",
       "  'poverty gender empowerment, empowerment gender community, gender community development, gender empowerment women, gender empowerment, gender equality empowerment, empowerment gender equality',\n",
       "  'values ethics, values ethics particular, human values ethics, business just society, approach ethics, ethics particular focus, ethics analyses engage',\n",
       "  'international business operations, international business, firm international marketing, international marketing, csr international context, complexity international business, international strategy organisation',\n",
       "  'entrepreneurial foundations mindset, entrepreneurial mindset skills, cultivation entrepreneurial mindset, entrepreneurial foundations, entrepreneurial mindset, develop entrepreneurial mindset, creating entrepreneurial',\n",
       "  'research youth crime, social science research, introduction social research, social research youth, social research, youth crime prevention, ways social researchers',\n",
       "  'information risks threats, risks threats controls, organisational vulnerabilities digital, information risks, responsibility information cyber, risks threats vulnerabilities, information cyber security',\n",
       "  'big data economic, data economic social, data economic, big data, using big data, course big data, big data used',\n",
       "  'introduction marketing course, introduction marketing, marketing course, principles marketing, understanding principles marketing, marketing communication, marketing course designed',\n",
       "  'managing organisations, managing organisations people, management theory organisational, management theory, organisations people course, management, introduction organisations',\n",
       "  'asian influence explained, introduction notions asia, asia changing lives, australian western history, asia immense impact, obscure asian influence, international studies asian',\n",
       "  'sound media course, development sound media, media sound, sound construction media, sound media historical, media media sound, sound media',\n",
       "  'principles underlying psychological, psychology ib, contemporary psychology, psychology, psychology ib course, cultural psychology, psychological research',\n",
       "  'concepts digital humanities, concern digital humanities, digital humanities practice, digital humanities theories, digital humanities, digital humanities lay, humanities theories',\n",
       "  'digital humanities tools, digital humanities, work digital humanities, humanities tools, digital humanities students, humanities tools methods, artefacts collaborative scholarly',\n",
       "  'data digital literacy, digital capabilities literacies, data digital capabilities, digital capabilities organisations, digital literacy, data digital transformation, studies data digital',\n",
       "  'texts digital cinema, theories screen media, digital cinema social, introduction screen media, cinema social media, media cinema, media cinema students',\n",
       "  'analytical thinking political, thinking skills political, skills political science, analytical thinking skills, thinking political science, critical analytical thinking, analytical thinking academia',\n",
       "  'introduction sociology module, sociology module, introduction sociology, sociology module introduces, students subject sociology, subject sociology, society ireland',\n",
       "  'heroes medieval ireland, medieval irish literary, heroic literature celtic, medieval irish texts, aspects medieval irish, mythological aspects medieval, medieval irish',\n",
       "  'model european union, european union examine, examine eu affairs, examination eu affairs, eu affairs, union examine eu, eu examination eu',\n",
       "  'art history method, art history, purpose art history, art history renaissance, history art history, history art, history renaissance',\n",
       "  'modern irish history, modern ireland culture, ireland culture politics, modern ireland, developments modern irish, irish history, ireland culture',\n",
       "  'irish film history, motifs irish cinema, irish cinema, irish film, cinemas irish diaspora, cinematic images ireland, irish cinema cinemas',\n",
       "  'international relations, foreign policy, international relations module, united nations decolonization, ideology foreign policy, origins cold war, cold war',\n",
       "  'psychology everyday lived, introduction psychology everyday, psychology everyday life, everyday life introduce, psychology everyday, everyday lived experience, everyday living everyday',\n",
       "  'deductive arguments, deductive arguments employing, reasoning argument, reasoning examining arguments, reasoning argument module, evaluate deductive arguments, arguments employing',\n",
       "  'social policy analysis, irish social policy, social policy, policy social services, policy social, policy analysis course, social policy social',\n",
       "  'microfinance development iii, microfinance development, microfinance poverty, microfinance programmes examined, microfinance poverty reduction, case studies microfinance, foundations microfinance',\n",
       "  'cognitive psychology new, cognition, cognitive psychology, cognition childhood older, cognition childhood, high level cognition, cognitive enhancement brain',\n",
       "  'film representing city, london film, london films 1920s, london film representing, understanding london history, understanding london, london films',\n",
       "  'historical geographies medicine, geographies medicine imperial, geographies medicine, medicine imperial hygiene, imperial hygiene, medical environmental history, imperial hygiene global',\n",
       "  'modern british history, british history possibilities, introduction modern british, british history, unravelling britain british, unravelling britain, britain british history',\n",
       "  'london walking city, literary performative city, london walking, walk london, walking city, performative city, walk london travel',\n",
       "  'british horror, british horror film, literature british cinema, horror film television, horror ways films, underside british cinema, british cinema',\n",
       "  'consumer psychology, consumer psychology deep, consumer behaviours, consumer behaviour, understanding consumers, understanding consumers critical, study consumer behaviour',\n",
       "  'witchcraft supernatural continue, witches demons magic, magic late medieval, explore beliefs witches, witchcraft supernatural, witchcraft trials, beliefs witches demons',\n",
       "  'architecture exploring buildings, exploring buildings london, buildings london, understanding buildings, architectural history, reading understanding buildings, architecture architectural history',\n",
       "  'management takes place, fundamentals management, management, management takes, management exploring, management relation, management exploring contexts',\n",
       "  'learn uk political, british politics government, contemporary british politics, british politics, politics government students, uk political, british politics module',\n",
       "  'astronomy course, scientific understanding universe, astronomy, astronomy course presents, understanding universe, physical observational fundaments, understanding universe components',\n",
       "  'fintech financial technology, financial technology, financial technology applications, fintech, fintech financial, financial industry, value financial industry',\n",
       "  'innovation entrepreneurship course, research innovation entrepreneurship, research innovation, technology based entrepreneurship, entrepreneurship course, innovation entrepreneurship, entrepreneurship course immerses',\n",
       "  'public international law, international law course, international law, international law argue, sovereignty legitimacy subject, sovereignty legitimacy, sovereignty',\n",
       "  'advertising law course, overview advertising law, advertising law, principles advertising law, advertising law current, advertising law fundamentals, advertising law background',\n",
       "  'international investment law, investment law, investment law policy, international investment, human beings language, law policy course, language',\n",
       "  'environmental criticism ecocriticism, green cultural studies, ecocriticism green cultural, criticism ecocriticism green, environmental criticism, criticism ecocriticism, ecocriticism green',\n",
       "  'topics political theory, political theory course, political theory related, political theory, topics political, aspects political theory, stages political theory',\n",
       "  'microeconomics economics course, microeconomics economics, microeconomics, economics course, economics course knowledge, practice economic theory, economic theory',\n",
       "  'environment economics, environment economy, environment economics natural, impact environment economy, economics natural resources, natural resources study, natural resources',\n",
       "  'astrophysics frontier exhibition, astrophysics frontier, astrophysics topics, specific astrophysics topics, collaborate specific astrophysics, astrophysics, specific astrophysics',\n",
       "  'competition market, imperfect markets, competition market course, imperfect markets course, called imperfect markets, monopoly oligopoly, issues monopoly oligopoly',\n",
       "  'global corporate governance, corporate governance international, corporate governance, surrounding corporate governance, corporate governance basic, corporate governance business, corporate governance choices',\n",
       "  'english spanish contrasts, spanish english contrasts, spanish contrasts, contrasts english spanish, english contrasts, spanish contrasts offers, contrasts english',\n",
       "  'language brain, psycholinguistic processes, topics psycholinguistic processes, psycholinguistic processes underlie, topics psycholinguistic, main topics psycholinguistic, language brain course',\n",
       "  'indigenous writings americas, indigenous writings, texts written indigenous, written indigenous authors, writings americas, indigenous authors, written indigenous',\n",
       "  'language social change, language social, human beings language, language influential, beings language influential, beings language, language influential means',\n",
       "  'survival spanish beginners, survival spanish, spanish beginners, spanish learning relevant, spanish learning, level a1 spanish, spanish beginners a1',\n",
       "  'spanish upper beginners, level a2 spanish, languages cefr course, a2 spanish according, beginners a2 course, a2 spanish, upper beginners a2',\n",
       "  'literary theory ii, contemporary literary theory, literary theory, contemporary literary, trends contemporary literary, literary, theory ii course',\n",
       "  'cell biology, mechanisms individual cells, cellular events, cells impact tissues, translational events cellular, cells impact, cell biology disease',\n",
       "  'language linguistics, language linguistics essay, linguistics, linguistics topics, linguistics essay, language scientifically, various fields linguistics',\n",
       "  'engineering materials fundamental, ferrous engineering materials, engineering material science, engineering materials, ferrous engineering, materials fundamental aspects, principles engineering material',\n",
       "  'ecosystems introduction conservation, applied ecology conservation, topics introduction ecological, ecology conservation principles, ecology conservation, introduction ecological concepts, course introduction ecological',\n",
       "  'python application mathematical, solving python course, python course, familiarity mathematical computing, mathematical computing relate, solving python, mathematical computing',\n",
       "  'astrophysics, astrophysics beginning, introductory astrophysics, introductory astrophysics beginning, astrophysical, observe astrophysical, astrophysics involves',\n",
       "  'biology immune students, molecular biology immune, biology immune, topics antibodies cell, cell biology underlying, infection learning topics, learning topics antibodies',\n",
       "  'architecture cities cultures, architectural urban thinking, currents architectural urban, architecture cities, architectural urban, theories thinking architecture, design buildings cities',\n",
       "  'slavery ancient modern, slavery multiple eras, different forms slavery, practise slavery europe, module explores slavery, explores slavery ancient, slavery europe',\n",
       "  'sustainable solution students, challenges wider sustainable, sustainable solutions, generate sustainable solution, sustainable solutions overall, sustainable solution, sustainability',\n",
       "  'introduction british culture, british culture course, british culture analysis, understanding british culture, british culture, introduction british, culture course',\n",
       "  'concept big history, history big bang, big history explicitly, histories study, big history big, big history, understanding histories',\n",
       "  'principles human geography, human geography, human development geographies, human geography students, geographies, interconnected world, development geographies',\n",
       "  'global business environment, global business, globalisation internationalisation business, global economy development, global economy, global governance, internationalisation business historical',\n",
       "  'international institutions governs, international institutions, international organisations politics, institutions governs globe, regional international organisations, regional international organizations, international organisations',\n",
       "  'literary movements nineteenth, introduction literary studies, literary studies, selected texts literary, texts literary movements, literary movements, introduction literary',\n",
       "  'anthropology study, anthropology students iupui, anthropology study human, anthropology, comparing cultures, anthropology students, students anthropology',\n",
       "  'race culture identity, race cultural identities, race culture, contemporary race issues, race cultural, discuss race, race identity',\n",
       "  'human resource management, managing people, managing people organisations, human resource, examines management social, practice managing people, management',\n",
       "  '20th century history, crises politics protest, contemporary politics, crises politics, events 20th century, century history, interpretations contemporary politics',\n",
       "  'berlin rich museological, berlin museums, exploring berlin museums, berlin museums focus, berlin museums focusing, museums focus memory, number berlin museums',\n",
       "  'german identity colonial, diaspora berlin historically, conceptualizing german identity, afrikanisches viertel berlin, national german identity, german colonialism consider, german colonialism determining',\n",
       "  'anthropology asian collections, asian collections architecture, asia berlin berlin, collectors travelers asia, architecture presented berlin, asia berlin, history anthropology asian',\n",
       "  'berlin urban performance, touristification urban activism, experiencing city cultural, participation touristification urban, ways knowing berlin, urban performance tourism, city participation touristification',\n",
       "  'curatorial research exhibition, making exhibitions berlin, berlin based curators, contemporary curatorial practice, contemporary curatorial, curating making exhibitions, exhibitions exhibits perspectives',\n",
       "  'artists abroad berlin, abroad berlin journalistic, artists come berlin, berlin journalistic exploration, exploration artists abroad, berlin journalistic, artists abroad',\n",
       "  'female german authors, german authors, german authors context, women writers known, literary canon german, prose poetry women, female german',\n",
       "  'international economic law, international litigation, economic law globalization, courts furthermore international, litigation international litigation, decisions international courts, law multinational companies',\n",
       "  'contemporary surveillance culture, surveillance contemporary literature, surveillance totalitarian context, surveillance culture, surveillance power social, contemporary culture surveillance, surveillance totalitarian',\n",
       "  'german politics, german domestic politics, politics difficult german, centre german politics, german political, german politics course, german political highlight',\n",
       "  'german language course, learning basic german, german language subject, basic german, basic german communicating, german language, topics related german',\n",
       "  'malaysian writers writing, malaysian literature wider, malaysian literature, genres malaysian writers, expose malaysian literature, malaysia narration course, malaysian writers',\n",
       "  'international economic theory, international economics, concepts international economy, international trade theory, international economics course, international economic, international economy',\n",
       "  'life crafts course, life crafts, crafts course focuses, crafts course, crafts, activities daily living, daily living',\n",
       "  'oral communication strategies, communication strategies course, oral communication, pronunciation oral proficiency, improve pronunciation oral, pronunciation oral, oral proficiency',\n",
       "  'introduction psychology course, psychology course introduces, principles psychology students, introduces psychology scientific, introduction psychology, psychology scientific discipline, concepts principles psychology',\n",
       "  'study personality personality, study personality, personality discussed psychoanalytic, personality personality discussed, personality course discusses, personality discussed, development individual personality',\n",
       "  'gaining confidence storytelling, confidence storytelling course, confidence storytelling, storytellers communicate, storytellers communicate audience, course uses storytelling, storytelling course',\n",
       "  'entrepreneurship innovation course, fundamentals entrepreneurship innovation, entrepreneurship students main, fundamentals entrepreneurship, entrepreneurship students, entrepreneurship innovation, introduce entrepreneurship students',\n",
       "  'biotechnology society 21st, biotechnology immense developments, biotechnology society, biotechnology, biotechnology immense, era biotechnology immense, biotechnology products',\n",
       "  'introduction intercultural communication, intercultural communication, intercultural communication intercultural, contemporary intercultural communication, communication intercultural communication, intercultural communication issues, communication intercultural',\n",
       "  'environmental law, principles environmental law, environmental law course, environmental law addition, environmental impact assessment, law addition environmental, discussion environmental impact',\n",
       "  'tourism malay culture, tourism malay, tourism development, tourism development including, pelancongan dan produk, relationship tourism malay, malay culture especially',\n",
       "  'academic writing, advanced academic writing, academic writing course, types academic writing, academic writing skills, academic writing suitable, academic writing summary',\n",
       "  'family economics planning, family economics, discusses family economics, family wealth teaching, economics planning course, discusses manage finances, family savings',\n",
       "  'philosophy rukun negara, philosophy national education, education philosophy rukun, philosophy rukun, education philosophy, philosophy basis intercultural, philosophy current issues',\n",
       "  'global families intimacy, intimate relationships global, families intimacy everyday, practise families intimacy, families intimacy broader, families makes intimate, family intimate relationships',\n",
       "  'women film makers, female film makers, feminist film theory, important female film, women film, key female directors, female film',\n",
       "  'project management, introduce project management, project management methods, project management operational, controlling projects, project management tools, management project',\n",
       "  'culture media analyse, culture media, transformations mass media, culture media engage, mass media social, terms culture media, media analyse diverse',\n",
       "  'entrepreneurship discovery practice, entrepreneurship introducing, entrepreneurship discovery, introductory understanding entrepreneurship, entrepreneurial skills, entrepreneurial skills creativity, entrepreneurship introducing experience',\n",
       "  'understand global cinema, global cinema variety, global cinema, american film production, cinema variety, american film, film studies',\n",
       "  'intelligence business analytics, introduction business intelligence, analytics business data, business intelligence analytics, business analytics, basics analytics students, learn basic analytics',\n",
       "  'human computer interaction, computer interaction, designing interactive systems, designing interactive, interactive systems skills, human aspects design, computer interaction module',\n",
       "  'media coding processing, media coding, media coding media, media presentation coding, media content processed, coding media compression, media processing',\n",
       "  'product service innovation, service innovation objective, service innovation processes, service innovation, innovation objective course, product service, innovation processes especially',\n",
       "  'cultural theory essay, culture understanding culture, culture, does culture, understanding culture, does culture define, culture defined',\n",
       "  'sales pitch, sales pitch craft, refining sales pitches, sales pitches, persuasion selling creating, selling entrepreneurs, understanding persuasion selling',\n",
       "  'gender studies identities, gender studies, class women issue, women britain, identities inequalities politics, women issue, women britain paid',\n",
       "  'management work organisation, management organisation, management organisation context, work organisation contemporary, organisation contemporary, management work, management practice',\n",
       "  'introduction sociological issues, applying sociological, applying sociological reasoning, general introduction sociological, introduction sociological, understanding sociology, sociological reasoning',\n",
       "  'health geographies geographers, geographies health understanding, health geographies, contradictory geographies healthcare, geographies health, health geography, applications health geographies',\n",
       "  'environmental law specific, environmental law, principles environmental law, environmental law overarching, issues environmental law, law environmental, environmental law environmental',\n",
       "  'structuring complex problems, structuring methods psms, complex world management, help facilitate structuring, strategic problems identify, structuring complex situations, referred problem structuring',\n",
       "  'subjects international law, law international law, international law topics, international law, international law international, aspects international law, knowledge international law',\n",
       "  'earth topics approached, geosocial spaces, earth topics, physical geographies explore, human physical geographies, earth sciences topics, earth processes thinking',\n",
       "  'principles marketing course, principles marketing, marketing course introduction, marketing philosophy, course introduction marketing, introduction marketing course, marketing philosophy focuses',\n",
       "  'international business course, business globalisation topics, international business globalisation, issues international business, business globalisation, international business, globalisation topics covered',\n",
       "  'business communication course, communication business course, business communication, effective communication business, communication principles achieving, communication course, communication course designed',\n",
       "  'economics culture entrepreneurship, entrepreneurship culture economics, culture entrepreneurship courses, economy entrepreneurship culture, economics entrepreneurship require, economics entrepreneurship, culture entrepreneurship',\n",
       "  'fundamentals acting course, fundamentals acting, fundamentals acting emphasizes, acting course, focuses fundamentals acting, acting skills use, course concentrates acting',\n",
       "  'strategic communication students, introduction strategic communication, fundamentals strategic communication, strategic communication, strategic communication exposed, different strategic communication, introduction strategic',\n",
       "  'sustainable development students, concept sustainable development, sustainable development, sustainability issues challenges, present sustainable development, sustainable development models, sustainability issues',\n",
       "  'developments malaysian politics, issues malaysian politics, malaysian politics historical, malaysian democracy considered, malaysian politics politics, malaysian politics, religion malaysian politics',\n",
       "  'business communication english, communication english course, communication english, language skills, involving language skills, business communication, language soft skills',\n",
       "  'communication presentation skills, effective communication presentation, presentation skills course, presentation skills, presentation skills students, presentation skills facilitate, communication presentation',\n",
       "  'bahasa malaysia course, bahasa malaysia beginner, level bahasa malaysia, bahasa malaysia, beginner level bahasa, malaysia beginner level, malaysia beginner',\n",
       "  'environment human settlement, introduction built environment, origins human settlements, human settlement, human settlements, built environment discussed, human settlement including',\n",
       "  'digital communication course, communication course introduces, communication course, introduction digital communication, media media literacy, digital media role, media literacy skills',\n",
       "  'responsibility international business, ethical issues international, social responsibilities business, business ethics csr, business ethics, basics intercultural management, responsibility international',\n",
       "  'french language course, learn basics french, understanding french, basics french, french language, broader understanding french, language course',\n",
       "  'culture french business, french society business, french business economy, french business culture, french business, analysis french society, focus french society',\n",
       "  'international perspectives marketing, marketing international context, specificities international marketing, principles marketing international, cover international marketing, implementing international marketing, international marketing',\n",
       "  'innovation explains design, innovation creativity development, creativity innovation, creative thinking design, innovation creativity, manage innovation, driven innovation creativity',\n",
       "  'geopolitics course introductory, geopolitics course, geopolitics, international relations, issues international relations, politics economy geography, global politics',\n",
       "  'global strategy strategy, strategy organizational strategy, global strategy, organizational strategy concepts, strategy organizational, organizational strategy, strategy concepts implementation',\n",
       "  'international perspectives marketing, marketing international context, specificities international marketing, principles marketing international, cover international marketing, implementing international marketing, international marketing',\n",
       "  'plants civilization course, plants civilization, examines importance plants, describes importance plants, importance plants, plants human health, course history plant',\n",
       "  'earth sciences course, introductory earth sciences, earth sciences, geological processes earth, course explores geological, introductory earth, geological processes',\n",
       "  'culture introduction film, world cinema, cinema visual culture, world cinema visual, film analysis national, cinema, analysis national cinemas',\n",
       "  'global emerging cities, emerging cities, emerging cities focus, emerging cities course, urban development, urban transition underway, sustainable urban development',\n",
       "  'green entrepreneurship entrepreneurship, green entrepreneurship environmental, contemporary green entrepreneurship, green entrepreneurship, concept green entrepreneurship, green entrepreneurship questions, green entrepreneurship finding',\n",
       "  'physics common devices, physics things, physics common, introduction everyday technology, physics, everyday technology, physics things work',\n",
       "  'introduction microeconomics, introduction microeconomic, introduction microeconomics course, introduction microeconomic analysis, microeconomics, microeconomic analysis, provides introduction microeconomic',\n",
       "  'introductory psychology, introductory psychology general, introductory, psychology general, psychology, psychology behavioural, modern psychology',\n",
       "  'environmental studies course, introduction environmental studies, environmental studies, environmental studies exploration, introduction environmental, field environmental studies, studies course introduces',\n",
       "  'resources sustainability course, sustainability course, environment resources sustainability, sustainability course provides, sustainability course emphasizes, resources sustainability, resource problems sustainable',\n",
       "  'intercultural competence employability, intercultural competence, employability academic skills, employability skills programme, competence employability academic, employability skills, key employability skills',\n",
       "  'introduction media technologies, media technologies module, media technologies, interactive media, comprise interactive media, interactive media experiences, creating media',\n",
       "  'story telling cinema, televisual story telling, cinematic televisual story, telling cinema, telling cinema television, storytelling key principles, story telling examine',\n",
       "  'literature writing modernity, modernity modern literary, modern literary, modern literary culture, writing modernity, approaches literary studies, literary studies',\n",
       "  'business ethics sustainability, ethics sustainability, ethics sustainability introduce, introduction business ethics, business ethics social, ethics social responsibility, business ethics',\n",
       "  'political analysis, political analysis supports, political analysis world, analysis world politics, explanation political analysis, political phenomena, political practices',\n",
       "  'economic history foundations, foundations economic history, economic history, history foundations economic, economic history introductory, economics nations, foundations economic',\n",
       "  'abnormal psychology social, personality abnormal psychology, psychology social personality, psychology social, abnormal psychology, social personality abnormal, social personality',\n",
       "  'brain behaviour, brain behaviour module, brain behaviour goes, neuroscience developmental, study brain, students neuroscience developmental, link brain behaviour',\n",
       "  'marketing philosophy, marketing philosophy principles, understanding marketing philosophy, understanding marketing, marketing planning, marketing essentials, involved understanding marketing',\n",
       "  'countries comparative politics, comparative politics citizens, introduction comparative politics, comparative politics, comparative politics concerns, comparative politics provides, elections presidentialism parliamentarism',\n",
       "  'contemporary global challenges, global challenges theory, global challenges, global challenges combining, challenges theory practice, challenges theory, contemporary global',\n",
       "  'knowledge perception, epistemology note, issues epistemology note, epistemology, knowledge perception introduce, fundamental issues epistemology, perception',\n",
       "  'archaeology study, archaeological investigation note, archaeological investigation, archaeological evidence main, phases study archaeology, study archaeology, use archaeology study',\n",
       "  'classical drama, explores classical drama, classical literary, literature classics, classical literary texts, encounter classical literary, world literature classics',\n",
       "  'consent make power, power consented state, power consent, power consent power, consent power, power limits consent, individuals existing power',\n",
       "  'globalisation neoliberalism gentrification, equitable sustainable futures, neoliberalism gentrification changed, neoliberalism gentrification, gentrification changed society, global processes globalisation, global change',\n",
       "  'ethnic diversity korea, diversity korea survey, diversity korea discussing, diversity developments korea, korea growing diversity, diversity korea, korea discussing cultural',\n",
       "  'asian business marketing, marketing strategies asian, business marketing korean, asian business, marketing korean students, strategies asian firms, markets asian perspective',\n",
       "  'marketing management, marketing management concepts, marketing concepts, modern marketing management, learn contemporary marketing, marketing concepts principles, marketing course undergraduate',\n",
       "  'management global corporations, international business course, managing multinational enterprises, managing multinational, global corporations course, focus managing multinational, international business',\n",
       "  'contemporary korean studies, understanding modern korea, korean studies korea, modern korea, korean studies, korean history, moments korean history',\n",
       "  'consumer behavior understanding, understanding consumers highly, understanding consumers, behavior understanding consumers, consumer behavior, factors consumers marketers, learn factors consumers',\n",
       "  'laminar incompressble flow, incompressible irrotationnal flow, incompressible irrotational flow, consideration irrotational flow, fluid mechanics navier, laminar flow, irrotationnal flow',\n",
       "  'strategic management course, strategic management, strategic management object, techniques strategic management, strategic management allow, management object strategic, frameworks techniques strategic',\n",
       "  'theories media effects, media effect research, media effects premise, media social phenomena, media theories, media theories course, media effects',\n",
       "  'introduction international business, international business course, international business, international business courses, business international business, international marketing management, international business international',\n",
       "  'data science connection, data science course, data science, ai introduction, data science intended, machine learning data, data computational',\n",
       "  'study advertising promotion, introduction study advertising, advertising promotion introduces, strategy advertising promotion, advertising promotion accordance, management successful advertising, advertising promotion course',\n",
       "  'culture korea, cultural genres korean, culture korea korean, korean traditional cultural, transnational popular culture, korean drama, genres korean lineage',\n",
       "  'service operations management, course service operations, modern service operations, service operations, service management, service strategy, operations management',\n",
       "  'technology strategy innovation, strategy innovation industry, innovation strategy, innovation industry evolution, innovation industry, technology strategy, strategy innovation',\n",
       "  'object oriented programming, oriented programming, language programming, oriented programming techniques, language object oriented, programming techniques using, language programming techniques',\n",
       "  'business ethics sustainability, ethics sustainability management, ethics sustainability, sustainability management course, business ethics, sustainability management, sustainability organizations students',\n",
       "  'information technology data, business technology, data strategy course, technology data strategy, harmonize business technology, information technology core, management information technology',\n",
       "  'robot interaction hri, human robot interaction, robot interaction, interaction robots, robots devices, human robot, interaction robots devices',\n",
       "  'understanding global marketing, international marketing, global marketing strategies, international marketing identify, international marketing purpose, business global marketing, global marketing',\n",
       "  'issues food agriculture, issues impacting food, food agriculture current, impacting food agriculture, agriculture current historical, food agriculture, agriculture current',\n",
       "  'introduction financial literacy, financial literacy, financial literacy design, introduction financial, financial goals topics, achieve financial, plan achieve financial',\n",
       "  'couples families development, families development young, development young adult, sexuality gender parenting, families development, diversity relationships families, relationships families',\n",
       "  'social differentiation, social hierarchies, equality interdisciplinary, social hierarchies exploring, equality interdisciplinary exploration, social differentiation equality, hierarchies exploring diverse',\n",
       "  'introduction cultural anthropology, cultural anthropology, cultural anthropology origins, culture patterns kinship, cultural systems, anthropology origins, cultural systems theories',\n",
       "  'focuses understanding china, understanding china, china special topics, understanding china special, course focuses understanding, china special, special topics supplementing',\n",
       "  'topics themes history, themes history 1876, 1876 major topics, history 1876 present, history 1876, history 1876 major, major topics',\n",
       "  'computer aided design, aided design applications, aided design designers, design applications, aided design, designers introduction computer, introduction computer aided',\n",
       "  'family human development, development family human, family lifespan ecological, lifespan human development, development family lifespan, human development family, family lifespan',\n",
       "  'ethnic families america, ethnic minority family, minority family systems, ethnic families, minority family, families america historical, family systems america',\n",
       "  'personal finance, management personal finance, personal finance strategies, finance, finance strategies, resources management personal, management personal',\n",
       "  'youth family ecosystems, development childhood adolescence, adolescence emphasizing family, development childhood, family ecosystems perspective, childhood adolescence emphasizing, childhood adolescence',\n",
       "  'introduction microeconomics, introduction microeconomics economic, microeconomics, microeconomics economic, microeconomics economic institutions, economic institutions reasoning, economic institutions',\n",
       "  'writing inquiry study, writing inquiry, inquiry study practice, inquiry study, writing reading researching, writing reading, writing',\n",
       "  'introduction criminal justice, criminal justice description, criminal justice, involved administration justice, administration justice, administration justice united, introduction criminal',\n",
       "  'navigating culture understand, navigating culture, understand cultural, adapt new cultural, understand cultural differences, cultural settings course, culture understand cultural',\n",
       "  'global change water, global change, global climate change, climate change specifically, global change global, change global change, global climate',\n",
       "  'criminology theory, examine criminology theory, criminology introduction socio, criminology introduction, learn criminological theories, criminology theory public, criminological theories',\n",
       "  'interpersonal relationships family, family personal awareness, awareness interpersonal relationships, interpersonal relationships, personal awareness interpersonal, relationships family, awareness interpersonal',\n",
       "  'matrix algebra computational, computational applications, algebra computational applications, algebra computational, linear algebra developed, core linear algebra, course focuses numerical',\n",
       "  'data science concepts, data science, science concepts students, data science tools, science concepts, modern data science, concepts students',\n",
       "  'popular culture canadian, canadian popular culture, culture canadian popular, century canadian popular, 20th century canadian, culture canadian, evolution canadian popular',\n",
       "  'computer science fundamentals, computer science discipline, computer science, nature computer science, fundamentals nature computer, programming language, fundamentals',\n",
       "  'social networking study, social networking theory, practice social networking, social networking, social networking long, facebook, aspects social networking',\n",
       "  'infamous roman emperors, roman emperors good, emperors men judged, best emperors depravities, emperors good bad, emperors depravities, worst emperors men',\n",
       "  'economics sports, economics sports goal, sports industries, problems sports industries, apply basic economic, economics, competition probability',\n",
       "  'climate change physical, induced climate change, climate change course, human induced climate, future impacts climate, induced climate, climate change global',\n",
       "  'philosophy ai robots, philosophy ai, philosophy mind robot, superintelligence soon, ai robots, superintelligence soon make, machines conscious',\n",
       "  'race struggle freedom, african american history, slavery struggle, america race struggle, history end slavery, race struggle, freedom america race',\n",
       "  'gender migration climate, migration climate change, gender migration, migration climate, future population migration, climate change major, world climate change',\n",
       "  'concepts transcultural studies, critical theories transnational, transcultural studies, global humanities critical, theories transnational cultures, concepts transcultural, transcultural studies course',\n",
       "  'study contemporary performance, performance interdisciplinarity aesthetic, contemporary performance, performing arts, performing arts arts, contemporary performance incorporate, performing',\n",
       "  'roman history help, roman history, field roman history, roman civilization comparison, historical evolution roman, features roman civilization, roman history consistency',\n",
       "  'gender economics main, gender analysis economic, gender economics, gender analysis, economics main, provide gender analysis, economic theory',\n",
       "  'artificial intellingece, ai, artificial intelligence ai, intelligence ai, artificial intellingece family, intellingece family law, artificial intelligence',\n",
       "  'emerging africa framework, emerging africa, africa framework sustainable, africa framework, sustainable development, sustainable development goals, development goals course',\n",
       "  'contemporary history course, contemporary history, issues contemporary history, contemporary history major, history major historiographical, history course, major historiographical',\n",
       "  'aspects anthropological disciplines, master anthropological topics, anthropological disciplines, anthropological disciplines proposes, anthropological fields, anthropology course aims, anthropology course',\n",
       "  'art dublin museums, dublin museums short, dublin museums, dublin museums collections, museums short readings, history irish art, art history',\n",
       "  'perspectives irish art, modern irish art, early irish art, manifestations irish art, irish art setting, irish art, irish art contributed',\n",
       "  'discovering ireland landscape, irish landscape read, unfamiliar irish archaeology, irish landscape, ireland landscape, irish archaeology, ireland landscape module',\n",
       "  'literatures mythologies celts, mythologies celts, history ancient celtic, life medieval celtic, medieval celtic world, celtic civilization introductory, mythologies celts prehistoric',\n",
       "  'vikings celtic world, history norse celtic, viking experience celtic, celtic norse views, irish annals vikings, history norse, norse celtic worlds',\n",
       "  'early irish tales, narratives early irish, irish tales dealing, early irish literature, irish literature 700, tales depict heroic, irish tales',\n",
       "  'gamelan ensemble students, music tradition central, module traditional javanese, instruments make gamelan, music tradition, traditional javanese forms, art music',\n",
       "  'contemporary ireland stage, new irish theatre, irish theatre, irish theatre 1980s, ireland stage, reflected irish stages, irish stages',\n",
       "  'contemporary irish writing, contemporary irish literary, contemporary irish writings, irish literary, irish writings spanning, irish literary works, irish writings',\n",
       "  'film television emergent, film media contemporary, introduction film media, studying screen media, media contemporary era, television emergent, television emergent new',\n",
       "  'discovering ireland geology, geology irish geological, irish geological record, ireland geology, irish geological, outstanding geological dublin, ireland geology irish',\n",
       "  'beginners irish language, introduction irish language, beginners irish, irish beginners irish, knowledge irish language, irish language know, irish language module',\n",
       "  'folklore theoretical approaches, folklore theoretical, folklore introduce, study folklore, study folklore theoretical, contemporary forms folklore, introduction folklore',\n",
       "  'music ireland examined, music ireland medieval, music ireland aims, music ireland, irish musical history, immersion music ireland, music ireland module',\n",
       "  'digital media everyday, media everyday experiences, digital technologies socially, experiences affected digital, technologies socially, media enduring cultural, digital economy racial',\n",
       "  'geographic information systems, introduction geographic information, mapping gis, gis world, information systems gis, gis context, gis world facing',\n",
       "  'introduction earth observation, earth observation course, students earth observation, earth observation eo, earth observation, earth observation data, available earth observation',\n",
       "  'cybersecurity cybercrime, cybercrime cybersecurity, cybercrime cybersecurity encompasses, fields cybersecurity cybercrime, cybersecurity cybercrime cybersecurity, cybersecurity, cybercrime activity',\n",
       "  'innovations sustainable chain, sustainable chain management, sustainable chain, design course redesigns, chain management design, innovations sustainable, chain management',\n",
       "  'aerospace management operations, aerospace management, aerospace industry connects, face aerospace industry, aerospace industry, global aerospace industry, concerning aerospace industry',\n",
       "  'entrepreneurial business model, innovation entrepreneurship module, business model development, students dynamics entrepreneurial, entrepreneurship module, dynamics entrepreneurial business, concept business model',\n",
       "  'philosophy science technology, science technology social, science technology course, influence science technology, philosophy science, science technology, science technology humans',\n",
       "  'idea prototype course, society idea prototype, science society idea, prototype course, idea prototype, design ideas technological, initial concept prototype',\n",
       "  'governance innovation socio, innovation socio technical, socio technical change, innovation socio, innovation processes socio, governance innovation, learn society technology',\n",
       "  'technology business development, new technology business, innovation entrepreneurship course, business development course, technology business, entrepreneurship course, business development',\n",
       "  'smart city concept, sustainable cities course, explores smart city, smart city, smart solutions sustainable, projects city robotics, solutions sustainable cities',\n",
       "  'prototype multi disciplinary, science society prototype, prototype enriched business, prototype society, design solutions prototype, robots products developed, society prototype',\n",
       "  'circular economy transition, transition circular economy, circular economy, circular economy requires, economy transition course, economy transition, transition circular',\n",
       "  'systems digital society, designing systems, study database modelling, conceptual modelling, conceptual models design, database modelling, conceptual modelling core',\n",
       "  'living environmental change, environmental change, address living environmental, living environmental, environmental change arching, tackling climate change, environmental change key',\n",
       "  'introduction programming introduce, introduction programming, programming introduce concepts, programming introduce, programming languages students, programming language, programming language implement',\n",
       "  'linguistic variation english, discuss linguistic variation, linguistic variation, discussing linguistic, examples linguistic variation, discussing linguistic phenomena, linguistic phenomena',\n",
       "  'population societies, global population prospects, population societies module, population geography presented, population prospects, demographic epidemiological, population growth',\n",
       "  'reasoning enable students, analytical creative thinking, students think logically, help students think, critical analytical creative, enable students think, students concepts methods',\n",
       "  'study law, law social justice, foundation law justice, law school law, school law social, law social, law justice module',\n",
       "  'students fundamental evolutionary, fundamental evolutionary, fundamental evolutionary concepts, apply evolutionary concepts, evolutionary concepts broad, evolutionary concepts, apply evolutionary',\n",
       "  'regional urbanisation changing, urban regional development, regional urbanisation, urbanisation process unfolding, regional development cities, cities regions concerned, urbanisation changing',\n",
       "  'global economic integration, global economic business, global economic, economic integration main, economic integration, economic business environment, basis global economic',\n",
       "  'game design, video game designed, practical game design, principles game design, design games, ideas game design, game design topics',\n",
       "  'global history, global history present, approaches history introduce, history ideas, approaches history, history introduce, world studied',\n",
       "  'music relation culture, music culture, music context music, music context, study music culture, music culture levels, music various academic',\n",
       "  'film cultures, cultural contexts films, film cultures module, film exhibition, films exhibited analyse, sites film exhibition, films',\n",
       "  'rights international politics, international human rights, human rights treaty, human rights regime, human rights political, improving human rights, improve human rights',\n",
       "  'business ethics introduce, business ethics, ethical issues managers, managing ethical, analyzing ethical issues, managing ethical dilemmas, ethical dilemmas',\n",
       "  'urbanism chicago, spaces postmodern urban, postmodern urban theory, slums gendering urban, modernity urbanism chicago, theories urban modernity, gendering urban space',\n",
       "  'media communication studies, communications media studies, introduction communications media, communication media historical, mass media communication, study mass media, media studies',\n",
       "  'major ethical theories, ethics moral constraints, approaches moral theory, ethical theories, theory virtue ethics, moral rights theories, concepts ethics',\n",
       "  'identity medieval, history europe, identity medieval early, students history europe, belief identity medieval, history europe late, late antiquity enlightenment',\n",
       "  'information science comp111, computer information science, information science, computer information, information communication technologies, software applications future, science comp111 aims',\n",
       "  'modern international relations, international relations, subject international relations, international relations concerned, war international relations, international relations strictly, international issues contending',\n",
       "  'biochemistry biochemists life, biochemistry biochemists, biochemistry, biochemistry introduction, molecules biochemists, biochemistry enhance understanding, biological molecules biochemists',\n",
       "  'cell molecular biology, molecular biology introduction, molecular biology, molecular biology genetics, fundamentals molecular biology, introduction cell molecular, cell molecular',\n",
       "  'maori studies introduction, understanding māori cultural, māori culture society, māori cultural concepts, māori society, maori studies, practice māori culture',\n",
       "  'population ecology, species population ecology, ecologists complete introduction, ecology, overview ecological principles, natural ecosystems intricately, ecosystems',\n",
       "  'earth ocean science, ocean science, earth ocean, ocean science multidisciplinary, climate atmospheric oceanic, understanding planet earth, biosphere topics',\n",
       "  'marine science introduction, marine science, marine biodiversity ecology, marine biodiversity, constitute marine science, marine environment lectures, marine science paper',\n",
       "  'internal assessments formative, international management, management international management, management international, assessments formative, international management leadership, internal assessments',\n",
       "  'tourism differentiated global, issues world tourism, tourism global industry, studies tourism global, world tourism differentiated, tourism industry social, shaped tourism industry',\n",
       "  'studies globalisation multiculturalism, globalisation multiculturalism tourism, cultural studies globalisation, globalisation multiculturalism, live globalisation fully, zealand international studies, live globalisation',\n",
       "  'emerging businesses course, management emerging businesses, management business, idea generation business, new business energy, business energy industry, emerging businesses',\n",
       "  'international finance course, international finance, international macroeconomic, international economics, monetary macroeconomic international, macroeconomic international economics, macroeconomic international',\n",
       "  'regionalism east asia, regionalism east, region society asia, east asia security, foreign policy regionalism, asia security, region regionalism dynamic',\n",
       "  'environment risk science, disaster risk, disaster risk key, environment risk, focus disaster risk, risk science, environmental risk',\n",
       "  'neuroscience neuromusic elucidating, music neuroscience neuromusic, neuromusic research, neuroscience neuromusic, music neuroscience, neuromusic research integrated, music processed brain',\n",
       "  'haptic experience, science haptic experience, haptic science, haptic science technology, science haptic, haptic technology, haptic experience present',\n",
       "  'drawing design, drawing lessons learning, draw learning perspective, freehand drawing design, perspective drawing standard, hand drawing design, graphics practiced',\n",
       "  'trends international security, conflict studies security, international security conflict, security conflict studies, international security, security studies 21st, knowledge international security',\n",
       "  'multinational management course, multinational management, issues international business, international business, business overseas case, management course discuss, international business referring',\n",
       "  'choice making, choice perspectives, choice behaviors people, choice perspectives freedom, choices freedom course, make choices, choices freedom',\n",
       "  'music world history, music history, history classical music, understanding musical historical, musical historical contexts, related music history, musical historical',\n",
       "  'geography planning, geography planning practice, disaster risk, regional planning elaborate, regional planning, planning urban, disaster risk key',\n",
       "  'local governance, administration local governance, governance institutions local, institutions local government, issues local governance, local governance follows, local government studies',\n",
       "  'asia topics discussion, emerging issues asia, issues asia topics, asia workshop course, content asia workshop, asia topics, topic changes asia',\n",
       "  'second language learning, approaches second language, introduction second language, language l1 students, language learning teaching, second language l2, second language',\n",
       "  'students contemporary indonesia, contemporary indonesia, indonesian society, indonesian society popular, changes indonesian society, culture asia pacific, region culture asia',\n",
       "  'public safety japan, regulations related police, regarding public safety, safety japan professor, safety japan purpose, policy design regarding, policy design',\n",
       "  'international management course, international management, management course, management course contributes, competencies business administration, business administration grade, general competences',\n",
       "  'emerging human rights, human rights new, human rights complexities, human rights, ideas human rights, rights complexities justificatory, rights new issues',\n",
       "  'collective action course, actors political processes, analysis actors political, collective action electoral, political actors collective, political processes understanding, individual collective action',\n",
       "  'analysis theories democracy, political analysis theories, theories democracy concepts, various theories democracy, theories democracy framework, democracy concepts, democracy framework general',\n",
       "  'international marketing course, international marketing, marketing course, marketing course contributes, competencies business administration, competencies business, following competencies business',\n",
       "  'english studies study, english studies, enlightenment english, english attaining level, american literature course, english language literature, study english language',\n",
       "  'english literature competences, literature competences, english studies study, renaissance english literature, disciplines known english, english studies, literature competences good',\n",
       "  'international finance course, international finance, finance course, ability work international, business administration grade, finance course contributes, competencies business administration',\n",
       "  'intercultural pragmatics course, intercultural pragmatics, language communication consultancy, linguistic multicultural intervention, communicative techniques language, language communication, techniques language communication',\n",
       "  'communication technologies competences, technologies competences, information communication technologies, technologies competences good, competences, competences good command, information communication',\n",
       "  'economics general competences, international economics general, international economics, ability work international, general competences, competences theoretical capacity, general competences theoretical',\n",
       "  'multicultural literature course, multicultural literature, literature culture english, english language literature, language literature, language literature culture, literature course',\n",
       "  'techniques general competences, foreign trade techniques, ability work international, general competences, skills undertake studies, competences theoretical capacity, competences',\n",
       "  'introduction international politics, international politics, international politics actors, international studies, field international studies, introduction international, politics actors',\n",
       "  'globalization 15th 18th, globalization economic social, globalization economic, globalization led exploitation, expansion europe particular, interdependence globalization led, globalization led',\n",
       "  'transversal skills, transversal skills acquire, skills needed undertake, basic general skills, skills basic knowledge, learning skills needed, general skills',\n",
       "  'health psychology particular, health psychology specific, health psychology, framework health psychology, psychology specific objectives, psychology particular subjects, clinical psychology',\n",
       "  'intercultural communication, intercultural communication based, culture communication, relations culture communication, differences communication patterns, intercultural, connoisseurs various languages',\n",
       "  'geography population inequality, relation geographical socioeconomic, geographical socioeconomic, geography population, geographical socioeconomic aspects, demography processes, demographic dynamic relation',\n",
       "  'psychology discipline, contributions psychology discipline, psychology science profession, history psychology science, psychology discipline origins, history psychology, psychology science',\n",
       "  'development global challenges, contemporary global challenges, urbanization global political, development global, environment sustainability poverty, global challenges understanding, global challenges explores',\n",
       "  'topics transnational law, law international migration, international law field, transnational law, law international technology, international law, european international law',\n",
       "  'digital innovation minor, digital innovation, managing digital innovation, consequences digital innovation, managing digital, innovation minor programme, innovation minor',\n",
       "  'peace conflict studies, conflict studies minor, conflict studies, peace conflict, political violence war, violence war international, reconciliation peacemaking',\n",
       "  'minor psychology brain, psychology brain essential, basic overview psychology, overview psychology, psychology gain knowledge, academic fields psychology, psychology brain new',\n",
       "  'finance finally risks, risk management financial, institutions quantify risk, human behaviour financial, risk management, behaviour financial markets, behavioural finance',\n",
       "  'ethics emerging technologies, technology law ethics, technology law, technologies transform human, regulation emerging technologies, intelligence biotechnology neurotechnology, biotechnology neurotechnology ict',\n",
       "  'brain areas student, neuroscience student familiar, neuroscience student, neuroscience, field neuroscience student, disciplines field neuroscience, brain mind purpose',\n",
       "  'understanding business models, understanding business, business learn management, evaluate business models, business model, modern business organizations, business models',\n",
       "  'humanities social analytics, minor digital humanities, digital humanities, digital humanities social, humanities social, digital discipline, humanities',\n",
       "  'urbanizing societies europe, european urban cultural, urban cultural history, minor european urban, history minor european, urbanizing societies, cities appear literature',\n",
       "  'gender diversity multidisciplinary, gender diversity learn, diversity multidisciplinary minor, perspective gender diversity, gender diversity, minor gender diversity, multidisciplinary minor gender',\n",
       "  'physiology human anatomy, anatomy physiology human, human anatomy physiology, physiology describes organs, physiology explain body, anatomy physiology, anatomy physiology explain',\n",
       "  'food drug technology, understanding food drug, science food drug, food drug product, drug technology wellbeing, food drug, drug technology',\n",
       "  'smart city development, smart city concept, smart city technology, concept smart city, smart city urban, involved smart city, smart city',\n",
       "  'globalization sustainable development, technology globalization sustainable, globalization sustainable, sustainable development, development dimensions sustainability, sustainable development inter, sustainability relationship',\n",
       "  'social transformation sustainability, socioeconomic transformation sustainability, transformation sustainability particular, transformation sustainability, environmental social transformation, corporate approaches sustainability, corporate sustainability',\n",
       "  'iot embedded systems, embedded systems project, iot embedded topics, iot embedded, embedded systems hw, testing iot embedded, testing iot',\n",
       "  'data analytics course, big data analytics, deep learning algorithms, big data, deep learning, basic machine learning, neural networks course',\n",
       "  'security blockchain, privacy security blockchain, blockchain, computer blockchain, security blockchain design, distributed computer blockchain, privacy security',\n",
       "  'intellectual property data, intellectual property, intellectual property ip, practice intellectual property, data security management, manage intellectual assets, data security',\n",
       "  'stakeholder engagement innovators, stakeholder engagement, engagement innovators learn, engagement innovators, stakeholders students learn, stakeholders students, stakeholder',\n",
       "  'global marketing strategies, principles marketing global, global marketing, marketing strategy, marketing strategy making, ways global marketing, marketing global organizations',\n",
       "  'data global economy, big data managerial, big data global, big data, global data data, data managerial viewpoint, use big data',\n",
       "  'global entrepreneurship, topics global entrepreneurship, global entrepreneurship social, entrepreneurship born global, global entrepreneurship deals, global new ventures, ventures entrepreneurship',\n",
       "  'regional management environment, regional management, countries regions, regions world, regions, management environment provides, management environment',\n",
       "  'global risk, global risk assessment, regional country risk, risk assessment management, country risk, country risk affects, risk assessment',\n",
       "  'supply chain operations, supply chain management, supply chain evaluate, supply chain, integrated supply chain, operations global organization, chain management students',\n",
       "  'principles global management, global business concepts, global management, global business, global corporations today, facing global corporations, global corporations',\n",
       "  'regional trade agreements, regional economic agreements, international trade regional, trade regional economic, regional trade, trade agreements gftareas, trade regional trade',\n",
       "  'global health infectious, diseases global health, studying global health, infectious diseases global, working global health, issue global health, global health',\n",
       "  'concepts medical biotechnology, medical biotechnological research, medicine development vaccines, medical biotechnology discussed, medical biotechnology, medical biotechnology clinical, medicine medical biotechnology',\n",
       "  'epidemiology infectious diseases, infectious disease epidemiology, infectious diseases prevention, infectious diseases outbreaks, control infectious diseases, epidemiology infectious, infection control knowledge',\n",
       "  'ai cns societal, course cover ai, research general ai, impact artificial intelligence, ai particular assessment, intelligence ai, psychology artificial',\n",
       "  'principles global justice, global justice, justice understanding global, world human rights, global distributive justice, global justice duty, global justice human',\n",
       "  'ecophilosophy anthropocene, course ecophilosophy anthropocene, courses ecophilosophy anthropocene, ecophilosophy anthropocene focuses, ecophilosophy anthropocene end, anthropocene critically apply, anthropocene discussion',\n",
       "  'concepts medical biotechnology, medical biotechnological research, medical biotechnology discussed, medical biotechnology, medicine medical biotechnology, medical biotechnology clinical, medical biotechnology fascinating',\n",
       "  'biology history, history biology basic, history biology, doing biology historically, history biology offer, history biology aims, questions history biology',\n",
       "  'societal issues biologists, society biologists, biologist deal societal, issues society biology, role biologist society, society biology perspective, roles biologists society',\n",
       "  'societies global urban, globalisation sustainable development, global urban world, locate globalisation, world planetary urbanism, conceptually locate globalisation, situations global south',\n",
       "  'borders identities europe, borders identities europa, identities bordering europe, national borders identities, territoriality european integration, internal borders european, nationalism european union',\n",
       "  'european union environment, environmental policies eu, europeanisation spatial environmental, european integration governance, environment european union, eu policy making, european governance',\n",
       "  'introduction intercultural communication, issues intercultural communication, intercultural communication today, intercultural communication communication, intercultural communication, intercultural communication life, intercultural communication competence',\n",
       "  'dutch international students, radboud honours academy, ru nl honoursacademy, objectives acquainted dutch, student integration dutch, course social dutch, integration dutch international',\n",
       "  'psychology media content, psychology media, media content assessment, psychology topics discussed, analysis media content, communication science content, psychology research',\n",
       "  'silk road religious, ideas religions east, religions east, religious cultures course, religions east west, religious studies, religion north africa',\n",
       "  'tradition impediment development, cultural conceptions progress, culture development, development economic change, development economic, development policies, development interventions',\n",
       "  'development research, development research provides, international development thesis, used development research, research skills development, international development, skills used development',\n",
       "  'digital media research, examine digital environment, digital research, understand digital environment, environment digital media, digital media confidently, digital environment',\n",
       "  'cultures local lives, global cultures local, global cultures, cultures local, anthropological thinking, social cultural global, anthropology exciting living',\n",
       "  'human factors ergonomics, ergonomic principles designing, human centred design, ergonomic principles, ergonomics anthropometrics senses, factors ergonomics, ergonomics',\n",
       "  'interpreting literary, reading interpreting literary, interpreting literary text, theoretical essays literary, literary theory, critical approaches reading, literary theory including',\n",
       "  'issues global politics, contemporary issues global, global issue development, global politics, global issues, global politics week, crises global politics',\n",
       "  'media politics broadly, politics broadly media, explores media politics, media politics, media questions power, governments media, news politics power',\n",
       "  'human rights issues, introduction human rights, human rights, human rights institutions, nations human rights, human rights module, human rights immigration',\n",
       "  'historical controversy, historical controversy module, historical arguments, history critical, history critical reading, study history critical, shape historical arguments',\n",
       "  'moral emotions discussed, morality groups emotion, moral judgements related, moral emotions, moral judgements, moral psychology, debates moral psychology',\n",
       "  'politics broadly media, media politics broadly, media politics, explores media politics, media questions power, governments media, news politics power',\n",
       "  'understanding global migration, global migration interdisciplinary, human migration world, human migration, migration world, migration interdisciplinary, global migration',\n",
       "  'modern political thought, western political philosophy, political philosophy, political thought 17th, modern political, major political thinkers, political thinkers aims',\n",
       "  'education international development, international education development, international education, education development aid, education development, grounding education international, introduces international education',\n",
       "  'contemporary climate change, future climate impacts, global climate change, global climate, climate change human, future climate, climate impacts',\n",
       "  'helps analyse arguments, analyse arguments generally, analyse arguments, arguments generally, arguments, reason argument, help arguments',\n",
       "  'comparative public policy, differences public policy, public policies differ, analysis public policy, public policies, policy public policies, policies including welfare',\n",
       "  'colonialism module introduction, relating colonial postcolonial, colonial postcolonial experiences, imperialism modernity examine, imperialism modernity, colonialism module, colonial postcolonial',\n",
       "  'perspectives international development, study international development, international development, international development explanation, sussex perspectives international, development studies week, international development ll',\n",
       "  'maastricht science program, maastricht science programme, maastricht science, science programme offers, field maastricht science, sciences want, science programme',\n",
       "  'artificial intelligence students, intelligent computer, artificial intelligence, intelligent software medical, computer science, computer science knowledge, intelligent software',\n",
       "  'data science students, data science student, data science, science students mathematics, applied mathematics knowledge, mathematics applied mathematics, students mathematics applied',\n",
       "  'sustainable development minor, understanding sustainable development, relating sustainable development, sustainable development addressed, sustainable development development, challenges relating sustainable, minor sustainable development',\n",
       "  'european public health, public health covid, public health policy, public health, health covid 19, health covid, public health eph',\n",
       "  'entrepreneurial theory practice, entrepreneurship minor theory, entrepreneurship business, entrepreneurial theory, topics field entrepreneurship, entrepreneurship minor, standpoint explores entrepreneurial',\n",
       "  'maastricht liberal arts, college maastricht, university college maastricht, college maastricht liberal, education ucm students, education ucm, bachelor education ucm',\n",
       "  'cinematic creativity spain, creativity spain authorship, spanish cinematography, cinematic creativity, examples spanish cinematography, creativity spain, spain authorship industry',\n",
       "  'marketing fc barcelona, soccer major cultural, policy fc barcelona, barcelona european football, fc barcelona unique, fc barcelona european, understand football controversial',\n",
       "  'ideas revolutionized, ideas shaped world, philosophical innovations, revolutionized shaped society, philosophical scientific innovative, moral philosophical scientific, innovative ideas revolutionized',\n",
       "  'arab world today, arab world relationship, west arab world, perception west arab, arab world projects, reality arab world, arab world',\n",
       "  'analytics social good, analytics, good analytics, social good analytics, examples applications analytics, analytics organizations, analytics social',\n",
       "  'contemporary art spain, art spain, art spain background, gender contemporary spain, art gender contemporary, contemporary spain, introduction contemporary art',\n",
       "  'circular economy course, concept circular economy, understanding circular economy, circular economy, circular economy principles, circular economy demands, circular economy applied',\n",
       "  'sport global governance, global sports governance, governance sport ii, sport governance, governance autonomy sport, sport governance doubt, governance sport',\n",
       "  'tv contributing education, public television, television worldwide, different public television, public service television, responsability public tv, television channels',\n",
       "  'ethics globalization sustainability, ethics globalization, ethical approaches global, sustainable society ethics, globalization sustainability familiar, globalization sustainability context, sustainability context globalization',\n",
       "  'globalization development poverty, development sustainability politics, development sustainability, globalization human development, globalization development, debate development international, debates globalization development',\n",
       "  'technologies implications legal, technology law, technology law general, innovation law technology, law technology changes, law internet things, law technology',\n",
       "  'collectivity revolution, collectivity revolution building, general collectivity revolution, revolution building global, governance general collectivity, building global community, global society',\n",
       "  'barcelona city history, living city barcelona, city barcelona studying, barcelona studying past, city barcelona, city europe barcelona, barcelona city',\n",
       "  'perspective anthropocene archeology, anthropocene archeology history, anthropocene archeology, perspective anthropocene, specific arguments anthropocene, arguments anthropocene, theoretical perspective anthropocene',\n",
       "  'arts ai, arts ai techniques, techniques arts ai, intelligence creativity arts, interactive systems arts, artificial intelligence creativity, systems arts',\n",
       "  'ways collective intelligence, collective intelligence, collective intelligence crowdsourcing, collective intelligent, examples collective intelligence, philosophy international law, collective intelligent solutions',\n",
       "  'sexuality diversity past, gender sexuality diversity, sexuality diversity, gender sexuality, gender sexuality body, relevance gender sexuality, sexuality body diversity',\n",
       "  'neurosciences engineering humanities, perception aesthetics brains, mind brains machines, brains machines, artificial intelligence brain, brains machines build, brains machines course',\n",
       "  'principles marketing, principles marketing apply, principles marketing successful, marketing theory practice, marketing theory, able principles marketing, marketing strategies',\n",
       "  'managing human resources, hrm competing perspectives, hrm terms, operational aspects hrm, human resources, perspectives hrm, managing human',\n",
       "  'organisational behaviour, organisational behaviour successful, organisational, organisational contingencies examine, work related behaviours, examine culture organisation, organisational structures particular',\n",
       "  'study news production, news production, news production analyse, news production assess, journalism specific, media research study, areas media research',\n",
       "  'exploring digital planet, demonstrate understanding geographical, understanding geographical, geography demonstrate abilities, understanding geographical information, geographical information demonstrate, exploring digital',\n",
       "  'planning undertaking archaeological, undertaking archaeological, undertaking archaeological excavation, aims methods archaeology, archaeological excavation, methods archaeology successful, archaeology successful completion',\n",
       "  'politics power ethics, approaches study politics, frameworks study politics, topics relating political, politics power, study politics, political analysis approaches',\n",
       "  'concepts international relations, contemporary international relations, international relations, understandings international relations, focus international relations, international relations debates, international relations scholarship',\n",
       "  'digital media everyday, concepts digital media, media technologies academic, development digital media, media everyday life, digital media technologies, digital media using',\n",
       "  'power privilege diversity, relating power privilege, privilege diversity, power privilege, power privilege gaining, privilege gaining insight, privilege',\n",
       "  'live sociology, sociological theory, sociological theory relating, live sociology successful, critically evaluate sociological, sociological lens, evaluate sociological theory',\n",
       "  'social research, doing social research, social research successful, research designs, research projects, research projects analyse, research designs methods',\n",
       "  'introduction sensation perception, sensation perception cognition, study sensory cognitive, sensation perception, study sensory, sensory cognitive processing, sensory systems perceiving',\n",
       "  'creative computing discuss, creativity computing explain, creative computing, creativity computing, creativity computing assess, ideas creative computing, computers creativity analyse',\n",
       "  'material culture archaeology, culture archaeology, culture archaeology including, archaeological problem, project archaeological problem, project archaeological, group project archaeological',\n",
       "  'geographies globalization geographical, human geography globalized, key geographical concepts, human geography, globalization geographical, geography globalized, geography globalized world',\n",
       "  'artificial intelligence course, students basic ai, applications ai explains, introduction artificial intelligence, basic ai, basic ai tools, applications ai',\n",
       "  'māori society culture, māori society cultural, development māori society, māori society, māori beliefs concepts, range māori beliefs, māori beliefs',\n",
       "  'pacific heritage survey, pacific heritage, pacific nations, heritage survey course, range pacific nations, heritage survey, pacific nations covering',\n",
       "  'nz media sector, consideration nz media, nz media, media industries aotearoa, media practices, explores media industries, media value chains',\n",
       "  'design ethnography introduces, design ethnography design, design ethnography, ethnography design ethnography, ethnography design, ethnography introduces, ethnography introduces students',\n",
       "  'game design course, game design concepts, fundamental game design, game design students, game design, practical game development, students game design',\n",
       "  'zealand literature english, zealand literature, new zealand literature, encounters literature aotearoa, literature aotearoa new, literature aotearoa, contemporary literary',\n",
       "  'antarctica unfreezing continent, introduction antarctica, introduction antarctica including, broad introduction antarctica, antarctica unfreezing, unfreezing continent, antarctica including history',\n",
       "  'zealand world history, history new zealand, islands peoples aotearoa, formed islands aotearoa, zealand peoples occupy, peoples polynesia later, zealand destination peoples',\n",
       "  'power international relations, power influence international, power world politics, international relations, politics international security, conceptualising power international, influence international security',\n",
       "  'italian literature middle, literary history italian, italian literature, history italian middle, literature middle ages, italian middle ages, history italian',\n",
       "  'art medieval italy, medieval art italy, history medieval art, making art medieval, medieval art, art italy, art medieval',\n",
       "  'artificial intelligence course, computational foundations brain, artificial neural networks, based artificial neural, artificial neural, learning based artificial, neural networks',\n",
       "  'psychology individual differences, approaches study personality, personality individual differences, individual differences students, study personality individual, study personality, individual differences perspective',\n",
       "  'individuals cultures course, psychology learning, psychology learning individuals, learning individuals cultures, cultures course, cultures course aims, learning memory cultural',\n",
       "  'banking law course, european banking law, banking law, european banking, law course, law course aims, banking business',\n",
       "  'history international relations, international relations 20th, international relations, regarding international relations, international relations aims, relations 20th century, history international',\n",
       "  'italian language history, development italian language, italian languages historically, italian language basic, linguistic relations italian, italian language, italian languages',\n",
       "  'animal psychology course, animal psychology, study animal behaviour, disciplines study animal, study animal, animal behaviour ethology, psychology course introduction',\n",
       "  'general psychology course, psychology course, general psychology, psychology course students, psychology, methods psychology developed, psychology developed',\n",
       "  'psychology language course, psychology language, cognitive models language, language course, language processing, models language processing, language course special',\n",
       "  'developmental psychology cultures, theories human development, developmental psychology, psychology cultures course, human development, psychology cultures, main psychological theories',\n",
       "  'cybersecurity principles practices, cybersecurity principles, cybersecurity, computer security, knowledge computer security, security able analyse, security',\n",
       "  'computer science course, foundations computer science, computer science, object oriented programming, principles computer operations, foundations computer, principles computer',\n",
       "  'access web course, web course, web course strong, data access web, data access, focus legal aspects, access web',\n",
       "  'sensory perception course, perception course contains, psychophysical methods, perception course, cognition sensory, principal psychophysical methods, cognition sensory perception',\n",
       "  'fosters intercultural understanding, english intercultural, english intercultural settings, intercultural settings fosters, settings fosters intercultural, intercultural setting, ideas intercultural setting',\n",
       "  'health stress course, psychology health stress, health stress, stress course provides, psychology health, stress course, lifestyle related health',\n",
       "  'history economic thought, economic thought, economic thought relating, history economic, classical political economy, economic theories, economic theories surveyed',\n",
       "  'modern cosmology, modern cosmology origin, introduces modern cosmology, modern cosmology nonscience, cosmology, cosmology origin, cosmology origin structure',\n",
       "  'society computational, society computational reasoning, modern society computational, computation society, computation society introduces, algorithms modern society, computational',\n",
       "  'designing interactions provides, designing interactions, human centered design, design, designing, technology design, interactions provides introduction',\n",
       "  'public health concepts, foundations public health, overview public health, public health course, public health depth, public health, specific public health',\n",
       "  'introduction nutrition, introduction nutrition focuses, nutrition topics, nutrition topics include, chemistry nutrition topics, nutrition focuses basic, nutrition',\n",
       "  'critical thinking, critical thinking develops, critical thinking focusing, aspects critical thinking, skills evaluating arguments, thinking develops students, logic titled introductory',\n",
       "  'ethics information technology, contemporary ethical issues, examines contemporary ethical, information technology examines, ethical issues, cyber crime artificial, contemporary ethical',\n",
       "  'symbolic logic introduces, symbolic logic, students sentential logic, logic introduces students, sentential logic logic, logic introduces, sentential logic',\n",
       "  'introduction contemporary media, contemporary media cultures, contemporary media, media cultures, practices contemporary media, media cultures global, media practices including',\n",
       "  'media popular culture, popular culture examines, mediated culture social, popular culture, media popular, media, culture social',\n",
       "  'introduction american politics, american politics, american politics emphasizes, politics emphasizes interrelations, politics, institutions processes, branches government formal',\n",
       "  'culture gender film, gender film explores, exploring culture gender, gender film, culture gender anthropological, documentary ethnographic media, film explores concepts',\n",
       "  'ancient astronomies world, ancient astronomies, astronomies world documents, cosmology features ancient, astronomy archaeoastronomy ethnoastronomy, astronomy archaeoastronomy, astronomies world',\n",
       "  'american indians film, hollywood indian early, creation hollywood indian, indians film, indians film surveys, image american indians, hollywood indian',\n",
       "  'group communication skills, practice group communication, group development, enhance group effectiveness, group development socialization, group communication, group interaction',\n",
       "  'environmental literature, environmental literature course, literature environments natural, environmental justice readings, natures environmental justice, confrontations issues ecological, natures environmental',\n",
       "  'global geographies societies, global geographies, geographies societies, geographies societies places, geographies, globalization international development, globalization international',\n",
       "  'history jazz surveys, jazz music, jazz music origins, history jazz, form jazz music, art form jazz, form jazz',\n",
       "  'issues american arts, art cultures examines, art cultures, american arts, diversity artistic traditions, artistic traditions global, artistic traditions',\n",
       "  'social environmental problems, address social environmental, environment society examines, social environmental, environment society, describes environmental problems, environmental problems',\n",
       "  'norman ireland examined, examines archaeology ireland, norman ireland questions, archaeology ireland, archaeology ireland high, norman conquest ireland, nature irish settlement',\n",
       "  'prehistoric ireland europe, prehistoric ireland, gatherers settled ireland, stone age neolithic, neolithic, age neolithic, communities inhabited ireland',\n",
       "  'overview irish writing, irish english literary, century irish writing, writer modern irish, survey irish writing, writing irish english, irish writing',\n",
       "  'study developmental psychology, developmental psychology overall, developmental psychology particular, developmental psychology, psychosocial development, study developmental, cognitive psychosocial development',\n",
       "  'biomaterials experimental coursewhere, principles biomaterials experimental, principles biomaterials, biomaterials experimental, various tissue engineering, tissue engineering, fabricate biomaterials',\n",
       "  'molecular structure bio, cells basic structure, cellular biology course, molecular concepts biology, biomolecules living cells, eukaryotic cells discuss, molecular cellular biology',\n",
       "  'introduction health psychology, health psychology, applied health psychology, health psychology key, health psychology course, stress experience health, health illness stress',\n",
       "  'information systems technology, information systems development, information systems business, managing information systems, introduction information systems, information systems understand, technology information systems',\n",
       "  'perceptions 1950s ireland, 1950s ireland, contemporary ireland, shaped contemporary ireland, 1950s ireland lost, ireland lost decade, ireland 1950s',\n",
       "  'health economics course, practice health economics, health economics, health care course, economics course provides, economics course, issues relating health',\n",
       "  'century british literature, british victorian prose, texts nineteenth century, victorian writers, ways victorian writers, victorian prose, representative texts nineteenth',\n",
       "  'europe mesolithic neolithic, prehistoric ireland aspect, neolithic periods 10, early prehistoric ireland, prehistoric ireland, mesolithic neolithic periods, neolithic periods',\n",
       "  'music studies irish, irish popular music, music cultural identities, performances genres irish, genres irish popular, popular music cultural, popular music studies',\n",
       "  'fundamentals marketing theory, marketing principles, fundamentals marketing, marketing theory practiced, marketing concepts, understand fundamentals marketing, marketing theory',\n",
       "  'history prehistory celts, medieval history celts, history celts, history celts discuss, prehistory celts, prehistory celts relationships, celts archaeology',\n",
       "  'statistics data science, statistics data, data science course, introduction probabilistic statistical, probabilistic statistical, data science, topics include probabilistic',\n",
       "  'place irish landscape, irish landscape, understandings landscape heritage, irish landscape module, historicising understandings landscape, landscape heritage, irish culture place',\n",
       "  'introduction positive psychology, positive psychology distinctive, positive psychology overall, positive psychology, emergence positive psychology, positive emotional states, emotional states positive',\n",
       "  'stagnant galway history, galway history, life urban galway, galway people changes, urban galway act, ordinary galway, response ordinary galway',\n",
       "  'irish legal systems, introduction irish legal, irish legal detailed, irish law importantly, irish law, sources irish law, legal systems',\n",
       "  'business culture uc, culture uc business, culture uc, business culture, cultures students, engage cultures students, advice engage cultures',\n",
       "  'intercultural team utilising, intercultural teams, intercultural team, international intercultural teams, working international teams, international intercultural team, lead international intercultural',\n",
       "  'enterprise practice course, enterprise practice, enterprise organisation, organisation course, course leverages innovation, enterprise organisation idea, difference organisation course',\n",
       "  'innovation management, innovation management innovation, innovation theories practice, innovation management course, creation effective innovation, management innovation, practices innovation management',\n",
       "  'hospitality marketing management, hospitality marketing, hospitality tourism management, hospitality tourism, different sectors hospitality, tourism management arwu, marketing aspects students',\n",
       "  'sustainable tourism enterprises, perspectives sustainable tourism, enable sustainable tourism, sustainable tourism, understanding tourism marketing, marketing perspectives sustainable, tourism marketing impacts',\n",
       "  'business systems analysis, analysis business systems, business systems, business systems processes, analysis information systems, business information solutions, analysis business',\n",
       "  'data administration, data management, data management contemporary, data administration data, data management database, data warehousing, data management course',\n",
       "  'web design development, web design, business web, web technologies course, web technologies, wide web technologies, practices web design',\n",
       "  'digital marketing course, digital marketing practices, digital marketing, using digital marketing, examination digital marketing, digital marketing techniques, use digital marketing',\n",
       "  'remote sensing geospatial, sensing data geospatial, introduction remote sensing, sensing geospatial analysis, geospatial analysis course, sensing geospatial, data geospatial analysis',\n",
       "  'environmental psychology, environmental psychology theories, behaviour change project, principles behaviour change, environmentally destructive behaviour, principles psychology presented, psychology presented',\n",
       "  'cyborgs meaning life, cyberspace cyborgs, cyberspace cyborgs meaning, immortality porting cyberspace, mind computer programmed, cyberspace universe, cyberspace cyberspace universe',\n",
       "  'global environmental change, environmental change global, change global environmental, environmental change, environmental changes happening, address global environmental, environmental changes',\n",
       "  'earth science course, problems earth science, geologic approaches available, earth science perspective, fundamental geologic skills, earth science, develop fundamental geologic',\n",
       "  'science maori indigenous, science maori, zealand scientific community, maori indigenous knowledge, maori indigenous studies, new zealand scientific, zealand scientific',\n",
       "  'influence science maori, science maori new, science maori, appreciation role geoscience, role geoscience plays, role geoscience, geoscience',\n",
       "  'local wellbeing, local wellbeing flourishing, places wellbeing, places wellbeing flourishing, variations local wellbeing, support local wellbeing, settler colonial nations',\n",
       "  'assessment freshwater resources, freshwater resources characterisation, freshwater resources, freshwater resources current, water resource characterisation, water resource management, assessment freshwater',\n",
       "  'environmental hazards disasters, hazards disasters course, disasters course provides, understanding environmental hazards, hazards disasters particular, environmental hazards, hazards disasters',\n",
       "  'framework international migration, international migration, international migration processes, trends international migration, international migration course, international migration including, migration refugees idps',\n",
       "  'trade relations european, business europe asia, doing business europe, trade relations, business relations asia, european union asia, eu trade',\n",
       "  'skills international relations, careers international relations, international relations involving, political science international, areas international relations, international studies, international relations politics',\n",
       "  'asymmetrical threats discussed, asymmetrical threats, asymmetric threats sources, asymmetric threats, concept asymmetric threats, asymmetric threat, asymmetric threats course',\n",
       "  'introduction polish language, poland language culture, polish language history, studying poland europe, introduction europe poland, polish history culture, polish language culture',\n",
       "  'polish diplomacy asia, poland policy asia, relations poland asian, diplomacy asia theory, polish diplomacy, ambassadors poland asia, diplomacy asia',\n",
       "  'introduction world politics, international relations, world politics, cold war international, world politics course, war international relations, post cold war',\n",
       "  'history european integration, european integration, european integration process, aspects european integration, european union development, european unity development, european integration course',\n",
       "  'international political economy, international economic, politics economics global, trade policy international, policy international finance, political economy, political economy ipe',\n",
       "  'national security issues, national security, students national security, conflicts cyberterrorism military, cyberterrorism military power, conflicts cyberterrorism, national security main',\n",
       "  'security asia pacific, asia regional integration, bilateral alliances asia, security asia, region international relations, alliances asia pacific, alliances asia',\n",
       "  'introduction european union, eu european integration, european integration, eu development, european integration course, political developments eu, contextualize eu debate',\n",
       "  'introduce concept biopolitics, biopolitics course, concept biopolitics, biopolitics explanatory, essentials biopolitics, concepts biopolitical scholarship, essentials biopolitics course',\n",
       "  'governance electronic government, electronic democracy overview, development electronic democracy, electronic government, electronic democracy, modern governance electronic, governance electronic',\n",
       "  'estonian culture course, encounters estonian culture, oriented estonian culture, estonian culture, estonia cultural, estonian culture language, students oriented estonian',\n",
       "  'middle eastern societies, cultural religious roots, modern middle east, religious roots, religion played societies, societies way religion, way religion functioned',\n",
       "  'ethnopolitical regimes, comparative ethnopolitics, ethnopolitical situations, ethnopolitics course examine, ethnopolitical regimes normative, ethnopolitical situations different, various ethnopolitical regimes',\n",
       "  'illiberal turn europe, illiberal phenomenon eu, ideological trends europe, concepts related illiberalism, illiberalism critically, related illiberalism critically, political developments europe',\n",
       "  'history baltic, history baltic sea, relations baltic sea, developments baltic sea, international relations baltic, statehood baltic sea, baltic sea nations',\n",
       "  'mandarin chinese practical, course contemporary chinese, practice mandarin real, chinese practical level, mandarin second language, practice mandarin, students learn mandarin',\n",
       "  'mandarin chinese practical, chinese practical level, chinese practical, mandarin chinese, mandarin, chinese, practical level',\n",
       "  'intermediate chinese course, chinese practical level, course intermediate chinese, mandarin chinese practical, chinese practical, chinese course, chinese course addition',\n",
       "  ...],\n",
       " ['knowledge introduction interdisciplinarity, introduction interdisciplinarity, interdisciplinarity, introduction interdisciplinarity particular, interdisciplinarity particular, interdisciplinary work, interdisciplinary',\n",
       "  'information, libraries, museums, knowledge, archives, historical, database',\n",
       "  'ai, computing, computers, wearable, visualisation, design, autonomous',\n",
       "  'migration health course, migration health, migration health physical, health, migrant, migrants, migration',\n",
       "  'race gender feminism, intersectionality, feminism, oppressions, race, feminist, racial',\n",
       "  'art interdisciplinarity, approaches art research, art, interdisciplinarity, disciplines, research, making',\n",
       "  'arts public health, public health designing, arts, art, interventions, health, diseases',\n",
       "  'psychology real world, psychology, education, experimental, scientific, laboratory, neuro',\n",
       "  'politics, political, machiavelli, aristotle, rousseau, foucault, plato',\n",
       "  'globalisation, nationalism, governance, politics, anarchy, populist, global',\n",
       "  'cities, city, marginalisation, housing, sanitation, infrastructure, urban',\n",
       "  'art interdisciplinarity, art interdisciplinarity measuring, interdisciplinarity, interdisciplinary, arts, art, anthropology',\n",
       "  'music, musical, science, literature, scientific, sociological, multidisciplinary',\n",
       "  'engineering, energy, sustainable, environmentally, modelling, analytical, economic',\n",
       "  'computation language theory, automata, computation, mathematical, language, fundamentals, logic',\n",
       "  'quantitative, data, visualisation, modelling, science, evidence, society',\n",
       "  'regression, quantitative, methodological, sciences, epidemiology, inference, science',\n",
       "  'student creative writing, writing, prose, poetry, written, critiques, publishing',\n",
       "  'cultural, qualitative, aesthetics, art, qualities, subjective, analysis',\n",
       "  'science religion progress, scientism, religion, christianity, darwin, science, islam',\n",
       "  'markets, growth, firms, wealth, brazil, emerging, venezuela',\n",
       "  'machiavelli political, machiavelli political thought, machiavelli, florentine, polity, discourses, political',\n",
       "  'machine learning course, boosting, overfitting, learning, regression, classification, clustering',\n",
       "  'statistics, data, statistical, visualization, analysis, computational, mathematical',\n",
       "  'industrialization, labor, asia, women, korea, japan, china',\n",
       "  'policy dilemmas nuclear, nuclear policy, nuclear policy issues, nuclear, fissile, war, proliferation',\n",
       "  'american grand strategy, strategy, warfighting, strategically, military, deterrence, power',\n",
       "  'postcolonial decolonial history, decolonial postcolonial thought, postcolonial decolonial, postcolonial thought, postcolonial, decolonial, history',\n",
       "  'bereavement, hospice, palliative, death, deaths, dying, grief',\n",
       "  'cultural psychology emotions, culture, cultural, psychology, psychologies, psychological, subjectivity',\n",
       "  'entrepreneurial ventures students, ventures, entrepreneurial, entrepreneur, businesses, marketing, investing',\n",
       "  'topics behavioral economics, economics behavioral economics, behavioral economics, economics behavioral, economics, behavioral, psychology',\n",
       "  'managing, attitudes, motivations, organizations, intuitions, behavior, understanding',\n",
       "  'international corporate finance, corporate finance, finance, international, corporate',\n",
       "  'experimental economics, experimental economics course, experimental, economics, findings, analyze, literature',\n",
       "  'study political violence, terrorism, violence, insurgency, war, political, society',\n",
       "  'psychoactive, drugs, affect, medications, brain, behavior, understanding',\n",
       "  'film study cinematic, film analysis students, film study, study cinematic, cinematography, film, films',\n",
       "  'environmental injustices chicago, environmental, injustices, injustice, segregation, justice, diverse',\n",
       "  'economic justice, capitalism, economic, economy, marxism, utilitarianism, liberalism',\n",
       "  'venturing entrepreneurship course, entrepreneurship course, entrepreneurship, entrepreneurs, entrepreneurial, business, venture',\n",
       "  'leadership 21st century, leadership, leaders, managing, organisational, delegating, managers',\n",
       "  'introduction computational thinking, computational thinking, thinking computational thinking, computational, algorithms, thinking, analyzing',\n",
       "  'geography, singapore, place, spatial, societies, cultural, society',\n",
       "  'startups social media, startups, marketing, monetization, commerce, social, media',\n",
       "  'venture financing course, venture financing, ventures, financing, entrepreneurship, funding, investment',\n",
       "  'cultural intelligence cq, cultural intelligence, cultural, cultures, intelligence, iq, cq',\n",
       "  'marketing 21st century, marketing, business, businesses, product, promotion, analysis',\n",
       "  'management, managers, managerial, businesses, business, mathematical, software',\n",
       "  'literature course introduction, introduction literature course, literature, introduction, reading, writing, study',\n",
       "  'tsunamis, earthquakes, hazards, landslides, tectonics, desertification, floods',\n",
       "  'world musics culture, music, musics, musical, culture, culturally, cultures',\n",
       "  'global television cultures, television cultures transformed, television, tv, media, televisual, globalization',\n",
       "  'asian american identity, asian american studies, asian, ethnicity, immigration, multicultural, racial',\n",
       "  'data, causality, regression, analysis, economic, causal, studies',\n",
       "  'intro micro economics, micro economics introduction, microeconomics, econ, economics, economic, oligopoly',\n",
       "  'econometric machine learning, econometric, regularization, prediction, bayesian, estimation, classification',\n",
       "  'linguistics, language, psychology, studying, data, study, statistics',\n",
       "  'language cognition culture, language cognition, language relates cognitive, linguistics, linguistic, language, cognition',\n",
       "  'ideas mathematics topics, mathematics, topics, prerequisite, geometry, calculus, philosophy',\n",
       "  'education, poverty, charities, schools, social, awareness, students',\n",
       "  'venture capital management, equity, investor, investment, entrepreneur, management, entrepreneurial',\n",
       "  'ethics, bioethics, ethical, euthanasia, abortion, topics, crime',\n",
       "  'political, society, freedom, institutions, responsibilty, rights, obligations',\n",
       "  'experimental psychology course, intro experimental psychology, psychology, neuropsychology, experimental, cognition, introduction',\n",
       "  'sociology, societies, social, introduction, cultures, interaction, analyze',\n",
       "  'democracy, democratizing, computers, machines, computing, surveillance, political',\n",
       "  'novellas, narrative, fables, autobiographies, stories, cultures, cultural',\n",
       "  'judgement decisions thinking, decisions thinking judgment, judgment, judgement, biases, decisions, fallacies',\n",
       "  'analytics, data, analyzing, analysis, tableau, industry, business',\n",
       "  'international economics recent, international economics, topics international economics, macroeconomics, microeconomics, economics, economic',\n",
       "  'world cinema, world cinema specific, watch world cinema, cinema, films, film, filmmaking',\n",
       "  'colonialism, decolonize, education, colonial, history, schooling, slavery',\n",
       "  'history american film, films, film, history, cultural, casablanca, culture',\n",
       "  'law introductory class, law, courtroom, constitution, literature, culture, legal',\n",
       "  'energy, renewable, seminar, yale, environment, climate, facilities',\n",
       "  'climate, insolation, weathering, greenhouse, carbon, science, earth',\n",
       "  'international human rights, institutions, politics, law, rights, victims, organizations',\n",
       "  'american politics introduction, introduction american politics, politics, political, government, constitution, introduction',\n",
       "  'global health ethnography, anthropological ethnographies health, ethnography, ethnographies, anthropological, africa, humanitarianism',\n",
       "  'investigative journalism, journalism, journalistic, investigative, muckraking, storytelling, research',\n",
       "  'mistrust, trust, trusting, democracy, mistrustful, populism, institutions',\n",
       "  'medicine, humanities, medical, philosophy, epistemology, wittgenstein, romanticism',\n",
       "  'multiracial identities experiences, multiracial, ethnic, racial, race, identities, identity',\n",
       "  'historiography, histories, movements, movement, civil, documentary, power',\n",
       "  'racially, inequities, race, sociology, incarceration, diverse, black',\n",
       "  'conceptualising scotland introduction, 1a conceptualising scotland, conceptualising scotland, cultural, scottish, culture, scotland',\n",
       "  'celticness racial cultural, history celticness, considers history celticness, celtic civilisation, celticness, celtic, civilisation',\n",
       "  'introduction gaelic language, introduction scottish gaelic, introduction gaelic, gaelic, linguistic, introduction, scottish',\n",
       "  'witchcraft early modern, witchcraft, reformations, witch, religion, protestant, religious',\n",
       "  'health wellbeing globalising, health, wellbeing, illness, diseases, globalising, disease',\n",
       "  'psychiatric, biopsychosocial, nursing, therapeutic, suicidal, illness, psychological',\n",
       "  'mapping health illness, health, illness, societies, social, mapping, students',\n",
       "  'currents, current, agenda, environmental, future, economic, development',\n",
       "  'edinburgh interdisciplinary city, creating edinburgh interdisciplinary, edinburgh, interdisciplinary, city, education, seminar',\n",
       "  'biology, evolution, variation, mutation, scientific, heredity, concepts',\n",
       "  'introducing sustainable development, sustainable development 1a, sustainable, environmental, development, disciplines, introducing',\n",
       "  'globalisation, nafta, international, business, finance, market, entry',\n",
       "  'environmental engineering sustainability, introduction environmental engineering, hydrological, engineering, sustainability, irrigation, environmental',\n",
       "  'ecosystems, climate, environmental, environment, change, temperate, tropical',\n",
       "  'engineering, scipy, engineers, programming, python, numpy, matplotlib',\n",
       "  'maths, physics, calculus, algebra, basic, advanced, multivariate',\n",
       "  'discovering astronomy, discovering astronomy introductory, discovering astronomy discovering, astronomy discovering, astronomy, discovering, cosmology',\n",
       "  'programming, data, analysis, engineering, mathematics, physics, programmes',\n",
       "  'development inequality trade, economic development trade, economic, poverty, inequality, growth, development',\n",
       "  'basins, basin, environmental, drainage, environment, australia, disciplines',\n",
       "  'oceania, pacific, canberra, scholars, cultural, library, institutions',\n",
       "  'resolution peacebuilding asia, peacebuilding conflict resolution, resolution peacebuilding, peacebuilding, peaceful, war, peace',\n",
       "  'indigenous economy aboriginal, economy aboriginal, economy aboriginal people, indigenous economy, aboriginal, indigenous, economic',\n",
       "  'indigenous, resilience, colonisation, narratives, resurgence, islands, australian',\n",
       "  'political order asia, asia examines political, hinduism, asia, confucianism, buddhism, islam',\n",
       "  'geopolitical, conflict, conflicts, ecology, oil, resource, economic',\n",
       "  'australian political history, australian politics historical, australian politics, politics, democracy, political, history',\n",
       "  'international relations asia, governance, asia, internationalist, political, economics, institutions',\n",
       "  'culture, cultural, semiotics, media, sexuality, advertising, contemporary',\n",
       "  'australian indigenous music, indigenous music studies, indigenous, cultural, contemporary, music, culture',\n",
       "  'australia political institutions, australian political institutions, australia political, electoral, democracies, parliament, federalism',\n",
       "  'indigenous, anthropological, cultures, cultural, colonisation, ecological, societies',\n",
       "  'globalisation, culture, anthropology, cultural, anthropologists, economies, tourism',\n",
       "  'media, technology, television, communications, cinema, technological, industry',\n",
       "  'entrepreneurship sustainability project, sustainability, entrepreneurship, sustainable, entrepreneurial, environmental, project',\n",
       "  'ai ethics, ai ethics law, ai, robots, ethical, ethics, law',\n",
       "  'natural history subject, humanities, history, sciences, landscapes, arboretums, agricultural',\n",
       "  'principles marketing, principles marketing basic, marketing basic, theoretical framework marketing, marketing, market, principles',\n",
       "  'transportation, transport, systems, technologies, sustainability, implement, congestion',\n",
       "  'nutrition, dietary, foods, nutritional, diets, food, diet',\n",
       "  'street art melbourne, graffiti, street, art, melbourne, artists, exhibitions',\n",
       "  'creative urban design, places urban design, urban design, sketchup, design, city, inhabit',\n",
       "  'pathogens, health, ecology, diseases, wildlife, infection, microbial',\n",
       "  'pathogens, cultures, diseases, health, ecology, wildlife, infection',\n",
       "  'humanities, interdisciplinary, cultural, knowledges, disciplinary, sciences, research',\n",
       "  'society drugs impact, drugs shape society, drug, drugs, opiates, illicit, tobacco',\n",
       "  'australian flora fauna, biology australian flora, biomes, kangaroos, ecosystems, fauna, eucalyptus',\n",
       "  'neighbourhoods, cities, gentrifying, city, segregation, melbourne, postcolonialism',\n",
       "  'tourism, travelling, travel, ethnography, ethnographic, transcultural, geography',\n",
       "  'engineering, modelling, design, interdisciplinary, workshop, project, students',\n",
       "  'entrepreneurship innovation, entrepreneurship, entrepreneurs, entrepreneur, startups, innovation, innovator',\n",
       "  'management, managing, leadership, relationships, workplace, stakeholder, career',\n",
       "  'learning outdoor education, outdoor education examines, leisure, educational, experiential, education, visit',\n",
       "  'australian sporting culture, australian culture sport, sport, rugby, sporting, football, culture',\n",
       "  'aboriginal, decolonising, indigenous, colonisation, history, introduction, historical',\n",
       "  'cross cultural management, culture international management, cultures, culture, multicultural, cultural, multinational',\n",
       "  'america global influence, america influence globally, globalisation, america, influence, global, interdisciplinary',\n",
       "  'ecosystems, climate, environmental, biodiversity, soil, conservation, food',\n",
       "  'introductory geography, geography unit study, geography, geographies, geographical, geographically, spatial',\n",
       "  'unions, employment, workplaces, employers, workers, work, managers',\n",
       "  'scientism, pseudoscience, science, scientific, theories, denialism, biases',\n",
       "  'nutrition, diets, diet, digestion, food, supplements, physiology',\n",
       "  'urban design theory, introduction urban design, urban design, design, designed, planning, urban',\n",
       "  'interior architecture, architecture interior, interior architecture design, interiorscapes, interiors, architecture, interior',\n",
       "  'accounting concepts, accounting, accountants, treasurers, financial, business, accountability',\n",
       "  'fintech, students experience fintech, finance, cryptocurrency, financial, brokerage, bitcoin',\n",
       "  'businesses marketing important, marketing, business, market, branding, businesses, consumers',\n",
       "  'study politics international, international relations major, politics, governance, political, institutions, government',\n",
       "  'studies public relations, advertising, communications, campaigns, communication, industries, industry',\n",
       "  'law, rights, lawyers, courts, institutions, protect, case',\n",
       "  'data, statistics, computational, analysts, economics, science, mathematics',\n",
       "  'biotechnology, bsc, research, degree, scientific, babs, thesis',\n",
       "  'animation course introduces, theories animation course, animation course, animation practice, animation, animated, movement',\n",
       "  'introduces interactive art, interactive art important, interactive art, interactivity, art, artistic, interactive',\n",
       "  'computer science, computer science computer, computer science involves, computing, programming, compilers, algorithms',\n",
       "  'engineering, geotechnical, construction, engineers, electives, construct, infrastructure',\n",
       "  'renewable energy engineering, photovoltaics, engineering, turbines, renewable, solar, engineers',\n",
       "  'communication principles, principles communication, understanding communication principles, communication, media, communicators, principles',\n",
       "  'criminology, law, crime, offences, criminal, sociology, nsw',\n",
       "  'global health involves, international public health, medical, health, international, degree, global',\n",
       "  'pharmacologyhonours, pharmacology, medicine, research, sciences, laboratories, medical',\n",
       "  'biobased materials sustainability, bioeconomy, bioproducts, biobased, sustainability, renewable, environmental',\n",
       "  'plants, plant, biomass, biology, radiation, nutrient, carbon',\n",
       "  'conservation forest sciences, introduction conservation seminars, conservation, forest, resources, sciences, seminars',\n",
       "  'forest science introduction, principles forest science, trees, forests, forest, ecological, growth',\n",
       "  'wood products global, introduction wood products, forestry, wood, markets, products, industry',\n",
       "  'visualizing climate change, visualizing, climate, landscapes, visual, science, change',\n",
       "  'forestry, presentation, communication, documents, wood, practitioners, strategies',\n",
       "  'conserving biodiversity uncertain, biodiversity, ecological, conservation, conserving, decision, policy',\n",
       "  'genomics, epigenetics, dna, genetic, genetics, environmental, species',\n",
       "  'recreation tourism planning, tourism planning principles, recreation, tourism, planning, plans, park',\n",
       "  'urban forestry greenspace, urban forest conservation, greenspace, greening, forestry, forest, ecology',\n",
       "  'forests, forest, urban, environment, residents, relationships, mental',\n",
       "  'bioenergy interdisciplinary approach, bioenergy interdisciplinary, interdisciplinary approach bioenergy, approach bioenergy, bioenergy, biomass, environmental',\n",
       "  'intercultural communication, theories intercultural communication, intercultural, cultures, communication, acculturation, language',\n",
       "  'society study media, media society study, media, society, cultural, industries, participatory',\n",
       "  'design experience, design, cultural, develop, experience, studio, spatial',\n",
       "  'health wellbeing aboriginal, maintaining wellbeing aboriginal, aboriginal, health, wellbeing, initiatives, cultural',\n",
       "  'statistical, data, scientific, research, analysis, studies, stat1201',\n",
       "  'persuasion, thinking, science, paranormal, phenomena, medicine, topics',\n",
       "  'psychology communication course, communication, psychology, interpersonal, competence, contexts, cultural',\n",
       "  'tectonics, earth, geological, volcanology, planet, earthquakes, evolution',\n",
       "  'relating international business, understanding international business, globalisation, internationalisation, international, commerce, business',\n",
       "  'organisational behaviour introductory, study organisational behaviour, organisational behaviour, organisational, organisations, behaviour, communication',\n",
       "  'engineering, spatial, visualisations, visualisation, communication, sketching, fundamentals',\n",
       "  'economics, commerce, economic, economy, oligopoly, business, monopolistic',\n",
       "  'economies, asia, business, economic, growth, development, asian',\n",
       "  'corporations, corporate, corporation, culture, cultures, cultural, sociability',\n",
       "  'confronting organisations society, organisations society today, organisations, organisational, organising, society, societies',\n",
       "  'economics, commerce, economic, economy, oligopoly, business, monopolistic',\n",
       "  'managing intercultural communication, concepts intercultural communication, intercultural communication, intercultural, language, communication, cultures',\n",
       "  'fundamentals, programming, pointers, implementations, implementation, algorithms, modularity',\n",
       "  'future climates projections, future climate including, future climates, climate, climates, adaptation, future',\n",
       "  'introduction australian healthcare, healthcare, health, introduction, policies, policy, disability',\n",
       "  'science communication skills, science communication practice, science communication, scientists, communication, science, scientist',\n",
       "  'intercultural skills internationalised, intercultural skills, intercultural skills unit, intercultural, culture, cultural, culturally',\n",
       "  'economies, asia, business, economic, growth, development, asian',\n",
       "  'leadership principles practices, leadership principles, principles practices leadership, leadership concepts, leadership, leaders, principles',\n",
       "  'studies challenges globalisation, challenges globalisation, challenges globalisation unit, globalisation, topics, global, international',\n",
       "  'cultures, culture, literature, cultural, literary, reading, boundaries',\n",
       "  'global health, globalisation, health, refugees, global, tourism, countries',\n",
       "  'natural resources engineering, resources engineering introduces, resources engineering, resources engineers, engineering, mining, engineers',\n",
       "  'entrepreneurship critical perspective, entrepreneurship, entrepreneurial, entrepreneur, business, enterprising, inspire',\n",
       "  'critical consideration psychiatry, psychopathology, psychiatry, psychology, neuroscience, medicine, neuroscientific',\n",
       "  'multilingualism sustainable development, multilingualism, languages, diversity, development, sustainable, inclusion',\n",
       "  'globalisation, intercultural, transdisciplinary, global, connections, multidisciplinary, cultural',\n",
       "  'shakespeare, shakespearience, shakespearienced, playwright, culture, cultures, contemporary',\n",
       "  'society censorship, society censorship society, censorship society censorship, censorship society, surrounding censorship, does censorship, censorship',\n",
       "  'inequalities sustainable development, sustainability, inclusion, sustainable, environmental, dignity, inequalities',\n",
       "  'posthumous geographies underworlds, society intertwined underworlds, underworlds, underworld, hell, geographies, narratives',\n",
       "  'achieving sustainability, achieving sustainability potentials, sustainability, achieving, humanities, academics, disciplinary',\n",
       "  'challenges climate change, climate, change, understanding, scientific, economic, changes',\n",
       "  'sustainability, exxonmobil, petroleum, economies, economiesincluding, infrastructure, fuel',\n",
       "  'global health, health sustainable development, health, healthcare, medical, governance, sustainable',\n",
       "  'sustainability, food, sovereignty, consumption, governance, sustainable, analysis',\n",
       "  'wellbeing uk universities, understanding wellbeing, wellbeing theory practice, wellbeing theory, wellbeing, health, sociology',\n",
       "  'sustainable cities, cities, sustainable, climate, urban, emissions, infrastructure',\n",
       "  'public engagement, engagement public engagement, public engagement public, engagement, academia, audiences, universities',\n",
       "  'wellness fitness course, wellness, health, fitness, exercise, exercises, concepts',\n",
       "  'malay silat movements, movements, dance, malay, arts, silat, tangkisan',\n",
       "  'islamic economic malaysia, concepts islamic economic, islamic economic, islamic, economic, malaysia, financial',\n",
       "  'project management analysis, project, analyzing, management, analysis, policy, investigating',\n",
       "  'development economics, development economics course, economics, economic, development, growth, developed',\n",
       "  'commerce, business, develop, managerial, assess, conducted, students',\n",
       "  'welfare, social, allocation, institution, providing, concepts, relationship',\n",
       "  'minorities southeast asia, burma, ethnicity, minorities, ethnic, malayu, rohingya',\n",
       "  'government southeast asia, politics government southeast, governing, politics, government, political, geopolitical',\n",
       "  'foreign policy analysis, analysis, policy, countries, development, implementation, developing',\n",
       "  'literatures, malay, introduction, literary, comparison, comparative, study',\n",
       "  'malay folk dance, malay folk dances, malay dances, choreography, dances, malay, dance',\n",
       "  'organizational behavior course, organizational, behavior, organization, managing, communication, attitudes',\n",
       "  'business application development, programming, applications, business, application, development, software',\n",
       "  'gender malaysian international, formation gender malaysian, culture, gender, society, malaysian, relations',\n",
       "  'heritages southeast asia, heritage southeast asia, heritage, heritages, traditions, cultural, culture',\n",
       "  'performing, arts, cultural, genres, asia, entertainment, traditional',\n",
       "  'human rights diplomacy, diplomacy, politics, political, rights, violators, cultural',\n",
       "  'sustainable development course, sustainability developing, related sustainable development, sustainable development, sustainability, sustainable, development',\n",
       "  'art culture malay, understanding malay art, malay art, art, culture, ethnology, malay',\n",
       "  'modern english poetry, poetry, poets, modernism, literary, modern, poetic',\n",
       "  'ancient greek literature, antiquity, litterae, graecae, greek, literature, literary',\n",
       "  'exploring taiwan natural, taiwan, exploring, geography, environmental, nature, conservation',\n",
       "  'technologies, ict, technology, technological, devices, industries, hardware',\n",
       "  'biology, biological, science, scientific, cloning, bionics, chimeras',\n",
       "  'trends plant science, plant, sciences, trends, science, research, institute',\n",
       "  'nanobiotechnology taiwan food, biotechnology, nanobiotechnology, fermentation, biotech, fermented, biochemistry',\n",
       "  'python, programming, computing, code, introductory, colaboratory, assignments',\n",
       "  'philosophy space time, relativity, space, temporal, presentness, simultaneity, pastness',\n",
       "  'issues related insectivory, insectivory, insects, edible, eating, food, eat',\n",
       "  'sciences antiquity study, texts sciences antiquity, philology, antiquity, archaeology, palaeolography, epigraphy',\n",
       "  'endemic species taiwan, biodiversity, species, wildlife, taiwan, ecosystem, reptiles',\n",
       "  'global competence internationalization, competence internationalization home, internationalization, international, competence, global, learnings',\n",
       "  'biology, organisms, ecology, bio, genetic, molecules, cells',\n",
       "  'museum, museums, herbarium, biodiversity, fossils, curatorial, archiving',\n",
       "  'concepts nutrition introduction, nutrition introduction, introduction nutrition food, introduction nutrition, concepts nutrition, nutrition food, nutrition',\n",
       "  'practice global health, global health, globalization, health, ngos, interdisciplinary, global',\n",
       "  'ii epistemology religion, western philosophy religion, religion, religions, epistemology, philosophy, religious',\n",
       "  'exploring taiwan biomedical, taiwan biomedical development, taiwan, biomedical, medical, diseases, disease',\n",
       "  'international, taiwan, education, student, students, schools, learning',\n",
       "  'japanese literature modern, japanese literature consider, japanese literature, japanesewriters, literature, novel, japanese',\n",
       "  'culture, cultures, multicultural, anthropology, education, japan, educational',\n",
       "  'iisma, research, basic, students, learn, special, technique',\n",
       "  'cultural understanding course, cultures, culture, cultural, understanding, introduction, concepts',\n",
       "  'intercultural communication course, introduction intercultural communication, intercultural communication, intercultural, communication, introduction, learning',\n",
       "  'globalization, international, cultures, education, introduction, culture, global',\n",
       "  'journalism, media, newspapers, communications, tv, broadcast, news',\n",
       "  'multivariate statistical science, multivariate data analysis, multivariate, matrix, statistical, analysis, algebra',\n",
       "  'primatology, primatologists, primates, apes, monkeys, taxonomic, scientific',\n",
       "  'bioethics, biology, genetic, genetically, societal, society, organisms',\n",
       "  'sociology migration, sociology migration course, migration studied, study migration, migration studied different, migration, migrate',\n",
       "  'finance, engineering, investment, accounting, economics, financing, financial',\n",
       "  'nationalism, regionalism, history, nations, europe, medieval, countries',\n",
       "  'history, eu, europe, wwii, institutions, european, analyses',\n",
       "  'institutions policy eu, governance, institutions, eu, policies, institutional, policy',\n",
       "  'paintings, art, emotionality, emotions, antiquity, history, psychology',\n",
       "  'philosophy, philosophical, perspectives, philological, perspective, conceptions, east',\n",
       "  'technology, philosophy, concepts, science, perspective, things, students',\n",
       "  'historical introduction philosophy, philosophers, philosophy, philosophical, history, antiquity, introduction',\n",
       "  'theology, theological, catholic, bible, testament, religious, church',\n",
       "  'american studies american, american studies, studies american studies, cultural, american, studies, disciplines',\n",
       "  'college anthropology program, college anthropology, anthropology, archaeology, cultures, college, degree',\n",
       "  'philanthropy, nonprofit, communication, organizations, communicative, persuasion, development',\n",
       "  'communication leadership course, leadership, communication, introductory, principles, internship, ethics',\n",
       "  'economics economic theory, economic theory, economics, economic, markets, optimization, firms',\n",
       "  'writing, english, essay, language, fluency, emphasis, improving',\n",
       "  'health care sociological, economics health, economics health health, healthcare, economics, health, sociological',\n",
       "  'liberal arts, philosophy, arts, topics, analysis, liberal, application',\n",
       "  'psychology field, psychology psychology field, psychology, psychological, behavior, study, topics',\n",
       "  'philosophy, epistemology, philosophical, ethics, ethical, linguistic, metaphysics',\n",
       "  'sociological, sociology, workplace, segregation, racial, globalization, labor',\n",
       "  'science, sun, solar, earth, cosmos, energy, exploring',\n",
       "  'introduction earth science, earth science, principles earth science, geological, earth, weathering, volcanoes',\n",
       "  'science fundamentals course, fundamentals, science, scientific, introductory, mathematics, chemistry',\n",
       "  'geography, geomorphology, geographical, climate, climatology, biogeography, hydrology',\n",
       "  'media, humanities, technology, arts, information, digital, literacy',\n",
       "  'psychology, developmental, introduction, differences, advanced, behaviour, individual',\n",
       "  'ict introduction computational, computing science, computing science ict, computing, computational, ict, systems',\n",
       "  'archaeology, neolithic, prehistory, history, societies, burials, medieval',\n",
       "  'literature, borders, literary, crossing, frontiers, crossings, taboos',\n",
       "  'scottish studies introduction, introduction scottish culture, scottish culture, scottish studies, scottish, scotland, gaelic',\n",
       "  'scottish literature1a, scottish literature1a fantastic, scottish literary history, scottish literary, literary, literature1a, scottish',\n",
       "  'youth policy welfare, youth, welfare, young, poverty, housing, cultures',\n",
       "  'german, languages, language, international, introductory, mobility, communication',\n",
       "  'biological cognitive psychology, introduction biological cognitive, psychology, cognition, psychological, cognitive, perception',\n",
       "  'philosophy, philosophically, thinking, think, knowledge, students, 1a',\n",
       "  'spanish language international, spanish, languages, language, hispanic, international, reading',\n",
       "  'introduction creative industries, industries, projects, creative, organisations, stakeholders, products',\n",
       "  'education, educational, university, mindset, graduate, students, understanding',\n",
       "  'linguistics, linguistic, language, english, history, persuade, meaning',\n",
       "  'principles management course, management, managerial, managers, principles, marketing, finance',\n",
       "  'environmental sociology course, environmental sociology, environmental, sociology, environment, economic, social',\n",
       "  'design, engineering, creativity, projects, innovate, creative, students',\n",
       "  'clustering, learning, regression, bayesian, recognition, generalization, machine',\n",
       "  'data learning intelligence, learning, intelligence, data, knowledge, intuitions, applications',\n",
       "  'neuroscience emotion course, behavioral neuroscience emotion, neuroscience, emotion, emotions, behavioral, brain',\n",
       "  'social network analysis, social, sociological, network, analysis, introduction, students',\n",
       "  'cereal science course, cereal, grains, wheat, science, barley, corn',\n",
       "  'finance, financial, corporate, financing, investment, managers, analytical',\n",
       "  'innovation, prototyping, innovations, design, business, insights, customer',\n",
       "  'economic history studies, history economic history, economic history, history economic, economic, history, societies',\n",
       "  'ecological, economics, economic, environmental, economy, environment, nature',\n",
       "  'markets, financial, investment, profitability, exchange, regulation, opportunities',\n",
       "  'labor economics theory, labor economics, labour economics, grounding labor economics, economics, unemployment, wage',\n",
       "  'management course management, management course, management, organization, organizational, study, learning',\n",
       "  'marketing principles decisions, marketing, principles, business, marketers, management, strategic',\n",
       "  'russia wto, russia wto aim, russia wto process, wto, russia, russian, negotiations',\n",
       "  'forex, technical, analysis, currencies, trading, markets, currency',\n",
       "  'territories, zones, offshore, economic, business, zone, exports',\n",
       "  'learning international trade, economics, international, globalized, theories, policies, trade',\n",
       "  'financial reporting standards, ifrss, financial, reporting, standards, presentation, international',\n",
       "  'tax, international, business, exports, offshore, financial, intermediaries',\n",
       "  'data science economists, econometrics, econometric, microeconomics, economics, economists, forecasting',\n",
       "  'introductory microeconomics, microeconomics course, contemporary microeconomics course, introductory microeconomics objective, microeconomics, economics, markets',\n",
       "  'islamic finance main, islamic finance, islamic banking finance, islamic, finance, banking, principles',\n",
       "  'resource environmental economics, resource economics course, economics, valuation, resource, resources, environmental',\n",
       "  'business, networks, networking, relationships, economy, experience, understanding',\n",
       "  'organizational, leadership, behaviour, behavior, organization, managing, attitudes',\n",
       "  'sustainability, sustainable, economics, politics, institutions, plastic, project',\n",
       "  'child development considered, child development study, child development, development, childhood, child, topics',\n",
       "  'contemporary educational psychology, research educational psychology, educational psychology, psychology, educational, study, students',\n",
       "  'tesol intercultural communicative, intercultural, english, tesol, language, languages, teaching',\n",
       "  'communication, podcasts, vlogs, digital, storytelling, platform, developing',\n",
       "  'media culture examines, media culture, media, culture, television, cultural, audiences',\n",
       "  'zealand social policy, zealand, racialised, indigeneity, social, policy, economic',\n",
       "  'innovation pacific peoples, sustainability pacific peoples, sustainability, innovation, sustainable, development, adaptability',\n",
       "  'māori pedagogy pedagogy, māori pedagogy, pedagogy, teaching, classroom, māori, learning',\n",
       "  'sociology health illness, illness social construction, healthcare, illness, medicine, health, sociology',\n",
       "  'tesol education context, tesol, language, teaching, education, learning, interdisciplinary',\n",
       "  'digital communication ethics, privacy, ethical, ethics, media, surveillance, journalism',\n",
       "  'eco media, ecological, ecology, environmentalism, environment, media, eco',\n",
       "  'education social justice, education, class, indigeneity, ethnicity, justice, social',\n",
       "  'individualism, education, liberalism, ideologies, society, philosophy, culture',\n",
       "  'environmental sociology provides, sociology environmental sociology, environmental sociology, sociology environmental, sociologically environmental, sociology, environmental',\n",
       "  'gifted education, gifted education analysis, analysis gifted education, gifted, education, talented, educational',\n",
       "  'hauora, wellbeing, whānau, health, zealand, ākonga, holistic',\n",
       "  'introducing tesol education, tesol education introduction, tesol education, tesol, teaching, linguistic, english',\n",
       "  'contemporary pacific explores, pacific, cultural, culture, globalisation, contemporary, world',\n",
       "  'transport mobility accessibility, transport, mobility, travel, geography, accessibility, environment',\n",
       "  'principles international business, concepts international business, principles, business, international, concepts, strategy',\n",
       "  'management, managers, organising, business, staffing, interviews, controlling',\n",
       "  'businesses, business, entrepreneurial, opportunities, opportunity, activities, work',\n",
       "  'science society ethical, science ethics, scientists morally, science society moral, scientists, science, scientific',\n",
       "  'introduction psychology module, psychology science, introduction psychology, psychology science mind, psychology, cognitive, nurture',\n",
       "  'psychology, media, cognitive, misconceptions, research, scientific, science',\n",
       "  'psychology, freud, psychoanalysts, behaviourists, stimuli, history, phrenologists',\n",
       "  'education, sociological, cultural, contexts, diverse, learning, perspectives',\n",
       "  'natural hazards tsunamis, hazards tsunamis, tsunamis, tsunami, disasters, earthquakes, hazards',\n",
       "  'arts cultural management, arts, cultural, culture, theatre, management, business',\n",
       "  'understanding digital media, study digital media, media, digital, cultural, history, understanding',\n",
       "  'postmodernism, postmodernity, history, cultural, modernity, historical, sociological',\n",
       "  'international politics, concepts international politics, international relations, international politics including, politics, sovereignty, political',\n",
       "  'beginners korean beginners, korean beginners, beginners korean, korean beginners korean, korean, korea, beginners',\n",
       "  'beginners japanese beginners, japanese beginners, japanese beginners japanese, beginners japanese, japanese, beginners, japan',\n",
       "  'introduction study asia, postcolonialism, asia, globalisation, culture, cultural, urbanisation',\n",
       "  'aboriginal, boodjar, indigenous, heritage, culture, cultural, moort',\n",
       "  'disasters threaten lives, disasters threaten, disasters, tsunamis, earthquakes, floods, hazards',\n",
       "  'communication, communications, communicate, academic, essays, intercultural, writing',\n",
       "  'study international relations, understanding global politics, international politics, international relations, politics, political, terrorism',\n",
       "  'popular music studies, popular music global, musicology, genres, music, reggae, musical',\n",
       "  'health, healthcare, women, reproductive, lifespan, gender, conception',\n",
       "  'ecology, organisms, taxonomic, biology, plants, organismal, biological',\n",
       "  'drugs historical significance, drug, drugs, etutorials, societies, historical, discovery',\n",
       "  'environmental history, environmental, history, environment, climate, wilderness, historical',\n",
       "  'global literatures literature, globalisation having literature, globalisation, literature, literatures, globalised, transcultural',\n",
       "  'study human rights, world human rights, human rights, rights, activists, immigration, oppressed',\n",
       "  'approaches understanding crime, understanding crime, understanding criminal behaviour, crime, criminality, criminological, society',\n",
       "  'public health globalisation, globalisation global health, health globalisation, global health, globalisation, health, disease',\n",
       "  'active leadership developing, active leadership, leadership, active, skills, motivate, training',\n",
       "  'geological, earth, discovering, geosphere, understanding, concepts, learning',\n",
       "  'finance, financial, superannuation, investing, savings, debt, loans',\n",
       "  'consumer behaviour course, consumer, marketing, culture, sociology, cultures, behaviour',\n",
       "  'linguistics, phonology, language, fundamentals, lexical, phonetic, english',\n",
       "  'history, cultural, modern, culture, 1800, economic, topics',\n",
       "  'topics british politics, developments british politics, blairism, politics, labour, political, debates',\n",
       "  'energy systems policy, electricity, renewable, energy, fuels, economic, topics',\n",
       "  'business law course, accountancy, accounting, business, law, regulatory, companies',\n",
       "  'artworks, art, artistic, museums, iconography, history, galleries',\n",
       "  'mass media politics, political communication media, media politics, media, politics, journalists, political',\n",
       "  'projects, project, business, management, engineering, development, planning',\n",
       "  'geological natural hazards, earthquakes, tsunamis, hazards, geological, disasters, eruptions',\n",
       "  'introductory sociology soc, introductory sociology, sociology soc provides, sociology soc, sociological, sociology, sociologists',\n",
       "  'ethnicity culture soc, ethnicity, multiculturalism, sociological, cultural, ethnic, culture',\n",
       "  'introduction history art, art, arts, impressionism, expressionism, cubism, artistic',\n",
       "  'ancestry anthropology, ancestry anthropology ancestry, integrate anthropology genetics, anthropology ancestry, anthropology genetics, ancestry, anthropology',\n",
       "  'universe astro introductory, cosmology, astronomy, supernovae, galaxies, stars, astro',\n",
       "  'environmental, scientists, science, biodiversity, earth, sociological, planet',\n",
       "  'introduction spreadsheets databases, spreadsheets, databases, applications, data, programming, use',\n",
       "  'mathematics, mathematicians, mathematical, euclid, pythagoras, euler, integers',\n",
       "  'conversant classical mythology, classical mythology, classical mythology studying, mythology, myths, myth, goddesses',\n",
       "  'gender diversity media, diversity issues media, diversity media, media, diversity, literature, literacy',\n",
       "  'introduction film studies, film studies, issues film studies, film, cinematography, cinematic, cultural',\n",
       "  'principles microeconomics, principles microeconomics analysis, microeconomics, microeconomics analysis, economic, allocation, principles',\n",
       "  'principles macroeconomics, principles macroeconomics analysis, macroeconomics, economy, economic, principles, analysis',\n",
       "  'introduction entrepreneurship students, introduction entrepreneurship, entrepreneurship, introduction, entrepreneurial, innovation, students',\n",
       "  'principles forensic science, forensic science basic, principles forensic, introduction forensic, forensic science, forensic, investigations',\n",
       "  'introduction food preservation, food preservation introduction, preservation, food, introduction, sanitation, microbes',\n",
       "  'nutrition science historical, concepts nutrition science, concepts nutrition, nutrition concepts, nutrition, nutrients, foods',\n",
       "  'cognitive neuroscience biological, cognition, neuroscience, cognitive, brain, consciousness, neural',\n",
       "  'approaches neuroeconomics neuroscience, approaches neuroeconomics, neuroeconomics, neuroeconomics neuroscience, neuroeconomics reinforcement learning, neuroeconomics reinforcement, neuroscience',\n",
       "  'sociology adolescence, adolescence, adolescents, sociology, youth, socialization, generational',\n",
       "  'culture sociological approaches, sociology culture sociological, culture sociological, sociological, culture, sociology, media',\n",
       "  'design coffee, coffee, engineering, chemical, brewing, chemicals, beans',\n",
       "  'introduction comparative politics, comparative politics introduction, comparative politics, politics, political, comparative, countries',\n",
       "  'basic concepts psychology, general psychology principles, psychology, concepts, cognition, principles, basic',\n",
       "  'fundamentals organization management, organization, management, organizational, leadership, business, fundamentals',\n",
       "  'history mass media, media individuals society, media, communication, society, history, industry',\n",
       "  'theater techniques, theater techniques development, use theater techniques, theater, presentation, presentational, communication',\n",
       "  'analysis sensory food, sensory food science, taste, sensory, experimental, food, design',\n",
       "  'management, managing, technology, systems, software, computer, organizational',\n",
       "  'supply chain planning, management, business, planning, supply, chain, organization',\n",
       "  'entrepreneurial management, successful entrepreneurial management, entrepreneur, entrepreneurial, management, business, marketing',\n",
       "  'project management concepts, project management examination, project, management, multidisciplinary, organizational, manager',\n",
       "  'negotiation, negotiations, conflict, communications, organizational, persuasion, collaboration',\n",
       "  'innovation process developing, innovation process, innovation, process, products, product, development',\n",
       "  'american institutions culture, american institutions, institutions, culture, society, history, american',\n",
       "  'business strategy, strategy, business, marketing, managerial, economics, finance',\n",
       "  'theory international trade, international economics, international economics pure, economics, tariff, economic, international',\n",
       "  'psychology leadership workplace, psychology leadership, leadership workplace class, leadership, psychology, workplace, organizations',\n",
       "  'economic, business, economics, international, investments, management, environmental',\n",
       "  'operations management introduction, operations management, operations, operating, management, production, inventory',\n",
       "  'international business law, international business legal, law, regulation, international, business, regulatory',\n",
       "  'climate, adapt, environment, prehistoric, mitigate, scientific, change',\n",
       "  'cognitive science, cognition, cognitive, psychology, perception, computational, neuroscience',\n",
       "  'populations health illness, illness populations health, populations health, population health, health populations, health, epidemiology',\n",
       "  'entrepreneurial opportunity assess, opportunity assessment, evaluating, opportunity, assessment, assess, evaluation',\n",
       "  'defining social problems, poverty, homelessness, sociological, problems, crime, social',\n",
       "  'urbanisation environmental change, environmental impacts urbanisation, urbanisation environmental, urbanisation, cities, ecology, sustainability',\n",
       "  'globalisation, diplomacy, politics, terrorism, political, wars, war',\n",
       "  'cyber politics politics, cyber, cybersecurity, privacy, internet, governments, politics',\n",
       "  'empowerment, poverty, sustainability, communities, tourism, development, community',\n",
       "  'ethics, ethical, organisational, organisations, business, leadership, management',\n",
       "  'internationalisation, business, international, organisations, internationally, marketing, corporate',\n",
       "  'entrepreneurial foundations mindset, entrepreneurial mindset skills, entrepreneurial foundations, entrepreneurial mindset, entrepreneurship, entrepreneurial, mindset',\n",
       "  'crime, research, literature, studies, social, introduction, topic',\n",
       "  'information risks threats, security, vulnerabilities, risks, threats, risk, privacy',\n",
       "  'data, regression, economics, discrimination, economic, statistical, visualisation',\n",
       "  'introduction marketing course, introduction marketing, marketing course, marketing, business, management, introduction',\n",
       "  'management, managing, managers, organisations, organisational, organising, roles',\n",
       "  'asia, history, culture, asian, australian, western, europe',\n",
       "  'sound, film, films, media, montage, television, development',\n",
       "  'psychology, psychological, psychologists, culture, intelligence, emotion, cultural',\n",
       "  'concepts digital humanities, concern digital humanities, digital humanities, humanities, academic, digital, research',\n",
       "  'digital humanities tools, digital humanities, humanities, scholarly, research, visualisation, academic',\n",
       "  'data, literacy, business, capabilities, literacies, design, opportunities',\n",
       "  'media, cinema, screen, culture, texts, society, social',\n",
       "  'analytical thinking political, analytical, political, academia, study, thinking, skills',\n",
       "  'introduction sociology module, sociology, society, introduction, ireland, students, introduces',\n",
       "  'heroes medieval ireland, medieval, tales, mythological, ulster, celtic, irish',\n",
       "  'model european union, european union examine, eu, councils, examination, european, negotiating',\n",
       "  'art history method, art history, art, history, methods, renaissance, method',\n",
       "  'modern irish history, modern ireland culture, modern ireland, ireland, irish, history, culture',\n",
       "  'irish film history, motifs irish cinema, irish cinema, irish film, cinema, film, irish',\n",
       "  'decolonization, war, wartime, ideology, nations, relations, alliance',\n",
       "  'psychology everyday lived, ethnography, living, psychology, psychological, lives, life',\n",
       "  'deductive arguments, deductive, reasoning, arguments, argument, inductive, philosophical',\n",
       "  'social policy analysis, policy, social, analysis, ideological, perspectives, students',\n",
       "  'microfinance development iii, microfinance development, microfinance poverty, microfinance programmes examined, foundations microfinance, designing microfinance, microfinance',\n",
       "  'cognition, cognitive, psychology, brain, neuroimaging, perception, education',\n",
       "  'cinema, london, film, films, londons, city, cultural',\n",
       "  'historical geographies medicine, geographies medicine imperial, medical, geographies, medicine, diseases, colonial',\n",
       "  'modern british history, history, historical, britain, british, revolution, modern',\n",
       "  'london, city, festival, travel, walking, walk, transport',\n",
       "  'horror, cinema, dracula, films, film, literature, audiences',\n",
       "  'consumer psychology, consumer psychology deep, marketing, consumers, psychology, consumer, psychological',\n",
       "  'witchcraft, witches, exorcism, demonic, demons, medieval, witch',\n",
       "  'architecture, buildings, architectural, cathedrals, palaces, london, capital',\n",
       "  'management, manage, economic, finance, environmental, labour, fundamentals',\n",
       "  'learn uk political, british politics government, politics, parliament, westminster, government, political',\n",
       "  'astronomy, universe, scientific, observational, notions, understanding, fundaments',\n",
       "  'fintech financial technology, financial technology, fintech, financial, technologies, technology, applications',\n",
       "  'entrepreneurship, innovation, research, business, science, technology, discover',\n",
       "  'sovereignty, law, legitimacy, debates, assignments, assessments, analysis',\n",
       "  'advertising law course, overview advertising law, advertising law, advertising, law, laws, trademark',\n",
       "  'language, investment, discourse, law, culture, policy, naturalize',\n",
       "  'ecocriticism, environmental, literature, environment, cultural, criticism, green',\n",
       "  'topics political theory, political theory course, topics, political, lecture, theory, semester',\n",
       "  'microeconomics economics course, microeconomics economics, microeconomics, economics, economic, market, modeling',\n",
       "  'environment economics, environment economy, environment economics natural, impact environment economy, economics, economy, environment',\n",
       "  'astrophysics frontier exhibition, astrophysics frontier, astrophysics topics, specific astrophysics topics, astrophysics, frontier, exhibition',\n",
       "  'oligopoly, markets, competition, incentives, market, monopoly, regulation',\n",
       "  'global corporate governance, corporate governance international, corporate governance, governance, finance, corporate, economics',\n",
       "  'english spanish contrasts, spanish english contrasts, spanish contrasts, contrasts, spanish, differences, linguistic',\n",
       "  'language brain, psycholinguistic, discourse, language, brain, understanding, topics',\n",
       "  'indigenous, ethnicity, narratives, citizenship, writings, decolonization, colonial',\n",
       "  'language, culture, discourse, society, social, change, naturalize',\n",
       "  'survival spanish beginners, spanish, chilean, languages, intercultural, survival, learning',\n",
       "  'spanish upper beginners, spanish, beginners, languages, vocabulary, chilean, learn',\n",
       "  'literary theory ii, contemporary literary theory, literary theory, literary, theory, contemporary, ii',\n",
       "  'biology, cells, cell, translational, diabetes, disease, mechanistic',\n",
       "  'linguistics, sociolinguistics, language, chomsky, communication, writing, essay',\n",
       "  'engineering materials fundamental, ferrous engineering materials, ferrous, engineering, materials, material, properties',\n",
       "  'ecology, ecosystems, ecological, biodiversity, biogeography, ecotoxicology, habitats',\n",
       "  'computational, mathematical, python, mathematics, coding, computing, programming',\n",
       "  'astrophysics, astrophysics beginning, introductory astrophysics, introductory astrophysics beginning, astrophysical, astronomical, physics',\n",
       "  'biology immune students, immunization, biology, antibody, antibodies, lymphocyte, antigen',\n",
       "  'architecture cities cultures, architectural urban thinking, architecture, architectural, buildings, cities, anthropology',\n",
       "  'slavery ancient modern, slavery multiple eras, slavery, slaves, africa, ancient, ideologies',\n",
       "  'sustainable solution students, sustainability, sustainable, environmental, experiential, challenges, development',\n",
       "  'introduction british culture, british culture course, culture, introduction, multiculturalism, british, topics',\n",
       "  'history, archaeology, histories, historian, humanities, astronomy, sciences',\n",
       "  'principles human geography, human geography, geographies, geography, interconnected, place, development',\n",
       "  'global business environment, globalisation, business, economy, economies, governance, global',\n",
       "  'international institutions governs, international institutions, asean, iaea, institutions, wto, organisations',\n",
       "  'literary, writing, read, introduction, english, nineteenth, texts',\n",
       "  'anthropology, cultures, ethnography, university, diversity, iupui, sameness',\n",
       "  'race, culture, cultural, racism, racist, sociology, heritage',\n",
       "  'human resource management, management, managing, organisations, work, psychological, social',\n",
       "  'democracy, politics, wars, history, war, crises, protest',\n",
       "  'museological, museums, berlin, anthropological, traumas, wwii, migration',\n",
       "  'afrikanisches, berlin, colonialism, ethnic, diaspora, historiography, migrant',\n",
       "  'berlin, heritage, asia, architecture, anthropology, cultural, culture',\n",
       "  'berlin, touristification, tourism, tours, tourist, city, walking',\n",
       "  'exhibitions, curatorial, exhibits, curators, museums, exhibition, galleries',\n",
       "  'artists abroad berlin, berlin, arts, artists, theater, poets, artist',\n",
       "  'female german authors, prose, literary, poetry, authors, writers, german',\n",
       "  'international economic law, litigation, law, globalization, commerce, courts, judicial',\n",
       "  'contemporary surveillance culture, surveillance contemporary literature, surveillance, privacy, totalitarian, stasi, vigilance',\n",
       "  'german politics, german domestic politics, bundestag, berlin, germany, politics, parliament',\n",
       "  'german language course, learning basic german, german, english, deutsch, language, vocabulary',\n",
       "  'malaysian writers writing, malaysian literature wider, malaysian literature, literature, narration, malay, malaysia',\n",
       "  'international economic theory, international economics, concepts international economy, international economic, international economy, economics, economic',\n",
       "  'life crafts course, life crafts, crafts, activities, living, life, art',\n",
       "  'oral communication strategies, phonetics, communication, pronunciation, communicate, speech, strategies',\n",
       "  'introduction psychology course, psychology course introduces, psychology, introduction, cognition, physiological, concepts',\n",
       "  'study personality personality, study personality, personality discussed psychoanalytic, personality discussed, personality, psychologists, interpersonal',\n",
       "  'gaining confidence storytelling, confidence storytelling course, storytelling, storytellers, communication, communicate, confidence',\n",
       "  'entrepreneurship innovation course, fundamentals entrepreneurship innovation, entrepreneurship, business, fundamentals, innovation, finance',\n",
       "  'biotechnology society 21st, biotechnology, society, developments, 21st, century, products',\n",
       "  'introduction intercultural communication, intercultural communication, intercultural communication intercultural, communication intercultural, intercultural interaction, contemporary intercultural, intercultural',\n",
       "  'environmental law, principles environmental law, environmental law course, environmental, law, pollution, environment',\n",
       "  'tourism, malay, marketing, culture, cultural, produk, pelancongan',\n",
       "  'academic writing, advanced academic writing, academic writing course, academic, writing, university, students',\n",
       "  'family economics planning, economics, finances, savings, consumption, family, optimal',\n",
       "  'philosophy rukun negara, philosophy, education, intercultural, malay, cultures, epistemology',\n",
       "  'global families intimacy, relationships, families, relationship, family, intimacy, intimate',\n",
       "  'women film makers, female film makers, film, cinema, films, directors, cinemas',\n",
       "  'projects, project, management, implementation, methods, scheduling, leadership',\n",
       "  'media, culture, cultural, television, social, newspapers, magazines',\n",
       "  'entrepreneurship discovery practice, entrepreneurship introducing, entrepreneurship discovery, entrepreneurship, entrepreneurial, enterprises, business',\n",
       "  'understand global cinema, cinema, films, film, cinemas, hollywood, cultural',\n",
       "  'intelligence business analytics, analytics, analytical, forecasting, data, analysis, statistics',\n",
       "  'implementation, interaction, designing, design, interactive, implementations, applications',\n",
       "  'media coding processing, media coding, media coding media, coding, digitisation, media, compression',\n",
       "  'product service innovation, innovation, innovations, product, business, service, inspire',\n",
       "  'culture, cultural, cultures, intercultural, artistic, normativity, essay',\n",
       "  'sales pitch, selling, sales, entrepreneurs, business, sell, persuasion',\n",
       "  'gender, women, class, men, identities, politics, law',\n",
       "  'management, organisation, manage, managed, organised, accounting, marketing',\n",
       "  'sociological, sociology, globalisation, privatisation, introduction, lectures, concepts',\n",
       "  'health geographies geographers, geographies health understanding, health geographies, geographies health, health geography, geographies, geography',\n",
       "  'environmental law specific, environmental law, principles environmental law, law environmental, law, environmental, pollution',\n",
       "  'structuring, management, methodologies, situations, methods, psms, approaches',\n",
       "  'subjects international law, law international law, international law, law, laws, jurisdiction, crimes',\n",
       "  'geographies, geological, anthropocene, earth, inhabit, exploring, subsurface',\n",
       "  'principles marketing course, principles marketing, marketing, principles, philosophy, introduction, factors',\n",
       "  'international business course, business globalisation topics, globalisation, business, international, investment, introduce',\n",
       "  'business communication course, communication business course, business communication, communication, business, speaking, organizational',\n",
       "  'economics culture entrepreneurship, entrepreneurship culture economics, entrepreneurship, economy, economics, economic, culture',\n",
       "  'fundamentals acting course, fundamentals acting, fundamentals acting emphasizes, acting, fundamentals, actors, dialogue',\n",
       "  'strategic communication students, introduction strategic communication, strategic, communication, fundamentals, introduction, advertising',\n",
       "  'sustainable development students, sustainability, sustainable, development, globalization, future, technology',\n",
       "  'developments malaysian politics, issues malaysian politics, malaysian politics, malaysian democracy, malaysian government, malaysia, malaysian',\n",
       "  'business communication english, business, english, language, esp, communication, employment',\n",
       "  'communication presentation skills, effective communication presentation, presentation, presentations, communication, talk, rapport',\n",
       "  'bahasa malaysia course, bahasa malaysia beginner, bahasa, malay, malaysia, language, nouns',\n",
       "  'environment human settlement, settlements, environment, settlement, morphology, introduction, design',\n",
       "  'communication, media, literacy, introduction, digital, culture, understanding',\n",
       "  'responsibility international business, ethics, globalization, intercultural, ethical, workplaces, responsibilities',\n",
       "  'french language course, french, language, beginners, basics, learn, understanding',\n",
       "  'culture french business, french society business, france, economy, business, french, culture',\n",
       "  'international perspectives marketing, marketing international context, international marketing, marketing, international, market, global',\n",
       "  'innovation, design, creativity, development, business, management, creative',\n",
       "  'geopolitics course introductory, geopolitics course, geopolitics, geography, sovereignty, politics, economy',\n",
       "  'strategy, organizations, organizational, organization, global, develop, resources',\n",
       "  'international perspectives marketing, marketing international context, international marketing, marketing, international, market, global',\n",
       "  'plants civilization course, plants civilization, plants, plant, crops, biotechnology, agricultural',\n",
       "  'earth sciences course, introductory earth sciences, geology, geological, sciences, volcanism, earthquakes',\n",
       "  'culture introduction film, world cinema, cinema visual culture, cinema, film, cinemas, culture',\n",
       "  'global emerging cities, cities, urban, emerging, growth, asia, climate',\n",
       "  'green entrepreneurship entrepreneurship, green entrepreneurship environmental, green entrepreneurship, entrepreneurship environmental, entrepreneurship, environmental, entrepreneurs',\n",
       "  'physics, technology, wiring, microwave, reactors, devices, ovens',\n",
       "  'introduction microeconomics, introduction microeconomic, introduction microeconomics course, introduction microeconomic analysis, microeconomics, microeconomic, economy',\n",
       "  'introductory psychology, introductory psychology general, introductory, psychology, basic, concepts, behavioural',\n",
       "  'environmental studies course, environmental, introduction, exploration, crises, studies, introduces',\n",
       "  'resources sustainability course, sustainability, environmental, ecological, environment, resources, resource',\n",
       "  'intercultural competence employability, intercultural competence, employability, intercultural, competence, cultural, culture',\n",
       "  'introduction media technologies, media technologies module, technologies, media, assets, software, digital',\n",
       "  'story telling cinema, storytelling, cinema, films, narrative, literary, television',\n",
       "  'literature writing modernity, modernity modern literary, modern literary, modernity, literary, literature, modern',\n",
       "  'business ethics sustainability, ethics sustainability, sustainability, ethics, ethical, business, organisations',\n",
       "  'political analysis, politics, political, institutions, analysis, normative, conceptualisations',\n",
       "  'economic history foundations, foundations economic history, economic history, economics, economy, economic, economists',\n",
       "  'abnormal psychology social, personality abnormal psychology, psychology, relationships, social, personality, abnormal',\n",
       "  'brain behaviour, neuroscience, brain, cognitive, behaviour, dementia, developmental',\n",
       "  'marketing philosophy, marketing philosophy principles, understanding marketing philosophy, marketing, marketers, strategic, principles',\n",
       "  'countries comparative politics, democracies, electoral, elections, autocracies, politics, presidentialism',\n",
       "  'contemporary global challenges, global challenges theory, global challenges, develop, solutions, analysis, challenges',\n",
       "  'epistemology, perception, knowledge, introduce, subject, fundamental, issues',\n",
       "  'archaeology study, archaeological investigation note, archaeological investigation, archaeology, archaeological, prehistory, history',\n",
       "  'literature, literary, drama, classical, translations, classics, injustice',\n",
       "  'consent make power, power consented state, power consent, consent, laws, power, citizens',\n",
       "  'gentrification, globalisation, neoliberalism, economic, sustainable, futures, society',\n",
       "  'ethnic diversity korea, diversity korea survey, diversity korea, diversity, immigration, ethnic, korea',\n",
       "  'asian business marketing, marketing strategies asian, marketing, business, markets, asia, korea',\n",
       "  'marketing management, marketing management concepts, marketing concepts, modern marketing management, marketing, market, management',\n",
       "  'multinational, management, marketing, managerial, business, enterprises, managing',\n",
       "  'contemporary korean studies, understanding modern korea, modern korea, korean studies, korean history, korea, korean',\n",
       "  'consumer behavior understanding, understanding consumers highly, consumers, consumer, marketers, customer, behavior',\n",
       "  'incompressible, fluid, laminar, navier, flow, turbulent, incompressble',\n",
       "  'strategic management course, strategic management, management, strategic, business, managers, organization',\n",
       "  'theories media effects, media effect research, media, effect, effects, social, theories',\n",
       "  'introduction international business, international business course, international business, international, business, multinational, marketing',\n",
       "  'ai, data, computational, visualization, intelligence, learning, engineering',\n",
       "  'study advertising promotion, introduction study advertising, advertising, marketing, sales, promotion, business',\n",
       "  'korea, cultural, culture, korean, media, commodification, music',\n",
       "  'service operations management, services, service, management, managing, operations, airlines',\n",
       "  'innovation, industry, competitiveness, technology, technological, capabilities, firms',\n",
       "  'programming, unix, polymorphism, syntax, language, basic, inheritance',\n",
       "  'business ethics sustainability, ethics sustainability management, sustainability, ethics, business, ethical, management',\n",
       "  'business, crm, erp, commerce, technology, businesses, technologies',\n",
       "  'robot, robots, wearables, mechatronic, iot, data, modeling',\n",
       "  'understanding global marketing, international marketing, global marketing strategies, marketing, business, international, economic',\n",
       "  'issues food agriculture, issues impacting food, agriculture, food, issues, historical, impacting',\n",
       "  'introduction financial literacy, financial literacy, financial literacy design, financial, literacy, introduction, topics',\n",
       "  'parenting, relationships, sexuality, families, couples, adult, family',\n",
       "  'cultural, hierarchies, diverse, interdisciplinary, equality, perspectives, social',\n",
       "  'introduction cultural anthropology, anthropology, culture, cultural, kinship, origins, institutions',\n",
       "  'focuses understanding china, china, understanding, topics, study, faculty, course',\n",
       "  'history, topics, 1876, themes, social, ethnicity, political',\n",
       "  'computer aided design, design, designers, applications, computer, aided, introduction',\n",
       "  'family human development, lifespan, family, relationships, ecological, development, human',\n",
       "  'ethnic families america, ethnic minority family, ethnic families, ethnic, families, family, minority',\n",
       "  'personal finance, management personal finance, finance, management, resources, personal, strategies',\n",
       "  'youth family ecosystems, adolescence, ecosystems, childhood, children, youth, family',\n",
       "  'introduction microeconomics, introduction microeconomics economic, microeconomics, microeconomics economic, economic, markets, market',\n",
       "  'writing, inquiry, researching, reading, education, revision, study',\n",
       "  'introduction criminal justice, justice, criminal, administration, agencies, introduction, analysis',\n",
       "  'navigating culture understand, culture, cultural, navigating, perspectives, adapt, behaving',\n",
       "  'global change water, climate, environment, change, water, global, impacts',\n",
       "  'criminology theory, examine criminology theory, criminology introduction socio, criminology introduction, criminological theories, examine criminology, criminology',\n",
       "  'interpersonal relationships family, interpersonal, family, relationships, awareness, personal',\n",
       "  'computational, matrix, computing, algebra, engineering, numerical, linear',\n",
       "  'data science concepts, data, science, concepts, visualize, distributions, students',\n",
       "  'popular culture canadian, canadian popular culture, music, television, film, canadian, culture',\n",
       "  'computer science fundamentals, fundamentals, programming, algorithms, science, programs, implementation',\n",
       "  'social networking study, facebook, social, twitter, anonymity, networking, narcissism',\n",
       "  'emperors, roman, virtues, characters, archaeological, infamous, policies',\n",
       "  'economics sports, economics, sports, economic, competition, competitive, demand',\n",
       "  'climate, climates, environment, change, occur, future, processes',\n",
       "  'superintelligence, ai, robots, robot, cyborgs, turing, philosophy',\n",
       "  'race struggle freedom, slavery, race, freedom, history, culture, struggle',\n",
       "  'gender migration climate, climate, migration, gender, environmental, population, future',\n",
       "  'transcultural, cultures, humanities, transnational, eurocentric, critical, theories',\n",
       "  'performing, performances, performative, arts, exhibitions, cultural, acting',\n",
       "  'antiquity, roman, history, civilizations, historical, civilization, studies',\n",
       "  'gender economics main, gender analysis economic, gender economics, economics, economic, gender, women',\n",
       "  'ai, robots, law, intellingece, laws, intelligence, algorithms',\n",
       "  'africa, disciplines, develop, development, disciplinary, cultural, emerging',\n",
       "  'contemporary history course, contemporary history, historiographical, contemporary, history, events, debates',\n",
       "  'aspects anthropological disciplines, master anthropological topics, anthropological disciplines, anthropological, anthropology, cultural, disciplines',\n",
       "  'art dublin museums, museums, art, dublin, architecture, history, cultural',\n",
       "  'perspectives irish art, modern irish art, art, dublin, folklore, museums, medieval',\n",
       "  'discovering ireland landscape, irish landscape read, landscapes, heritage, archaeology, landscape, ireland',\n",
       "  'literatures mythologies celts, mythologies, celts, medieval, celtic, literary, tale',\n",
       "  'vikings celtic world, history norse celtic, norse, vikings, viking, scandinavia, celtic',\n",
       "  'tales, literary, narratives, connacht, ulster, cormac, irish',\n",
       "  'instruments, gamelan, music, ensemble, javanese, performing, java',\n",
       "  'contemporary ireland stage, new irish theatre, irish theatre, theatre, stage, ireland, irish',\n",
       "  'contemporary irish writing, contemporary irish literary, irishness, literary, irish, poetry, novel',\n",
       "  'film, media, television, screen, screens, content, texts',\n",
       "  'discovering ireland geology, geology irish geological, ireland geology, irish geological, geology, geological, cliffs',\n",
       "  'beginners irish language, introduction irish language, beginners irish, irish, linguistic, language, syllabus',\n",
       "  'folklore theoretical approaches, folklore theoretical, folklore introduce, study folklore, study folklore theoretical, folklore, storytelling',\n",
       "  'music ireland examined, music ireland medieval, musical, music, classical, ireland, cultural',\n",
       "  'media, cultural, internet, games, appropriation, devices, technologies',\n",
       "  'geographic information systems, gis, mapping, geographic, geographical, geo, information',\n",
       "  'introduction earth observation, earth observation course, earth, sensors, observation, data, spatial',\n",
       "  'cybersecurity cybercrime, cybercrime cybersecurity, cybercrime cybersecurity encompasses, fields cybersecurity cybercrime, cybersecurity, cybercrime, cyberdeviance',\n",
       "  'design, redesigns, innovations, sustainable, chain, technology, management',\n",
       "  'aerospace management operations, aerospace management, aerospace, airlines, industry, management, economy',\n",
       "  'entrepreneurship, entrepreneurial, businesses, startup, business, innovation, technologybased',\n",
       "  'philosophy science technology, technology, science, philosophy, philosophical, society, studying',\n",
       "  'prototype, design, robotics, technological, innovations, science, concepts',\n",
       "  'governance innovation socio, governance, innovation, technologies, technology, technical, society',\n",
       "  'innovation, entrepreneurship, business, tech, marketing, development, technology',\n",
       "  'robotics, buildings, cities, mapping, projects, learning, city',\n",
       "  'prototype, technologies, robots, design, science, expertise, develop',\n",
       "  'circular economy transition, transition circular economy, circular, transition, economy, student, learns',\n",
       "  'database, databases, relational, conceptual, modelling, systems, design',\n",
       "  'living environmental change, environmental, climate, sustainable, living, change, emissions',\n",
       "  'introduction programming introduce, introduction programming, programming, introduction, introduce, algorithms, implement',\n",
       "  'linguistic, phonetic, language, english, alphabet, introduction, analysis',\n",
       "  'demography, population, demographic, geography, societies, epidemiological, growth',\n",
       "  'analytical, philosophy, reasoning, assessing, thinking, concepts, methods',\n",
       "  'law, judicial, court, justice, legislation, academic, precedent',\n",
       "  'evolution, evolutionary, biology, genetic, sciences, mechanisms, theories',\n",
       "  'regional urbanisation changing, urban regional development, regional urbanisation, urbanisation, megalopolises, gentrification, cities',\n",
       "  'economic, environment, business, global, institutions, interaction, introduce',\n",
       "  'game design, design, games, game, ai, designed, interaction',\n",
       "  'history, colonialism, historical, mobilities, ideologies, topics, governmentality',\n",
       "  'music relation culture, music, musical, genres, culture, contexts, context',\n",
       "  'films, film, audiences, media, cultural, cultures, television',\n",
       "  'rights international politics, international human rights, humanitarian, treaty, rights, politics, institutions',\n",
       "  'business ethics introduce, business ethics, ethics, ethical, business, dilemmas, corporate',\n",
       "  'urbanism, gentrification, slums, ghettoization, cities, city, urban',\n",
       "  'media communication studies, communications media studies, media studies, media, communications, communication, cultural',\n",
       "  'ethics, consequentialism, ethical, philosophy, virtue, normative, intentions',\n",
       "  'crusades, medieval, reformation, history, christianity, antiquity, islam',\n",
       "  'comp111, applications, software, technologies, information, computer, students',\n",
       "  'politics, war, governments, relations, perspectives, polar, introduce',\n",
       "  'biochemistry biochemists life, biochemistry, biochemists, enzymology, biology, metabolism, molecules',\n",
       "  'biology, cells, microorganisms, cell, molecular, genetics, virulence',\n",
       "  'maori studies introduction, understanding māori cultural, māori society, maori studies, māori culture, māori cultural, māori',\n",
       "  'ecology, ecosystems, ecological, ecologists, biodiversity, environmental, species',\n",
       "  'tectonics, earth, hydrosphere, geosphere, science, ocean, glaciers',\n",
       "  'marine science introduction, fisheries, aquaculture, ecology, plankton, oceans, biodiversity',\n",
       "  'management, assessments, international, leadership, business, grading, classroom',\n",
       "  'tourism differentiated global, issues world tourism, tourism, industry, cultural, world, economic',\n",
       "  'globalisation, multiculturalism, cultures, anthropology, cultural, globalised, decolonisation',\n",
       "  'businesses, business, management, entrepreneur, startup, industries, industry',\n",
       "  'international finance course, macroeconomics, finance, macroeconomic, economics, economy, international',\n",
       "  'regionalism east asia, geopolitics, regionalism, asia, region, geographical, japan',\n",
       "  'environment risk science, risk, environmental, disaster, environment, housing, innovation',\n",
       "  'neuroscience neuromusic elucidating, music neuroscience neuromusic, neuromusic research, neuroscience neuromusic, music neuroscience, neuromusic elucidating, neuromusic',\n",
       "  'haptic experience, science haptic experience, haptic science, haptic science technology, science haptic, haptic technology, haptic',\n",
       "  'drawing, design, designs, perspective, graphics, art, draw',\n",
       "  'terrorism, insurgency, security, threats, conflict, cyberspace, weapons',\n",
       "  'multinational, management, business, international, firms, industries, organisation',\n",
       "  'choice, choosing, choices, choose, freedom, laziness, behaviors',\n",
       "  'music world history, music history, history classical music, music, classical, musics, symphonies',\n",
       "  'geography, planning, disaster, area, risk, asia, land',\n",
       "  'local governance, administration local governance, governance institutions local, governance, government, decentralization, institutions',\n",
       "  'asia, topic, students, topics, covid, lectures, development',\n",
       "  'second language learning, approaches second language, language, linguistic, learning, teaching, learn',\n",
       "  'students contemporary indonesia, contemporary indonesia, indonesia, indonesian, culture, cultures, asia',\n",
       "  'police, policies, policy, investigation, safety, regulations, analytical',\n",
       "  'international management course, competences, competencies, management, international, aptitudes, administration',\n",
       "  'emerging human rights, rights, capabilities, students, topics, analysis, develop',\n",
       "  'electoral, political, students, attitudes, collective, action, actors',\n",
       "  'analysis theories democracy, political analysis theories, democracy, politics, political, analysis, theories',\n",
       "  'international marketing course, marketing, competences, competencies, international, business, aptitudes',\n",
       "  'literature, enlightenment, english, study, disciplines, language, attaining',\n",
       "  'english, literature, competences, renaissance, linguistic, literary, essays',\n",
       "  'international finance course, finance, international, competences, competencies, aptitudes, business',\n",
       "  'intercultural pragmatics course, intercultural, multilingual, pragmatics, linguistic, monolingual, language',\n",
       "  'competences, technologies, linguistic, communication, skills, english, languages',\n",
       "  'competences, economics, aptitudes, entrepreneurship, skills, interdisciplinary, international',\n",
       "  'multicultural literature course, multicultural, literature, english, literary, linguistic, cultural',\n",
       "  'competences, skills, aptitudes, expertise, entrepreneurship, study, interdisciplinary',\n",
       "  'introduction international politics, international politics, politics, introduction, international, subject, degree',\n",
       "  'globalization, hegemony, europe, revolution, economic, cultures, capitalist',\n",
       "  'skills, study, humanities, disciplines, develop, cultural, learning',\n",
       "  'health psychology particular, health, psychology, psychological, objectives, subjects, clinical',\n",
       "  'intercultural communication, intercultural communication based, intercultural, communication, languages, culture, relations',\n",
       "  'geography population inequality, demography, geography, socioeconomic, geographical, demographic, stratification',\n",
       "  'psychology discipline, contributions psychology discipline, psychology, psychological, education, methodological, profession',\n",
       "  'development global challenges, urbanization, poverty, sustainability, development, economy, economic',\n",
       "  'law, citizenship, refugee, migration, transnational, colonialism, lawyers',\n",
       "  'digital innovation minor, digital innovation, innovation, technologies, designing, managing, business',\n",
       "  'peace conflict studies, conflict studies minor, peacemaking, war, criminology, conflict, sociology',\n",
       "  'minor psychology brain, psychology, brain, study, academic, scientific, influencing',\n",
       "  'finance, financial, risk, risks, markets, blockchain, management',\n",
       "  'ethics emerging technologies, neurotechnology, technologies, law, biotechnology, ethics, ict',\n",
       "  'neuroscience, brain, disciplines, mind, perception, disorders, memory',\n",
       "  'business, management, managerial, administration, organizational, companies, managers',\n",
       "  'humanities social analytics, humanities, analytics, literature, research, data, analysis',\n",
       "  'cities, amsterdam, urbanizing, medieval, towns, history, architectural',\n",
       "  'gender diversity multidisciplinary, diversity, sociology, multidisciplinary, disciplines, diverse, anthropology',\n",
       "  'physiology human anatomy, anatomy physiology human, anatomy, physiology, biomedical, organs, organ',\n",
       "  'culinary, food, nutrition, technology, product, drug, knowledge',\n",
       "  'smart city development, smart city concept, city, cities, infrastructure, technologies, automation',\n",
       "  'sustainability, globalization, environmental, economic, environment, sustainable, employment',\n",
       "  'social transformation sustainability, socioeconomic transformation sustainability, sustainability, environmental, socioeconomic, economic, transformation',\n",
       "  'iot, interfacing, implementation, project, systems, implement, technology',\n",
       "  'analytics, lstm, algorithms, data, regression, learning, rnn',\n",
       "  'blockchain, cryptography, security, authentication, biometrics, bitcoins, firewall',\n",
       "  'trademarks, security, ip, property, technologies, management, assets',\n",
       "  'stakeholder engagement innovators, stakeholder engagement, stakeholder, stakeholders, innovators, marketing, organizations',\n",
       "  'global marketing strategies, principles marketing global, marketing, markets, strategies, business, market',\n",
       "  'data, economy, multinational, global, organizations, cultural, big',\n",
       "  'global entrepreneurship, topics global entrepreneurship, global entrepreneurship social, entrepreneurship, entrepreneurs, ventures, business',\n",
       "  'regional management environment, regional management, regions, regional, management, environment, economic',\n",
       "  'risk, global, management, assessment, investors, mitigating, businesses',\n",
       "  'supply chain operations, operations, organization, business, supply, management, chain',\n",
       "  'principles global management, global business concepts, global management, globalization, global, management, corporations',\n",
       "  'regional trade agreements, regional economic agreements, regionalism, globalization, economy, economic, regional',\n",
       "  'global health infectious, epidemiological, vaccine, diseases, pathogenesis, infectious, biomedical',\n",
       "  'transfection, biotechnology, biomedical, biotechnological, vaccines, crispr, biology',\n",
       "  'epidemiology, outbreaks, infection, coronavirus, outbreak, infectious, antimicrobials',\n",
       "  'ai, intelligence, robots, psychology, cognitive, neuroscience, bayes',\n",
       "  'globalization, justice, rights, oppression, injustice, poverty, multinationals',\n",
       "  'ecophilosophy anthropocene, course ecophilosophy anthropocene, courses ecophilosophy anthropocene, anthropocene discussion, regard anthropocene, anthropocene critically, anthropocene',\n",
       "  'concepts medical biotechnology, medical biotechnological research, medical biotechnology, biotechnological, biotechnology, biomedical, transfection',\n",
       "  'biology history, history biology basic, history biology, doing biology historically, biology historically, biology, biologists',\n",
       "  'societal issues biologists, society biologists, biologist deal societal, society biology, biologists, biologist, biology',\n",
       "  'globalisation, urbanism, globalising, globality, geography, globalization, cities',\n",
       "  'borders identities europe, nationalism, territoriality, border, europa, bordering, geography',\n",
       "  'governance, polities, europeanisation, governments, government, environmental, brussels',\n",
       "  'introduction intercultural communication, issues intercultural communication, intercultural communication, intercultural, communication, culture, acculturation',\n",
       "  'honoursacademy, honours, assessment, academic, academy, university, dutch',\n",
       "  'psychology media content, psychology media, psychology, media, psychological, content, documentaries',\n",
       "  'islam, religions, religion, islamic, theology, scholars, cultures',\n",
       "  'culture, cultures, culturally, development, cultural, progress, relativism',\n",
       "  'development research, development, research, thesis, methods, skills, techniques',\n",
       "  'media, cultural, digital, researching, privacy, visualisation, forums',\n",
       "  'anthropological, anthropology, cultures, culture, cultural, anthropologists, kinship',\n",
       "  'human factors ergonomics, ergonomic principles designing, ergonomics, ergonomic, design, designing, anthropometrics',\n",
       "  'literary, literature, shakespeare, interpreting, interpretations, essays, discourse',\n",
       "  'issues global politics, contemporary issues global, politics, crises, debates, introduction, global',\n",
       "  'media, newsrooms, politics, docudrama, news, governments, blogs',\n",
       "  'human rights issues, immigration, rights, genocide, anthropology, institutions, law',\n",
       "  'historical controversy, historical controversy module, controversy, history, historians, historical, arguments',\n",
       "  'moral emotions discussed, morality groups emotion, morality, emotionism, emotions, emotion, judgements',\n",
       "  'media, newsrooms, politics, docudrama, governments, news, blogs',\n",
       "  'understanding global migration, global migration interdisciplinary, human migration, migration world, migration, refugees, geographical',\n",
       "  'modern political thought, western political philosophy, political, philosophy, history, philosophical, modern',\n",
       "  'education international development, international education development, education, educational, develop, development, economic',\n",
       "  'contemporary climate change, climate, science, scientific, future, responsibility, change',\n",
       "  'arguments, argument, paradoxes, understanding, puzzlement, perplexity, analyse',\n",
       "  'comparative public policy, governments, policies, welfare, policy, immigration, labour',\n",
       "  'colonialism module introduction, relating colonial postcolonial, postcolonial, colonialism, imperialism, colonial, capitalism',\n",
       "  'perspectives, sussex, development, lecturers, research, studies, discussing',\n",
       "  'maastricht science program, maastricht science programme, sciences, maastricht, interdisciplinary, science, academic',\n",
       "  'intelligence, engineering, intelligent, tech, study, knowledge, software',\n",
       "  'data, mathematics, engineering, student, tech, science, study',\n",
       "  'sustainable development minor, understanding sustainable development, sustainability, sustainable, environmental, conserving, develop',\n",
       "  'covid, healthcare, eph, governments, governmental, wellness, eu',\n",
       "  'entrepreneurial theory practice, entrepreneurship minor theory, entrepreneurship, entrepreneurial, business, competences, venture',\n",
       "  'maastricht liberal arts, university, maastricht, ucm, college, humanities, academic',\n",
       "  'cinematic creativity spain, cinematography, film, creativity, films, authorship, cinematic',\n",
       "  'soccer, barcelona, football, culture, cultural, catalonian, fandom',\n",
       "  'philosophical, antiquity, societies, society, materialism, enlightenment, robot',\n",
       "  'arab world today, arab, persian, modernity, gulf, politics, diversity',\n",
       "  'analytics, analytical, algorithms, analytic, statistics, data, mathematics',\n",
       "  'contemporary art spain, art, artistic, artists, exhibitions, cultural, photography',\n",
       "  'circular economy course, concept circular economy, circular economy, circular, economy, economic, sustainable',\n",
       "  'sport global governance, sport, athletes, sports, governance, jurisprudence, law',\n",
       "  'television, tv, media, audiences, channels, literacy, cosmopolitanism',\n",
       "  'ethics globalization sustainability, ethics globalization, ethical approaches global, ethics, globalization, sustainability, ethical',\n",
       "  'globalization, governance, sustainability, geography, poverty, economics, economic',\n",
       "  'law, technologies, technology, torts, innovation, contracts, property',\n",
       "  'collectivity, collective, organizations, societies, innovation, governance, society',\n",
       "  'barcelona city history, living city barcelona, barcelona, city, architecture, geography, history',\n",
       "  'perspective anthropocene archeology, anthropocene archeology history, anthropocene archeology, anthropocene, archaeology, archeology, archaeological',\n",
       "  'arts ai, arts ai techniques, ai, arts, creativity, algorithms, intelligence',\n",
       "  'crowdlaw, governance, ai, crowdsourcing, intelligence, law, blockchain',\n",
       "  'sexuality, gender, trans, diversity, stereotypes, women, metoo',\n",
       "  'perception, neurosciences, intelligence, brains, brain, humanities, sensory',\n",
       "  'principles marketing, principles marketing apply, principles marketing successful, marketing theory, marketing, principles, market',\n",
       "  'hrm, hr, managing, productivity, employment, resources, motivations',\n",
       "  'organisational behaviour, organisational, organisation, behaviours, culture, behaviour, work',\n",
       "  'study news production, newsgathering, journalism, media, news, production, research',\n",
       "  'map, exploring, geography, geographical, spatial, symbology, data',\n",
       "  'archaeology, archaeological, excavation, excavated, sustainability, environmental, cultural',\n",
       "  'politics, political, ethics, power, academic, topics, integrity',\n",
       "  'concepts international relations, contemporary international relations, international relations, relations, politics, understandings, concepts',\n",
       "  'media, technologies, development, digital, social, using, illustrate',\n",
       "  'power privilege diversity, privilege, diversity, ethnicity, stratification, power, societies',\n",
       "  'sociological, sociology, society, supermodernity, postmodernity, live, environment',\n",
       "  'research, social, data, projects, analysis, students, demonstrate',\n",
       "  'introduction sensation perception, sensation perception cognition, sensation perception, study sensory, sensory, perception, perceptual',\n",
       "  'creative computing discuss, creativity computing explain, computing, creativity, computers, creative, ideas',\n",
       "  'material culture archaeology, archaeology, archaeological, culture, material, research, things',\n",
       "  'geographies globalization geographical, human geography globalized, human geography, geographies, geography, geographers, geographical',\n",
       "  'artificial intelligence course, ai, intelligence, learning, introduction, programming, assignments',\n",
       "  'māori society culture, māori society cultural, māori, culture, cultural, society, concepts',\n",
       "  'pacific heritage survey, pacific heritage, heritage, pacific, cultural, indigenous, geographical',\n",
       "  'nz media sector, media, maori, television, cultural, nz, zealand',\n",
       "  'design ethnography introduces, design ethnography design, design ethnography, ethnography, design, cultural, worldviews',\n",
       "  'game design course, games, development, game, design, conceptualise, concepts',\n",
       "  'zealand literature english, zealand literature, māori, literary, zealand, literature, cultural',\n",
       "  'antarctica unfreezing continent, antarctica, unfreezing, continent, climate, geology, exploration',\n",
       "  'zealand world history, polynesia, zealand, islands, aotearoa, island, cultures',\n",
       "  'power international relations, power, politics, diplomats, governments, influence, security',\n",
       "  'italian literature middle, literature, literary, italian, history, cultural, students',\n",
       "  'art medieval italy, medieval art italy, art, arts, medieval, italy, making',\n",
       "  'neural, computational, intelligence, learning, brain, artificial, based',\n",
       "  'psychology, personality, individual, differences, approaches, study, students',\n",
       "  'psychology, cultures, cultural, learning, cognitive, intelligence, memory',\n",
       "  'banking law course, european banking law, banking, law, business, european, students',\n",
       "  'history international relations, international relations 20th, history, relations, interpretative, students, international',\n",
       "  'italian language history, languages, language, italian, linguistic, history, historical',\n",
       "  'animal psychology course, animal psychology, psychology, animal, ethology, study, disciplines',\n",
       "  'general psychology course, psychology, research, theories, knowledge, methods, students',\n",
       "  'psychology language course, psychology, language, cognitive, processing, architecture, emphasis',\n",
       "  'developmental psychology cultures, psychology, developmental, cultures, psychological, development, knowledge',\n",
       "  'cybersecurity, security, vulnerabilities, principles, students, analyse, basic',\n",
       "  'computer science course, programming, operations, science, computer, foundations, course',\n",
       "  'web, technologies, access, data, information, course, legal',\n",
       "  'sensory perception course, perception, psychophysical, sensory, cognition, methodological, introductory',\n",
       "  'fosters intercultural understanding, intercultural, english, communication, understanding, articulate, setting',\n",
       "  'health stress course, psychology health stress, stress, health, psychology, psychological, illness',\n",
       "  'history economic thought, economic thought, economic thought relating, economic, economists, economy, philosophy',\n",
       "  'modern cosmology, modern cosmology origin, cosmology, universe, galaxies, nonscience, modern',\n",
       "  'society computational, society computational reasoning, modern society computational, computational, computation, computing, algorithms',\n",
       "  'design, designing, interactions, technology, computing, technologies, studio',\n",
       "  'public health concepts, foundations public health, epidemiology, health, diseases, biomedical, disease',\n",
       "  'introduction nutrition, introduction nutrition focuses, nutrition topics, nutrition topics include, nutrition, nutrient, physiology',\n",
       "  'critical thinking, thinking, examining, critical, evaluating, learning, introductory',\n",
       "  'ethics information technology, ethical, ethics, surveillance, technologies, technology, cyber',\n",
       "  'symbolic, logic, concepts, interpretations, quantification, sentential, students',\n",
       "  'introduction contemporary media, contemporary media cultures, contemporary media, media, contemporary, introduction, cultures',\n",
       "  'media popular culture, media, culture, ideology, mediated, discourse, social',\n",
       "  'introduction american politics, politics, government, institutions, introduction, formal, american',\n",
       "  'culture gender film, culture, cultural, ethnographic, film, documentary, films',\n",
       "  'ancient astronomies world, ancient astronomies, astronomies, astronomy, archaeoastronomy, cosmology, ancient',\n",
       "  'american indians film, film, indians, films, hollywood, indian, native',\n",
       "  'group communication skills, communication, group, interaction, leadership, socialization, development',\n",
       "  'environmental literature, environmental, ecological, literature, literary, natures, novels',\n",
       "  'global geographies societies, global geographies, geographies, globalization, imperialism, cultures, colonialism',\n",
       "  'history jazz surveys, jazz music, jazz, music, history, historical, art',\n",
       "  'issues american arts, art, arts, crosscultural, monuments, culture, artistic',\n",
       "  'environmental, socioeconomic, environment, societies, society, disparities, environments',\n",
       "  'norman ireland examined, castles, medieval, archaeological, archaeology, gaelic, castle',\n",
       "  'prehistoric ireland europe, neolithic, prehistory, paleolithic, archaeologists, prehistoric, tombs',\n",
       "  'overview irish writing, irish english literary, literary, literature, irish, ireland, writing',\n",
       "  'study developmental psychology, developmental psychology overall, developmental psychology, psychosocial development, psychology, developmental, psychosocial',\n",
       "  'biomaterials, biopolymer, biopolymers, engineering, tissue, implantable, fabricate',\n",
       "  'biomolecules, eukaryotes, organelles, biology, eukaryotic, genomes, cells',\n",
       "  'introduction health psychology, health psychology, applied health psychology, psychology, health, psychological, stress',\n",
       "  'information systems technology, information systems development, technologies, technology, computers, systems, software',\n",
       "  'perceptions 1950s ireland, 1950s, ireland, culture, decade, contemporary, stagnation',\n",
       "  'health economics course, practice health economics, health economics, economics, economists, health, introduction',\n",
       "  'dickens, victorian, literature, prose, nineteenth, kipling, poetry',\n",
       "  'neolithic, ritual, prehistoric, subsistence, monument, ireland, societal',\n",
       "  'music, genres, cultural, performers, irish, performances, ireland',\n",
       "  'fundamentals marketing theory, marketing principles, fundamentals marketing, marketing theory practiced, marketing concepts, marketing, markets',\n",
       "  'history prehistory celts, medieval history celts, history celts, prehistory celts, celts, medieval, prehistory',\n",
       "  'statistics, statistical, datasets, data, probabilistic, science, research',\n",
       "  'landscapes, landscape, heritage, urbanisation, archaeology, ireland, geography',\n",
       "  'introduction positive psychology, positive psychology distinctive, positive psychology, psychology, strengths, discipline, positive',\n",
       "  'stagnant galway history, galway history, galway, irish, history, railway, revolution',\n",
       "  'irish legal systems, introduction irish legal, irish law, law, lawyers, irish, substantive',\n",
       "  'business culture uc, culture uc business, culture, cultures, cultural, business, academics',\n",
       "  'intercultural team utilising, teamwork, intercultural, leadership, culture, leading, māori',\n",
       "  'enterprise practice course, enterprise, business, stakeholders, innovation, organisation, work',\n",
       "  'innovation management, innovation management innovation, innovation, innovative, management, organisations, business',\n",
       "  'hospitality marketing management, hospitality marketing, marketing, hospitality, tourism, management, businesses',\n",
       "  'sustainable tourism enterprises, perspectives sustainable tourism, sustainable tourism, tourism, marketing, destinations, sustainable',\n",
       "  'business systems analysis, analysis business systems, business, systems, analysis, prototyping, design',\n",
       "  'data administration, data management, data management contemporary, database, data, warehousing, management',\n",
       "  'web design development, web design, web, design, development, business, applications',\n",
       "  'digital marketing course, digital marketing practices, marketing, ecommerce, ads, analytics, business',\n",
       "  'remote sensing geospatial, gis, geospatial, geographic, satellites, uavs, data',\n",
       "  'environmental psychology, environmental, psychology, environmentally, behaviour, sustainable, principles',\n",
       "  'cyborgs, cyberspace, robots, immortality, metaphysics, technology, programmed',\n",
       "  'global environmental change, environmental change global, climate, environmental, earth, geospatial, geographic',\n",
       "  'geologic, earthquakes, landslides, volcanic, earth, climate, eruptions',\n",
       "  'science maori indigenous, science maori, sciences, maori, science, scientific, astronomy',\n",
       "  'geoscience, geoscientific, tectonics, science, volcanoes, scientist, geologically',\n",
       "  'wellbeing, settler, housing, geography, flourishing, place, colonial',\n",
       "  'assessment freshwater resources, freshwater resources characterisation, hydrological, freshwater, ecosystems, aquatic, ecosystem',\n",
       "  'environmental hazards disasters, hazards disasters course, hazards, disasters, flooding, environmental, maori',\n",
       "  'migration, migrants, refugees, warsaw, political, climate, nakonieczna',\n",
       "  'economic, eu, poland, business, polish, warsaw, asia',\n",
       "  'academic, scholarly, politics, writing, lecturers, publication, political',\n",
       "  'asymmetrical threats discussed, asymmetrical threats, threats, terrorism, threat, security, crime',\n",
       "  'introduction polish language, poland language culture, introduction polish, polish history, polish, warsaw, poland',\n",
       "  'polish diplomacy asia, poland policy asia, diplomacy, asean, diplomatic, diplomats, poland',\n",
       "  'politics, russia, political, war, warsaw, democratic, introduction',\n",
       "  'history european integration, history, eu, warsaw, europe, european, political',\n",
       "  'international political economy, economics, economy, wto, economic, fdi, multilateral',\n",
       "  'cyberterrorism, security, globalisation, political, economic, crime, war',\n",
       "  'security asia pacific, asia, korea, security, alliances, japan, russia',\n",
       "  'introduction european union, eurozone, eu, federalism, governmentalism, economic, introduction',\n",
       "  'introduce concept biopolitics, biopolitics course, concept biopolitics, biopolitics explanatory, essentials biopolitics, concepts biopolitical scholarship, biopolitics',\n",
       "  'governance electronic government, electronic democracy overview, governance, democracy, democratic, blockchain, government',\n",
       "  'estonian culture course, encounters estonian culture, culture, estonia, cultural, estonian, geography',\n",
       "  'religion, religious, arabic, cultural, societies, antiquity, historical',\n",
       "  'ethnopolitics, ethnopolitical, ethnicity, ethnic, ethnocultural, regimes, governance',\n",
       "  'illiberalism, europeanization, illiberal, ideological, eurasia, political, russia',\n",
       "  'history baltic, history baltic sea, relations baltic sea, baltic, estonia, lithuania, denmark',\n",
       "  'mandarin chinese practical, mandarin, chinese, language, communication, taiwan, pronunciations',\n",
       "  'mandarin chinese practical, chinese practical level, chinese practical, mandarin, chinese, practical, level',\n",
       "  'intermediate chinese course, chinese practical level, mandarin, chinese, courses, language, exams',\n",
       "  ...],\n",
       " ['interdisciplinarity, interdisciplinary work, knowledge, introduction, traditional boundaries, new fields, module',\n",
       "  'information, museums, different historical forms, associated institutional repositories, data vaults, cultural elements, papyrus',\n",
       "  'ai, human computer interaction, wearable technologies, design issues, humans, risks, lectures',\n",
       "  'health, migrant, migration, host society, successful integration, significant impact, structural inequalities',\n",
       "  'intersectionality, racial difference, persistent social inequalities, gender, such inequalities, biological forces, need',\n",
       "  'art research, art thinking, interdisciplinarity, experiential perspective, science, thinking, incommensurability',\n",
       "  'public health, participatory global public health, arts, creative approaches, mental health promotion, social care issues, behavior change theories',\n",
       "  'psychology, experimental data, complex neuro, public sphere, students, challenges, use',\n",
       "  'political thinkers, foucault, core texts, introduction, hobbes, morality, havel',\n",
       "  'contemporary international politics, globalisation, populist nationalism, global po, health governance, emancipatory potential, basic conceptual tools',\n",
       "  'urban inequalities, city case studies, democratic cities, dignified housing, social justice, development practitioners, global processes',\n",
       "  'interdisciplinarity, art thinking, anthropology, personal art project, experimental space, aforementioned materials, wide ranging set',\n",
       "  'music perception, musical development, music, multidisciplinary nature, science, contemporary research, artistic expression',\n",
       "  'sustainable energy, energy policy, energy modelling, interlinked energy system, engineering, analytical rigour, clear understanding',\n",
       "  'automata, computation, language theory, mathematical logic, fundamentals, module, course',\n",
       "  'quantitative methods course, data science, visualisation, modelling approaches, evidence, society, world questions',\n",
       "  'regression models, quantitative methods, epidemiology, inference, environmental science, astronomy, cultural context',\n",
       "  'creative writing work, contemporary prose fiction, poetry, critiques, character development, example technique texts, interested students',\n",
       "  'cultural analysis, qualitative judgments, cultural appropriateness, cultural capital, aesthetics, technological transformations, bourdieu',\n",
       "  'protestant science, scientific revolution, copernican revolution, islam, descartes, evolution, global community',\n",
       "  'disastrous growth strategies, wealthiest country, financial markets, quantitative analytical frameworks, covid, urban policy, institutional factors',\n",
       "  'machiavelli, florentine affairs, political writings, military conquest, livy, class conflict, meaning',\n",
       "  'machine learning models, data science students, gradient boosting, overfitting, loss functions, empirical risk, introduction',\n",
       "  'data science, data science tools, data analysis process, statistical inference, students, jupyter notebook, interpretation',\n",
       "  'reproductive work, east asian countries, industrial capitalist development, women, wages, households, double burdens',\n",
       "  'nuclear policy, nuclear technology, international proliferation, fissile material, civilian applications, history, dispose',\n",
       "  'american grand strategy, military forces, world stage, great power, deterrence, important areas, united states',\n",
       "  'postcolonial thought, decolonial scholarship, foundational thinkers, empire, key texts, class, work critique',\n",
       "  'palliative care, bereavement, sudden deaths, social work practice, moral dilemmas, life course, spiritual influences',\n",
       "  'cultural psychology, psychological pluralism, moral judgment, subjectivity, emotions, peoples, world',\n",
       "  'entrepreneurial ventures, entrepreneur guest lectures, product development, brand values, vc, execution plans, class',\n",
       "  'behavioral economics, economics, psychology, economic markets, decision making, topics, empirical advances',\n",
       "  'attitudes, motivations, human thought, accurate understanding, competitors, unstructured experience, determinants',\n",
       "  'international corporate finance',\n",
       "  'experimental economics, experimental literature, recent experimental findings, data, students, avid consumer, summary',\n",
       "  'political violence, insurgency, social scientific approaches, causes, students, several key questions, interrelated goals',\n",
       "  'psychoactive drugs, students understanding, drugs work, brain, behavior, course, goal',\n",
       "  'film analysis, cinematic techniques, contemporary narrative cinema, directorial oeuvres, major film types, works orson welles, basic concepts',\n",
       "  'environmental justice, environmental ills, segregation, other social problems, chicago, students, readings',\n",
       "  'economic justice, economic institutions, contemporary political philosophy, marxism, utilitarianism, john rawls, series',\n",
       "  'entrepreneurial process, entrepreneurial passion, business ideas, opportunities, fundamental understanding, feasibility analysis, idea',\n",
       "  'leadership knowledge, own leadership style, organisational politics, 21st century, approaches, networking, students',\n",
       "  'computational thinking, computational manner, basic program construct, processor, problem, data, internal operations',\n",
       "  'human geography, urban planning, singapore, diverse place, spatial issues, introduction, space',\n",
       "  'social media marketing, social commerce, monetization, strategic planning, start, ntc website, module',\n",
       "  'new venture financing, entrepreneurship development, startup formation process, funding, key financial concepts, intellectual property intangibles, suitable skillsets',\n",
       "  'cultural intelligence, organizational cultures, cq, 21st century, critical predictor, borderless world, explorer',\n",
       "  'marketing strategy, sustainable marketing, customer value, future performance, 21st century, students, recommendations',\n",
       "  'management decision tools, managerial decisions, mathematical models, future managers, business descriptions, solution finding, use',\n",
       "  'literature, critical reading, introduction, academic writing, study, tertiary level, course',\n",
       "  'major natural hazards, sustainable adaptation, tectonics, soil erosion, society, human dimensions, temporal distribution',\n",
       "  'music cultures, particular recordings, music downloads, controversial narratives, world, consumption, transformation',\n",
       "  'global television cultures, global discourses, internet, india, circumvention, specific historical periods, reception practices',\n",
       "  'asian american identity intersects, asian american studies, asian american communities, asian immigration, multicultural america, race, class',\n",
       "  'data analysis, causal relationship, market event studies, underlying economic theory, expert consumers, better decisions, regression discontinuity',\n",
       "  'microeconomics, econ, economic analysis, introduction, costs, income distribution, perfect competition',\n",
       "  'econometric machine, machine learning methods, regularization, latent variables, prediction, inference, topics',\n",
       "  'data science, cognitive science, linguistics, computational skills, study, mind, students',\n",
       "  'language acquisition, linguistics, human concepts, cognitive science, culture, developmental perspectives, relation',\n",
       "  'mathematics, topics, prerequisite, ideas, sets, probability, contemporary science',\n",
       "  'social impact, food insecurity, business knowledge, college, traditional government programs, recent technological changes, potential solutions',\n",
       "  'venture capital management issues, venture capital, private equity, entrepreneur, vc, case assignments, classroom participation',\n",
       "  'major ethical theories, ethics, specific ethical problems, animal rights, euthanasia, topics, introductory course',\n",
       "  'modern political thought, political institutions, freedom, seventeenth century, responsibilty, centrality, individual',\n",
       "  'experimental psychology, neuropsychology, basic topics, cognitive basis, behavior, learning, major areas',\n",
       "  'sociology, social structures, social world, social interaction, introduction, individuals, systematic study',\n",
       "  'digital democracy, american political life, government surveillance, computers, technologies agents, unprecedented platform, liberating force',\n",
       "  'narrative genres, narrative, fables, autobiographies, cultural values, translation, comparative perspective',\n",
       "  'judgment, societal decision making, biases, decisions, fallacies, thinking, emphasis',\n",
       "  'analytics, unstructured data, digital economy, large data sets, tableau, industry applications, students',\n",
       "  'international economics, exchange rate policies, european monetary union, speculative capital flows, recent developments, prerequisite, equivalents',\n",
       "  'world cinema, film history, voracious cinephiles, global audiences, colonialism, american university, course',\n",
       "  'colonial education, transnational history, assimilation, state department experiments, economic divides, latinx fights, ways',\n",
       "  'american history, films, topics, jazz age, selma, contemporary activist movements, course',\n",
       "  'law, introductory class, speech, cultural criticism, black lives matter, totalitarianism, interpretation',\n",
       "  'energy facilities, energy, seminar, yale campus, public policy, climate, high school physics',\n",
       "  'global climate change, climate system, ancient climate cycles, carbon cycle, greenhouse gases, introductory science course, measurements',\n",
       "  'international human rights, human rights institutions, international politics, state abuse, victims, mechanisms, implications',\n",
       "  'american politics, american national government, social movements, constitution, introduction, interest groups, policy',\n",
       "  'global health ethnography, medical humanitarianism, infectious disease, poverty, latin america, structural violence, resource',\n",
       "  'investigative journalism, journalistic storytelling, journalistic experience, narrative skills, long writing project, weekly assignments, students',\n",
       "  'mistrustful thinkers, practical trust, democracy, echo chambers, conspiracy theories, truth decay, common world',\n",
       "  'modern medical humanities, wittgenstein, uncertainty, scientism, narrative, primary readings, atul gawande',\n",
       "  'multiracial identities, identity politics, race, current events, census, perspectives, class discussions',\n",
       "  'civil rights movements, black power, historiography, martin luther king, actions, master narrative, memphis',\n",
       "  'contemporary inequities, race, social science discipline, incarceration, class, housing, food access',\n",
       "  'scottish studies 1a, cultural representation, folklore, industry, political context, theoretical approaches, song',\n",
       "  'celtic civilisation 1a, celticness, ethnic concept, certain languages, bitter controversies, course, ideas',\n",
       "  'scottish gaelic language, language skills, introduction, linguistic structure, culture, students, course',\n",
       "  'catholic reformations, witchcraft, popular religious culture, early modern europe, devotional practices, study, part',\n",
       "  'global mental health, global digital health, health challenges, migrant health, wellbeing, different contemporary topic, cancer',\n",
       "  'common mental health problems, nursing, therapeutic approaches, communication skills workshops, biopsychosocial model, suicide, particular social context',\n",
       "  'mapping health, illness, health phenomena, societies, students, understanding, course',\n",
       "  'global challenges, sustainable development goals agenda, current global event, currents, future, common good, understanding',\n",
       "  'interdisciplinary city, interdisciplinary education, edinburgh, innovative approach, students, complex challenges, part',\n",
       "  'biology 1a, evolution, variation, several major concepts, plant diversity, basic experimental design, university',\n",
       "  'sustainable development 1a, concepts, students, concern access, first century, central problems, own stance',\n",
       "  'international business, foreign market entry strategy, world trade regime, globalisation, trade 2a, course, various elements',\n",
       "  'environmental engineering, sustainability, hydrological cycle, life cycle analysis, transport phenomena principles, water quantity, basic concepts',\n",
       "  'environmental change, ecosystems, environment interactions, tropical regions, global scales, decades, feedbacks',\n",
       "  'python programming, engineering students, programming skills, software engineering, jupyter lab notebooks, appropriate numerical methods, present calculations',\n",
       "  'advanced maths requirement, other subject areas, physics, algebra, multivariate calculus, concepts, course',\n",
       "  'introductory astronomy course, astronomy, cosmology, student, basic level, numeracy, topics',\n",
       "  'data analysis, computer science, physics, geosciences, laboratory sessions, understanding, alone course',\n",
       "  'economic development, rich countries, different regions, inequalities, trade, course, key determinants',\n",
       "  'murray darling basin, environmental science disciplines, great drainage basins, clear narrative, social forces, students, world',\n",
       "  'pacific knowledge, pacific islanders, australian institutions, former colonial powers, national archives, critical inquiry, political dynamics',\n",
       "  'effective peacebuilding, peaceful resolutions, conflict resolution, asia, new wars, 21st century, students',\n",
       "  'indigenous economy, indigenous australians, basic economic concepts, significant socioeconomic challenges, effective policy options, fairness considerations, demography',\n",
       "  'australian indigenous studies, first peoples, resilience, colonisation, islands, rights, significant events',\n",
       "  'asian political systems, political order, hinduism, confucianism, historical development, social class, national identities',\n",
       "  'natural resource conflict, internal armed conflict, geopolitical dimensions, southeast asia, oil, striking conundrum lies, strong research',\n",
       "  'australian political history, indigenous politics, main political trends, party system, ideologies, broader changes, historical grounding',\n",
       "  'basic international relations theories, international political economics, political dynamics, regional governance, pacific, global context, course',\n",
       "  'popular culture, semiotics, feminist critics, power relationships, identity, meanings, course requirements',\n",
       "  'contemporary australian indigenous music studies course, contemporary australian indigenous music styles, traditional cultural expressions, aural analysis, cultural biography, contexts inclusive, tces',\n",
       "  'australian political institutions, electoral competition, oldest liberal democracies, constitution, high court, institutional design, stability',\n",
       "  'traditional australian indigenous cultures, indigenous worldviews, basic anthropological understanding, colonisation, relationality, hunting, way',\n",
       "  'globalisation, fundamental concepts anthropologists, good global citizens, social forms, class, real life case studies, ethical way',\n",
       "  'contemporary media institutions, media convergence, technological change, communications industries, digital art, networked communication, surveillance',\n",
       "  'sustainable development goals, entrepreneurial concept, project, real challenges, industry speakers, australia, semester',\n",
       "  'ai, law, algorithmic sentencing, surveillance, human rights, facial recognition technologies, cross disciplinary insights',\n",
       "  'natural history, environment majors, past landscapes, arboretums, holistic term, soils, excellent subject',\n",
       "  'marketing, marketing programs, basic theoretical framework, principles, pricing decisions, students, segmentation',\n",
       "  'smart transportation, urban transport systems, systems approach, new technologies, sustainability, safety problems, accessibility',\n",
       "  'global food system, human diets, complex food, healthy planet ii, healthy food, biosciences, practitioners',\n",
       "  'street art derive, graffiti, contemporary city, melbourne, illicit subculture, secret exhibitions, laneways',\n",
       "  'urban design, creative urban design solutions, sketchup, public spaces, people, software availability, dynamic setting',\n",
       "  'wildlife health, food borne diseases, health framework, sustainable agricultural development, antimicrobial resistance, interdisciplinary subject, concept',\n",
       "  'animal health, indigenous health, global cultures, holistic concept, human nutrition, microbial pathogens, sustainable agricultural development',\n",
       "  'humanities, indigenous knowledges, contemporary issues, climate change skepticism, wicked problems, truths, sound reasoning',\n",
       "  'illicit drug use, drug marketing strategies, laws, risks, economic factors, university breadth subject, small group work',\n",
       "  'australian flora, current faunal diversity, natural history, evolutionary journeys, conservation successes, velvet worms, climate change',\n",
       "  'urban studies, australian cities, social inequalities, diverse people, activism, differences, depth understanding',\n",
       "  'transcultural encounters, tourism, ethnographic skills, collaborative experiences, mapping project, interdisciplinary methods, understanding',\n",
       "  'engineering modelling, engineering concepts, engineering needs, several interdisciplinary engineering challenges, design processes, complex society, lectures',\n",
       "  'entrepreneurship principles, startups, innovator, marketable ideas, key frameworks, value, many students',\n",
       "  'relationship management, various human resource management policies, stakeholder management, career development, performance management, workplace, recruitment',\n",
       "  'outdoor education, unique natural environments, informal recreational experiences, experiences, natural significance, understanding, many australians',\n",
       "  'australian sporting culture, grassroots sport, meaningful educational experience, critical perspective, youth, practice, meaning',\n",
       "  'indigenous history, strait islander peoples, introduction, reconciliation, political rights, study, unit',\n",
       "  'comparative international management styles, multicultural business environments, cultural issues, global business ethics, multinational company, consumer behaviour, external perspective',\n",
       "  'global america, global influence, globalisation, insular society, interdisciplinary approach, influence, 21st century',\n",
       "  'global environmental challenges, biodiversity protection, food production, soil security, australian case studies, climate, irreversible change',\n",
       "  'introductory geography, geographical perspective, urban geographies, global society, physical world, key examples, undergraduate degree',\n",
       "  'industrial relations, employment relationship, human resource management, work, management majors, foundation unit, study',\n",
       "  'science denialism, scientism, scientific knowledge, pseudoscience, historical scientific examples, theories, social process',\n",
       "  'nutrition habits, informed food choices, digestion, sports performance, student, topics, mythbuster',\n",
       "  'urban design theory, urban design controls, design process, environment disciplines, site context analysis, planning, public realm',\n",
       "  'interior architecture, public spaces, conceptual space, agency, creative risk taking, global demands, unsw',\n",
       "  'accounting concepts, accounting information, chartered accounting, financial data, intangible resources, careers, measurement',\n",
       "  'fintech, financial market data platforms, cryptocurrency, big data, peer lending, python programming language, conceptual understanding',\n",
       "  'marketing knowledge, business student, consumers, understanding, value, product differentiation, key driver',\n",
       "  'international relations, political instability, governance, major specialisation, power rivalry, study, global processes',\n",
       "  'advertising professionals, communication campaigns, public relation, communication challenges, practical skills, important theoretical concepts, study',\n",
       "  'international human rights law, current human rights issues, regional human rights commissions, civil rights law, key institutions, australian contexts, practice',\n",
       "  'data science, data analysts, economics, graduates, decisions, business sensibilities, significance',\n",
       "  'biotechnology, babs bsc, research labs, research significance, presentation skills, specific aspects, hons',\n",
       "  'animation practice, animation processes, own animated sequences, fundamental creative skills, movement, understandings, world physics',\n",
       "  'interactive art, practical studio activities, interactivity, systems thinking, sonic programs, potentials, course',\n",
       "  'computer science, computing systems, compilers, data structures, basic principles, study, psychological aspects',\n",
       "  'civil engineering, civil engineering program students, many specialist activities, railways, time students, flood mitigation works, water supply',\n",
       "  'renewable energy engineering, re engineers, low energy systems, secondary specialisation paths, efficient buildings, broader understanding, heat',\n",
       "  'communication principles, great communicators, future media role, strong theoretical frameworks, deep understanding, multimodal types, meaning',\n",
       "  'criminal law, doctrinally central criminal offences, feminist theory, detailed doctrinal analysis, defences, legislative alternatives, contextual framework',\n",
       "  'international public health, global health, health systems, population health issues, global challenges, social impact, degree',\n",
       "  'pharmacology, pharmacologyhonours stream, medical research, supervised research project, laboratories, students, soms',\n",
       "  'bioeconomy, renewable products, bioproducts, sustainability paradigms, materials, political impacts, introduction',\n",
       "  'plant biomass, plants, nutrient acquisition, radiation energy capture, biological mechanisms, carbon, environment',\n",
       "  'current natural resources conservation, forest sciences topics, conservation, seminars, introduction',\n",
       "  'forest science, trees, forests, growth, environmental aspects, introduction, emphasis',\n",
       "  'wood products industry, wood products, forestry, global trade policy issues, markets, processes, credit',\n",
       "  'climate change, local climate change solutions, local landscapes, visual media, future scenarios, psychology, introduction',\n",
       "  'communication strategies, wood products processing, forestry, oral presentation skills, practitioners, quality documents, topics',\n",
       "  'conservation decision, decision science, ecological data, biodiversity, uncertain world, policy, making',\n",
       "  'environmental dna, genomics, introductory genomics, epigenetics, genetic determinism, extinct species, climate change',\n",
       "  'recreation area management plans, tourism planning, recreation resources, rural recreation, community wellbeing, principles, biodiversity',\n",
       "  'urban forest conservation, urban ecology, greenspace systems, rural interface issues, climate change, planning, society',\n",
       "  'urban forest environment, urban forests, urban residents, physical well, basic relationships',\n",
       "  'bioenergy, biomass use, energy systems, interdisciplinary approach, environmental implications, technology, systems',\n",
       "  'intercultural communication, cultures, acculturation patterns, social interaction, politeness, main concepts, microcultures',\n",
       "  'media, society, cultural industries, critical attention, meaning, capacities, course',\n",
       "  'user experience, design, new cultural meanings, programmatic studies, learning, collaborative studio, students',\n",
       "  'strait islander health, aboriginal, wellbeing, recent policy initiatives, lectures, expertise, range',\n",
       "  'scientific data, statistical analysis, statistical expertise, research, stat1201, understanding, ethical issues',\n",
       "  'everyday thinking, paranormal phenomena, science, subliminal persuasion, alternative medicine, topics, judgements',\n",
       "  'contextual communication skills, psychology, romantic communication, conflict management, impression management, practical understanding, course',\n",
       "  'big geological processes, plate tectonics, planet earth, climate change, big picture, topics, biological perspective',\n",
       "  'international business management, internationalisation strategies, foreign investment policy, economic globalisation, important managerial decisions, theoretical knowledge, trade',\n",
       "  'organisational behaviour, contemporary organisations, critical thinking skills, small group discussion, building activities, introductory course, team',\n",
       "  'spatial communication, engineering drawings, spatial measurement, various spatial visualisation tools, fundamentals, project, unit',\n",
       "  'monopolistic competition, business strategy, future entrepreneurs, commerce majors, case study workshop approach, foreign exchange rate, online resources',\n",
       "  'asian economies, business growth, economic policy reforms, development state, internationalisation, causes, role',\n",
       "  'corporate world, anthropological frameworks, social products, sociability, effects corporations, language, human subjectivity',\n",
       "  'organisations, organisational performance, society today, critical perspective, cultural challenges, mainstream approach, turn',\n",
       "  'monopolistic competition, business strategy, future entrepreneurs, commerce majors, case study workshop approach, foreign exchange rate, online resources',\n",
       "  'intercultural communication, discriminatory language, cultural expectation, politeness, language reform, discourse, basic concepts',\n",
       "  'programming fundamentals, data structures, pointers, modularity, advanced object, students, unit',\n",
       "  'future climates, climate change adaptation, climate models, climate change processes, biophysical environment, international policy frameworks, physical science',\n",
       "  'australian healthcare system, healthcare practice, aged care, health, case studies, structured introduction, reflective understanding',\n",
       "  'science communication, foundational science communication skills, science influences society, assessment practices, influence change, future study, hd',\n",
       "  'intercultural skills, intercultural challenge, internationalised workplace, workshops, students, melbourne city area, key component',\n",
       "  'asian economies, business growth, economic policy reforms, development state, internationalisation, causes, role',\n",
       "  'leadership principles, leadership journey, strategic leaders, edge leadership materials, 21st century organisations, assessments, personal portfolio',\n",
       "  'international studies, globalisation, contemporary world, global health, topics, pressing challenges, unit',\n",
       "  'cultural texts, cultural identities, own cultural horizons, cultural difference, provocative ways, crossing, unit',\n",
       "  'global health, globalisation, migrants, transnational trade, inequities, international settings, practical projects',\n",
       "  'natural resources engineering, resources engineering project, resources engineers, renewable energy sectors, mining, key concepts, earth',\n",
       "  'entrepreneurial process, business creation, enterprising mindset, critical perspective, enterprise, interdisciplinary overview, practical module',\n",
       "  'psychopathology, neuroscientific conception, intellectual history, mind, tension, central aim, facilitate students',\n",
       "  'multilingualism, sustainable development, equality, centrality, debate, access rights, terms',\n",
       "  'globalisation, intercultural awareness, transdisciplinary approach, global connections, warwick graduates, perspectives, multidisciplinary peer group work',\n",
       "  'global shakespearience, shakespeare, interdisciplinary performance forms, playwright, modern popular culture, climate activists, own podcast episode',\n",
       "  'censorship, society, literature, moral values, dictatorship, freedom, debates',\n",
       "  'sustainable development, inclusion, dignity, inequalities, current debates, understanding, students',\n",
       "  'such underworlds, underworld, hell, recovery narratives, incarceration, journey, transdisciplinary module',\n",
       "  'sustainability issues, significant societal challenge, future life, estates, university, understanding, potentials',\n",
       "  'climate change poses, global climate, greatest challenges, comprehensive approach, undergraduates, grounding, today',\n",
       "  'global energy markets, sustainable energy governance, sustainable development goal, low carbon future, energy trilemma, affordability, trilemma',\n",
       "  'global health, health governance, sustainable development goal, social science research, antimicrobial resistance, equip students, local dimensions',\n",
       "  'sustainable food systems, food security, collective food consumption choices, sovereignty, global research priority, analytical knowledge, visual mapping',\n",
       "  'mental health, sociology, uk universities, interdisciplinary approach, matter, understanding, warwick',\n",
       "  'sustainable cities, urban context, total carbon emissions, climate, future population growth, pressing human welfare concerns, stark inequality',\n",
       "  'public engagement, citizen researchers, transferable engagement skills, universities, valuable insights, context, work',\n",
       "  'wellness, fitness, different exercises, basic understanding, students, importance, course',\n",
       "  'malay silat movements, martial arts, variuos movements, dance, kuda, space constrain, polarisation',\n",
       "  'islamic economic system, malaysia, regulatory institutions, charitable institutions, student, concepts, course',\n",
       "  'project management, project cycle, project framework, project, analysis, policy, program',\n",
       "  'development economics, economic development, major development policies, development theories, economic changes, countries, process',\n",
       "  'managerial perspective, thorough explanation, students, opportunities, course, limitations, issues',\n",
       "  'social welfare system, human needs, system, central concepts, allocation, approaches, course',\n",
       "  'political minorities, ethnicity, separatist movements, indonesia, nationstate formation, identity, subsequent demands',\n",
       "  'political system, southeast asian countries, governing style, geopolitical factors, administration, introduction, state',\n",
       "  'foreign policy analysis, foreign policy implementation, foreign policy, countries, development, orientation, methods',\n",
       "  'malay literatures, comparative study, comparative literary theories, historical development, introduction, indian, course',\n",
       "  'malay dances staging, inang dance, malay folk, mak inang, comprehensive repertory, structured movement, study',\n",
       "  'organizational behavior, staff behavior, attitudes, job satisfaction, diversity, course, synopsis',\n",
       "  'business application development, business applications, computer programming, students, course, scratch, world',\n",
       "  'gender relations, international culture, society belief, concepts, economics aspects, identity, course',\n",
       "  'traditional heritage, world heritage list, southeast asian countries, societies, major concepts, course, few centuries',\n",
       "  'primary traditional performing arts genres, southeast asian society, arts, national cultural heritage, political propaganda, formation, major parts',\n",
       "  'human rights diplomacy, human rights practices, major human rights issues, international politics, cultural differences, students, such methods',\n",
       "  'sustainable development, poverty alleviation, development theories, population growth, broad introduction, rural areas, students',\n",
       "  'malay art, malay society, art, culture, research methods, course, symbolic values',\n",
       "  'modern english poetry, english modernism, literary features, seamus heaney, series, course, close study',\n",
       "  'ancient greek literature, litterae graecae, historical studies, western antiquity display, original texts, english translation, contextualization',\n",
       "  'national taiwan university, natural resources conservation, various field trips, beautiful nature, social geography, atmospheric science, english',\n",
       "  'ict developments, impressive technical development, virtual reality, original equipment manufacturer, hardware, taiwan, international students',\n",
       "  'biology themes, movie science, biology, different biological transformations, misrepresent scientific facts, cloning, bionics',\n",
       "  'plant sciences, trends, future development trends, research, institute, specific field, current status',\n",
       "  'food biotechnology, fermentation plants, halophilic archaea, related biochemistry, national taiwan university, miscellaneous grains, epigenetics',\n",
       "  'python programming language, computer programming, google colaboratory, introductory level, project, cloud, examples',\n",
       "  'contemporary metaphysical issues, special relativity, space, temporal parts, spatial relationships, time, futurity',\n",
       "  'edible insects, insectivory, role insects, food source, social sciences, teaching materials, ntust',\n",
       "  'classical philology, ancient greek, palaeolography, sciences, chronology, present course, iconography',\n",
       "  'endemic species, rich biological resources, taiwan, insects, land area, geological structure, global average',\n",
       "  'global competence, new international issues, internationalization, different fields, learnings, students, home',\n",
       "  'general biology, ecology, genetic materials, plant forms, molecules, hypotheses, year course',\n",
       "  'natural history museum, collection specimen research, archiving nature, curatorial planning, national taiwan university campus, science teaching plan design, microorganisms',\n",
       "  'nutrition, micronutrients, major caloric nutrients, meal design, basic concepts, substitution table, amines base acid',\n",
       "  'global health, interdisciplinary local actions, international challenges, global perspective, intervention strategies, various topics, tas',\n",
       "  'western philosophy, religious pluralism, major world religions, omnibenevolence, divine attributes, metaphysics, existence',\n",
       "  'biomedical development, taiwan, local diseases, liver disease, international students, treatment, unique characteristics',\n",
       "  'international students, international companions, cultural exchange, taiwan, service learning, oral translation, weekly skype sessions',\n",
       "  'japanese literature, modern japanesewriters, postwar writers, novel, third wave, movements, familiarizestudents',\n",
       "  'understanding cultures, educational anthropology, multicultural issues, japan, students, concrete approaches, related fields',\n",
       "  'research, basic technique, students, course',\n",
       "  'cultural studies, introduction, globalized society, students opportunities, concepts, course, practice',\n",
       "  'intercultural communication, intercultural learning, intercultural environment, introduction, participants, course, strategies',\n",
       "  'international understanding, cosmopolitan education, diverse global view, introduction, class, citizen, greek words',\n",
       "  'modern japanese society, mass media, magazine journalism, media literacy, critical readings, communication, series',\n",
       "  'multivariate data analysis procedures, statistical science, matrix algebra, principles',\n",
       "  'japanese primatologists, primatology, nonhuman primates, taxonomic relationships, scientific research, ecological strategies, communication',\n",
       "  'bioethics, genetic testing, several biology, various societal contexts, studentsʼ understanding, developmental disorder, alternative choices',\n",
       "  'present migration flows, migration, sociology, multiculturalism, japan, policies states, key terminology',\n",
       "  'cost accounting, corporate finance, engineering, investment criteria, basic concepts, ratio analysis, policy decisions',\n",
       "  'european history, small countries, low ountries history, regional identities, civic pride, meanings, many links',\n",
       "  'european integration, international relations, european history, previous decades, several analytical concepts, social learning, external environment',\n",
       "  'eu institutions, european integration, core european policy projects, institutional structure, stakeholders, introduction, decision',\n",
       "  'art history, emotionality, child relations, gestures, gospels, posthuman, different languages',\n",
       "  'eastern thought, west perspectives, comparative philosophy, perspective, conceptions, few specific topics, diligent comments',\n",
       "  'technology, philosophy, analytic perspective, important themes, domain, good understanding, central place',\n",
       "  'western philosophy, important philosophers, philosophical project, historical introduction, greek antiquity, sciences, concreto',\n",
       "  'theological studies, catholic university, hebrew bible, introduction, students, piece, practical conditions',\n",
       "  'american studies, cultural analysis, american past, american citizenry, several disciplines, students, intellectual life',\n",
       "  'anthropology program, archaeology associate degree options, anthropology, austin community college, degree, evolution, world',\n",
       "  'philanthropy, communication studies, nonprofit organizations, persuasion, development, relationships, special communicative dimensions',\n",
       "  'leadership, communication, address principles, internship experience, students, course, capstone',\n",
       "  'economic theory, markets, relative prices, constrained optimization, information, households, focus',\n",
       "  'writing skills, second language, essay levels, emphasis, development, paragraph, accuracy',\n",
       "  'healthcare, effective health care policy, economics, sociological lens, benefit analysis, topics, multidimensional nature',\n",
       "  'liberal arts, philosophy, topics, analysis, life application',\n",
       "  'psychology, major topics, study, basic understanding, mind, field, everyday life',\n",
       "  'ethical theories, philosophical issues, metaphysics, historical development, linguistic structure, race, meaning',\n",
       "  'sociological examination, labor markets, comparative race perspective, globalization, care work, asian american lens, gender shape',\n",
       "  'solar system, physical science, sun, cosmos, present understanding, evidence, historical development',\n",
       "  'earth science, landscape change, volcanoes, environmental impact, topics, associated hazards, 3d',\n",
       "  'science fundamentals, general scientific skills, introductory level, broad understanding, organisms, data, interpretation',\n",
       "  'human geography, geomorphology, climate change, essay work, underdevelopment, tutorials, interpretation',\n",
       "  'digital content, information studies, digital age, humanities, cultural heritage sector, application, transferable computing',\n",
       "  'developmental psychology, advanced introduction, individual differences, social aspects, identity, adults, core material',\n",
       "  'computational processes, computational thinking, ict introduction, previous computing education, computing devices, necessary understanding, typical silicon',\n",
       "  'archaeology 2a, neolithic, human prehistory, societies, main changes, pots, world',\n",
       "  'comparative literature 2a, frontiers, crossings, literary skills, taboos, otherness, study',\n",
       "  'scottish culture, scottish studies, scottish literature, archaeology, introduction, interdisciplinary perspective, course',\n",
       "  'scottish literature1a, poetry, comfortable stories, fairies, loves, real, full gamut',\n",
       "  'current youth policy debates, welfare organisation, different cultural values, housing, students, digital age, inequality',\n",
       "  'german language, international mobility, introductory course, fundamental skills, common european framework, reading, students',\n",
       "  'biological psychology, cognitive psychology, visual cognition, introduction, appropriate research methods, key theories, describe',\n",
       "  'philosophy 1a, critical reasoning skills, knowledge, students, course, importance, current interest',\n",
       "  'spanish language, hispanic cultures, international mobility, fundamental skills, common european framework, reading, students',\n",
       "  'creative industries, creative products, creative work, stakeholders, international policy frameworks, introduction, course',\n",
       "  'educational mindset, glasgow university, graduate attributes, foundational content, students, understanding, point',\n",
       "  'linguistics 1a, linguistic meaning, expression, adverts, year history, page, strands',\n",
       "  'underpinning managerial disciplines, management scientists, principles, finance, manager, undergraduate level, various roles',\n",
       "  'environmental sociology, environment relations, economic conditions, relations, political power, various social situations, course',\n",
       "  'creative design, team design projects, engineering applications, teaching teams, creative solution, individuals, course',\n",
       "  'pattern recognition, principal component analysis, bayesian learning, artificial neural net, deep learning models, decision tree, students',\n",
       "  'data learning, machine learning, intelligence, basic knowledge, proper applications, course, students',\n",
       "  'behavioral neuroscience, brain function, emotion, current research topics, knowledge, students, course',\n",
       "  'social network analysis, larger social processes, sociological lexicons, methodological introduction, students, links, touches',\n",
       "  'cereal grains, food products, chemistry, properties, major focus, course, utilization',\n",
       "  'corporate finance, right corporate financial decisions, analytical skills, managers, students, concepts, course',\n",
       "  'business model innovation, lean user research, design thinking, real customer needs, new unique user experiences, key concepts, fuzzy front end',\n",
       "  'economic history studies, economic development, economic systems, industrial revolution, major topics, institutions, technologies',\n",
       "  'russian sustainable development strategies, modern environmental policy, sustainable management, economics, study, exchange students, balanced solution',\n",
       "  'financial markets, financial innovations, financial instruments, otc markets, investment opportunities, exchange, regulation',\n",
       "  'labor economics theory, unemployment analysis, labor market functioning, human capital theory, education, policy decisions, students',\n",
       "  'management, organizational strategies, case study, main method, main spheres, course, individual',\n",
       "  'marketing principles, marketing decisions, marketing plans accomplishment, strategic management, business perception, decisions, course',\n",
       "  'wto, international trade policy, russian membership, negotiations, course, features, aim',\n",
       "  'technical analysis, international foreign exchange markets, market operations, basic concepts, idsystem, skills, course',\n",
       "  'free economic zones, offshore business, zone marketing, consequent regulatory legislation, currency controls, administrative worker, evaluation',\n",
       "  'trade policies, international trade, trade theories, international economics, globalized world',\n",
       "  'international financial reporting standards, financial statements, ifrss, presentation, framework, preparation',\n",
       "  'international tax planning, tax authorities, offshore agents, business operations, currency controls, different practices, correct selection',\n",
       "  'econometrics, economic model, real data, ms excel, modeling process, introduction, matrix algebra',\n",
       "  'introductory microeconomics, product markets, advanced placement test, individual decision makers, students, international standards, course',\n",
       "  'islamic finance, islamic banking, finance, principles, main objective, course, participants',\n",
       "  'resource economics, environmental economics, natural capital, modern energy markets, environmental services, project analysis, most principal issues',\n",
       "  'experience economy, business networking, networks, relationships, basic understanding, course, aim',\n",
       "  'organizational behaviour, human behavior, job satisfaction, basic theories, labour sphere, students, course',\n",
       "  'sustainable global system, sustainability issues, policy makers, international law, plastic, group project, population',\n",
       "  'child development, development, middle childhood, topics, media influences, study, key issues',\n",
       "  'contemporary educational psychology research, critical thinking, supports engagement, students, evidence, author bias, latest topics',\n",
       "  'intercultural communicative language, english, tesol, education, reflective practice shape, addresses questions, current developments',\n",
       "  'digital platforms, digital storytelling shorts, digital communication, critical context, practice, students, specific outputs',\n",
       "  'media, popular media texts, popular music, audiences, comics, cultural meaning, collective narratives',\n",
       "  'key contemporary social policy issues, social justice, new zealand, indigeneity, case studies, implications, way',\n",
       "  'sustainable communities, pacific peoples, pacific innovation, innovation, future development, traditional cultural values, aotearoa',\n",
       "  'māori pedagogy, pedagogy, student achievement, learning, international examples, impact, race',\n",
       "  'healthcare, sociology, disease, social organisation, social production, patient experiences, alternative visions',\n",
       "  'tesol education, second language learning, interdisciplinary approach, context, practice, digital technology impact, questions',\n",
       "  'digital communication ethics, digital journalism, privacy, ethical issues, big data, mobile devices, algorithmic bias',\n",
       "  'environmentalism, ecology play, television studies, ecological frameworks, media texts, film, powerful new insights',\n",
       "  'social justice, social class, education, indigeneity, power, contemporary concern, ways',\n",
       "  'educational philosophy, recent educational reforms, classical liberalism, individualism, social policy, community, new zealand',\n",
       "  'environmental sociology, environmental problems, complex social processes, natural environment, economic factors, course, tools',\n",
       "  'gifted education, gifted education movement, talented students, appropriate educational provision, learning, analysis, identification',\n",
       "  'holistic wellbeing, new zealand society, hauora, diverse ākonga, early childhood contexts, ecological determinants, implications',\n",
       "  'tesol educational practice, tesol, other languages, introduction, reflective skills, core disciplines, speakers',\n",
       "  'contemporary pacific life, contemporary pacific, pacific peoples, contemporary world, globalisation, challenges emanating, ways',\n",
       "  'transport, geography, accessibility, daily lives, impacts, opinions, previous study',\n",
       "  'international business strategy, international business, principles, core concepts, dynamics, uncertainties, module',\n",
       "  'management practice, classic management literature, business, key tasks, introduction, current issues, module content',\n",
       "  'entrepreneurial business model, own business, businesses, idea generation, opportunity recognition, various activities, feasibility analysis',\n",
       "  'scientific thinking, scientific advancement, ethical view, chemistry school, world developments, negative effects, contribution',\n",
       "  'psychology, nurture, introduction, mind, current concepts, empirical tests, everyday life',\n",
       "  'contemporary psychology, intense media interest, media representations, scientific evidence, common misconceptions, discussion, health',\n",
       "  'psychology, freud, phrenologists, mind, nineteenth century, different understandings, bumps',\n",
       "  'diverse contexts, education, sociological aspects, economic settings, philosophical perspectives, place, globe',\n",
       "  'tsunamis, natural hazards, meteorite impacts, many bangladeshi lives, physical processes, previous science background, fantastic feedback',\n",
       "  'cultural management, cultural studies, business studies, arts, museum studies, theatre, benefits',\n",
       "  'digital media, older media forms, key concepts, students, brief history, future years, module',\n",
       "  'cultural history, historical consciousness, postmodernism, enlightenment age, political assumptions, introductory module maps, undergraduate students',\n",
       "  'international politics, key international issues, international law, terrorism, human rights, important concepts, collective security',\n",
       "  'korean culture, practical language skills, beginners, introduction, students, credits, module',\n",
       "  'beginners japanese, japanese culture, basic language ability, basic level, intercultural awareness, reading, credits',\n",
       "  'contemporary asia, asian studies units, postcolonialism, cultural competence, tourism, economic transformations, academic objectives',\n",
       "  'aboriginal memory, boodjar moort katitjin, noongar heritage, culture, introduction, possible field trip, significance',\n",
       "  'physical disasters, environmental hazards, climate change, environmental science viewpoint, risk management, hurricanes, socioeconomic contexts',\n",
       "  'academic communications, interpersonal skills, professional contexts, intercultural knowledge, persuasive academic essays, oral presentations, unit',\n",
       "  'international politics, international law, current world order, human rights, study, decision making, methodological foundations',\n",
       "  'popular music studies, popular music genres, reggae, performative traditions, global perspective, electronica, example',\n",
       "  'good health decision making, healthy ageing, women, reproductive years, social factors, research reading, video assessments',\n",
       "  'organismal biology, animal biology, ecology, taxonomic relationships, terrestrial habitats, plants, environmental management',\n",
       "  'individual drugs, drug discovery process, historical significance, etutorials, negative effects, lectures, world',\n",
       "  'environmental history, indigenous environmental impacts, american dust bowl, wilderness, lively historical debates, animal relations, introduction',\n",
       "  'global literatures, contemporary literature, globalisation, transcultural context, imaginative texts, introduction, implications',\n",
       "  'human rights, human rights controversies, international institutions, global perspective, debates, study, complex set',\n",
       "  'criminal statistics, further criminological research, criminal behaviour, societal approach, media reporting, opportunity, structural framework',\n",
       "  'global health agenda, global health risks, public health, globalisation, major global events, demographic changes, students',\n",
       "  'active leadership, leadership skills, experiential learning, teams, students, mountain biking, unique opportunity',\n",
       "  'fundamental geological concepts, important earth materials, earth, key concepts, understanding, unit, present day environments',\n",
       "  'financial literacy, personal financial decision making, debt accumulation, present australian superannuation system, own human capital, behavioural biases, students',\n",
       "  'consumer behaviour, consumer culture studies, attitude reformation, personality, students, reference groups, course',\n",
       "  'linguistics, phonology, foundational concepts, fundamentals, topics, sounds, meaning',\n",
       "  'early modern period, cultural history, modern world, material culture, topics, important changes, students',\n",
       "  'british politics, institutional change, policy developments, topics, focused seminar work, analytical approaches, course',\n",
       "  'energy policy, energy systems, electricity networks, topics, supply, investment decisions, students',\n",
       "  'business law, professional accountancy, regulatory issues, intellectual property, students, responsibilities, course',\n",
       "  'individual artworks, different artistic genres, historical concepts, iconography, barber, thorough foundation, external visits',\n",
       "  'political communication, mass media, political attitudes, public opinion literatures, news making, audience, censorship',\n",
       "  'project management, business strategy delivery, business intent, engineering, planning, ontology, role',\n",
       "  'geological natural hazards, earthquakes, human impacts, risk, ground stability, magnitude relationships, theoretical background',\n",
       "  'introductory sociology, social self, social stratification, soc, group research projects, symbolic interactionism, group identities',\n",
       "  'ethnicity, cultural groups, sociological processes, cultural inequality, assimilation, soc 119n, issues address',\n",
       "  'artistic traditions, art object, arth, visual analysis, introduction, egypt, censorship',\n",
       "  'ancestry, anthropology, available genetic ancestry test, genetics research, own genealogies, dna, interdomain course',\n",
       "  'cosmology, astronomy, galaxies, neutron stars, other stars, introductory course, testing predictions',\n",
       "  'environmental crisis, environmental scientists, critical thinking, earth, bisc, penn state, powerful catalysts',\n",
       "  'spreadsheets, data bases, applications, programming, design, introduction, range',\n",
       "  'number theory theme, european mathematicians, pythagoras, famous theorem, perfect numbers, cryptography, phi function',\n",
       "  'classical mythology, latin literature, literary contexts, religion, heroines, subsequent ages, understanding',\n",
       "  'media literacy, media representations, human diversity issues, social reality, gender, students, meaning',\n",
       "  'film studies, national film traditions, cinematic movements, cultural identity, introduction, stardom, authorship',\n",
       "  'microeconomics, comparative economic systems, price system, public policy, allocation, principles, resources',\n",
       "  'macroeconomics, economic development, public policy, principles, analysis, prices, determinants',\n",
       "  'modern entrepreneurship, entrepreneurial mindset, introduction, innovation, students, keen, values',\n",
       "  'forensic science, criminal investigations, scientific skills, basic principles, methods, real cases, information',\n",
       "  'fresh food preservation, introduction, hygienic design, microbes, packaging, water, control',\n",
       "  'nutrition concepts, nutrition, nutrients, foods, historical development, science, concepts',\n",
       "  'cognitive neuroscience, neuroscientific foundations, higher mental processes, biological foundations, mind, motor processes, substrates',\n",
       "  'neuroeconomics, behavioral economics, neuroscience, reinforcement learning, empirical approaches, computer science, judgment',\n",
       "  'youth cultures, adolescence, sociology, social processes, generational succession, chronological age, cultural problem',\n",
       "  'sociological approaches, contemporary culture, mass media, social actors, power, relation, significance',\n",
       "  'brewing coffee, chemical engineering, engineering analysis, sensory qualities, laboratory experiments, basic principles, design choices',\n",
       "  'comparative politics, political analysis, comparative studies, governmental structures, countries, other informal dimensions, basic concepts',\n",
       "  'general psychology, basic concepts, individual behavior, principles, perception, personality, biological underpinnings',\n",
       "  'organization management, business, fundamentals, principles, public agencies, individual behavior, role',\n",
       "  'mass media, mass communication, media industry, media research traditions, media policy, communication technologies, history',\n",
       "  'theater techniques, physical communication skills, presentation, fluent level, collaboration, students, use',\n",
       "  'sensory food science, taste panels, experimental design strategies, consumer testing, data analysis, nonparametric approaches, relative merits',\n",
       "  'information systems, modern management, analytical framework, organizational interactions, computer hardware, introduction, impact',\n",
       "  'supply chain planning, supply chain design, management, key concepts, business models, quantitative techniques, services',\n",
       "  'entrepreneurial management, successful entrepreneurial management, business plan, entrepreneur, venture capital, marketing, key elements',\n",
       "  'project management concepts, project manager, multidisciplinary tasks, control techniques, organizational forms, lectures, case studie',\n",
       "  'organizational conflict resolution, communications skills course, negotiations, conflict, persuasion, students, resolution',\n",
       "  'innovation process, service development, new products, market research, partnering, factors, specifics',\n",
       "  'american institutions, american history, culture, international students, course, business, abou',\n",
       "  'business strategy, business decision making, managerial concept, business organizations, economics, policy, areas',\n",
       "  'international economics, international trade, tariff, comparative advantage, case studies, pure theory, trade',\n",
       "  'workplace dynamics, leadership, psychology, theoretical aspec, students, interplay, understanding',\n",
       "  'international business management, overseas business investments, foreign market analysis, foreign economics, operational strategy, social constraints, effects',\n",
       "  'operations management, operating functions, production planning, analytical techniques, forecasting, introduction, aspec',\n",
       "  'international business law, intellectual property protection, regulatory environment, technology transfer, exports, topics, course',\n",
       "  'current global climate change, climate change, prehistoric climate, physical environment, international case studies, scientific prognosis, 21st century',\n",
       "  'cognitive science, computer science, human intelligence, computational accounts, mind, dynamical systems theory, analog',\n",
       "  'population health, public health practice, epidemiology, illness, disciplines, critical view, potential responses',\n",
       "  'opportunity assessment, potential entrepreneurial opportunity, potential innovative idea, detailed feasibility plan, insights, business tools, patterns',\n",
       "  'social problems, sociological theory, homelessness, social framing, contemporary policy initiatives, ways, state',\n",
       "  'urban political ecology, sustainable cities, urban development alters soils, urbanisation, environmental change, students, complex interaction',\n",
       "  'global politics, main global threats, 21st centuries, south china sea, major theoretical frameworks, multiple threats, study',\n",
       "  'internet revolution, cybersecurity, privacy, censor, authoritarian leaders, political engagement, boycotts',\n",
       "  'sustainable community development, empowerment, influence development policies, gendered violence, human rights, tourism, microfinance',\n",
       "  'ethical challenges, human values, business disciplines, just society, self reliance, axiological theory, johari window',\n",
       "  'international business operations, international context, internationalisation decisions, social responsibility, entrepreneurial nature, human resource management, broad content themes',\n",
       "  'entrepreneurial foundations, entrepreneurial mindset, own enterprising skills, mindset, experiential learning activities, profit sector, corporate team member',\n",
       "  'social science research, youth crime prevention programs, corporate crime, international students, adelaide, ways, lasting intimate relationship',\n",
       "  'information risks, organisational vulnerabilities, risk management, cyber security plans, threats, disciplines, digital age',\n",
       "  'big data, data visualisation, social science, data analysis techniques, causal inference, important relevant economic concepts, discrimination',\n",
       "  'marketing activities, digital marketing communication, marketing mix components, competitor analysis, introduction, pricing, face seminars',\n",
       "  'management theory, organisational environments, organising, roles, corporate social responsibility, introduction, students',\n",
       "  'obscure asian influence, western pop culture, asia, international studies, independent asian nation states, australian common knowledge, immense impact',\n",
       "  'sound editing concepts, sound, film, montage, aesthetic aspects, detailed scene analysis, collage',\n",
       "  'psychology ib, contemporary psychology, behaviour, individual adjustment, maladjustment, motivation, face teaching',\n",
       "  'digital humanities, academic debate, theories, fundamental concepts, concern, impact, subsequent modules',\n",
       "  'digital humanities, collaborative scholarly work, research, data capture, digital artefacts, tools, students',\n",
       "  'digital literacy, data, digital transformation exemplars, business value, ready organisations, design challenge, ability',\n",
       "  'media, digital cinema, screen media texts, critical reading, everyday life, key theories, students',\n",
       "  'analytical thinking skills, political science, core study skills, students, tools, module, successful completion',\n",
       "  'sociology, contemporary society, introduction, ireland, students, module, ideas',\n",
       "  'medieval irish texts, early heroic literature, mythological aspects, tales, kingship, fenian cycles, translation',\n",
       "  'model european union, eu affairs, summit meetings, negotiating skills, position paper, student, independent learning',\n",
       "  'art history, history, methods, renaissance, theories, students, purpose',\n",
       "  'modern irish history, modern ireland, society, 1850s, broad developments, students, module',\n",
       "  'irish film history, irish cinema, irish diaspora, narrative motifs, cinemas, cinematic images, politics',\n",
       "  'international relations, cold war, united nations, decolonization, third world, examples, module surveys',\n",
       "  'everyday lived experience, ethnography, psychology, dilemmas, students, debt economy, critical potential',\n",
       "  'deductive arguments, inductive reasoning, reasoning, analyse, course students, distinction, problems',\n",
       "  'social policy analysis, irish social policy, policy analysis skills, social services, ideological perspectives, course content, discipline',\n",
       "  'microfinance programmes, microfinance design eg credit unions, economic development, gender empowerment, bank, theoretical foundations, macro',\n",
       "  'cognition, cognitive enhancement, brain training studies, neuroimaging studies, evolutionary perspective, physical health, older age',\n",
       "  'american cinema, london, filmic imagery, cultural forces, representation, meanings, single time period',\n",
       "  'imperial hygiene, historical geographies, racial medicine, global health, european imperial expansion, colonial legacies, unfamiliar bodies',\n",
       "  'modern british history, sexual revolution, new interpretations, rich introduction, end, india, source analysis',\n",
       "  'performative city, london, racism festival, guides, early modern farringdon, circulation, meanings',\n",
       "  'british horror, horror texts, film adaptations, audiences, nightmarish vision, psychoanalytic interpretation, alternative history',\n",
       "  'consumer psychology, consumer needs, deep understanding consumers, products, conceptual understanding, needs, other interesting topics',\n",
       "  'witchcraft trials, early modern europe, exorcism, ghosts, diabolic pact, visual primary sources, meanings',\n",
       "  'architectural history, palaces, london burn, capital, queen victoria, intellectual context, study',\n",
       "  'management, environmental consequences, political structures, labour, fundamentals, analyse, legal conditions',\n",
       "  'contemporary british politics, cabinet government, political constitution, local administrations, students, breadth, module',\n",
       "  'astronomy, current scientific understanding, universe, observational fundaments, basic notions, general view, course',\n",
       "  'financial technology, fintech, new technologies, applications, students, value, information asymmetries',\n",
       "  'entrepreneurship, scalable business opportunity, science, students, great potential, societal value, course',\n",
       "  'public international law, sovereignty, legitimacy, controversial concepts, oral exam, hard questions, subject',\n",
       "  'advertising law, advertising law background, trademark law, case law, other related matters, students, course',\n",
       "  'international investment law, language, discourse practices, policy, influential means, essential qualities, main vehicle individuals',\n",
       "  'green cultural studies, environmental criticism, ecocriticism, literature, other cultural productions, course, england',\n",
       "  'political theory, topics, intellectual movements, open lecture, central aspects, semester, different stages',\n",
       "  'microeconomics, economics course, mathematical modeling, market, basic theoretical tools, course, behavior',\n",
       "  'natural resources, economics, economy, environment, study, impact',\n",
       "  'astrophysics frontier, specific astrophysics topics, exhibition workshops, students, teachers',\n",
       "  'imperfect markets, oligopoly, price discrimination, incentives, different industrial sectors, agents, relevant theoretical concepts',\n",
       "  'global corporate governance, corporate governance, corporate law, observed corporate governance choices, finance, legal literature, central ideas',\n",
       "  'spanish contrasts, english contrasts, comprehensive linguistic description, differences, languages, similarities',\n",
       "  'psycholinguistic processes, language sciences, discourse, brain, understanding, main topics, course',\n",
       "  'indigenous writings, ethnicity, narratives, citizenship, decolonization, identity, applicability',\n",
       "  'language, social change, discourse practices, influential means, patterns, course, main vehicle individuals',\n",
       "  'chilean culture, spanish, survival, simple phrases, beginners, immediate type needs, common european framework',\n",
       "  'upper beginners a2, spanish, chilean culture, common european framework, course, relevant areas, simple terms',\n",
       "  'literary theory ii, contemporary literary theory, influential trends, course',\n",
       "  'cell biology, cellular events, disease development, mechanistic dysfunction, normal tissue function, mechanisms, practical work',\n",
       "  'linguistics, animal communication, topics, understanding, broader scientific perspective, mind, evidence',\n",
       "  'engineering material science, materials properties, engineering design, fundamental properties, good laboratory practice, scales, course',\n",
       "  'ecology, interspecific interactions, conservation principles, biogeography, population dynamics, sustainable development goals, lecture material',\n",
       "  'mathematical computing, programming language python, statistics, applications, unfamiliar problems, independent thinking, great use',\n",
       "  'astrophysics, general relativity, particle physics, physical laws, electromagnetic spectrum, edge observations, basic understanding',\n",
       "  'immune responses, molecular biology, lymphocyte development, antigen recognition systems, cell, understanding, students',\n",
       "  'urban design, architecture, buildings, cultural studies, space, ideological factors, major currents',\n",
       "  'slavery, modern periods, social structures, students, module, europe, practise',\n",
       "  'sustainable solutions, sustainable development goals, environmental aspects, experiential learning challenge, organisations, challenge sponsor, other degree programmes',\n",
       "  'british culture, introduction, contemporary trends, social class, arts, academic year, course',\n",
       "  'big history, archaeology, big bang, astronomy, climate change, familiar humanities, better understanding',\n",
       "  'human geography, development geographies, main principles, world, distinctiveness, relation, many scales',\n",
       "  'global business environment, global economy, global governance, globalisation, major global societal challenges, international regimes, organisations',\n",
       "  'international institutions, asean, un, main theoretical approaches, structures, politics, study',\n",
       "  'literary studies, literary movements, twentieth centuries, political contexts, critical practices, varieties, particular generic expectations',\n",
       "  'anthropology, ethnography, human diversity, university, iupui, sameness, virtual exchange',\n",
       "  'other cultural identities, racist discourse, race, sociology, media, critical fashion, class',\n",
       "  'human resource management, management, organisations, social process, work, psychological aspects, people',\n",
       "  '20th century history, politics, economic crises, protest, international system, student motivation, interpretations',\n",
       "  'berlin museums, rich museological landscape, anthropological methods, past traumas, migration, larger theoretical frameworks, 21st centuries',\n",
       "  'national german identity, german colonialism, afrikanisches viertel, berlin, migrant groups, historiography, intersectional inequalities',\n",
       "  'asian collections, berlin, cultural heritage, transcultural landscape, anthropology, 18th century, barock period',\n",
       "  'typical berlin discourses, urban performance, touristification, explorative walking performances, smart city, analyse contents, way',\n",
       "  'contemporary curatorial practice, exhibition proposal, urban culture, queer studies, berlin, artists, perspectives',\n",
       "  'berlin, journalistic exploration, dynamic arts scene, poets, artist guest speakers, displacement, life',\n",
       "  'female german authors, literary canon, special berlin perspective, poetry, rahel varnhagen, 19th century, canonical diversification',\n",
       "  'international economic law, international litigation, international effective judicial protection, commercial litigation, multinational companies, numerous regulations, introduction',\n",
       "  'surveillance society, vigilance prefigure contemporary surveillance culture, stasi, contemporary literature, observation techniques, berlin, digital age challenge questions',\n",
       "  'german politics, federal capital berlin, party foundations, european union integration, class work, international climate change policies, lower chamber',\n",
       "  'german language course a1, oral language skills, a1 level, simple sentence constructions, beginner, students, institut certificate',\n",
       "  'malaysian literature, narration, local writers, vernacular languages, genres, political aspects, lloyd fernando',\n",
       "  'international economic theory, international trade, international finance, foreign exchange markets, tariff, international factor movements, basic concepts',\n",
       "  'life crafts, daily living, activities, art, recycling, students, course',\n",
       "  'oral communication strategies, oral proficiency, english language studies, international phonetics alphabet, english sound system, remedial exercises, various social settings',\n",
       "  'psychology, psychology schools, major concepts, introduction, scientific discipline, learning, daily actions',\n",
       "  'personality study, individual personality, interpersonal theory, carl jung, social learning theory, traits approach, history',\n",
       "  'body language storytellers, storytelling, effective communication, confident manner, daily life skills, voice, students',\n",
       "  'entrepreneurship, business plan, fundamentals, various business components, oral presentation, students, teaming',\n",
       "  'biotechnology, biotechnology products, 21st century, immense developments, society, malaysia, markets',\n",
       "  'intercultural communication, contemporary intercultural communication issues, cultural perceptions, introduction, international levels, everyday life, meanings',\n",
       "  'environmental law, environmental impact assessment, climate change, eia, fauna, topics, definition',\n",
       "  'pelancongan dan produk budaya, malay culture, tourism, cultural products, stage culture, craft, policy',\n",
       "  'academic writing, advanced academic writing skills, abstract writing, summary writing, academic needs, process approach, genre',\n",
       "  'family economics planning, family savings, optimal consumption patterns, wealth creation, time allocation, learning, aspects',\n",
       "  'philosophy, national education philosophy, intercultural dialogue, rukun negara, malay, current issues, common values',\n",
       "  'intimate relationships, global families, family members, social trends, divorce, domestic labour, grandeur',\n",
       "  'women film makers, feminist film theory, important female film, revisionist film histories, garde film production, 1890s, costume',\n",
       "  'project management, early project identification, people management aspects, techniques, systems movement, life cycle, strategic relevance',\n",
       "  'media, cultural environment, value systems, transformations, ways, world, definitions',\n",
       "  'entrepreneurial skills, entrepreneurial process, introductory understanding, social enterprises, building networks, discovery, module',\n",
       "  'global cinema, american film production, film studies, different national traditions, historical factors, aesthetics, whole module',\n",
       "  'business analytics, forecasting, data, analysis, introductory topics, data overfitting, real cases studies',\n",
       "  'human computer interaction, interactive systems, real system design familiarise students, system design, design process, human aspects, user data',\n",
       "  'media coding, basic media types, image processing, compression standards, human perceptions, mathematical principles, computerised environment',\n",
       "  'service innovation processes, contemporary innovation, product, small business environment, understanding, active approach, course',\n",
       "  'culture, cultural critical self, artistic expressions, normativity, first century definitions, body, suppress markers',\n",
       "  'sales pitches, entrepreneurial career, persuasion, key areas, skill acquisition, residence, powerful story',\n",
       "  'gender studies, identities, law, britain, skin colour, course, inequalities',\n",
       "  'management, contemporary context, social processes, such approaches, critical tools, specialist roles, step guides',\n",
       "  'sociological reasoning, privatisation, general introduction, contemporary world, city, identity, ideas',\n",
       "  'health geographies, global health priority, geographical thought, medical anthropology, inequity, critical perspective, citizens',\n",
       "  'environmental law, international environmental law obligations, key environmental regimes, water pollution, england, wider aspects, understanding',\n",
       "  'structuring, strategic problems, management team, complex situations, methodologies, action plans, several psms',\n",
       "  'international law, current international affairs, state responsibility, armed conflict, different territorial regimes, topics, central elements',\n",
       "  'geosocial spaces, geological processes, anthropocene, volatile earth, social science perspective, subsurface, use',\n",
       "  'marketing philosophy, marketing theory building, marketing course, principles, introduction, environmental factors, price',\n",
       "  'international business, globalisation, topics, legal systems, course, students, entry mode',\n",
       "  'business communication, communication principles, organizational goals, english, students, importance, proficiency',\n",
       "  'entrepreneurship courses, cultural values economy, entrepreneurship, economy, economic institution, social environment, course',\n",
       "  'acting, fundamentals, improvisational techniques, nonverbal language, skills, students, course',\n",
       "  'strategic communication, different strategic communication tools, public relations, fundamentals, introduction, students, social media',\n",
       "  'sustainable development, sustainable development models, future generation capabilities, information technology, case studies, students, concept',\n",
       "  'malaysian politics, malaysian studies, state relations, judiciary, major institutions, current issues, independence process',\n",
       "  'communication english, language skills, business, soft skills, oral presentations, respective disciplines, course',\n",
       "  'presentation skills, communication skills component, communication purposes, group work strategies, students, relevant language structures, course',\n",
       "  'beginner level bahasa malaysia course, malay culture, basic language structures, pronunciation, students, adjectives, list',\n",
       "  'human settlement, urban morphology, environment, human needs, theories, various scales, course',\n",
       "  'media literacy skills, effective communication skills, digital world today, digital communication, influential communication tool, introduction, course',\n",
       "  'business ethics, social responsibilities, international managers, workplace diversity, interdependent world, cultures, csr',\n",
       "  'french language, complete beginners, broader understanding, cultural context, students, course, everyday situations',\n",
       "  'french business, french society, economy, cultural environment, international students, various topics, analyse',\n",
       "  'international marketing, marketing research, international product decisions, global competitive analysis, international perspectives, basic concepts, positioning',\n",
       "  'design thinking, innovation management, creativity, products, business people, inspirational phase, central driver',\n",
       "  'geopolitics, international relations, global politics, national sovereignty, introductory survey, course, gerard toal',\n",
       "  'global strategy, organizational strategy, competitive position, main resources, private sector, implementation, course',\n",
       "  'international marketing, marketing research, international product decisions, global competitive analysis, international perspectives, basic concepts, positioning',\n",
       "  'plants, plant biotechnology, medicinal plants, human civilization, green revolution, topics, importance',\n",
       "  'introductory earth sciences, geological processes, geology, volcanism, weathering, earth, students',\n",
       "  'world cinema, visual culture, international contexts, spectatorship, multiple languages, analysis, planet today',\n",
       "  'sustainable urban development, urban transition, current urban challenges, innovative planning, growth, asia, social inequality',\n",
       "  'contemporary green entrepreneurship, green business model, entrepreneurship ecosystem, environmental challenge, climate change, concept, main parts',\n",
       "  'physics, microwave ovens, practical introduction, household wiring, common devices, nuclear reactors, medical imaging',\n",
       "  'microeconomics, canadian economy, individual consumers, market prices, government policy, main topics, resources',\n",
       "  'introductory psychology, modern psychology, general survey course, behavioural science, basic concepts, student, techniques',\n",
       "  'environmental studies, environmental issues, introduction, exploration, crises, local levels, course',\n",
       "  'sustainability, resource problems, physical sciences, economic systems, foundations, school, course',\n",
       "  'intercultural competence, york strengths employability skills programme, academic skills module, uk culture, academic writing, understanding, local excursions',\n",
       "  'media technologies, interactive media experiences, own media assets, 3d models, workflows, fundamental understanding, module',\n",
       "  'televisual story telling, storytelling, cinema, literary adaptation, narrative premise, sound design, key aesthetic properties',\n",
       "  'literary studies, literary culture, modernity, early eighteenth century, approaches, twentieth, module',\n",
       "  'business ethics, sustainability, social responsibility, organisations, introduction, students, such contexts',\n",
       "  'political analysis, political phenomena, political practices, institutions, causal drivers, type conceptualisations, world',\n",
       "  'economic history, stable economic growth, accountable institutions, europe, research questions, inequality, introductory module',\n",
       "  'abnormal psychology, abnormal psychology address questions, relationships, personality, introduction, broad issues, overarching aim',\n",
       "  'neuroscience, cognitive functions, behaviour, dementia, developmental disorders, study, module',\n",
       "  'marketing philosophy, marketing essentials, marketing communication plays, strategic development, important elements, comprehensive introduction, students',\n",
       "  'comparative politics, electoral systems, autocracies, social cleavages, countries, empirical research, dominant basic questions',\n",
       "  'contemporary global challenges, global challenges, solutions, empirical research, barriers, students, module',\n",
       "  'epistemology, perception, knowledge, fundamental issues, changes, module',\n",
       "  'archaeological investigation, human history, main chronological phases, emergence, case studies, degree, whole span',\n",
       "  'classical drama, classical literary texts, cultural translations, ethical questions, classics, injustice, students',\n",
       "  'consent, political power, power relations, laws, citizens, state, complicated relationship',\n",
       "  'global change, gentrification, sustainable futures, globalisation, neoliberalism, different development theories, relevant case studies',\n",
       "  'ethnic diversity, immigration policies, homogenous society, korea, history, students, survey course',\n",
       "  'asian business, marketing strategies, markets, many korean students, interest, curriculum, practical issues',\n",
       "  'marketing management, contemporary marketing concepts, marketing course, market assessment, consumer behavior, undergraduate business program, environmental analysis',\n",
       "  'international business course, multinational enterprises, global strategy, functional managerial issues, business environment, such marketing, knowedl',\n",
       "  'contemporary korean studies, modern korea, korean life, contemporary issues, important countries, cultural products, understanding',\n",
       "  'consumer behavior, customer satisfaction, sustainable competitive advantage, factors, students, services, course',\n",
       "  'laminar incompressble flow, dimensional steady incompressible irrotational flow, turbulent flow, boundary layer theory, parallel plates, navier, average quantities',\n",
       "  'strategic management course, strategic management, business success, core concepts, fundamental factors, purposes, particular function',\n",
       "  'media effect research, mass media theories, new media, other social institutions, core concepts, students, creative critiques',\n",
       "  'international business course, international business, international financial management, multinational business management, economic aspects, environmental problems, introduction',\n",
       "  'data science, artificial intelligence, big data principles, computational thinking, natural language processing, several special topics, way humans',\n",
       "  'advertising management, creative advertising, effective marketing strategy, sales promotion activities, target market, several business cases, lecture materials',\n",
       "  'korean traditional cultural genres, korean drama, global cultural force, korea, commodification, animation, hallyu',\n",
       "  'service operations management, service quality, strategic positioning, basic course, southwest airlines, bennihana restaurant, scoring systems',\n",
       "  'innovation strategy, technological capabilities, industry evolution, firm level, critical factors, topics, course',\n",
       "  'programming techniques, basic syntax, polymorphism, fundamental theories, unix environments, information hiding, course',\n",
       "  'business ethics, sustainability management, firms, students, course, ways, term growth',\n",
       "  'data strategy, business transformation, new information technology, business applications, various strategic issues, knowledge management systems, scm',\n",
       "  'robot interaction, wearables, machine learning, data, hri design principles, real world environments, course topics',\n",
       "  'international marketing, global customer demand, strategic marketing plan, understanding, global environmental factors, collaborative learning, course',\n",
       "  'agriculture, historical issues, food, issues',\n",
       "  'financial literacy, financial goals, financial freedom, introduction, comprehensive plan, everyday life, design',\n",
       "  'human ecological context, parenting, relationships, young adult, diversity, family interface, work',\n",
       "  'social differentiation, social hierarchies, diverse perspectives, cultural practices, interdisciplinary exploration, equality, diverse characteristics',\n",
       "  'cultural anthropology, cultural systems, kinship, origins, political institutions, introduction, patterns',\n",
       "  'special topics, regular course offerings, china, faculty, group study basis, course',\n",
       "  'us history, major topics, political development, social change, themes, ethnicity, present',\n",
       "  'design applications, design, designers, computer, introduction',\n",
       "  'human development, family systems, human resource professionals, lifespan, family, ecological perspective, relationships',\n",
       "  'ethnic minority family systems, ethnic families, lifestyles, adaptations, america, pressures, functional components',\n",
       "  'personal finance, management, resources, strategies, techniques',\n",
       "  'adolescence, ecosystems perspective, childhood, community contexts, children, family, development',\n",
       "  'microeconomics, economic institutions, market structure, income distribution, consumption, normative analysis, introduction',\n",
       "  'writing, inquiry, higher education, revision, invention, arrangement, successful transitions',\n",
       "  'criminal justice, justice, administration, agencies, introduction, processes, united states',\n",
       "  'different cultural backgrounds, new cultural settings, perspectives, behaving, world, basic tools, course',\n",
       "  'global change, climate change, water resources, physical importance, energy production, impact, personal footprints',\n",
       "  'criminology theory, crime typology, criminal behavior, criminal justice policy, deviance, introduction, related measurement procedures',\n",
       "  'interpersonal relationships, family system, family, personal awareness',\n",
       "  'computational applications, linear algebra, large systems, engineering, core linear, real world, course',\n",
       "  'data science concepts, modern data science tools, categorical data, experimental design, students, confidence intervals, correlation',\n",
       "  'canadian popular culture, canadian identity, canadian content regulations, music, film, 20th century evolution, crucial element',\n",
       "  'computer science fundamentals, computer science, modern programming language, implementation, analysis, students, nature',\n",
       "  'social networking, anonymity, bullying, students, online environment, theory, practical aspects',\n",
       "  'infamous roman emperors, best emperors, virtues, policies, documentary, archaeological evidence, ugly',\n",
       "  'sports industries, economics, imperfect competition, basic game theory, demand analysis, monopsonistic models, course',\n",
       "  'climate change, impacts climate change, resultant climates, human environment, regional scales, processes, course',\n",
       "  'superintelligence, cyborgs, philosophy, oxford philosopher nick bostrom, mind, future, social implications',\n",
       "  'civil rights movement, black freedom, american history, race, struggle, diverse experiences, today',\n",
       "  'population migration, climate change, gender, future, planet, major challenge, few options',\n",
       "  'transcultural studies, global humanities, critical theories, eurocentric approaches, scientific vocabulary, analytical tools, course',\n",
       "  'contemporary performance, performative space, rome, social practices, political radicalism, new forms, theoretical implications',\n",
       "  'roman history, historical evolution, advanced textbooks, comprehension skills, student, peculiar features, comparison',\n",
       "  'gender economics, economic theory, poverty, occupational patterns, wages, main question, course',\n",
       "  'artificial intellingece, robots, human rights, family law, identity, familiar relationships, course',\n",
       "  'sustainable development goals, africa, other disciplines, cultural contexts, different historical periods, understanding, interest',\n",
       "  'contemporary history, major historiographical debates, main events, students, basic knowledge, course, processes',\n",
       "  'anthropological disciplines, study, applicable aspects, interest, correct specific language, various historical epochs, autonomous ability',\n",
       "  'dublin museums, art history, irish art, cultural policy, collections, lecturers, semester slide test',\n",
       "  'modern irish art, celtic revivalism, monastic culture, insular art, major museums, architecture, notions',\n",
       "  'irish landscape, irish archaeology, cultural landscape, medieval landscapes, heritage, fieldtrips, virtual learning environment',\n",
       "  'medieval celtic world, early irish literary tradition, mythological cycle, particular tale types, critical reading, rich tradition, voyages',\n",
       "  'norse views, celtic worlds, vikings, history, raids, intermarriage, clear understanding',\n",
       "  'early irish tales, cormac mac airt, historical kings, memorable literature, heroic society, táin, translation',\n",
       "  'traditional javanese forms, art music tradition, various instruments, ucd gamelan ensemble, semester concert, students, end',\n",
       "  'new irish theatre, irish stages, contemporary ireland, stage, urban consciousness, narrative, disintegration',\n",
       "  'contemporary irish writing, contemporary fiction, literary representation, chief thematic preoccupations, social crisis, course texts, online journals',\n",
       "  'new media, film, screen texts, introduction, contexts, meaning, formal elements',\n",
       "  'irish geological record, geology, famous cliffs, ancient rock record, burren, polar ice caps, online material',\n",
       "  'irish language module, celtic studies, language skills, syllabus, beginners, phrases, autonomous learning',\n",
       "  'folklore, traditional belief systems, vernacular architecture, ireland, certain themes, many manifestations, basic introduction',\n",
       "  'irish musical history, live music, musical notation, wider international context, experiential immersion, principal types, trimester',\n",
       "  'media use, digital economy, everyday experiences, cultural norms, appropriation, gender bias, global divisions',\n",
       "  'geographic information systems, gis context, mapping, geometric aspects, global challenges, lectures, interactive methods',\n",
       "  'earth observation, sensors, data processing techniques, spectral information, surface, eo, students',\n",
       "  'cybersecurity, real cybercrime, technological crime, attack, unauthorized access, ethical frameworks, measures',\n",
       "  'sustainable chain management, design course, interactive design process, innovations, materials, economy, society',\n",
       "  'aerospace management, global aerospace industry, individual airlines, economics, airports face, interdisciplinary approach, machine interface',\n",
       "  'entrepreneurial business model development, startup, innovation, introductory acceleration program, service concept, module project, multidisciplinary teams',\n",
       "  'technology, science, philosophical tradition, influence, social roles, humans, course',\n",
       "  'design concepts, prototype, technological innovations, robotics, societal challenges, diverse fields, students',\n",
       "  'innovation processes, governance, technical change, technology, socio, course students, possibilities',\n",
       "  'new technology business development, intellectual property management, entrepreneurship, advanced part, ipm, htm, course',\n",
       "  'smart city concept, city robotics, smart solutions, sustainable cities, construction site automation, utility mapping, student group design projects',\n",
       "  'prototype, technologies, intelligent robots, different scientific fields, business model, successful solutions, course students',\n",
       "  'circular economy transition, circular economy, transition, global challenges, student, acceleration, course',\n",
       "  'conceptual modelling, relational databases, digital society, data protection, system proposal, ethical assessment, computer science graduate',\n",
       "  'environmental change, sustainable solutions, key interdisciplinary research theme, grand challenges, students, humanity, module',\n",
       "  'high level programming language, programming, introduction, algorithms, students experience, concepts, use',\n",
       "  'linguistic variation, linguistic analysis, language study, real language data, correct phonetic symbols, examples, appropriate scholarly work',\n",
       "  'future global population prospects, basic population geography, demography, cultural determinants, main societal, health, level syllabuses',\n",
       "  'creative thinking, outside philosophy, methods, probabilistic fallacies, students, causal, rational solutions',\n",
       "  'legal theory, law student, social justice, contemporary case studies, key concepts, study, frameworks',\n",
       "  'fundamental evolutionary concepts, evolution, genetic mechanisms, life sciences, module, function, understanding',\n",
       "  'mass regional urbanisation, urban restructuring, urban analysis, urban inequality, world cities, globalisation, environmental challenges',\n",
       "  'global economic integration, different global institutions, global environment, business environment, main economic features, major current policy issues, theoretical basis',\n",
       "  'game design, creative principles, existing games, reward systems, autonomous agents, interfaces, stable workflow',\n",
       "  'global history, important contemporary debates, colonialism, transnational connections, mobilities, students, new ways',\n",
       "  'musical genres, context, audiences, various academic approaches, key terms, breadth, forms',\n",
       "  'film cultures, film exhibition, media, different audiences, festivals, critical analysis, streaming platforms',\n",
       "  'international human rights regime, human rights, international politics, human rights evolve, transitional justice mechanisms, universal declaration, debates',\n",
       "  'business ethics, recurrent ethical problems, moral perspectives, corporate structures, managerial decision, action plans, students practice',\n",
       "  'postmodern urban theory, urban social divisions, urban space, slums, segregation, garden, chicago school',\n",
       "  'mass media communication, media studies, communication studies, introduction, key debates, new technologies, economic changes',\n",
       "  'major ethical theories, moral rights theories, virtue ethics, moral constraints, consequentialism, kantian deontology, good human life',\n",
       "  'catholic reformation, early modern worlds, history, carolingian world, kingdom, identity, empathetic understanding',\n",
       "  'information science, comp111, various software applications, communication technologies, computer, students, capacity',\n",
       "  'modern international relations, perennial international issues, cold war system, politics, regional developments, analytical perspectives, students',\n",
       "  'biochemistry, life processes, introductory bioenergetics, molecular basis, study, essential elements, illustrative topics',\n",
       "  'molecular biology, cells, disease processes, microbial virulence, human genetic variation, health sciences, fundamental introduction',\n",
       "  'māori society, maori studies, broader indigenous perspective, contemporary contexts, new zealand, student, basic understanding',\n",
       "  'population ecology, ecological principles, entire ecosystems, ecologists, threatened species, human society, forces',\n",
       "  'ocean science, plate tectonics, earth, ice sheets, multidisciplinary paper commences, solar system, students',\n",
       "  'marine science, marine biodiversity, global ocean system, fisheries, ecology, important biological processes, exciting introduction',\n",
       "  'international management, various internal assessments, formative learning, constructive feedback, case methods, problem, year paper',\n",
       "  'global tourism, historical trends, growth, illustrative case studies, phenomenon, major issues, local levels shape',\n",
       "  'cultural anthropology, multiculturalism, globalised world, local perspectives, new zealand, human difference, humane response',\n",
       "  'startup business, management, energy industry, idea generation, prototype creation, class exercises, keio university',\n",
       "  'international finance course, international finance, international economics, international macroeconomic policy, exchange rate policies, macroeconomic side, determinants',\n",
       "  'contemporary international political economy, geopolitics, term regionalism, global governance, region, multilateral groupings, policy frameworks',\n",
       "  'environment risk science, disaster risk, disaster recovery, housing, different innovation examples, lecture, key element',\n",
       "  'neuromusic research, music perception, neural correlates, cognition, developmental brain science, human movement science, evolutional biology',\n",
       "  'haptic experience, haptic science, present current haptic technology, touch, direct experience, thanks, lecture series',\n",
       "  'perspective drawing, design observation, computer graphics, fine art field, freehand, objects, short lecture',\n",
       "  'international security, conflict studies, insurgency activities, asymmetrical threats, conventional weapons, mass destruction, 21st century face',\n",
       "  'multinational management, international business, japanese business, case study materials, distribution chain, class size, active discussion session',\n",
       "  'choice behaviors, rationalists, much freedom, decision, knowledge, problems, daniel kahneman',\n",
       "  'classical music, most music history courses, folk musics, history, singing, diverse examples, tuvan throat',\n",
       "  'disaster risk, regional planning, dry land planning, coastal zone planning, geography, case studies, key element',\n",
       "  'local governance, era governance, decentralization, administration, private firms, japan, fundamental theories',\n",
       "  'asia workshop, course topic, evidence, different views, global scales, interactive working environment, unemployment',\n",
       "  'second language learning, first language, l2, various topics, course surveys, class, individual differences',\n",
       "  'contemporary indonesia, culture, business, region, students, guest lecture, current information',\n",
       "  'policy design, police activities, analytical framework, legal regulations, japan, system, professor',\n",
       "  'international management, general competences, administration grade, business, analysis, course, synthesis',\n",
       "  'human rights, national legal instruments, historical development, social ideas, students, reading materials, contemporary solutions',\n",
       "  'political processes, political actors, collective actors, public opinion, students, attitudes, course',\n",
       "  'political analysis, more general political science studies, democracy, diachronic perspective, concepts, various theories, main visions',\n",
       "  'international marketing, competencies, administration grade, interdisciplinary team work, analysis, course, synthesis',\n",
       "  'english studies, enlightenment, electronic information, common european framework, proactive approach, appropriate bibliographical conventions, level c2',\n",
       "  'english studies, competences, renaissance, appropriate bibliographical conventions, common european framework, level c2, need',\n",
       "  'international finance, international context, competencies, administration grade, business, study, remote communication',\n",
       "  'intercultural pragmatics, communicative techniques, multicultural intervention, communication consultancy, language, multilingual settings, ict',\n",
       "  'competences, communication technologies, linguistic analysis, common european framework, cooperative work environments, tools, level c2',\n",
       "  'international economics, general competences, negotiation skills, interdisciplinary teamwork, study, public presentation, internet context',\n",
       "  'multicultural literature, english studies, cultural projects, disciplines, appropriate bibliographical conventions, common european framework, level c2',\n",
       "  'foreign trade techniques, general competences, necessary learning skills, international context, negotiation skills, study, interdisciplinary team',\n",
       "  'international politics, international studies, advanced textbook knowledge, understanding, course, actors, forefront',\n",
       "  'first globalization, intercontinental interdependence, industrial revolution, hegemony, later eighteenth century, atlantic expansion, broader definition',\n",
       "  'transversal skills, study, humanities, twentieth century, international problems, intellectual independence, internet resources',\n",
       "  'health psychology, health problems, specific objectives, particular subjects, general framework, behavioral perspective, course',\n",
       "  'intercultural communication, communication patterns, various languages, culture, relations, students, differences',\n",
       "  'demography, social stratification, geography, socioeconomic aspects, geodemographic processes, inequality, students',\n",
       "  'different psychological schools, methodological development, professional activity, ethical code, study, history, fundamental human rights',\n",
       "  'contemporary global challenges, global political economy, urbanization, unequal economic growth, developed countries, global south, minor development',\n",
       "  'transnational law, refugee law, international migration, global society, climate change, ict, critical argument',\n",
       "  'digital innovation, business models, minor programme, courses, new ways, critical reflection, same time',\n",
       "  'conflict studies, peacemaking, political violence, criminology, international law, interdisciplinary character, courses',\n",
       "  'minor psychology, psychology, brain function, basic familiarity, new scientific insights, influence, group processes',\n",
       "  'risk management, behavioural finance, financial markets, new financial technologies, quantitative analysis, big data, cybercrime',\n",
       "  'neurotechnology, ict promise, law, autonomy, artificial intelligence, ethical principles, academic literature',\n",
       "  'neuroscience, brain areas, healthy brain, different disciplines, mind, student, characteristics',\n",
       "  'modern business organizations, business model innovations, competitive advantage, managerial skills, different approach, multidisciplinary perspective, students',\n",
       "  'minor digital humanities, social analytics, social sciences, data collections, analytical skills, text mining, ongoing research projects',\n",
       "  'architectural history, amsterdam, medieval times, towns, religious diversity, emotions, natural environment',\n",
       "  'multidisciplinary minor gender, diverse perspective, other disciplines, sociology, religious studies, sexuality, students',\n",
       "  'human anatomy, physiology, body structures, integrated body systems, microscopic structures, artificial intelligence, biopharma startups',\n",
       "  'drug technology, food safety, food law, culinary art, nutrition, wellbeing, key knowledge',\n",
       "  'smart city development, smart mobility, city operating system, urban environments, transportation technologies, automation, different domains',\n",
       "  'sustainable development, economic growth, globalization, employment, organizational learning, technology, financial changes',\n",
       "  'corporate sustainability projects, socioeconomic transformation, sustainability, business perspectives, key concepts, students, course',\n",
       "  'iot, systems hw, design technology, project, testing, students, many different areas',\n",
       "  'big data analytics, deep learning, machine learning concepts, logistic regression, rnn, basic architectures, advanced undergraduates',\n",
       "  'blockchain, digital trust, biometrics, secure web browsers, key concepts, information flow models, computer system',\n",
       "  'intellectual property, data security management, corporate data, present ip management plans, key concepts, industrial designs, actual cases',\n",
       "  'stakeholder engagement, innovators, business sector, online platforms, feedback, text messaging, course',\n",
       "  'global marketing strategies, marketing strategy making, homogeneous market segments, business, positioning, principles, rote learning',\n",
       "  'big data, global data, global economy, multinational organizations, competitive advantage, cultural interpretation, reliable platform',\n",
       "  'global entrepreneurship, global venture capital market, traditional entrepreneurship, new venture creation, business models, countries, basic ideas',\n",
       "  'regional management environment, regions, economic contexts, future managers, business activities, analytical tools, world',\n",
       "  'global risk assessment, country risk, foreign businesses, management, design management strategies, participants, concept',\n",
       "  'supply chain operations, supply chain management, global organization, business strategy, major elements, students, fit',\n",
       "  'global business concepts, global management, global corporations today, global institutional arrangements, management, macroeconomic issues, legal systems',\n",
       "  'regional trade agreements, regionalism impact business decision making, international trade, global political economy, global finance, policy making, gftareas',\n",
       "  'global health, infectious diseases, vaccine development, pathogenesis, medical student, action project, literature review exercises',\n",
       "  'medical biotechnology, pediatric infectious diseases, cell transfection experiments, immunological research areas, mrna vaccines, molecular diagnostics, students',\n",
       "  'infectious disease epidemiology, outbreak control, hospital infection prevention, multidisciplinary antibiotic stewardship team, tb clinic, patient isolation, modelling skills',\n",
       "  'ai, cognitive psychology, potential societal implications, probability theory, responsible decision, current topics, critical scientific attitude',\n",
       "  'global justice, international law, human rights discourse, nation states, transnational networks, traditional territorial boundaries, natural resources',\n",
       "  'global ecological crisis, anthropocene, ecophilosophy, sustainability debate, philosopher ernst haeckel, relevant moral subjects, important geological factor',\n",
       "  'medical biotechnology, cell transfection experiments, molecular diagnostics, immunological research areas, mrna vaccines, infectious diseases, theoretical course',\n",
       "  'natural history, biologists, biological thinking, taxonomical style, molecular biology, research practices, fundamental theoretical problems',\n",
       "  'many societal issues biologists, biological expertise, society course, different societal roles, scientific research, epidemic, wild geese',\n",
       "  'global urban world, globalisation processes, human geography, capital mobility, sustainable development, spatial sciences, integral analysis',\n",
       "  'internal national borders, european integration process, populist nationalism, human geography, international migration, historial construction, continuous importance',\n",
       "  'european governance, environmental policy arrangements, environmental relevance, society studies, areas, course space, migration',\n",
       "  'intercultural communication today, acculturation, cultural value orientations, english level b2, social backgrounds, information studies, international work mobility',\n",
       "  'social dutch, honours program, international students, participation, personal development skills lab, global challenges, extra module radboud',\n",
       "  'communication science content analysis, psychology, media reality, module concerns media content, documentaries, images, general introduction',\n",
       "  'religious studies, ancient silk road, middle eastern politics, anthropological changes, intersection, entire module, permeability',\n",
       "  'development policies, social change, different cultural conceptions, power, local people, impediment, module',\n",
       "  'development research, international development thesis, research methods, research skills, skills, module team work, practical issues',\n",
       "  'digital environment, digital research platforms, media, social forums, cultural form, teaching, citation',\n",
       "  'global cultures, anthropological thinking, local lives, kinship, local interface, body, module structure',\n",
       "  'ergonomic principles, inclusive design, human factors, anthropometrics, sustainable society, use, degree programme',\n",
       "  'literary theory, shakespeare, critical approaches, correct interpretation, english courses, different historical moments, unconscious desires',\n",
       "  'global politics, contemporary issues, different global issue, introduction, student presentations, simulation games, module',\n",
       "  'media, current affairs, democratic society, informed citizenship, globalizing world, professional newsrooms codes, web blogs',\n",
       "  'human rights issues, human rights institutions, different human rights theme, minority rights, reproductive rights, anthropology, united nations',\n",
       "  'historical controversy, own historical arguments, key historical text, historians, critical reading, problems, discipline',\n",
       "  'moral emotions, moral judgements, moral psychology, nativism, cognitions, social equalities, groups',\n",
       "  'media, current affairs, democratic society, public pressure, informed citizenship, globalizing world, professional newsrooms codes',\n",
       "  'human migration, global migration, refugees, cultural issues, interdisciplinary module, profound impact, chronological sequence',\n",
       "  'modern political thought, western political philosophy, philosophical arguments, important texts, 20th century, ability, module',\n",
       "  'international education, international development, educational systems, cultural perspectives, political economy, aid, rights',\n",
       "  'contemporary climate change, future climate impacts, global climate change, future implications, human responsibility, scientific basis, undergraduate level',\n",
       "  'arguments, most paradoxes, perplexity, different solutions, module, number, play ones',\n",
       "  'comparative public policy, social policy, labour market policy, education policy, governments, welfare, country',\n",
       "  'postcolonial experiences, colonialism, capitalism, key historical problems, introduction, conceptual questions, module',\n",
       "  'international development, sussex perspectives, key concepts, research experience, study, real issues, foundation',\n",
       "  'maastricht science program, natural sciences, multiple disciplines, biomedical engineering, courses, semester, personal academic advisor',\n",
       "  'artificial intelligence students, artificial intelligence, intelligent computer techniques, smart chips, medical doctors, new knowledge, biological engineering help',\n",
       "  'data science student, mathematics, smart chips, medical doctors, valuable information, navigation instruments, biological engineering help',\n",
       "  'sustainable development, world sustainability problems, maastricht university, interdisciplinary way, understanding, students, today',\n",
       "  'european public health policy, corona virus, fellow eph students, prevention specialist, international politics, organisations, bachelor',\n",
       "  'entrepreneurial theory, business start, minority entrepreneurship, entrepreneurial team, opportunity recognition, regional eco, students',\n",
       "  'university college maastricht, liberal arts, ucm, academic community, different courses, academic profile, countries',\n",
       "  'spanish cinematography, cinematic creativity, authorship, industry, philosophy, course contents, contemporary examples',\n",
       "  'fc barcelona, catalonian national identities, football, transnational fandom, global marketing strategies, game style, controversial issue',\n",
       "  'philosophical innovations, human societies, robot revolution, axial age, marxist materialism, genetical engineering, problem',\n",
       "  'arab world today, arab world relationship, modernity, new social actors, young people, west, tradition',\n",
       "  'analytics, humanitarian aid distribution, social care organization, artificial intelligent models, advanced analytical method, improved decision, sustainable transportation',\n",
       "  'contemporary spain, art, main artistic events, gender, cultural issues, afterpop music, particular conditions',\n",
       "  'circular economy, life cycle assessment, sustainable development, complex circular systems, complexity aspects, understanding, students',\n",
       "  'global sports governance, sport iii, intersex athletes, new jurisprudence, cyborgs, legitimacy, uncertain future',\n",
       "  'public service television, media literacy perspective, audiences, specific contemporary debates, cosmopolitanism, empowerment, creative proposals',\n",
       "  'ethical values, global citizenship, sustainable society, human rights, multiculturalism, global environment, economic sphere',\n",
       "  'development economics, european integration studies, globalization, urban studies, multilevel governance, fundamentals concepts, inequalities',\n",
       "  'general legal analysis, products liability, relational contracts, technology challenges, collaborative economy formulas, property, harmonization process',\n",
       "  'collectivity revolution, global society, collective initiatives, global movements activisms, corporate culture responsibility brands, global management, innovation science',\n",
       "  'barcelona, urban planning, cosmopolitan city, complex history, documentaries, friendly façade, contradictions',\n",
       "  'anthropocene, archaeology, environmental change, socioecological dynamics, resilient livelihoods, deep history approach, pressing current problems',\n",
       "  'arts, ai techniques, interactive systems, musical audio, fundamentals, human gesture, time data',\n",
       "  'collective intelligence, public decision making, new global challenges, crowdlaw, international legal decisions, democratic legitimacy, virtual reality',\n",
       "  'sexuality, trans people, international women, contemporary societies, metoo, niunamenos, historical trajectories',\n",
       "  'brain science, perception, intelligence, artificial intelligent systems, aesthetics, evolutionary roots, crucial questions',\n",
       "  'marketing theory, market orientation, principles, analyse, module, broad range, successful completion',\n",
       "  'human resources, hrm, business productivity, employment relationship, more transferable skills, cultural development, module',\n",
       "  'organisational behaviour, job satisfaction, work, individual ability, module, students, particular reference',\n",
       "  'news production, media research, market logic, key debates, learned theoretical material, analyse, module',\n",
       "  'geographical information system, digital planet, map production, thematic areas, understanding, students, successful completion',\n",
       "  'archaeological excavation, sustainable future, key cultural contexts, practical aims, chronological perspective, students, module',\n",
       "  'political analysis, key topics, ethical theoretical frameworks, academic integrity, power, study, module',\n",
       "  'contemporary international relations scholarship, international relations, contemporary global politics, key concepts, debates, omissions, module',\n",
       "  'digital media technologies, media theories, appropriate social science, development, key concepts, skype, module',\n",
       "  'privilege, diversity, power, social structures, students, academic resources, module',\n",
       "  'live sociology, supermodernity, rural life, environment, critical knowledge, student, successful completion',\n",
       "  'social research, research designs, present data, key concepts, students, module, successful completion',\n",
       "  'sensory systems, perceptual operations, cognition, sensation, different experimental techniques, introduction, prioritise information',\n",
       "  'creative computing, creativity, key ideas, analyse problems, module, students, successful completion',\n",
       "  'archaeological problem, material culture, workshop activities, research, articulate motivations, digital archive, citation procedures',\n",
       "  'key geographical concepts, human geography, contemporary geographers, globalized world, scale, students, module',\n",
       "  'ai, introduction, programming, applications, many different fields, fundamental techniques, ethical issues',\n",
       "  'māori society, māori beliefs, cultural change, concepts, students, course, day developments',\n",
       "  'pacific heritage, pacific nations, indigenous perspectives, historical issues, survey course, socio, range',\n",
       "  'nz media sector, media practices, maori representation, cultural identity, audience demands, technological convergence, series',\n",
       "  'design ethnography, ethnography, design, cultural beliefs, design shapes, students, greater social justice',\n",
       "  'fundamental game design concepts, playable games, basic building blocks, game history, mechanics, students, loops',\n",
       "  'first century new zealand literature, contemporary literary scene, māori, aotearoa new zealand, cultural encounters, tangata whenua, new ground',\n",
       "  'antarctica, global climate system, geology, weather, broad introduction, course, role',\n",
       "  'aotearoa new zealand, polynesia, island people, history, own research endeavours, dynamic movements, constant connection',\n",
       "  'international relations, power, terrorist groups, influence, military leaders, students, frameworks',\n",
       "  'italian literature, italian middle ages, literary history, middle ages, course unit, students, good knowledge',\n",
       "  'medieval art, medieval italy, italy, history, case studies, multidisciplinary approach, module',\n",
       "  'artificial neural networks, artificial intelligence, computational foundations, machine learning, brain, course',\n",
       "  'individual differences perspective, individual differences, psychology, personality, major approaches, study, students',\n",
       "  'psychology, cultures, cultural differences perspective, cognitive styles, learning, main theories, students',\n",
       "  'european banking law, banking business, necessary knowledge, students, course',\n",
       "  'international relations, history, interpretative tools, 20th century, students',\n",
       "  'italian language, main foreign languages, linguistic relations, historical relations, basic knowledge, national territory, course',\n",
       "  'animal psychology, animal behaviour, comparative psychology, ethology, disciplines, investigation, course',\n",
       "  'general psychology, psychology, research methods, main theories, knowledge, students, course',\n",
       "  'language processing, psychology, language, cognitive models, special emphasis, course, differences',\n",
       "  'developmental psychology, human development, main psychological theories, cultures, knowledge, understanding, students',\n",
       "  'cybersecurity, computer security, basic knowledge, principles, students, possible vulnerabilities, system',\n",
       "  'computer science, programming, computer operations, foundations, course, knowledge, object',\n",
       "  'data access, new information technologies, web, legal aspects, course, strong focus',\n",
       "  'principal psychophysical methods, sensory perception, cognition, introductory methodological part, course',\n",
       "  'intercultural setting, intercultural understanding, english, communication skills, critical thinking, ability, ideas',\n",
       "  'stress, health, psychology, intervention strategies, critical understanding, lifestyle, course',\n",
       "  'economic thought, classical political economy, prominent economists, economic conditions, marginalist approach, history, various critical departures',\n",
       "  'modern cosmology, universe, big bang, galaxies, solar system, structure, nonscience majors',\n",
       "  'computation, computational reasoning, modern society, communication technology, information sector, basic principles, students',\n",
       "  'design, interactions, studio experiences, diverse audiences, access, students, data',\n",
       "  'major public health concepts, public health, epidemiology, public health workers, systems thinking, historical overview, students',\n",
       "  'nutrition, nutrition standards, sports nutrition recommendations, specific nutrient deficiencies, food policy issues, introduction, basic anatomy',\n",
       "  'critical thinking, introductory logic, modeling arguments, common fallacies, students, scientific evidence, activities',\n",
       "  'contemporary ethical issues, information technologies, cyber crime, mass surveillance, personal information, misuse, cars',\n",
       "  'symbolic logic, sentential logic, basic concepts, students, metalogic, soundness, results',\n",
       "  'contemporary media cultures, introduction, visual studies, critical practices, narrative, video, global context',\n",
       "  'popular culture, media, social myth, ideology, discourse, symbols, form',\n",
       "  'american politics, government, informal institutions, introduction, interrelations, processes, branches',\n",
       "  'ethnographic media, culture, documentary, films, gender, basic concepts, other ways',\n",
       "  'ancient astronomies, observational astronomy, archaeoastronomy, cosmology, ethnoastronomy, calendrics, features',\n",
       "  'hollywood indian, contemporary motion pictures, own independent films, native communities, american society, early literature, revisionist',\n",
       "  'practice group communication, group development, group interaction, innovative group project, conflict management, topics, online simulation',\n",
       "  'environmental literature, ecological crises, literary confrontations, environments, future natures, graphic novels, nonhuman animals',\n",
       "  'global geographies, globalization, international development, colonialism, racial dynamics, broader scale trends, climate change impacts',\n",
       "  'jazz music, jazz, american art form, historical events, various traditions, surveys, evolution',\n",
       "  'american arts, visual culture, key monuments, crosscultural interactions, contemporary issues, geopolitical borders, race',\n",
       "  'environmental problems, socioeconomic status, society, exacerbate disparities, environments, race, inequality',\n",
       "  'irish settlement, norman early medieval period, archaeological record, castles, crannogs, moated sites, much change',\n",
       "  'prehistoric ireland, prehistory, new stone age, neanderthal communities, megalithic tombs, rituals, iron metalworking',\n",
       "  'irish writing, contemporary ireland, outstanding modern writers, dual language traditions, key critical reading, gender, ways',\n",
       "  'developmental psychology, psychosocial development, gender development, key concepts, study, ongoing processes, span perspective',\n",
       "  'various tissue engineering applications, implantable devices, characterise biopolymers, full experimental coursewhere students, principles, reproducibility, analyse data',\n",
       "  'cellular biology, key molecular concepts, biomolecules, genome organization, general molecular structure, prokaryotes, course students',\n",
       "  'health psychology, stress experience, patient communication, pain, introduction, factors, subfields',\n",
       "  'information systems technology, information systems development projects, business, introduction, students, use, societal implications',\n",
       "  'contemporary ireland, 1950s, economic stagnation, culture, inquiry, policies, colloquium',\n",
       "  'health economics, economists, health, introduction, students, course, practice',\n",
       "  'nineteenth century british literature, representative texts, national identity, significant critical arguments, imperial ambitions, conrad, turn',\n",
       "  'early prehistoric ireland, neolithic periods, subsistence aspects, large scale monument, societal meaning, death, daily routine',\n",
       "  'irish popular music practice, popular music studies, new irish identities, cultural identities, key performers, key canonical figures, first century',\n",
       "  'marketing principles, marketing mix, effective market research, role marketing, international context, ireland, course',\n",
       "  'celtic cultural roots, celts, medieval history, earliest evidence, study, interactions, coming',\n",
       "  'data science, statistical methods, probabilistic reasoning, reproducible research, prediction, course, free open source language',\n",
       "  'irish landscape, rural landscapes, heritage, urbanisation, spaces, urgent contemporary questions, chronological depth',\n",
       "  'positive psychology, positive emotional states, positive institutions, human strengths, introduction, module students, distinctive field',\n",
       "  'ordinary galway people, irish treaty, history, railway, institutional reform, workhouse, act',\n",
       "  'irish legal systems, irish law, substantive legal rules, legal system, lawyers, general introduction, context',\n",
       "  'uc business school, business, multiple cultural forms, students, amba accreditations, course, own participation',\n",
       "  'intercultural teams, leadership, world projects, cultural perspectives, māori, international teams, students',\n",
       "  'enterprise, social enterprise, business tools, concept solutions, world experience, practice, semester',\n",
       "  'innovation management, effective innovation processes, wealth creation, new ideas, theories, continuous goal, courses',\n",
       "  'hospitality marketing, tourism management, marketing aspects, beverage management, academic subjects, uc, global ranking',\n",
       "  'sustainable tourism enterprises, tourism marketing impacts, broader tourism system, macro marketing perspectives, destinations, individual behaviours, depth understanding',\n",
       "  'business systems analysis, business information system solutions, agile approaches, project planning, user interface design, requirements, students',\n",
       "  'data administration, data warehousing, data architecture, data modelling, big data, many modern decision, contemporary organisations',\n",
       "  'web design, wide web technologies, business web sites, dynamic content websites, business applications, concepts, course',\n",
       "  'digital marketing practices, web design, modern workplace, google analytics, search engine optimisation, successful use, decision making',\n",
       "  'remote sensing, geospatial analysis, geographic information system, unmanned aerial vehicles, analytic software, data, laboratory exercises',\n",
       "  'environmental psychology, behaviour change project, sustainable future, principles, destructive behaviour, psyc341, community',\n",
       "  'cyborgs, cyberspace, immortality, metaphysics, mind, questions, iphone part',\n",
       "  'global environmental change, earth systems, geospatial monitoring, ocean processes, societal resilience, freshwater, human activities',\n",
       "  'earth science perspective, fundamental geologic skills, geologic approaches, volcanic eruptions, climate change, critical resources, wicked problems',\n",
       "  'western science, indigenous knowledge, maori, conservation biology, aquaculture, basic understanding, essential background',\n",
       "  'role geoscience, tsunamis, maori, global communities, foundational course, ethical challenges, contaminant cycling',\n",
       "  'local wellbeing, settler colonial nations, human geography, housing, aotearoa new zealand, interventions, significant variations',\n",
       "  'freshwater resources, water resource characterisation, sustainable water resource management, hydrological cycle, ecosystem health, assessment, current stresses',\n",
       "  'environmental hazards, coastal hazards, disasters, flooding, maori experiences, human communities, course',\n",
       "  'international migration, migration flows, climate migrants, refugees, political science, warsaw, integration policy',\n",
       "  'trade relations, business europe, foreign direct investment, polish agency, main asian countries, institutional framework, law',\n",
       "  'international studies, academic writing, policy briefs, professor jakub zajączkowski, editing skills, approaches, suitability',\n",
       "  'asymmetrical threats, international terrorism, communication security, international studies, piracy, weapons, warsaw',\n",
       "  'polish history, polish language, foreigners polonicum, european context, type introduction, lecturer, short survival',\n",
       "  'polish diplomacy, asean cooperation, diplomatic practice, international studies, european union, individual asian regions, theoretical knowledge',\n",
       "  'international relations, cold war, liberal democratic order, professor jerzy ciechański, global triumph, end, class participation',\n",
       "  'european integration, international studies, history, warsaw, professor andrzej szeptycki, political issues, legal aspects',\n",
       "  'international political economy, foreign aid policies, protectionist state trade policy, wto, foreign direct investment, analysis, professor rafał',\n",
       "  'national security issues, us security, cyberterrorism, international studies, military power, economic crisis, warsaw',\n",
       "  'international relations, bilateral alliances, regional strategy, pacific region, security system, 21st century, problem',\n",
       "  'european integration, political developments eu, controversial contemporary issues, political process, historical dimensions, different theoretical perspectives, student',\n",
       "  'biopolitics, biopolitical scholarship, sovereignty, comparative policy analysis, core concepts, students, bare life',\n",
       "  'electronic government, modern governance situations, political participation, blockchain, predictive services, normative challenges, latest trends',\n",
       "  'estonian culture, good cultural ambassador, international masters students, course students, geography, current events, internal diversity',\n",
       "  'modern middle east, religious roots, cultural bases, antiquity, topic, chronological scope, course',\n",
       "  'comparative ethnopolitics, ethnic conflict regulation, ethnic identities, democratic states, class discussion, institutional requirements, different ways',\n",
       "  'illiberalism, europeanization process, political developments, russia, coherent study material, interpret, various declinations',\n",
       "  'baltic sea nations, historical development, international relations, region, key events, characterises, enlargement',\n",
       "  'contemporary chinese, second language, communication skills, international students, pronunciations, textbook, level',\n",
       "  'mandarin, level',\n",
       "  'intermediate chinese course, mandarin, detailed courses, campus life language, business trip, character recognition, directional compounds',\n",
       "  ...]]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for approach in range(len(result_coll)):\n",
    "    for text in range(len(result_coll[approach])):\n",
    "        result_coll[approach][text] = \", \".join(result_coll[approach][text])\n",
    "\n",
    "result_coll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Univ_ID</th>\n",
       "      <th>Course Name</th>\n",
       "      <th>Details</th>\n",
       "      <th>Processed</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Approaches to Knowledge: Introduction to Inter...</td>\n",
       "      <td>This module provides an introduction to inter...</td>\n",
       "      <td>approaches to knowledge: introduction to inter...</td>\n",
       "      <td>knowledge introduction interdisciplinarity, in...</td>\n",
       "      <td>knowledge introduction interdisciplinarity, in...</td>\n",
       "      <td>interdisciplinarity, interdisciplinary work, k...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Information Through the Ages</td>\n",
       "      <td>This module explores the concept of informati...</td>\n",
       "      <td>information through the ages. this module expl...</td>\n",
       "      <td>knowledge taking historical, information, info...</td>\n",
       "      <td>information, libraries, museums, knowledge, ar...</td>\n",
       "      <td>information, museums, different historical for...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Computers and Humans</td>\n",
       "      <td>Should we trust news in a Deepfake world? Sho...</td>\n",
       "      <td>computers and humans. should we trust news in ...</td>\n",
       "      <td>computers humans, concepts human computer, com...</td>\n",
       "      <td>ai, computing, computers, wearable, visualisat...</td>\n",
       "      <td>ai, human computer interaction, wearable techn...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Migration and Health</td>\n",
       "      <td>In this course, you will analyse the interpla...</td>\n",
       "      <td>migration and health. in this course, you will...</td>\n",
       "      <td>migration health course, migration health, mig...</td>\n",
       "      <td>migration health course, migration health, mig...</td>\n",
       "      <td>health, migrant, migration, host society, succ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Race, Gender and Feminism</td>\n",
       "      <td>This module offers an introduction and analyt...</td>\n",
       "      <td>race, gender and feminism. this module offers ...</td>\n",
       "      <td>race gender feminism, concepts gender race, ge...</td>\n",
       "      <td>race gender feminism, intersectionality, femin...</td>\n",
       "      <td>intersectionality, racial difference, persiste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>1143</td>\n",
       "      <td>76</td>\n",
       "      <td>INTRODUCTION TO CLIMATE DIPLOMACY</td>\n",
       "      <td>This class is aimed at students willing to un...</td>\n",
       "      <td>introduction to climate diplomacy. this class ...</td>\n",
       "      <td>introduction climate diplomacy, climate diplom...</td>\n",
       "      <td>introduction climate diplomacy, climate diplom...</td>\n",
       "      <td>climate diplomacy, future climate diplomacy, m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>1144</td>\n",
       "      <td>76</td>\n",
       "      <td>GOVERNING BORDERS IN THE 21ST CENTURY</td>\n",
       "      <td>This course offers an introduction to the stu...</td>\n",
       "      <td>governing borders in the 21st century. this co...</td>\n",
       "      <td>governance migration borders, migration border...</td>\n",
       "      <td>governance migration borders, borders, mobilit...</td>\n",
       "      <td>borders, mobilities, governance, migration con...</td>\n",
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       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>1145</td>\n",
       "      <td>76</td>\n",
       "      <td>AGRICULTURE, FOOD AND GLOBALIZATION</td>\n",
       "      <td>With the war in Ukraine, the Covid crisis, so...</td>\n",
       "      <td>agriculture, food and globalization. with the ...</td>\n",
       "      <td>agriculture food globalization, challenges int...</td>\n",
       "      <td>agriculture food globalization, agriculture, a...</td>\n",
       "      <td>international food markets, food sovereignty, ...</td>\n",
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       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>1146</td>\n",
       "      <td>76</td>\n",
       "      <td>BEHAVIORAL GAME THEORY</td>\n",
       "      <td>Game theory is a formal language to describe ...</td>\n",
       "      <td>behavioral game theory. game theory is a forma...</td>\n",
       "      <td>behavioral game theory, behavioral game, game ...</td>\n",
       "      <td>behavioral game theory, economics, economic, b...</td>\n",
       "      <td>behavioral game theory, economics, political i...</td>\n",
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       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>1147</td>\n",
       "      <td>76</td>\n",
       "      <td>COMPARATIVE POLITICS</td>\n",
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       "        ID  Univ_ID                                        Course Name  \\\n",
       "0        0        1  Approaches to Knowledge: Introduction to Inter...   \n",
       "1        1        1                       Information Through the Ages   \n",
       "2        2        1                               Computers and Humans   \n",
       "3        3        1                               Migration and Health   \n",
       "4        4        1                          Race, Gender and Feminism   \n",
       "...    ...      ...                                                ...   \n",
       "1143  1143       76                  INTRODUCTION TO CLIMATE DIPLOMACY   \n",
       "1144  1144       76              GOVERNING BORDERS IN THE 21ST CENTURY   \n",
       "1145  1145       76                AGRICULTURE, FOOD AND GLOBALIZATION   \n",
       "1146  1146       76                             BEHAVIORAL GAME THEORY   \n",
       "1147  1147       76                               COMPARATIVE POLITICS   \n",
       "\n",
       "                                                Details  \\\n",
       "0      This module provides an introduction to inter...   \n",
       "1      This module explores the concept of informati...   \n",
       "2      Should we trust news in a Deepfake world? Sho...   \n",
       "3      In this course, you will analyse the interpla...   \n",
       "4      This module offers an introduction and analyt...   \n",
       "...                                                 ...   \n",
       "1143   This class is aimed at students willing to un...   \n",
       "1144   This course offers an introduction to the stu...   \n",
       "1145   With the war in Ukraine, the Covid crisis, so...   \n",
       "1146   Game theory is a formal language to describe ...   \n",
       "1147   What is Comparative Politics? How do we analy...   \n",
       "\n",
       "                                              Processed  \\\n",
       "0     approaches to knowledge: introduction to inter...   \n",
       "1     information through the ages. this module expl...   \n",
       "2     computers and humans. should we trust news in ...   \n",
       "3     migration and health. in this course, you will...   \n",
       "4     race, gender and feminism. this module offers ...   \n",
       "...                                                 ...   \n",
       "1143  introduction to climate diplomacy. this class ...   \n",
       "1144  governing borders in the 21st century. this co...   \n",
       "1145  agriculture, food and globalization. with the ...   \n",
       "1146  behavioral game theory. game theory is a forma...   \n",
       "1147  comparative politics. what is comparative poli...   \n",
       "\n",
       "                                           KeyBERT Base  \\\n",
       "0     knowledge introduction interdisciplinarity, in...   \n",
       "1     knowledge taking historical, information, info...   \n",
       "2     computers humans, concepts human computer, com...   \n",
       "3     migration health course, migration health, mig...   \n",
       "4     race gender feminism, concepts gender race, ge...   \n",
       "...                                                 ...   \n",
       "1143  introduction climate diplomacy, climate diplom...   \n",
       "1144  governance migration borders, migration border...   \n",
       "1145  agriculture food globalization, challenges int...   \n",
       "1146  behavioral game theory, behavioral game, game ...   \n",
       "1147  comparative politics analyse, study comparativ...   \n",
       "\n",
       "                                         KeyBERT + Rule  \\\n",
       "0     knowledge introduction interdisciplinarity, in...   \n",
       "1     information, libraries, museums, knowledge, ar...   \n",
       "2     ai, computing, computers, wearable, visualisat...   \n",
       "3     migration health course, migration health, mig...   \n",
       "4     race gender feminism, intersectionality, femin...   \n",
       "...                                                 ...   \n",
       "1143  introduction climate diplomacy, climate diplom...   \n",
       "1144  governance migration borders, borders, mobilit...   \n",
       "1145  agriculture food globalization, agriculture, a...   \n",
       "1146  behavioral game theory, economics, economic, b...   \n",
       "1147  comparative politics analyse, study comparativ...   \n",
       "\n",
       "                                   KeyBERT + Vectorizer  \n",
       "0     interdisciplinarity, interdisciplinary work, k...  \n",
       "1     information, museums, different historical for...  \n",
       "2     ai, human computer interaction, wearable techn...  \n",
       "3     health, migrant, migration, host society, succ...  \n",
       "4     intersectionality, racial difference, persiste...  \n",
       "...                                                 ...  \n",
       "1143  climate diplomacy, future climate diplomacy, m...  \n",
       "1144  borders, mobilities, governance, migration con...  \n",
       "1145  international food markets, food sovereignty, ...  \n",
       "1146  behavioral game theory, economics, political i...  \n",
       "1147  comparative politics, political systems, insti...  \n",
       "\n",
       "[1148 rows x 8 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_df = pd.concat([course_df, pd.Series(prep_data), pd.Series(result_coll[0]), pd.Series(result_coll[1]), pd.Series(result_coll[2])], axis=1)\n",
    "result_df.reset_index(inplace=True)\n",
    "result_df.rename({'index':\"ID\", 0: \"Processed\", 1: \"KeyBERT Base\", 2: \"KeyBERT + Rule\", 3:\"KeyBERT + Vectorizer\"}, axis=1, inplace=True)\n",
    "result_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_df.to_csv(\"result_data.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>KeyBERT Base</th>\n",
       "      <th>KeyBERT + Rule</th>\n",
       "      <th>KeyBERT + Vectorizer</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>knowledge introduction interdisciplinarity, in...</td>\n",
       "      <td>knowledge introduction interdisciplinarity, in...</td>\n",
       "      <td>interdisciplinarity, interdisciplinary work, k...</td>\n",
       "      <td>interdisciplinarity, knowledge, traditional bo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>knowledge taking historical, information, info...</td>\n",
       "      <td>information, libraries, museums, knowledge, ar...</td>\n",
       "      <td>information, museums, different historical for...</td>\n",
       "      <td>information, data, knowledge, historical persp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>politics key concepts, modules introduction po...</td>\n",
       "      <td>politics, political, machiavelli, aristotle, r...</td>\n",
       "      <td>political thinkers, foucault, core texts, intr...</td>\n",
       "      <td>politics, key concepts, texts, political commu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>quantitative methods data, data science visual...</td>\n",
       "      <td>quantitative, data, visualisation, modelling, ...</td>\n",
       "      <td>quantitative methods course, data science, vis...</td>\n",
       "      <td>quantitative methods, data science, visualisat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>student creative writing, creative writing wor...</td>\n",
       "      <td>student creative writing, writing, prose, poet...</td>\n",
       "      <td>creative writing work, contemporary prose fict...</td>\n",
       "      <td>creative writing, prose fiction, poetry, creat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>globalization international trade, trade inter...</td>\n",
       "      <td>globalization, macroeconomics, macroeconomic, ...</td>\n",
       "      <td>international trade, many international financ...</td>\n",
       "      <td>international finance, international trade, gl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>movement history feminisms, history feminisms,...</td>\n",
       "      <td>movement history feminisms, history feminisms,...</td>\n",
       "      <td>world feminisms, international socialist movem...</td>\n",
       "      <td>women, movement, feminisms, history, activism,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>introduction climate diplomacy, climate diplom...</td>\n",
       "      <td>introduction climate diplomacy, climate diplom...</td>\n",
       "      <td>climate diplomacy, future climate diplomacy, m...</td>\n",
       "      <td>climate diplomacy, international politics, fig...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>governance migration borders, migration border...</td>\n",
       "      <td>governance migration borders, borders, mobilit...</td>\n",
       "      <td>borders, mobilities, governance, migration con...</td>\n",
       "      <td>governance, migration, borders, security, 21st...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>comparative politics analyse, study comparativ...</td>\n",
       "      <td>comparative politics analyse, study comparativ...</td>\n",
       "      <td>comparative politics, political systems, insti...</td>\n",
       "      <td>comparative politics, analysis, political inst...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>380 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          KeyBERT Base  \\\n",
       "0    knowledge introduction interdisciplinarity, in...   \n",
       "1    knowledge taking historical, information, info...   \n",
       "2    politics key concepts, modules introduction po...   \n",
       "3    quantitative methods data, data science visual...   \n",
       "4    student creative writing, creative writing wor...   \n",
       "..                                                 ...   \n",
       "375  globalization international trade, trade inter...   \n",
       "376  movement history feminisms, history feminisms,...   \n",
       "377  introduction climate diplomacy, climate diplom...   \n",
       "378  governance migration borders, migration border...   \n",
       "379  comparative politics analyse, study comparativ...   \n",
       "\n",
       "                                        KeyBERT + Rule  \\\n",
       "0    knowledge introduction interdisciplinarity, in...   \n",
       "1    information, libraries, museums, knowledge, ar...   \n",
       "2    politics, political, machiavelli, aristotle, r...   \n",
       "3    quantitative, data, visualisation, modelling, ...   \n",
       "4    student creative writing, writing, prose, poet...   \n",
       "..                                                 ...   \n",
       "375  globalization, macroeconomics, macroeconomic, ...   \n",
       "376  movement history feminisms, history feminisms,...   \n",
       "377  introduction climate diplomacy, climate diplom...   \n",
       "378  governance migration borders, borders, mobilit...   \n",
       "379  comparative politics analyse, study comparativ...   \n",
       "\n",
       "                                  KeyBERT + Vectorizer  \\\n",
       "0    interdisciplinarity, interdisciplinary work, k...   \n",
       "1    information, museums, different historical for...   \n",
       "2    political thinkers, foucault, core texts, intr...   \n",
       "3    quantitative methods course, data science, vis...   \n",
       "4    creative writing work, contemporary prose fict...   \n",
       "..                                                 ...   \n",
       "375  international trade, many international financ...   \n",
       "376  world feminisms, international socialist movem...   \n",
       "377  climate diplomacy, future climate diplomacy, m...   \n",
       "378  borders, mobilities, governance, migration con...   \n",
       "379  comparative politics, political systems, insti...   \n",
       "\n",
       "                                                 Label  \n",
       "0    interdisciplinarity, knowledge, traditional bo...  \n",
       "1    information, data, knowledge, historical persp...  \n",
       "2    politics, key concepts, texts, political commu...  \n",
       "3    quantitative methods, data science, visualisat...  \n",
       "4    creative writing, prose fiction, poetry, creat...  \n",
       "..                                                 ...  \n",
       "375  international finance, international trade, gl...  \n",
       "376  women, movement, feminisms, history, activism,...  \n",
       "377  climate diplomacy, international politics, fig...  \n",
       "378  governance, migration, borders, security, 21st...  \n",
       "379  comparative politics, analysis, political inst...  \n",
       "\n",
       "[380 rows x 4 columns]"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_eval_df = pd.merge(result_df, actual_df, on=[\"ID\"])\n",
    "final_eval_df = final_eval_df[[\"KeyBERT Base\", \"KeyBERT + Rule\", \"KeyBERT + Vectorizer\", \"Label\"]]\n",
    "final_eval_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>KeyBERT Base</th>\n",
       "      <th>KeyBERT + Rule</th>\n",
       "      <th>KeyBERT + Vectorizer</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[knowledge introduction interdisciplinarity, i...</td>\n",
       "      <td>[knowledge introduction interdisciplinarity, i...</td>\n",
       "      <td>[interdisciplinarity, interdisciplinary work, ...</td>\n",
       "      <td>[interdisciplinarity, knowledge, traditional b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[knowledge taking historical, information, inf...</td>\n",
       "      <td>[information, libraries, museums, knowledge, a...</td>\n",
       "      <td>[information, museums, different historical fo...</td>\n",
       "      <td>[information, data, knowledge, historical pers...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[politics key concepts, modules introduction p...</td>\n",
       "      <td>[politics, political, machiavelli, aristotle, ...</td>\n",
       "      <td>[political thinkers, foucault, core texts, int...</td>\n",
       "      <td>[politics, key concepts, texts, political comm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[quantitative methods data, data science visua...</td>\n",
       "      <td>[quantitative, data, visualisation, modelling,...</td>\n",
       "      <td>[quantitative methods course, data science, vi...</td>\n",
       "      <td>[quantitative methods, data science, visualisa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[student creative writing, creative writing wo...</td>\n",
       "      <td>[student creative writing, writing, prose, poe...</td>\n",
       "      <td>[creative writing work, contemporary prose fic...</td>\n",
       "      <td>[creative writing, prose fiction, poetry, crea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>[globalization international trade, trade inte...</td>\n",
       "      <td>[globalization, macroeconomics, macroeconomic,...</td>\n",
       "      <td>[international trade, many international finan...</td>\n",
       "      <td>[international finance, international trade, g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>[movement history feminisms, history feminisms...</td>\n",
       "      <td>[movement history feminisms, history feminisms...</td>\n",
       "      <td>[world feminisms, international socialist move...</td>\n",
       "      <td>[women, movement, feminisms, history, activism...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>[introduction climate diplomacy, climate diplo...</td>\n",
       "      <td>[introduction climate diplomacy, climate diplo...</td>\n",
       "      <td>[climate diplomacy, future climate diplomacy, ...</td>\n",
       "      <td>[climate diplomacy, international politics, fi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>[governance migration borders, migration borde...</td>\n",
       "      <td>[governance migration borders, borders, mobili...</td>\n",
       "      <td>[borders, mobilities, governance, migration co...</td>\n",
       "      <td>[governance, migration, borders, security, 21s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>[comparative politics analyse, study comparati...</td>\n",
       "      <td>[comparative politics analyse, study comparati...</td>\n",
       "      <td>[comparative politics, political systems, inst...</td>\n",
       "      <td>[comparative politics, analysis, political ins...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>380 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          KeyBERT Base  \\\n",
       "0    [knowledge introduction interdisciplinarity, i...   \n",
       "1    [knowledge taking historical, information, inf...   \n",
       "2    [politics key concepts, modules introduction p...   \n",
       "3    [quantitative methods data, data science visua...   \n",
       "4    [student creative writing, creative writing wo...   \n",
       "..                                                 ...   \n",
       "375  [globalization international trade, trade inte...   \n",
       "376  [movement history feminisms, history feminisms...   \n",
       "377  [introduction climate diplomacy, climate diplo...   \n",
       "378  [governance migration borders, migration borde...   \n",
       "379  [comparative politics analyse, study comparati...   \n",
       "\n",
       "                                        KeyBERT + Rule  \\\n",
       "0    [knowledge introduction interdisciplinarity, i...   \n",
       "1    [information, libraries, museums, knowledge, a...   \n",
       "2    [politics, political, machiavelli, aristotle, ...   \n",
       "3    [quantitative, data, visualisation, modelling,...   \n",
       "4    [student creative writing, writing, prose, poe...   \n",
       "..                                                 ...   \n",
       "375  [globalization, macroeconomics, macroeconomic,...   \n",
       "376  [movement history feminisms, history feminisms...   \n",
       "377  [introduction climate diplomacy, climate diplo...   \n",
       "378  [governance migration borders, borders, mobili...   \n",
       "379  [comparative politics analyse, study comparati...   \n",
       "\n",
       "                                  KeyBERT + Vectorizer  \\\n",
       "0    [interdisciplinarity, interdisciplinary work, ...   \n",
       "1    [information, museums, different historical fo...   \n",
       "2    [political thinkers, foucault, core texts, int...   \n",
       "3    [quantitative methods course, data science, vi...   \n",
       "4    [creative writing work, contemporary prose fic...   \n",
       "..                                                 ...   \n",
       "375  [international trade, many international finan...   \n",
       "376  [world feminisms, international socialist move...   \n",
       "377  [climate diplomacy, future climate diplomacy, ...   \n",
       "378  [borders, mobilities, governance, migration co...   \n",
       "379  [comparative politics, political systems, inst...   \n",
       "\n",
       "                                                 Label  \n",
       "0    [interdisciplinarity, knowledge, traditional b...  \n",
       "1    [information, data, knowledge, historical pers...  \n",
       "2    [politics, key concepts, texts, political comm...  \n",
       "3    [quantitative methods, data science, visualisa...  \n",
       "4    [creative writing, prose fiction, poetry, crea...  \n",
       "..                                                 ...  \n",
       "375  [international finance, international trade, g...  \n",
       "376  [women, movement, feminisms, history, activism...  \n",
       "377  [climate diplomacy, international politics, fi...  \n",
       "378  [governance, migration, borders, security, 21s...  \n",
       "379  [comparative politics, analysis, political ins...  \n",
       "\n",
       "[380 rows x 4 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def split_comma(keywords):\n",
    "    return keywords.split(\", \")\n",
    "\n",
    "for col in final_eval_df.columns:\n",
    "    final_eval_df[col] = final_eval_df[col].apply(split_comma)\n",
    "\n",
    "final_eval_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Precision@7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.12631578947368455 0.2830827067669178 0.4340100250626561\n"
     ]
    }
   ],
   "source": [
    "def precision(pred_col, label_col):\n",
    "    all_rlv = 0\n",
    "    for data in range(len(pred_col)):\n",
    "        pred, label = pred_col[data], label_col[data]\n",
    "        sum_rlv = 0\n",
    "        for kw in pred:\n",
    "            if kw in label:\n",
    "                sum_rlv += 1\n",
    "        all_rlv += sum_rlv/len(pred)\n",
    "    \n",
    "    return all_rlv / len(pred_col)\n",
    "\n",
    "prec_base = precision(final_eval_df[\"KeyBERT Base\"], final_eval_df[\"Label\"])\n",
    "prec_rule = precision(final_eval_df[\"KeyBERT + Rule\"], final_eval_df[\"Label\"])\n",
    "prec_vector = precision(final_eval_df[\"KeyBERT + Vectorizer\"], final_eval_df[\"Label\"])\n",
    "\n",
    "print(prec_base, prec_rule, prec_vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def addlabels(x,y):\n",
    "    for i in range(len(x)):\n",
    "        plt.text(i,y[i],y[i], ha = \"center\")\n",
    "\n",
    "plt.bar([\"Base\", \"+Rule\", \"+Vect\"], [prec_base, prec_rule, prec_vector])\n",
    "plt.title(\"Evaluasi Relevansi - Precision@7\")\n",
    "addlabels([\"Base\", \"+Rule\", \"+Vect\"], [round(prec_base, 2), round(prec_rule, 2), round(prec_vector, 2)])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MRR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5378246312375367 0.5604568056212794 0.6069974135551159\n"
     ]
    }
   ],
   "source": [
    "def mrr_metric(pred_col, label_col):\n",
    "    sum_rank = 0\n",
    "    for data in range(len(pred_col)):\n",
    "        pred, label = pred_col[data], label_col[data]\n",
    "        for kw in pred:\n",
    "            if kw in label:\n",
    "                sum_rank += 1/(label.index(kw)+1)\n",
    "                break\n",
    "\n",
    "    return (1/len(pred_col)) * sum_rank\n",
    "\n",
    "mrr_base = mrr_metric(final_eval_df[\"KeyBERT Base\"], final_eval_df[\"Label\"])\n",
    "mrr_rule = mrr_metric(final_eval_df[\"KeyBERT + Rule\"], final_eval_df[\"Label\"])\n",
    "mrr_vector = mrr_metric(final_eval_df[\"KeyBERT + Vectorizer\"], final_eval_df[\"Label\"])\n",
    "\n",
    "print(mrr_base, mrr_rule, mrr_vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RERFKSEhQcHCwjh07pm3btukf//iHjh07Ztc/NjZWTzzxhN58803FxMTYbhg5r3fv3powYYLi4+PVrVs37dixQ4sXL3Y4RJ330UcfKTExUY899pjatm2rs2fPauHChbZQWpNatGhxRc/ZdXNz0/DhwzVy5EitX79e99133wX733///brllls0ffp0Pffccw59tQpgMoIdcA0aN25che3z5s2zCwHdunVTYGCgDh48WO5onXTuS4bz8vI0Z84cbdiwQcHBwVq0aJGWL1+uTZs2XbCGxo0ba9WqVUpKStIf/vAHtWzZUikpKfr222/tgl27du20YsUKjR07ViNGjFBAQICeeeYZ+fn52X35cFRUlLKzs7V06VLl5+fLx8dH4eHhWrx4cZXeyNGsWTM9/vjjWrhwoe271T7++GNNnjxZy5cv17vvvitvb2+1bdtW48ePv+BNBv7+/srOztaECRO0cuVKvfnmm2rcuLFuvvnmCo8sPfjgg6pTp45OnjxZ4efxf//3fyouLtaSJUuUkZGhTp06ae3atRo1atRlzTUkJEQxMTFas2aNDh06pLp16yokJETr1q3T7bffflnrvJqefvppTZo0SVOmTLlosJOkESNGaNCgQVq8eHG1fAEzcD1ysn59XgAAAADXJa6xAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQ18X32JWVlem///2v6tevf9EHSwMAAJjEsiydPHlSzZo1K/cs5V+7LoLdf//7XwUGBl7tMgAAAK6agwcP6oYbbrhgn+si2NWvX1/SuQl5e3tf5WoAAABqTlFRkQIDA2156EKui2B3/vSrt7c3wQ4AANRKl3I5GjdPAAAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAgMFmzZqloKAgeXp6KiIiQtnZ2Rfsf+LECT333HNq2rSpPDw81LZtW33wwQe29//5z3/qgQceULNmzeTk5KT333+/mmcARxDsAAAwVEZGhpKSkpScnKxt27YpJCREMTExOnLkSIX9z5w5o3vvvVf79+/XihUrtHv3bs2dO1fNmze39SkuLlZISIhmzZpVU9OAA5wsy7KudhEXU1RUJB8fHxUWFvI9dgAAXKKIiAh16dJFf/7znyWde0RnYGCgnn/+eY0aNapc/7S0NE2dOlW7du2Sm5vbRdfv5OSkVatWqU+fPlVdOn7BkRzEETsAAAx05swZbd26VdHR0bY2Z2dnRUdHKysrq8Ixf/3rX9W1a1c999xz8vf31y233KLJkyertLS0psrGFbounjwBAAAcc/ToUZWWlsrf39+u3d/fX7t27apwzHfffaePPvpIAwYM0AcffKA9e/bo2Wef1U8//aTk5OSaKBtXiGAHAAAknTtV26RJE7311ltycXFRWFiYDh06pKlTpxLsrhMEOwAADOTr6ysXFxfl5+fbtefn5ysgIKDCMU2bNpWbm5tcXFxsbR06dFBeXp7OnDkjd3f3aq0ZV45r7AAAMJC7u7vCwsKUmZlpaysrK1NmZqa6du1a4Zg77rhDe/bsUVlZma3tm2++UdOmTQl11wmCHQAAhkpKStLcuXO1YMEC7dy5U88884yKi4sVHx8vSRo4cKBGjx5t6//MM8/o2LFjGj58uL755hutXbtWkydP1nPPPWfrc+rUKeXk5CgnJ0eStG/fPuXk5Cg3N7dG54aKcSoWAABDxcbGqqCgQOPGjVNeXp5CQ0O1fv162w0Vubm5cnb++RhPYGCgNmzYoBdffFG33nqrmjdvruHDh+ull16y9dmyZYu6d+9ue52UlCRJiouL0/z582tmYqgU32MHAABwDeN77AAAAGqhyzoVO2vWLE2dOlV5eXkKCQnRG2+8ofDw8Er7nzhxQmPGjNHKlSt17NgxtWjRQqmpqerZs+dlFw4AgCOCRq292iXAQPun9LraJdhxONidf+5cWlqaIiIilJqaqpiYGO3evVtNmjQp1//8c+eaNGmiFStWqHnz5jpw4IAaNGhQFfUDAADg/3M42E2fPl0JCQm2O2rS0tK0du1apaenV/jcufT0dB07dkybN2+2PXcuKCjoyqoGAABAOQ5dY1dTz50rKSlRUVGR3QIAAIALcyjYXei5c3l5eRWO+e6777RixQqVlpbqgw8+0Msvv6xp06Zp0qRJlW4nJSVFPj4+tiUwMNCRMgEAAGqlar8r9pfPnQsLC1NsbKzGjBmjtLS0SseMHj1ahYWFtuXgwYPVXSYAAMB1z6Fr7GrquXMeHh7y8PBwpDQAAIBaz6Ejdjx3DgAA4Nrl8KnY6njuHAAAAK6cw193Uh3PnQMAAMCV41mxAIBagSdPoDrUxJMneFYsAABALUSwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwA1DqzZs1SUFCQPD09FRERoezs7Er7zp8/X05OTnaLp6dnuX47d+7Ugw8+KB8fH9WrV09dunRRbm5udU4DAMoh2AGoVTIyMpSUlKTk5GRt27ZNISEhiomJ0ZEjRyod4+3trcOHD9uWAwcO2L2/d+9e/eY3v1H79u21adMmbd++XS+//HKFARAAqpPDz4oFgOvZ9OnTlZCQoPj4eElSWlqa1q5dq/T0dI0aNarCMU5OTgoICKh0nWPGjFHPnj31xz/+0dbWunXrqi0cAC4BR+wA1BpnzpzR1q1bFR0dbWtzdnZWdHS0srKyKh136tQptWjRQoGBgXrooYf01Vdf2d4rKyvT2rVr1bZtW8XExKhJkyaKiIjQ+++/X51TAYAKEewA1BpHjx5VaWmp/P397dr9/f2Vl5dX4Zh27dopPT1dq1ev1qJFi1RWVqZu3brp+++/lyQdOXJEp06d0pQpU3Tffffpww8/VN++ffXwww/r448/rvY5AcAvcSoWAC6ga9eu6tq1q+11t27d1KFDB82ZM0cTJ05UWVmZJOmhhx7Siy++KEkKDQ3V5s2blZaWpqioqKtSN4DaiSN2AGoNX19fubi4KD8/3649Pz//gtfQ/ZKbm5tuu+027dmzx7ZOV1dXBQcH2/Xr0KEDd8UCqHEEOwC1hru7u8LCwpSZmWlrKysrU2Zmpt1RuQspLS3Vjh071LRpU9s6u3Tpot27d9v1++abb9SiRYuqKx4ALgGnYgHUKklJSYqLi1Pnzp0VHh6u1NRUFRcX2+6SHThwoJo3b66UlBRJ0oQJE3T77berTZs2OnHihKZOnaoDBw7oqaeesq1z5MiRio2N1Z133qnu3btr/fr1WrNmjTZt2nQ1pgigFiPYAahVYmNjVVBQoHHjxikvL0+hoaFav3697YaK3NxcOTv/fDLj+PHjSkhIUF5enho2bKiwsDBt3rzZ7tRr3759lZaWppSUFA0bNkzt2rXTe++9p9/85jc1Pj8AtZuTZVnW1S7iYoqKiuTj46PCwkJ5e3tf7XIAYwSNWnu1S4CB9k/pdbVLqBD7O6pDTezvjuQgrrEDAAAwBMEOAADAEAQ72FTHg9HP+93vficnJyelpqZWQ+UAAEAi2OH/q44Ho5+3atUqffbZZ2rWrFl1lQ8AAESww//3ywejBwcHKy0tTXXr1lV6enqlY84/GP388uvHNEnSoUOH9Pzzz2vx4sVyc3OrzikAAFDrEexQLQ9Gl8598euTTz6pkSNH6uabb662+gEAwDkEO1TLg9El6bXXXpOrq6uGDRtWrfUDAIBz+IJiXJaLPRh969atmjlzprZt2yYnJ6erWCkAALUHR+xQLQ9G/+STT3TkyBHdeOONcnV1laurqw4cOKDf//73CgoKquopAAAAEeyg6nkw+pNPPqnt27crJyfHtjRr1kwjR47Uhg0bqmUeAADUdpyKhaSqfzB648aN1bhxY7ttuLm5KSAgQO3atavZyQEAUEsQ7CCpeh6MDgAAapaTZVnW1S7iYhx5+C2AS8dD0VEdauKh6JeD/R3VoSb2d0dyEEfsfoW/+KgO1+o/dAAAs3DzBAAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAY4rKC3axZsxQUFCRPT09FREQoOzu70r7z58+Xk5OT3eLp6XnZBQMAAKBiDge7jIwMJSUlKTk5Wdu2bVNISIhiYmJ05MiRSsd4e3vr8OHDtuXAgQNXVDQAAADKczjYTZ8+XQkJCYqPj1dwcLDS0tJUt25dpaenVzrGyclJAQEBtsXf3/+KigYAAEB5DgW7M2fOaOvWrYqOjv55Bc7Oio6OVlZWVqXjTp06pRYtWigwMFAPPfSQvvrqqwtup6SkREVFRXYLAAAALsyhYHf06FGVlpaWO+Lm7++vvLy8Cse0a9dO6enpWr16tRYtWqSysjJ169ZN33//faXbSUlJkY+Pj20JDAx0pEwAAIBaqdrviu3atasGDhyo0NBQRUVFaeXKlfLz89OcOXMqHTN69GgVFhbaloMHD1Z3mQAAANc9V0c6+/r6ysXFRfn5+Xbt+fn5CggIuKR1uLm56bbbbtOePXsq7ePh4SEPDw9HSgMAAKj1HDpi5+7urrCwMGVmZtraysrKlJmZqa5du17SOkpLS7Vjxw41bdrUsUoBAABwQQ4dsZOkpKQkxcXFqXPnzgoPD1dqaqqKi4sVHx8vSRo4cKCaN2+ulJQUSdKECRN0++23q02bNjpx4oSmTp2qAwcO6KmnnqramQAAANRyDge72NhYFRQUaNy4ccrLy1NoaKjWr19vu6EiNzdXzs4/Hwg8fvy4EhISlJeXp4YNGyosLEybN29WcHBw1c0CAAAAjgc7SUpMTFRiYmKF723atMnu9YwZMzRjxozL2QwAAAAcwLNiAQAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAENcVrCbNWuWgoKC5OnpqYiICGVnZ1/SuKVLl8rJyUl9+vS5nM0CAADgAhwOdhkZGUpKSlJycrK2bdumkJAQxcTE6MiRIxcct3//fo0YMUKRkZGXXSwAAAAq53Cwmz59uhISEhQfH6/g4GClpaWpbt26Sk9Pr3RMaWmpBgwYoPHjx6tVq1ZXVDAAAAAq5lCwO3PmjLZu3aro6OifV+DsrOjoaGVlZVU6bsKECWrSpImGDBly+ZUCAADgglwd6Xz06FGVlpbK39/frt3f31+7du2qcMynn36qd955Rzk5OZe8nZKSEpWUlNheFxUVOVImAABArVStd8WePHlSTz75pObOnStfX99LHpeSkiIfHx/bEhgYWI1VAgAAmMGhI3a+vr5ycXFRfn6+XXt+fr4CAgLK9d+7d6/279+vBx54wNZWVlZ2bsOurtq9e7dat25dbtzo0aOVlJRke11UVES4AwAAuAiHgp27u7vCwsKUmZlp+8qSsrIyZWZmKjExsVz/9u3ba8eOHXZtY8eO1cmTJzVz5sxKw5qHh4c8PDwcKQ0AAKDWcyjYSVJSUpLi4uLUuXNnhYeHKzU1VcXFxYqPj5ckDRw4UM2bN1dKSoo8PT11yy232I1v0KCBJJVrBwAAwJVxONjFxsaqoKBA48aNU15enkJDQ7V+/XrbDRW5ublyduaBFgAAADXN4WAnSYmJiRWeepWkTZs2XXDs/PnzL2eTAAAAuAgOrQEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAY4rKC3axZsxQUFCRPT09FREQoOzu70r4rV65U586d1aBBA9WrV0+hoaFauHDhZRcMAACAijkc7DIyMpSUlKTk5GRt27ZNISEhiomJ0ZEjRyrs36hRI40ZM0ZZWVnavn274uPjFR8frw0bNlxx8QAAAPiZw8Fu+vTpSkhIUHx8vIKDg5WWlqa6desqPT29wv533XWX+vbtqw4dOqh169YaPny4br31Vn366adXXDwAAAB+5lCwO3PmjLZu3aro6OifV+DsrOjoaGVlZV10vGVZyszM1O7du3XnnXdW2q+kpERFRUV2CwAAAC7MoWB39OhRlZaWyt/f367d399feXl5lY4rLCyUl5eX3N3d1atXL73xxhu69957K+2fkpIiHx8f2xIYGOhImQAAALVSjdwVW79+feXk5Ojzzz/Xq6++qqSkJG3atKnS/qNHj1ZhYaFtOXjwYE2UCQAAcF1zdaSzr6+vXFxclJ+fb9een5+vgICASsc5OzurTZs2kqTQ0FDt3LlTKSkpuuuuuyrs7+HhIQ8PD0dKAwAAqPUcOmLn7u6usLAwZWZm2trKysqUmZmprl27XvJ6ysrKVFJS4simAQAAcBEOHbGTpKSkJMXFxalz584KDw9XamqqiouLFR8fL0kaOHCgmjdvrpSUFEnnrpfr3LmzWrdurZKSEn3wwQdauHChZs+eXbUzAQAAqOUcDnaxsbEqKCjQuHHjlJeXp9DQUK1fv952Q0Vubq6cnX8+EFhcXKxnn31W33//verUqaP27dtr0aJFio2NrbpZAAAAwPFgJ0mJiYlKTEys8L1f3xQxadIkTZo06XI2AwAAAAfwrFgAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEJcV7GbNmqWgoCB5enoqIiJC2dnZlfadO3euIiMj1bBhQzVs2FDR0dEX7A8AAIDL43Cwy8jIUFJSkpKTk7Vt2zaFhIQoJiZGR44cqbD/pk2b1L9/f23cuFFZWVkKDAxUjx49dOjQoSsuHgAAAD9zONhNnz5dCQkJio+PV3BwsNLS0lS3bl2lp6dX2H/x4sV69tlnFRoaqvbt2+vtt99WWVmZMjMzr7h4AAAA/MyhYHfmzBlt3bpV0dHRP6/A2VnR0dHKysq6pHWcPn1aP/30kxo1auRYpQAAALggV0c6Hz16VKWlpfL397dr9/f3165duy5pHS+99JKaNWtmFw5/raSkRCUlJbbXRUVFjpQJAABQK9XoXbFTpkzR0qVLtWrVKnl6elbaLyUlRT4+PrYlMDCwBqsEAAC4PjkU7Hx9feXi4qL8/Hy79vz8fAUEBFxw7J/+9CdNmTJFH374oW699dYL9h09erQKCwtty8GDBx0pEwAAoFZyKNi5u7srLCzM7saH8zdCdO3atdJxf/zjHzVx4kStX79enTt3vuh2PDw85O3tbbcAAADgwhy6xk6SkpKSFBcXp86dOys8PFypqakqLi5WfHy8JGngwIFq3ry5UlJSJEmvvfaaxo0bpyVLligoKEh5eXmSJC8vL3l5eVXhVAAAAGo3h4NdbGysCgoKNG7cOOXl5Sk0NFTr16+33VCRm5srZ+efDwTOnj1bZ86c0aOPPmq3nuTkZL3yyitXVj0AAABsHA52kpSYmKjExMQK39u0aZPd6/3791/OJgAAAOAgnhULAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIQh2AAAAhiDYAQAAGOKygt2sWbMUFBQkT09PRUREKDs7u9K+X331lR555BEFBQXJyclJqampl1srAAAALsDhYJeRkaGkpCQlJydr27ZtCgkJUUxMjI4cOVJh/9OnT6tVq1aaMmWKAgICrrhgAAAAVMzhYDd9+nQlJCQoPj5ewcHBSktLU926dZWenl5h/y5dumjq1Knq16+fPDw8rrhgAAAAVMyhYHfmzBlt3bpV0dHRP6/A2VnR0dHKysqq8uIAAABw6Vwd6Xz06FGVlpbK39/frt3f31+7du2qsqJKSkpUUlJie11UVFRl6wYAADDVNXlXbEpKinx8fGxLYGDg1S4JAADgmudQsPP19ZWLi4vy8/Pt2vPz86v0xojRo0ersLDQthw8eLDK1g0AAGAqh4Kdu7u7wsLClJmZaWsrKytTZmamunbtWmVFeXh4yNvb224BAADAhTl0jZ0kJSUlKS4uTp07d1Z4eLhSU1NVXFys+Ph4SdLAgQPVvHlzpaSkSDp3w8XXX39t+/OhQ4eUk5MjLy8vtWnTpgqnAgAAULs5HOxiY2NVUFCgcePGKS8vT6GhoVq/fr3thorc3Fw5O/98IPC///2vbrvtNtvrP/3pT/rTn/6kqKgobdq06cpnAAAAAEmXEewkKTExUYmJiRW+9+uwFhQUJMuyLmczAAAAcMA1eVcsAAAAHEewAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxBsAMAADAEwQ4AAMAQBDsAAABDEOwAAAAMQbADAAAwBMEOAADAEAQ7AAAAQxDsAAAADEGwAwAAMATBDgAAwBAEOwAAAEMQ7AAAAAxxWcFu1qxZCgoKkqenpyIiIpSdnX3B/suXL1f79u3l6empjh076oMPPrisYgEAAFA5h4NdRkaGkpKSlJycrG3btikkJEQxMTE6cuRIhf03b96s/v37a8iQIfrPf/6jPn36qE+fPvryyy+vuHgAAAD8zOFgN336dCUkJCg+Pl7BwcFKS0tT3bp1lZ6eXmH/mTNn6r777tPIkSPVoUMHTZw4UZ06ddKf//znKy4eAAAAP3N1pPOZM2e0detWjR492tbm7Oys6OhoZWVlVTgmKytLSUlJdm0xMTF6//33K91OSUmJSkpKbK8LCwslSUVFRY6Ue1nKSk5X+zZQ+9TEvns52N9RHdjfUZvUxP5+fhuWZV20r0PB7ujRoyotLZW/v79du7+/v3bt2lXhmLy8vAr75+XlVbqdlJQUjR8/vlx7YGCgI+UC1wyf1KtdAVBz2N9Rm9Tk/n7y5En5+PhcsI9Dwa6mjB492u4oX1lZmY4dO6bGjRvLycnpKlaG84qKihQYGKiDBw/K29v7apcDVCv2d9Qm7O/XHsuydPLkSTVr1uyifR0Kdr6+vnJxcVF+fr5de35+vgICAiocExAQ4FB/SfLw8JCHh4ddW4MGDRwpFTXE29ubv/ioNdjfUZuwv19bLnak7jyHbp5wd3dXWFiYMjMzbW1lZWXKzMxU165dKxzTtWtXu/6S9Pe//73S/gAAALg8Dp+KTUpKUlxcnDp37qzw8HClpqaquLhY8fHxkqSBAweqefPmSklJkSQNHz5cUVFRmjZtmnr16qWlS5dqy5Yteuutt6p2JgAAALWcw8EuNjZWBQUFGjdunPLy8hQaGqr169fbbpDIzc2Vs/PPBwK7deumJUuWaOzYsfq///s/3XTTTXr//fd1yy23VN0sUOM8PDyUnJxc7pQ5YCL2d9Qm7O/XNyfrUu6dBQAAwDWPZ8UCAAAYgmAHAABgCIIdAACAIQh2AFAF5s+fz/dtArjqCHa13KBBg+Tk5GRbGjdurPvuu0/bt2+/2qUBNeaXfwe8vb3VpUsXrV69+mqXBVSp/Px8ubm5aenSpRW+P2TIEHXq1OmKtzNo0CD16dPniteDy0Owg+677z4dPnxYhw8fVmZmplxdXdW7d++rXRZQpe666y7Nnz+/0vfnzZunw4cPa8uWLbrjjjv06KOPaseOHTVXIFCFKtrf/f391atXL6Wnp5frX1xcrGXLlmnIkCE1VCGqC8EO8vDwUEBAgAICAhQaGqpRo0bp4MGDKigokCS99NJLatu2rerWratWrVrp5Zdf1k8//WQb/8UXX6h79+6qX7++vL29FRYWpi1bttje//TTTxUZGak6deooMDBQw4YNU3FxcY3PE7iQBg0aKCAgQG3bttXEiRN19uxZbdy4UZK0adMmOTk56cSJE7b+OTk5cnJy0v79+ytd5+rVq9WpUyd5enqqVatWGj9+vM6ePVvNMwEqN2TIEGVmZio3N9euffny5Tp79qwGDBigsrIypaSkqGXLlqpTp45CQkK0YsUKu/5fffWVevfuLW9vb9WvX1+RkZHau3evXnnlFS1YsECrV6+2HQXftGlTDc4QDn9BMcx26tQpLVq0SG3atFHjxo0lSfXr19f8+fPVrFkz7dixQwkJCapfv77+8Ic/SJIGDBig2267TbNnz5aLi4tycnLk5uYmSdq7d6/uu+8+TZo0Senp6SooKFBiYqISExM1b968qzZPoDJnz57VO++8I+ncYxQv1yeffKKBAwfq9ddft/2j9/TTT0uSkpOTq6RWwFE9e/aUv7+/5s+fr3Hjxtna582bp4cfflgNGjTQq6++qkWLFiktLU033XST/vnPf+qJJ56Qn5+foqKidOjQId15552666679NFHH8nb21v/+te/dPbsWY0YMUI7d+5UUVGR7Xd8o0aNrtZ0aycLtVpcXJzl4uJi1atXz6pXr54lyWratKm1devWSsdMnTrVCgsLs72uX7++NX/+/Ar7DhkyxHr66aft2j755BPL2dnZ+uGHH6pmEsAliIqKsubNm1fhe5IsT09Pq169epazs7MlyQoKCrL+97//WZZlWRs3brQkWcePH7eN+c9//mNJsvbt22dZlmXNmzfP8vHxsb1/zz33WJMnT7bbzsKFC62mTZtW5bSACl1ofx81apTVsmVLq6yszLIsy9qzZ4/l5ORk/eMf/7B+/PFHq27dutbmzZvtxgwZMsTq37+/ZVmWNXr0aKtly5bWmTNnKlx/XFyc9dBDD1XZXOAYTsVC3bt3V05OjnJycpSdna2YmBjdf//9OnDggCQpIyNDd9xxhwICAuTl5aWxY8faHcZPSkrSU089pejoaE2ZMkV79+61vffFF19o/vz58vLysi0xMTEqKyvTvn37anyuqD0mT55st9998skn+t3vfmfX9sv9eMaMGcrJydG6desUHByst99++4qONHzxxReaMGGC3fYSEhJ0+PBhnT59uiqmCNg4sr8PHjxY+/bts11qMG/ePAUFBenuu+/Wnj17dPr0ad177712Y999913b7/acnBxFRkbazszg2sKpWKhevXpq06aN7fXbb78tHx8fzZ07V7169dKAAQM0fvx4xcTEyMfHR0uXLtW0adNs/V955RU9/vjjWrt2rdatW6fk5GQtXbpUffv21alTpzR06FANGzas3HZvvPHGGpkfaqff/e53+u1vf2t7PWDAAD3yyCN6+OGHbW3NmjWz/TkgIEBt2rRRmzZtNG/ePPXs2VNff/21mjRpYnv+tfWLJzD+8jrTipw6dUrjx4+32955np6elz0voCKO7O833XSTIiMjNW/ePN1111169913lZCQICcnJ506dUqStHbtWjVv3txuG+efHVunTp3qng6uAMEO5Tg5OcnZ2Vk//PCDNm/erBYtWmjMmDG2988fyfultm3bqm3btnrxxRfVv39/zZs3T3379lWnTp309ddf2wVHoCY0atTI7ohbnTp11KRJk0vaF8PDwxUWFqZXX31VM2fOlJ+fnyTp8OHDatiwoaRzRy0upFOnTtq9ezf7PmqEo/v7kCFD9Mwzz+jBBx/UoUOHNGjQIElScHCwPDw8lJubq6ioqArH3nrrrVqwYIF++umnCo/aubu7q7S09MonhcvCqViopKREeXl5ysvL086dO/X888/r1KlTeuCBB3TTTTcpNzdXS5cu1d69e/X6669r1apVtrE//PCDEhMTtWnTJh04cED/+te/9Pnnn6tDhw6Szt1Ru3nzZiUmJionJ0fffvutVq9ercTExKs1XeCSvPDCC5ozZ44OHTqkNm3aKDAwUK+88oq+/fZbrV271u6odUXGjRund999V+PHj9dXX32lnTt3aunSpRo7dmwNzQCo3GOPPSY3NzcNHTpUPXr0UGBgoKRzN8uNGDFCL774ohYsWKC9e/dq27ZteuONN7RgwQJJUmJiooqKitSvXz9t2bJF3377rRYuXKjdu3dLkoKCgrR9+3bt3r1bR48evejRbVSxq32RH66uuLg4S5JtqV+/vtWlSxdrxYoVtj4jR460GjdubHl5eVmxsbHWjBkzbBeJl5SUWP369bMCAwMtd3d3q1mzZlZiYqLdjRHZ2dnWvffea3l5eVn16tWzbr31VuvVV1+t6amilrvYzROrVq2yaysrK7Pat29vPfPMM5ZlWdann35qdezY0fL09LQiIyOt5cuXX/DmCcuyrPXr11vdunWz6tSpY3l7e1vh4eHWW2+9VcUzA8q70P5+3tNPP21JspYtW2bXXlZWZqWmplrt2rWz3NzcLD8/PysmJsb6+OOPbX2++OILq0ePHlbdunWt+vXrW5GRkdbevXsty7KsI0eO2H7nS7I2btxY1dPDBThZ1i8uGgEAAMB1i1OxAAAAhiDYAQAAGIJgBwAAYAiCHQAAgCEIdgAAAIYg2AEAABiCYAcAAGAIgh0AAIAhCHYAAACGINgBAAAYgmAHAABgCIIdAACAIf4fmbZjmrDlNHsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def addlabels(x,y):\n",
    "    for i in range(len(x)):\n",
    "        plt.text(i,y[i],y[i], ha = \"center\")\n",
    "\n",
    "plt.bar([\"Base\", \"+Rule\", \"+Vect\"], [mrr_base, mrr_rule, mrr_vector])\n",
    "plt.title(\"Evaluasi Relevansi - MRR\")\n",
    "addlabels([\"Base\", \"+Rule\", \"+Vect\"], [round(mrr_base, 2), round(mrr_rule, 2), round(mrr_vector, 2)])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.2785902255639097 0.44860129490392625 0.7185434419381778\n"
     ]
    }
   ],
   "source": [
    "def map_metric(pred_col, label_col):\n",
    "    sum_map = 0\n",
    "    for data in range(len(pred_col)):\n",
    "        pred, label = pred_col[data], label_col[data]\n",
    "        amount_rlv = 0\n",
    "        counter = 0\n",
    "        sum_ap = 0\n",
    "        for kw in pred:\n",
    "            counter += 1\n",
    "            if kw in label:\n",
    "                amount_rlv += 1\n",
    "                sum_ap += (amount_rlv/counter)\n",
    "\n",
    "        if amount_rlv == 0:\n",
    "            sum_map += 0    \n",
    "        else:\n",
    "            sum_map += sum_ap/amount_rlv\n",
    "    \n",
    "    return sum_map / len(pred_col)\n",
    "\n",
    "map_base = map_metric(final_eval_df[\"KeyBERT Base\"], final_eval_df[\"Label\"])\n",
    "map_rule = map_metric(final_eval_df[\"KeyBERT + Rule\"], final_eval_df[\"Label\"])\n",
    "map_vector = map_metric(final_eval_df[\"KeyBERT + Vectorizer\"], final_eval_df[\"Label\"])\n",
    "\n",
    "print(map_base, map_rule, map_vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def addlabels(x,y):\n",
    "    for i in range(len(x)):\n",
    "        plt.text(i,y[i],y[i], ha = \"center\")\n",
    "\n",
    "plt.bar([\"Base\", \"+Rule\", \"+Vect\"], [map_base, map_rule, map_vector])\n",
    "plt.title(\"Evaluasi Relevansi - MAP\")\n",
    "addlabels([\"Base\", \"+Rule\", \"+Vect\"], [round(map_base, 2), round(map_rule, 2), round(map_vector, 2)])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deployment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gradio as gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7862\n",
      "Running on public URL: https://cde8b9a25ca3f42df8.gradio.live\n",
      "\n",
      "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"https://cde8b9a25ca3f42df8.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_keywords(course_name, course_desc):\n",
    "    keywords_list = []\n",
    "    course_name, course_desc = course_name.strip().lower(), course_desc.strip().lower()\n",
    "    data = course_name+\". \"+course_desc\n",
    "    keywords = key_model.extract_keywords(data, vectorizer=vectorizer_params, stop_words='english', top_n=7, use_mmr=True)\n",
    "    keywords_list = list(dict(keywords).keys())\n",
    "    return \", \".join(keywords_list)\n",
    "    \n",
    "iface = gr.Interface(fn=get_keywords, inputs=[gr.Textbox(label=\"Course Name\"), gr.Textbox(label=\"Course Description\")], outputs=gr.Textbox(label=\"Relevant Tags\"),\n",
    "                     title=\"Tags Generator\", description=\"Generating tags/keywords based on Keyphrase-BERT Extraction'\")\n",
    "iface.launch(share=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "# @title #### Student Identity\n",
    "student_id = \"REAFMJRD\" # @param {type:\"string\"}\n",
    "name = \"Muhammad Hanif\" # @param {type:\"string\"}\n",
    "drive_link = \"https://drive.google.com/drive/folders/1hREN8E7JjDlCLp4LmRGxu0lRE5cUSCFr?usp=sharing\" # @param {type:\"string\"}\n",
    "assignment_id = \"00_portfolio_project\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rggrader import submit_image\n",
    "from rggrader import submit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Assignment successfully submitted'"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolio_link = \"https://huggingface.co/spaces/UNAVS/college-course-tag-gen\"\n",
    "presentation_link = \"https://docs.google.com/presentation/d/1HXDi-qdU0V0qKpD1ZveQcQHmZGyZMWIcUkoBD09A7Qw/edit?usp=sharing\"\n",
    "\n",
    "question_id = \"01_portfolio_link\"\n",
    "submit(student_id, name, assignment_id, str(portfolio_link), question_id, drive_link)\n",
    "\n",
    "question_id = \"02_presentation_link\"\n",
    "submit(student_id, name, assignment_id, str(presentation_link), question_id, drive_link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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