├── .gitignore ├── LICENSE ├── README.md ├── readme-pics ├── cd-directory.png ├── conda-install-pip.png ├── create.png ├── download-or-clone.png ├── download-zip.png ├── jupyter-notebooks.png └── new-env.png ├── requirements.txt ├── workshop-1-basics ├── 1-introduction-to-python-and-text.ipynb ├── 2-collecting-and-preparing.ipynb ├── 3-analysing-and-visualising.ipynb └── data │ ├── 6130-8.txt │ └── CLEAN-6130-8.txt └── workshop-2-topic-modelling ├── 1-introduction-to-topic-modelling-with-python.ipynb ├── 2-collecting-and-preparing-data-for-topic-modelling.ipynb ├── 3-topic-modelling-and-visualising.ipynb └── data ├── inaugural-test └── placeholder.txt ├── inaugural ├── 1789-Washington.txt ├── 1793-Washington.txt ├── 1797-Adams.txt ├── 1801-Jefferson.txt ├── 1805-Jefferson.txt ├── 1809-Madison.txt ├── 1813-Madison.txt ├── 1817-Monroe.txt ├── 1821-Monroe.txt ├── 1825-Adams.txt ├── 1829-Jackson.txt ├── 1833-Jackson.txt ├── 1837-VanBuren.txt ├── 1841-Harrison.txt ├── 1845-Polk.txt ├── 1849-Taylor.txt ├── 1853-Pierce.txt ├── 1857-Buchanan.txt ├── 1861-Lincoln.txt ├── 1865-Lincoln.txt ├── 1869-Grant.txt ├── 1873-Grant.txt ├── 1877-Hayes.txt ├── 1881-Garfield.txt ├── 1885-Cleveland.txt ├── 1889-Harrison.txt ├── 1893-Cleveland.txt ├── 1897-McKinley.txt ├── 1901-McKinley.txt ├── 1905-Roosevelt.txt ├── 1909-Taft.txt ├── 1913-Wilson.txt ├── 1917-Wilson.txt ├── 1921-Harding.txt ├── 1925-Coolidge.txt ├── 1929-Hoover.txt ├── 1933-Roosevelt.txt ├── 1937-Roosevelt.txt ├── 1941-Roosevelt.txt ├── 1945-Roosevelt.txt ├── 1949-Truman.txt ├── 1953-Eisenhower.txt ├── 1957-Eisenhower.txt ├── 1961-Kennedy.txt ├── 1965-Johnson.txt ├── 1969-Nixon.txt ├── 1973-Nixon.txt ├── 1977-Carter.txt ├── 1981-Reagan.txt ├── 1985-Reagan.txt ├── 1989-Bush.txt ├── 1993-Clinton.txt ├── 1997-Clinton.txt ├── 2001-Bush.txt ├── 2005-Bush.txt └── 2009-Obama.txt └── saved ├── 1-dictionary.gensim ├── 2-lda.gensim ├── 2-lda.gensim.expElogbeta.npy ├── 2-lda.gensim.id2word └── 2-lda.gensim.state /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | *.egg-info/ 24 | .installed.cfg 25 | *.egg 26 | MANIFEST 27 | 28 | # PyInstaller 29 | # Usually these files are written by a python script from a template 30 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 31 | *.manifest 32 | *.spec 33 | 34 | # Installer logs 35 | pip-log.txt 36 | pip-delete-this-directory.txt 37 | 38 | # Unit test / coverage reports 39 | htmlcov/ 40 | .tox/ 41 | .coverage 42 | .coverage.* 43 | .cache 44 | nosetests.xml 45 | coverage.xml 46 | *.cover 47 | .hypothesis/ 48 | .pytest_cache/ 49 | 50 | # Translations 51 | *.mo 52 | *.pot 53 | 54 | # Django stuff: 55 | *.log 56 | local_settings.py 57 | db.sqlite3 58 | 59 | # Flask stuff: 60 | instance/ 61 | .webassets-cache 62 | 63 | # Scrapy stuff: 64 | .scrapy 65 | 66 | # Sphinx documentation 67 | docs/_build/ 68 | 69 | # PyBuilder 70 | target/ 71 | 72 | # Jupyter Notebook 73 | .ipynb_checkpoints 74 | 75 | # pyenv 76 | .python-version 77 | 78 | # celery beat schedule file 79 | celerybeat-schedule 80 | 81 | # SageMath parsed files 82 | *.sage.py 83 | 84 | # Environments 85 | .env 86 | .venv 87 | env/ 88 | venv/ 89 | ENV/ 90 | env.bak/ 91 | venv.bak/ 92 | 93 | # Spyder project settings 94 | .spyderproject 95 | .spyproject 96 | 97 | # Rope project settings 98 | .ropeproject 99 | 100 | # mkdocs documentation 101 | /site 102 | 103 | # mypy 104 | .mypy_cache/ 105 | 106 | # PyCharm 107 | .idea/ -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2019-2020 Mary Chester-Kadwell 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Introduction to Text-Mining with Python 2 | 3 | ## Introduction 4 | 5 | This repository contains Jupyter notebooks used for teaching the [Cambridge 6 | Digital Humanities](https://www.cdh.cam.ac.uk) *'Introduction to Text-Mining with Python'*, a series of two 7 | workshops in the Cambridge Digital Humanities Learning programme 2019. 8 | 9 | The notebooks are designed to present material for face-to-face teaching and to 10 | be a resource for participants to review after the workshops have finished. They 11 | are also written as stand alone notebooks for anyone to follow and use as they 12 | wish. 13 | 14 | Some of the sections are marked with the words 'going further'. This is 15 | extension material that we skipped over during the workshops but which is a 16 | source of deeper exploration into the topics for anyone with further interest 17 | or more experience. 18 | 19 | **Please note that these are the notebooks for the 2019 version of this course. For the 2020 version, please see 20 | [intro-to-text-mining-with-python-2020](https://github.com/mchesterkadwell/intro-to-text-mining-with-python-2020).** 21 | 22 | ### Content 23 | 24 | The notebooks cover: 25 | 26 | *Workshop 1* 27 | * Basic Python (strings, lists, imports, functions, opening/reading files) 28 | * Steps in a text-mining pipeline for research 29 | * Basic text-mining concepts (tokenising, normalising, cleaning, stopwords) 30 | * Creating a frequency distribution and plotting the results 31 | 32 | *Workshop 2* 33 | * Introduction to topic modelling (bag-of-words, TF-IDF) 34 | * More basic Python (dictionaries, tuples) 35 | * More basic text-mining concepts (stemming, lemmatization, part-of-speech tagging) 36 | * A basic example of topic modelling using `gensim` 37 | * Visualising topic models with `pyLDAvis` 38 | 39 | ## Code Details 40 | 41 | [![Python](https://img.shields.io/badge/python-3.6-blue.svg)](https://www.python.org/downloads/release/python-368/) 42 | [![Python](https://img.shields.io/badge/python-3.7-blue.svg)](https://www.python.org/downloads/release/python-373/) 43 | 44 | The aim of the code in this repository is to show basic text-mining techniques 45 | to participants who are complete beginners to both text mining and coding. 46 | As such, the notebooks are designed to be run as a teaching aid, not as a 47 | serious text analysis tool. 48 | 49 | The main libraries used in this repository are: 50 | * [Natural Language Toolkit](https://www.nltk.org/) (NLTK) 51 | * [SpaCy](https://spacy.io/) (a bit) 52 | * [Gensim](https://radimrehurek.com/gensim/) 53 | * [pyLDAvis](https://github.com/bmabey/pyLDAvis) 54 | * [Matplotlib](https://matplotlib.org/) 55 | 56 | ## Quick Start: Launch Notebooks Online 57 | 58 | [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/mchesterkadwell/intro-to-text-mining-with-python/master) 59 | 60 | The easiest way to run the Jupyter notebooks in this repository is to click on 61 | the Binder button above. This will launch a virtual environment in your 62 | browser where you can open and run the notebooks without installing anything. 63 | 64 | ## Running Notebooks on Your Own Computer (Beginners) 65 | 66 | These instructions are suitable if you have never installed Jupyter Notebooks 67 | or Python on your own computer before. 68 | 69 | ### Install Jupyter Notebooks and Python with Anaconda 70 | 71 | [Install Anaconda (Python 3.7)](https://www.anaconda.com/distribution/#download-section). 72 | 73 | Pick the version appropriate for your operating system (Windows, Mac, Linux). 74 | Make sure you choose ‘Python 3.7’ (not ‘Python 2.7’). 75 | 76 | Once it has installed, [open Anaconda Navigator](http://docs.anaconda.com/anaconda/user-guide/getting-started/#open-navigator). 77 | 78 | ### Download the Notebooks from GitHub 79 | 80 | Go to the [GitHub page](https://github.com/mchesterkadwell/intro-to-text-mining-with-python ) 81 | where this code repository is kept. For a simple download, click the ‘Clone or 82 | download’ green button, then pick 'Download ZIP'. 83 | 84 | ![](readme-pics/download-or-clone.png) 85 | 86 | Open the ZIP file that is downloaded. In most operating systems this will 87 | automatically unzip it back into individual files. Move the folder to 88 | somewhere you want to keep it, such as 'My Documents'. 89 | 90 | (The more advanced method is to use `git` to clone the repository, but we won’t 91 | cover that here.) 92 | 93 | ### Run Notebooks in a Dedicated Environment 94 | 95 | In simple terms, an environment is like an isolated box in which to run a 96 | notebook safe from interference by other notebooks. Anaconda provides one 97 | default environment, called ‘root’, in which to get up and running quickly. 98 | However, you should really make a new environment for each project (which may 99 | have one or more related notebooks). 100 | 101 | In **Anaconda Navigator > Environments** click on the ‘Create’ button in the 102 | bottom of the Environments list. 103 | 104 | ![](readme-pics/create.png) 105 | 106 | Type a name e.g. 'intro-to-text-mining', make sure that 'Python' is _checked_ 107 | and under the dropdown pick '3.7'. Make sure that 'R' is left _unchecked_. 108 | 109 | Then click the ‘Create’ button. 110 | 111 | ![](readme-pics/new-env.png) 112 | 113 | It will take a few seconds to set up... 114 | 115 | Then in **Anaconda Navigator > Environments** make sure you have selected your 116 | new environment. 117 | 118 | On the right of the environment name is a small green play arrow. Click on it and pick ‘Open Terminal’ from the 119 | dropdown. 120 | 121 | In the Terminal that opens type the following, and press return: 122 | 123 | `conda install pip` 124 | 125 | ![](readme-pics/conda-install-pip.png) 126 | 127 | If you do not already have pip installed, it will install it. Otherwise it will give a message: 128 | 129 | `# All requested packages already installed.` 130 | 131 | Then change directory to wherever you saved the notebooks folder by typing something like: 132 | 133 | `cd \path\to\notebooks` 134 | 135 | where `path\to\notebooks` is the filepath to wherever you’ve put the notebooks folder. 136 | 137 | If you are on a **Mac**, make sure to use forward slashes in the filepath instead e.g. `path/to/notebooks` 138 | 139 | ![](readme-pics/cd-directory.png) 140 | 141 | Then install all the dependencies by typing: 142 | 143 | `pip install -r requirements.txt` 144 | 145 | This should initiate a big list of downloads and will take a while to finish. Please be patient. 146 | 147 | Finally, to launch the Jupyter notebook server type: 148 | 149 | `jupyter notebook` 150 | 151 | This opens a web page at **http://localhost:8888/tree** showing the project: 152 | 153 | ![](readme-pics/jupyter-notebooks.png) 154 | 155 | If not, you can copy and paste one of the URLs in the Terminal window into your browser e.g. 156 | http://localhost:8888/?token=ddb27d2a1a6cb29a3483c24d6ff9f7263eb9676f02d71075 157 | (This one will not work on your machine, as the token is unique every time.) 158 | 159 | When you are finished with the notebook, press **ctrl+c** to stop the notebook server. 160 | 161 | You can close the Terminal window. 162 | 163 | ### Starting the Notebook Server Again 164 | 165 | Next time you want to start the notebook server: 166 | 167 | In **Anaconda Navigator > Environments** make sure you have selected your new environment. 168 | 169 | On the right of the environment name is a small green play arrow. Click on it and pick ‘Open Terminal’ from the 170 | dropdown. 171 | To launch the Jupyter notebook server type: 172 | 173 | `jupyter notebook` 174 | 175 | When you are finished with the notebook, press **ctrl+c** to stop the notebook server. You can close the Terminal window. 176 | -------------------------------------------------------------------------------- /readme-pics/cd-directory.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mchesterkadwell/intro-to-text-mining-with-python/9dcac48d43f40f6919cbe6db48793a80edd8f68a/readme-pics/cd-directory.png -------------------------------------------------------------------------------- /readme-pics/conda-install-pip.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mchesterkadwell/intro-to-text-mining-with-python/9dcac48d43f40f6919cbe6db48793a80edd8f68a/readme-pics/conda-install-pip.png -------------------------------------------------------------------------------- /readme-pics/create.png: -------------------------------------------------------------------------------- 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cffi==1.12.2 14 | chardet==3.0.4 15 | click==7.1.2 16 | cryptography==2.6.1 17 | cycler==0.10.0 18 | cymem==2.0.2 19 | decorator==4.4.0 20 | defusedxml==0.6.0 21 | docutils==0.14 22 | en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.1.0/en_core_web_sm-2.1.0.tar.gz 23 | entrypoints==0.3 24 | funcy==1.12 25 | future==0.17.1 26 | gensim==3.7.2 27 | idna==2.8 28 | ipykernel==5.1.0 29 | ipython==7.4.0 30 | ipython-genutils==0.2.0 31 | ipywidgets==7.4.2 32 | jedi==0.13.3 33 | Jinja2==2.10.1 34 | jmespath==0.9.4 35 | joblib==0.13.2 36 | jsonschema==3.0.1 37 | jupyter==1.0.0 38 | jupyter-client==5.2.4 39 | jupyter-console==6.0.0 40 | jupyter-core==4.4.0 41 | kiwisolver==1.0.1 42 | MarkupSafe==1.1.1 43 | matplotlib==3.0.3 44 | mistune==0.8.4 45 | more-itertools==7.0.0 46 | murmurhash==1.0.2 47 | nbconvert==5.4.1 48 | nbformat==4.4.0 49 | nltk==3.4.5 50 | notebook==5.7.8 51 | numexpr==2.6.9 52 | numpy==1.16.2 53 | packaging==20.4 54 | pandas==0.24.2 55 | pandocfilters==1.4.2 56 | paramiko==2.4.2 57 | parso==0.4.0 58 | pexpect==4.7.0 59 | pickleshare==0.7.5 60 | plac==1.0.0 61 | pluggy==0.9.0 62 | preshed==2.0.1 63 | prometheus-client==0.6.0 64 | prompt-toolkit==2.0.9 65 | ptyprocess==0.6.0 66 | py==1.8.0 67 | pyasn1==0.4.5 68 | pycparser==2.19 69 | Pygments==2.3.1 70 | pyLDAvis==2.1.2 71 | PyNaCl==1.3.0 72 | pyparsing==2.4.0 73 | pyrsistent==0.14.11 74 | pytest==4.4.1 75 | python-dateutil==2.8.0 76 | pytz==2019.1 77 | pyzmq==18.0.1 78 | qtconsole==4.4.3 79 | regex==2020.10.28 80 | requests==2.21.0 81 | s3transfer==0.2.0 82 | scipy==1.2.1 83 | Send2Trash==1.5.0 84 | singledispatch==3.4.0.3 85 | six==1.12.0 86 | smart-open==1.8.2 87 | spacy==2.1.3 88 | srsly==0.0.5 89 | # terminado==0.9.1 90 | testpath==0.4.2 91 | thinc==7.0.4 92 | tornado==6.1 93 | tqdm==4.31.1 94 | traitlets==4.3.2 95 | urllib3==1.24.2 96 | wasabi==0.2.1 97 | wcwidth==0.1.7 98 | webencodings==0.5.1 99 | widgetsnbextension==3.4.2 100 | -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural-test/placeholder.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mchesterkadwell/intro-to-text-mining-with-python/9dcac48d43f40f6919cbe6db48793a80edd8f68a/workshop-2-topic-modelling/data/inaugural-test/placeholder.txt -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1789-Washington.txt: -------------------------------------------------------------------------------- 1 | fellow citizen senate house representative among vicissitude incident life event fill great anxiety notification transmit order receive day present month hand summon country voice hear veneration love retreat choose fond predilection flatter hope immutable decision asylum decline year retreat render day necessary dear addition habit inclination frequent interruption health gradual waste commit time hand magnitude difficulty trust voice country call sufficient awaken wise experience citizen distrustful scrutiny qualification overwhelm despondence inherit inferior endowment nature unpracticed duty civil administration ought peculiarly conscious deficiency conflict emotion dare aver faithful study collect duty appreciation circumstance affect all dare hope execute task sway grateful remembrance instance affectionate sensibility transcendent proof confidence fellow citizen little consult incapacity disinclination weighty untried care error palliate motive mislead consequence judge country share partiality originate such impression obedience public summon repair present station peculiarly improper omit official act fervent supplication almighty be rule universe preside council nation providential aid supply human defect his benediction consecrate liberty happiness people unite state government institute essential purpose enable instrument employ administration execute success function allot charge tender homage great author public private good assure express sentiment fellow citizen large people bind acknowledge adore invisible hand conduct affair man unite state every step advance character independent nation distinguish token providential agency important revolution accomplish unite government tranquil deliberation voluntary consent distinct community event result compare mean government establish return pious gratitude humble anticipation future blessing past presage this reflection arise present crisis force strongly mind suppress you join trust think influence proceeding new free government auspiciously commence article establish executive department duty president recommend consideration measure shall judge necessary expedient the circumstance meet acquit enter subject refer great constitutional charter assemble define power designate object attention give consistent circumstance far congenial feeling actuate substitute place recommendation particular measure tribute talent rectitude patriotism adorn character select devise adopt honorable qualification behold sure pledge local prejudice attachment separate view party animosity misdirect comprehensive equal eye ought watch great assemblage community interest foundation national policy lay pure immutable principle private morality preeminence free government exemplify attribute win affection citizen command respect world dwell prospect satisfaction ardent love country inspire truth thoroughly establish exist economy course nature indissoluble union virtue happiness duty advantage genuine maxim honest magnanimous policy solid reward public prosperity felicity ought persuade propitious smile heaven expect nation disregard eternal rule order right heaven ordain preservation sacred liberty destiny republican model government justly consider deeply finally stake experiment entrust hand american people besides ordinary object submit care remain judgment decide far exercise occasional power delegate 5 article constitution render expedient present juncture nature objection urge degree inquietude give birth instead undertake particular recommendation subject guide light derive official opportunity shall way entire confidence discernment pursuit public good assure whilst carefully avoid alteration endanger benefit unite effective government ought await future lesson experience reverence characteristic right freeman regard public harmony sufficiently influence deliberation question far impregnably fortify safely advantageously promote forego observation add properly address house representative concern brief possible when honor service country eve arduous struggle liberty light contemplate duty require renounce pecuniary compensation from resolution instance depart impression produce decline inapplicable share personal emolument indispensably include permanent provision executive department accordingly pray pecuniary estimate station place continuance limit actual expenditure public good think require have impart sentiment awaken occasion bring shall present leave resort benign parent human race humble supplication please favor american people opportunity deliberate perfect tranquillity disposition decide unparalleled unanimity form government security union advancement happiness his divine bless equally conspicuous enlarge view temperate consultation wise measure success government depend -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1793-Washington.txt: -------------------------------------------------------------------------------- 1 | fellow citizen call voice country execute function chief magistrate when occasion proper shall arrive shall endeavor express high sense entertain distinguish honor confidence repose people unite america previous execution official act president constitution require oath office this oath presence that shall administration government instance violate willingly knowingly injunction thereof incur constitutional punishment subject upbraidings witness present solemn ceremony -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1797-Adams.txt: -------------------------------------------------------------------------------- 1 | when perceive early time middle course america remain unlimited submission foreign legislature total independence claim man reflection apprehensive danger formidable power fleet army determine resist contest dissension certainly arise concern form government institute part extensive country rely purity intention justice cause integrity intelligence people overrule providence signally protect country representative nation consist little half present numb break piece chain forge rod iron lift frankly cut asunder tie bind launch ocean uncertainty the zeal ardor people revolutionary war supply place government command degree order sufficient temporary preservation society the confederation early feel necessary prepare model batavian helvetic confederacy example remain precision history certainly one people large consider but reflect strike difference particular country courier seat government frontier single day certainly foresee assist congress formation durable negligence regulation inattention recommendation disobedience authority individual state soon appear melancholy consequence universal languor jealousy rivalry state decline navigation commerce discouragement necessary manufacture universal fall value land produce contempt public private faith loss consideration credit foreign nation length discontent animosity combination partial convention insurrection threaten great national calamity dangerous crisis people america abandon usual good sense presence mind resolution integrity measure pursue concert plan form perfect union establish justice insure domestic tranquillity provide common defense promote general welfare secure blessing liberty the public disquisition discussion deliberation issue present happy constitution government employ service country abroad course transaction see constitution unite state foreign country irritate literary altercation animate public debate heat party animosity read great satisfaction result good head prompt good heart experiment well adapt genius character situation relation nation country propose suggest general principle great outline conformable government esteem state native state particular contribute establish claim right suffrage common fellow citizen adoption rejection constitution rule posterity theirs hesitate express approbation occasion public private objection mind executive senate permanent nor entertain think promote alteration people course experience feel necessary expedient representative congress state legislature accord constitution adopt ordain return bosom country painful separation year honor elect station new order thing repeatedly lay obligation support constitution the operation equal sanguine expectation friend habitual attention satisfaction administration delight effect peace order prosperity happiness nation acquire habitual attachment veneration what form government deserve esteem love there little solidity ancient idea congregation man city nation please object sight superior intelligences certain benevolent human mind spectacle present nation please noble majestic august assembly like see chamber congress government executive authority branch legislature exercise citizen select regular period neighbor execute law general good can essential mere ornament decoration add robe diamond can authority amiable respectable descend accident institution establish remote antiquity spring fresh heart judgment honest enlighten people for people represent power majesty reflect good legitimate government form appear the existence government length time proof general 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independence peace increase wealth unexampled prosperity merit gratitude fellow citizen command high praise foreign nation secure immortal glory posterity retirement voluntary choice long live enjoy delicious recollection service gratitude mankind happy fruit world daily increase splendid prospect future fortune country open year year his rampart knowledge live bulwark open secret enemy country peace this example recommend imitation successor house congress voice legislature people nation subject well silent speak diffidence expect occasion hope admit apology venture preference principle free republican government form long reflection diligent impartial inquiry truth attachment constitution unite state conscientious determination support shall alter judgment wish people express mode prescribe respectful attention constitution individual state constant caution delicacy state government equal impartial regard right honor happiness state union preference regard northern southern eastern western position political opinion unessential point personal attachment love virtuous man party denomination love science letter wish patronize rational effort encourage school college university academy institution propagate knowledge virtue religion class people benign influence happiness life stage class society form mean preserve constitution natural enemy spirit sophistry spirit party spirit intrigue profligacy corruption pestilence foreign influence angel destruction elective government love equal law justice humanity interior administration inclination improve agriculture commerce manufacturer necessity convenience defense spirit equity humanity aboriginal nation america disposition meliorate condition incline friendly citizen friendly inflexible determination maintain peace inviolable faith nation neutrality impartiality belligerent power europe adopt government solemnly sanction house congress applaud legislature state public opinion shall ordain congress personal esteem french nation form residence seven year chiefly desire preserve friendship honor nation conscious honor integrity people america internal sentiment power energy preserve earnest endeavor investigate cause remove colorable pretense complaint intention pursue amicable negotiation reparation injury commit commerce fellow citizen nation success obtain lie fact legislature consider measure honor government constituent demand resolution justice far depend time nation maintain peace friendship benevolence world unshaken confidence honor spirit resource american people hazard deceive elevate idea high destiny country duty found knowledge moral principle intellectual improvement people deeply engraven mind early life obscure exalt experience age humble reverence feel duty add veneration religion people profess christians fix resolution consider decent respect christianity well recommendation public service enable degree comply wish shall strenuous endeavor sagacious injunction house shall effect with great example sense spirit faith honor duty american people pledge support constitution unite state entertain doubt continuance energy mind prepare hesitation lie solemn obligation support utmost power and be supreme patron order fountain justice protector age world virtuous liberty continue his bless nation government possible success duration consistent end his providence -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1801-Jefferson.txt: -------------------------------------------------------------------------------- 1 | friend fellow citizen call undertake duty executive office country avail presence portion fellow citizen assemble express grateful thank favor please look declare consciousness task talent approach anxious awful presentiment greatness charge weakness power justly inspire rise nation spread wide fruitful land traverse sea rich production industry engage commerce nation feel power forget right advance rapidly destiny reach mortal eye contemplate transcendent object honor happiness hope beloved country commit issue auspice day shrink contemplation humble magnitude undertake utterly despair presence remind high authority provide constitution shall resource wisdom virtue zeal rely difficulty gentleman charge sovereign function legislation associate look encouragement guidance support enable steer safety vessel embark amidst conflict element trouble world during contest opinion pass animation discussion exertion wear aspect impose stranger unused think freely speak write think decide voice nation announce accord rule constitution course arrange law unite common effort common good all bear mind sacred principle majority case prevail rightful reasonable minority possess equal right equal law protect violate oppression let fellow citizen unite heart mind let restore social intercourse harmony affection liberty life dreary thing and let reflect have banish land religious intolerance mankind long bleed suffer gain little countenance political intolerance despotic wicked capable bitter bloody persecution during throe convulsion ancient world agonize spasm infuriate man seek blood slaughter long lose liberty wonderful agitation billow reach distant peaceful shore feel fear divide opinion measure safety but difference opinion difference principle call different name brother principle republicans federalist wish dissolve union change republican form let stand undisturbed monument safety error opinion tolerate reason leave free combat know honest man fear republican government strong government strong honest patriot tide successful experiment abandon government far keep free firm theoretic visionary fear government world well hope possibility want energy preserve trust believe contrary strong government earth believe man law fly standard law meet invasion public order personal concern sometimes say man trust government can trust government angel form king govern let history answer question let courage confidence pursue federal republican principle attachment union representative government kindly separate nature wide ocean exterminate havoc quarter globe high mind endure degradation possess choose country room descendant 1000 1000 generation entertain sense equal right use faculty acquisition industry honor confidence fellow citizen result birth action sense enlighten benign religion profess practice form inculcate honesty truth temperance gratitude love man acknowledge adore overrule providence dispensation prove delight happiness man great happiness blessing necessary happy prosperous people still thing fellow citizen wise frugal government shall restrain man injure shall leave free regulate pursuit industry improvement shall mouth labor bread earn this sum good government necessary close circle felicity about enter fellow citizen exercise duty comprehend dear valuable proper understand deem essential principle government consequently ought shape administration compress narrow compass bear state general principle limitation equal exact justice man state persuasion religious political peace commerce honest friendship nation entangle alliance support state government right competent administration domestic concern sure bulwark antirepublican tendency preservation general government constitutional vigor sheet anchor peace home safety abroad jealous care right election people mild safe corrective abuse lop sword revolution peaceable remedy unprovided absolute acquiescence decision majority vital principle republic appeal force vital principle immediate parent despotism discipline militia well reliance peace moment war till regular relieve supremacy civil military authority economy public expense labor lightly burthened honest payment debt sacred preservation public faith encouragement agriculture commerce handmaid diffusion information arraignment abuse bar public reason freedom religion freedom press freedom person protection habeas corpus trial jury impartially select this principle form bright constellation go guide step age revolution reformation the wisdom sage blood hero devote attainment they creed political faith text civic instruction touchstone try service trust wander moment error alarm let hasten retrace step regain road lead peace liberty safety repair fellow citizen post assign with experience subordinate office see difficulty great learn expect rarely fall lot imperfect man retire station reputation favor bring without pretension high confidence repose great revolutionary character preeminent service entitle place country love destine fair page volume faithful history ask confidence firmness effect legal administration affair shall wrong defect judgment when right shall think wrong position command view grind ask indulgence error intentional support error condemn see part the approbation imply suffrage great consolation past future solicitude retain good opinion bestow advance conciliate good power instrumental happiness freedom rely patronage good advance obedience work ready retire sensible well choice power and infinite power rule destiny universe lead council well favorable issue peace prosperity -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1805-Jefferson.txt: -------------------------------------------------------------------------------- 1 | proceed fellow citizen qualification constitution require entrance charge confer duty express deep sense entertain new proof confidence fellow citizen large zeal inspire conduct well satisfy expectation take station occasion declare principle believe duty administer affair commonwealth conscience tell occasion act declaration accord obvious import understand candid mind transaction foreign affair endeavor cultivate friendship nation especially important relation justice occasion favor favor lawful cherish mutual interest intercourse fair equal term firmly convince act conviction nation individual interest soundly calculate inseparable moral duty history bear witness fact nation trust word recourse armament war bridle home fellow citizen well know ill the suppression unnecessary office useless establishment expense enable discontinue internal taxis this cover land officer open door intrusion begin process domiciliary vexation enter scarcely restrain reach successively article property produce taxis minor one fall inconvenient pay officer collect merit state authority adopt instead approve the remain revenue consumption foreign article pay chiefly afford add foreign luxury domestic comfort collect seaboard frontier incorporate transaction mercantile citizen pleasure pride american ask what farmer mechanic laborer see taxgatherer unite state this contribution enable support current expense government fulfill contract foreign nation extinguish native right soil limit extend limit apply surplus public debt place short day final redemption redemption effect revenue liberate repartition state correspond amendment constitution apply time peace river canal road art manufacture education great object state time war injustice produce war increase revenue increase population consumption aid resource reserve crisis meet year expense year encroach right future generation burthening debt past war suspension useful work return state peace return progress improvement say fellow citizen income reserve enable extend limit extension possibly pay call meantime accrue event replace advance shall know acquisition louisiana disapprove candid apprehension enlargement territory endanger union but limit extent federative principle operate effectively the large association shake local passion view well opposite bank mississippi settle brother child stranger family with likely live harmony friendly intercourse matter religion consider free exercise place constitution independent power general government undertake occasion prescribe religious exercise suit leave constitution direction discipline church state authority acknowledge religious society the aboriginal inhabitant country regard commiseration history inspire endow faculty right man breathe ardent love liberty independence occupy country leave desire undisturbed stream overflow population region direct shore power divert habit contend overwhelm current drive reduce limit narrow hunter state humanity enjoin teach agriculture domestic art encourage industry enable maintain place existence prepare time state society bodily comfort add improvement mind moral liberally furnish implement husbandry household use place instructor art necessity cover aegis law aggressor but endeavor enlighten fate await present course life induce exercise reason follow dictate change pursuit change circumstance powerful obstacle encounter combat habit body prejudice mind ignorance pride influence interest crafty individual feel present order thing fear this person inculcate sanctimonious reverence custom ancestor whatsoever time reason false guide advance counsel physical moral political condition perilous innovation duty remain creator ignorance safety knowledge danger short friend see action counteraction good sense bigotry antiphilosophists keep thing present state dread reformation exert faculty maintain ascendancy habit duty improve reason obey mandate give outline mean fellow citizen arrogate merit measure that place reflect character citizen large weight public opinion influence strengthen public measure sound discretion select confide legislative duty zeal wisdom character select lie foundation public happiness wholesome law execution remain able faithful auxiliary patriotism associate executive function during course administration order disturb artillery press level charge whatsoever licentiousness devise dare this abuse institution important freedom science deeply regret inasmuch tend lessen usefulness sap safety they correct wholesome punishment reserve provide law state falsehood defamation public duty urgent press time public servant offender leave punishment public indignation nor uninteresting world experiment fairly fully freedom discussion unaided power sufficient propagation protection truth government conduct true spirit constitution zeal purity act unwilling world witness write falsehood defamation the experiment try witness scene fellow citizen look cool collect see latent source outrage proceed gather public functionary constitution call decision suffrage pronounce verdict honorable serve consolatory friend man believe trust control affair inference intend law provide state false defamatory publication enforce time render service public moral public tranquillity reform abuse salutary coercion law experiment note prove truth reason maintain grind false opinion league false fact press confine truth need legal restraint public judgment correct false reason opinion hear party definite line draw inestimable liberty press demoralize licentiousness impropriety rule restrain supplement seek censorship public opinion contemplate union sentiment manifest generally augur harmony happiness future course offer country congratulation with rally point disposition gain strength fact pierce veil draw doubt brother length mass fellow citizen resolve act principle measure think think desire desire wish theirs public effort direct honestly public good peace cultivate civil religious liberty unassailed law order preserve equality right maintain state property equal unequal result man industry father when satisfy view human nature approve support meantime let cherish patient affection let justice justice competition need doubt truth reason interest length prevail gather fold country complete entire union opinion give nation bless harmony benefit strength shall enter duty fellow citizen call shall proceed spirit principle approve fear motive lead astray sensible passion seduce knowingly path justice weakness human nature limit understand produce error judgment injurious interest shall need indulgence heretofore experience constituent want certainly lessen increase year shall need favor be hand lead father israel old native land plant country flow necessary comfort life cover infancy his providence ripe year his wisdom power goodness ask join supplication enlighten mind servant guide council prosper measure whatsoever shall result good shall secure peace friendship approbation nation -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1809-Madison.txt: -------------------------------------------------------------------------------- 1 | unwilling depart example revere authority avail occasion present express profound impression country station duty pledge solemn sanction distinguish mark confidence proceed deliberate tranquil suffrage free virtuous nation circumstance command gratitude devotion fill awful sense trust assume under circumstance peculiar solemnity exist period feel honor responsibility allot inexpressibly enhance the present situation world parallel country difficulty the pressure severely feel fall moment national prosperity height attain contrast result change render strike under benign influence republican institution maintenance peace nation whilst engage bloody wasteful war fruit policy enjoy unrivaled growth faculty resource proof see improvement agriculture successful enterprise commerce progress manufacturer useful art increase public revenue use reduce public debt valuable work establishment multiply face land precious reflection transition prosperous condition country scene time distress chargeable unwarrantable view trust involuntary error public council indulge passion trespass right repose nation true glory unite state cultivate peace observe justice entitle respect nation war fulfill neutral obligation scrupulous impartiality candor world truth assertion question posterity justice this unexceptionable course avail injustice violence belligerent power rage impel direct motive principle retaliation introduce equally contrary universal reason acknowledge law how long arbitrary edict continue spite demonstration pretext give unite state fair liberal attempt induce revocation anticipate assure vicissitude determine spirit unite council nation safeguard honor essential interest repair post assign discouragement spring inadequacy high duty sink weight deep conviction support consciousness purpose confidence principle bring arduous service cherish peace friendly intercourse nation have correspondent disposition maintain neutrality belligerent nation prefer case amicable discussion reasonable accommodation difference decision appeal arm exclude foreign intrigue foreign partialities degrade country baneful free one foster spirit independence invade right proud surrender liberal indulge unworthy prejudice elevate look hold union state basis peace happiness support constitution cement union limitation authority respect right authority reserve state people equally incorporate essential success general avoid slight interference right conscience function religion wisely exempt civil jurisdiction preserve energy salutary provision behalf private personal right freedom press observe economy public expenditure liberate public resource honorable discharge public debt requisite limit stand military force remember arm train militia firm bulwark republic stand army liberty danger large one safe promote authorize mean improvement friendly agriculture manufacture external internal commerce favor like manner advancement science diffusion information well aliment true liberty carry benevolent plan meritoriously apply conversion aboriginal neighbor degradation wretchedness savage life participation improvement human mind manner susceptible civilize state far sentiment intention aid fulfillment duty resource fail good fortune path tread light example illustrious service successfully render try difficulty march immediate predecessor speak pardon suppress sympathy heart rich reward enjoy benediction beloved country gratefully bestow exalt talent zealously devote long career advancement high happiness but source look aid supply deficiency try intelligence virtue fellow citizen counsel represent department associate care national interest confidence difficulty well place encourage feel guardianship guidance almighty be power regulate destiny nation blessing conspicuously dispense rise republic bind address devout gratitude past fervent supplication well hope future -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1813-Madison.txt: -------------------------------------------------------------------------------- 1 | about add solemnity oath obligation impose 2 station country heretofore place presence respectable assembly opportunity publicly repeat profound sense distinguish confidence responsibility unite the impression strengthen evidence faithful endeavor discharge arduous duty favorably estimate consideration momentous period trust renew from weight magnitude belong compel shrink reliance support enlighten generous people feel deeply conviction war powerful nation form prominent feature situation stamp justice invite smile heaven mean conduct successful termination may cherish sentiment presumption reflect character war distinguish declare unite state long reality argument postulation exhaust positive declaration receive wrong provoke discontinue appeal long delay break spirit nation destroy confidence political institution perpetuate state disgraceful suffer regain costly sacrifice severe struggle lose rank respect independent power issue war stake national sovereignty high sea security important class citizen occupation proper value class not contend stake surrender equality power element common violate sacred title member society protection need view unlawfulness practice mariner force cruise officer vessel foreign one paint outrage inseparable the proof record successive administration government cruel suffering portion american people way bosom dead sympathy human nature war origin necessary noble object reflect proud satisfaction carry principle justice honor usage civilize nation precept courtesy humanity infringe the war wage scrupulous regard obligation spirit liberality surpass how little effect example conduct enemy they retain prisoner war citizen unite state liable consider usage war they refuse consider prisoner war threaten punish traitor deserter person emigrate restraint unite state incorporate naturalization political family fight authority adopt country open honorable war maintenance right safety such avow purpose government practice naturalize thousand citizen country permit compel fight battle native country they true take hand hatchet knife devote indiscriminate massacre let loose savage arm cruel instrument allure service carry battle side eager glut savage thirst blood vanquish finish work torture death maim defenseless captive and see british commander extort victory unconquerable valor troop present sympathy chief captive await massacre savage associate and contempt mode honorable warfare supply place conquer force attempt disorganize political society dismember confederated republic happily like recoil author mark degenerate counsel emanate belong sense unexampled inconsistency excite great wonder proceed government found war long engage charge disorganize insurrectional policy adversary render justice war conspicuous reluctance commence follow early strong manifestation disposition arrest progress the sword scarcely scabbard enemy apprise reasonable term resheathed still precise advance repeat receive spirit forbid reliance place military resource nation this resource amply sufficient bring war honorable issue our nation numb half british isle compose brave free virtuous intelligent people our country abound necessary art comfort life general prosperity visible public countenance the mean employ british cabinet undermine recoil give national faculty rapid development drain divert precious metal british circulation british vault pour unite state propitious consideration unavoidable war seasonable facility contribution require support when public voice call war know know carry period patriotism good sense manly spirit fellow citizen pledge cheerfulness bear share common burden render war short success sure animate systematic exertion necessary success arm long preserve country necessity resort already gallant exploit naval hero prove world inherent capacity maintain right element reputation arm throw cloud presage flash heroic enterprise assure want correspondent triumph discipline habit daily progress -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1829-Jackson.txt: -------------------------------------------------------------------------------- 1 | fellow citizen undertake arduous duty appoint perform choice free people avail customary solemn occasion express gratitude confidence inspire acknowledge accountability situation enjoin while magnitude interest convince thank adequate honor confer admonish well return zealous dedication humble ability service good instrument federal constitution devolve state period execute law unite state superintend foreign confederate relation manage revenue command force communication legislature watch promote interest generally and principle action shall endeavor accomplish circle duty proper briefly explain administer law congress shall steadily view limitation extent executive power trust discharge function office transcend authority with foreign nation study preserve peace cultivate friendship fair honorable term adjustment difference exist arise exhibit forbearance powerful nation sensibility belong gallant people measure call pursue regard right separate state hope animate proper respect sovereign member union take care confound power reserve grant confederacy the management public revenue search operation government delicate important trust course demand inconsiderable share official solicitude under aspect consider appear advantage result observance strict faithful economy this shall aim anxiously facilitate extinguishment national debt unnecessary duration incompatible real independence counteract tendency public private profligacy profuse expenditure money government apt engender powerful auxiliary attainment desirable end regulation provide wisdom congress specific appropriation public money prompt accountability public officer with regard proper selection subject impost view revenue spirit equity caution compromise constitution form require great interest agriculture commerce manufacture equally favor exception rule consist peculiar encouragement product essential national independence internal improvement diffusion knowledge far promote constitutional act federal government high importance consider stand army dangerous free government time peace shall seek enlarge present establishment disregard salutary lesson political experience teach military hold subordinate civil power the gradual increase navy flag display distant clime skill navigation fame arm preservation fort arsenal dockyard introduction progressive improvement discipline science branch military service plainly prescribe prudence excuse omit mention soon enlarge importance but bulwark defense national militia present state intelligence population render invincible long government administer good people regulate long secure right person property liberty conscience press worth defend long worth defend patriotic militia cover impenetrable aegis partial injury occasional mortification subject million arm freeman possess mean war conquer foreign foe calculate strengthen natural safeguard country shall cheerfully lend aid power constant desire observe indian tribe limit liberal policy humane considerate attention right want consistent habit government feeling people the recent demonstration public sentiment inscribe list executive duty character legible overlook task reform require particularly correction abuse bring patronage federal government conflict freedom election counteraction cause disturb rightful course appointment place continue power unfaithful incompetent hand performance task generally delineate shall endeavor select man diligence talent insure respective station able faithful cooperation depend advancement public service integrity zeal public officer number diffidence qualification teach look reverence example public virtue leave illustrious predecessor veneration light flow mind found mind reform the diffidence induce hope instruction aid coordinate branch government indulgence support fellow citizen generally and firm reliance goodness power providence mercifully protect national infancy uphold liberty vicissitude encourage offer ardent supplication continue beloved country object his divine care gracious benediction -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1833-Jackson.txt: -------------------------------------------------------------------------------- 1 | fellow citizen american people express unsolicited suffrage call pass solemnity preparatory take duty president unite state term for approbation public conduct period difficulty renew expression confidence good intention loss term adequate expression gratitude shall display extent humble ability continue effort administer government preserve liberty promote happiness event occur year necessarily call forth circumstance delicate painful view principle policy ought pursue general government need occasion allude lead consideration connect the foreign policy adopt government soon formation present constitution generally pursue successive administration crown complete success elevate character nation earth justice submit wrong administration govern maxim happy result peace world cause controversy minor importance remain unadjusted domestic policy government object especially deserve attention people representative continue subject increase solicitude they preservation right state integrity union this great object necessarily connect attain enlighten exercise power appropriate sphere conformity public constitutionally express end duty yield ready patriotic submission law constitutionally enact promote strengthen proper confidence institution state unite state people ordain government experience public concern observation life somewhat advance confirm opinion long imbibe destruction state government annihilation control local concern people lead directly revolution anarchy finally despotism military domination proportion general government encroach right state proportion impair power detract ability fulfill purpose creation solemnly impress consideration countryman ready exercise constitutional power arrest measure directly indirectly encroach right state tend consolidate political power general government but equal incalculable importance union state sacred duty contribute preservation liberal support general government exercise power you wisely admonish accustom think speak union palladium political safety prosperity watch preservation jealous anxiety discountenance suggest suspicion event abandon indignantly frown dawn attempt alienate portion country rest enfeeble sacred tie link part without union independence liberty achieve union maintain divide small numb separate community shall internal trade burden numberless restraint exaction communication distant point section obstruct cut son soldier deluge blood field till peace mass people bear impoverish taxis support army navy military leader head victorious legion lawgivers judge the loss liberty good government peace plenty happiness inevitably follow dissolution union support support dear freeman philanthropist the time stand the eye nation fix republic the event exist crisis decisive opinion mankind practicability federal government great stake place hand great responsibility rest people unite state let realize importance attitude stand world let exercise forbearance firmness let extricate country danger surround learn wisdom lesson inculcate deeply impress truth observation obligation solemn oath shall continue exert faculty maintain power constitution transmit unimpaired posterity blessing federal union time aim inculcate official act necessity exercise general government power clearly delegate encourage simplicity economy expenditure government raise money people requisite object manner well promote interest class community portion union constantly bear mind enter society individual share liberty preserve rest desire discharge duty foster brother part country spirit liberal concession compromise reconcile fellow citizen partial sacrifice unavoidably preservation great good recommend invaluable government union confidence affection american people finally fervent prayer almighty be stand keep his hand infancy republic present day overrule intention action inspire heart fellow citizen preserve danger kind continue forever unite happy people -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1849-Taylor.txt: -------------------------------------------------------------------------------- 1 | elect american people high office know law appear oath prescribe constitution compliance time honor custom address assemble the confidence respect show countryman call chief magistrate republic hold high rank nation earth inspire feeling profound gratitude reflect acceptance office partiality bestow impose discharge arduous duty involve weighty obligation conscious position call sufficient satisfy lofty ambition surround fearful responsibility happily performance new duty shall able cooperation the legislative judicial branch government present prominent example distinguish civil attainment mature experience shall endeavor assistance executive department individual talent integrity purity character furnish ample guaranty faithful honorable performance trust commit charge with aid honest purpose right hope execute diligently impartially well interest country manifold duty devolve discharge duty guide constitution day swear preserve protect defend for interpretation instrument shall look decision judicial tribunal establish authority practice government early president large share formation example illustrious patriot shall defer reverence especially example title father country command army navy unite state advice consent senate treaty appoint ambassador officer congress information state union recommend measure shall judge necessary care law shall faithfully execute important function intrust president constitution expect shall briefly indicate principle control execution choose body people assurance administration devote welfare country support particular section merely local day renew declaration heretofore proclaim fix determination maintain extent ability government original purity adopt basis public policy great republican doctrine constitute strength national existence reference army navy lately employ distinction active service care shall take insure high condition efficiency furtherance object military naval school sustain liberality congress shall receive special attention executive american freeman sympathize effort extend blessing civil political liberty time warn admonition history voice beloved washington abstain entangle alliance foreign nation dispute conflict government duty remain strictly neutral geographical position genius institution people advance spirit civilization dictate religion direct cultivation peaceful friendly relation power hope international question arise government confident strength resolve protect right settle wise negotiation eminently government like found morality intelligence citizen uphold affection exhaust resort honorable diplomacy appeal arm conduct foreign relation shall conform view believe essential well interest true honor country the appoint power vest president impose delicate onerous duty far possible inform shall honesty capacity fidelity indispensable prerequisite bestowal office absence quality shall deem sufficient cause removal shall study recommend constitutional measure congress necessary proper secure encouragement protection great interest agriculture commerce manufacture improve river harbor provide speedy extinguishment public debt enforce strict accountability officer government utmost economy public expenditure wisdom congress legislative power vest constitution regulate matter domestic policy shall look confidence enlighten patriotism body adopt measure conciliation harmonize conflict interest tend perpetuate union paramount object hope affection action calculate promote object near heart truly love country zealously unite coordinate branch government conclusion congratulate fellow citizen high state prosperity goodness divine providence conduct common country let invoke continuance protect care lead small beginning eminence day occupy let seek deserve continuance prudence moderation council direct attempt assuage bitterness mark unavoidable difference opinion promulgation practice liberal principle enlarge patriotism shall acknowledge limit widespread republic -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1865-Lincoln.txt: -------------------------------------------------------------------------------- 1 | fellow countryman 2 appear oath presidential office occasion extend address then statement somewhat course pursue fit proper now expiration year public declaration constantly call forth point phase great contest absorb attention engross energy nation little new present the progress arm chiefly depend know public trust reasonably satisfactory encourage with high hope future prediction regard venture occasion correspond year ago thought anxiously direct impend civil war all dread seek avert while inaugural address deliver place devote altogether save union war urgent agent city seek destroy war seek dissolve union divide effect negotiation both party deprecate war war let nation survive accept war let perish war come one 8 population color slave distribute generally union localize southern this slave constitute peculiar powerful all know cause war strengthen perpetuate extend object insurgent rend union war government claim right restrict territorial enlargement neither party expect war magnitude duration attain neither anticipate cause conflict cease conflict cease each look easy triumph result fundamental astound both read bible pray god invoke his aid strange man dare ask god assistance wring bread sweat man face let judge judge the prayer answer that answer fully the almighty his purpose woe unto world offense need offense come woe man offense cometh shall suppose american slavery offense providence god need come have continue his appoint time will remove give north south terrible war woe offense come shall discern departure divine attribute believer live god ascribe him fondly hope fervently pray mighty scourge war speedily pass away yet god will continue wealth pile bondsman year unrequited toil shall sink drop blood draw lash shall pay draw sword say thousand year ago say judgment lord true righteous altogether with malice charity firmness right god give right let strive finish work bind nation wound care shall bear battle widow orphan achieve cherish last peace nation -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1869-Grant.txt: -------------------------------------------------------------------------------- 1 | citizen unite state your suffrage have elect office president unite state conformity constitution country take oath office prescribe take oath mental reservation determination well ability require the responsibility position feel accept fear the office come unsought commence duty untrammeled bring conscious desire determination well ability satisfaction people lead question agitate public mind express view congress urge accord judgment think advisable exercise constitutional privilege interpose veto defeat measure oppose law faithfully execute meet approval shall subject policy recommend enforce people law govern alike oppose favor know method secure repeal bad obnoxious law effective stringent execution the country have emerge great rebellion question come settlement year precede administration deal meet desirable approach calmly prejudice hate sectional pride remember great good great numb object attain this require security person property free religious political opinion common country regard local prejudice all law secure end receive well effort enforcement great debt contract secure posterity union the payment principal return specie basis soon accomplish material detriment debtor class country large provide protect national honor dollar government indebtedness pay gold expressly stipulate contract let understand repudiator farthing public debt trust public place far strengthen credit ought well world ultimately enable replace debt bond bear pay add faithful collection revenue strict accountability treasury dollar collect great practicable retrenchment expenditure department government when compare pay capacity country state poverty effect war soon emerge trust great prosperity pay capacity year ago calculate probably year doubt feasibility pay dollar ease pay useless luxury why look providence bestow strong box precious metal lock sterile mountain far west forge key unlock meet contingency ultimately necessary insure facility reach rich necessary general government aid secure access dollar obligation pay secure precisely sort dollar use whilst question specie payment abeyance prudent business man careful contract debt payable distant future the nation follow rule prostrate commerce rebuild industry encourage the young man country age ruler year peculiar maintain national honor moment reflection command influence nation earth day true inspire national pride all division geographical political religious join common sentiment how public debt pay specie payment resume important plan adopt acquiesce unite determination worth divide counsel method legislation subject necessary advisable civil law fully restore part country trade resume wonted channel endeavor execute law good faith collect revenue assess properly account economically disburse well ability appoint office carry design regard foreign policy deal nation equitable law require individual deal protect law abide citizen native foreign birth right jeopardize flag country float respect right nation demand equal respect depart rule dealings compel follow precedent the proper treatment original occupant land indians deserve careful study favor course tend civilization ultimate citizenship the question suffrage likely agitate public long portion citizen nation exclude privilege state desirable question settle entertain hope express desire ratification 15 article amendment constitution conclusion ask patient forbearance land determine effort citizen share cement happy union ask prayer nation almighty god behalf consummation -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1873-Grant.txt: -------------------------------------------------------------------------------- 1 | fellow citizen under providence call 2 time act executive great nation endeavor past maintain law far lie power act well interest people well effort give direction future aid trust year experience office when term office chief executive begin country recover effect great internal revolution state union restore federal relation wise new question raise long condition affair exist therefore past year far control event consume effort restore harmony public credit commerce art peace progress firm conviction civilize world tend republicanism government people choose representative great republic destine guide star under republic support army european power stand navy there extension territory continent increase force extension enable diminish the theory government change general progress now telegraph available communicate think rapid transit steam part continent contiguous purpose government communication extreme limit country easy old thirteen state begin national existence the effect late civil strife free slave citizen yet possess civil right citizenship carry this wrong correct correction stand commit far executive influence avail social equality subject legislate shall ask advance social status color man fair chance develop good access school travel let feel assure conduct regulate treatment fare receive the state lately war general government happily rehabilitate executive control exercise exercise state like circumstance year past administration proposition come admission santo domingo territory union question seek proposition people santo domingo entertain believe well country people santo domingo concern proposition receive favorably reject constitutionally subject bring future hold present office subject acquisition territory support people recommend proposition look acquisition share apprehension hold danger government weaken destroy reason extension territory commerce education rapid transit think matt telegraph steam change rather believe great maker prepare world his good time nation speak language army navy long require effort future direct restoration good feel different section common country restoration currency fix value compare world standard value gold possible par construction cheap route transit land end product market leave live remuneration producer maintenance friendly relation neighbor distant nation reestablishment commerce share carry trade ocean encouragement manufacture industry economically pursue country end export home product industry pay import sure method return permanently maintain specie basis elevation labor humane course bring aborigines country benign influence education civilization war extermination war extermination engage people pursue commerce industrial pursuit expensive weak people demoralize wicked our superiority strength advantage civilization lenient indian the wrong inflict take account balance place credit the moral view question consider question ask can indian useful productive member society proper teach treatment effort good faith stand well civilize nation earth conscience have all thing accomplish individual receive support recommendation congress judgment well serve carry effect beg support encouragement earnest desire correct abuse grow civil service country secure reformation rule regulate method appointment promotion establish try effort reformation shall continue well judgment the spirit rule adopt maintain acknowledge assemblage represent section country obligation countryman great honor confer return high office gift obligation rest render well service power this promise look forward great anxiety day shall release responsibility time overwhelm scarcely respite eventful fire fort sumter april present day service tender accept troop grow event ask place position entirely influence acquaintance person influence resolve perform struggle threaten existence nation perform conscientious duty ask promotion command revengeful feel section individual notwithstanding war candidacy present office close presidential campaign subject abuse slander scarcely equal political history day feel afford disregard view verdict gratefully accept vindication -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1877-Hayes.txt: -------------------------------------------------------------------------------- 1 | fellow citizen assemble repeat public ceremonial begin washington observe predecessor time honor custom mark commencement new term presidential office call duty great trust proceed compliance usage announce lead principle subject chiefly engage public attention desire guide discharge duty shall undertake lie irrevocably principle measure administration speak motive animate suggest certain important end attain accordance institution essential welfare country outset discussion precede recent presidential election fit fully know sentiment regard important question appear demand consideration country follow example adopt language predecessor wish motive misrepresentation pass away repeat say election trust countryman candidly weigh understand feel assure sentiment declare accept nomination presidency standard conduct path charge grave difficult task carry practical administration government far depend constitution law chief executive nation the permanent pacification country principle measure secure complete protection citizen free enjoyment constitutional right subject public affair thoughtful patriotic citizen regard supreme importance many calamitous effort tremendous revolution pass southern state remain the immeasurable benefit surely follow soon late hearty generous acceptance legitimate result revolution realize difficult embarrass question meet threshold subject the people state impoverish inestimable bless wise honest peaceful local self government fully enjoy whatever difference opinion exist cause condition thing fact clear progress event time come government imperative necessity require vary interest public private state but forget local government recognize maintain inviolate right true self government with respect distinct race peculiar relation bring deplorable complication perplexity exist state government guard interest race carefully equally government submit loyally heartily constitution law law nation law state accept obey faithfully constitution rest sure substantial foundation superstructure beneficent local government build furtherance obedience letter spirit constitution behalf attainment imply call party interest lose apparent importance party line permit fade insignificance the question consider immediate welfare state union question government government social order peaceful industry happiness belong return barbarism question citizen nation deeply interest respect ought partisan sense republicans democrat fellow citizen fellowmen interest common country common humanity dear the sweep revolution entire labor large portion country advance people condition servitude citizenship equal foot master occur present problem grave moment deal emancipate race master general government author act emancipation that wise providential act fraught good concern generally concede country that moral obligation rest national government employ constitutional power influence establish right people emancipate protect enjoyment right infringe assail generally admit the evil afflict southern state remove remedy unite harmonious effort race actuate motive mutual sympathy regard duty bind fully determine protect right constitutional mean disposal administration sincerely anxious use legitimate influence favor honest efficient local self government true resource state promotion contentment prosperity citizen effort shall accomplish purpose ask cordial cooperation cherish welfare country trust party tie prejudice race freely surrender behalf great purpose accomplish important work restore south political situation merit attention the material development section country arrest social political revolution pass need deserve considerate care national government limit prescribe constitution wise public economy but basis prosperity country lie improvement intellectual moral condition people universal suffrage rest universal education end liberal permanent provision support free school state government need supplement legitimate aid national authority let assure countryman southern state earnest desire regard promote TRUE interest white color people equally forth well effort behalf civil policy forever wipe political affair color line distinction north south end merely unite north unite south unite country ask attention public paramount necessity reform civil service reform merely certain abuse practice call official patronage come sanction usage department government change appointment reform shall thorough radical complete return principle practice founder government they expect desire public officer partisan service they mean public officer owe service government people they mean officer secure tenure long personal character remain untarnished performance duty satisfactory they hold appointment office expect merely reward partisan service merely nomination member congress entitle respect control appointment the fact great political party country declare principle prior election give prominent place subject reform civil service recognize strongly urge necessity term identical specific import employ accept conclusive argument behalf measure regard expression unite voice country subject political party virtually pledge unreserved support the president unite state necessity owe election office suffrage zealous labor political party member cherish ardor regard essential importance principle party organization strive mindful fact serve party well serve country well furtherance reform seek important respect change great importance recommend amendment constitution prescribe term year presidential office forbid reelection with respect financial condition country shall attempt extend history embarrassment prostration suffer past year the depression vary commercial manufacture interest country begin september continue gratify able indication come change prosperous time upon currency question intimately connect topic permit repeat statement letter acceptance judgment feel uncertainty inseparable irredeemable paper currency fluctuation value great obstacle return prosperous time the safe paper currency rest coin basis time promptly convertible coin adhere view heretofore express favor congressional legislation behalf early resumption specie payment satisfy wise interest public sentiment country imperatively demand pass remark condition country consider relation land remind international complication abroad threaten peace europe traditional rule noninterference affair foreign nation prove great value past time ought strictly observe the policy inaugurate honor predecessor president grant submit arbitration grave question dispute foreign power point new incomparably well instrumentality preservation peace believe beneficent example course pursue similar emergency nation unhappily question difference time period administration arise unite state foreign government certainly disposition hope aid settlement peaceful honorable way secure country great blessing peace mutual good office nation world fellow citizen reach close political contest mark excitement usually attend contest great political party member espouse advocate earnest faith respective creed the circumstance respect extraordinary save closeness consequent uncertainty result for time history country deem well view peculiar circumstance case objection question dispute reference count electoral vote refer decision tribunal appoint purpose that tribunal establish law sole purpose member man long establish reputation integrity intelligence exception member supreme judiciary choose equally political party deliberation enlighten research argument able counsel entitle full confidence american people its decision patiently wait accept legally conclusive general judgment public for present opinion widely vary wisdom conclusion announce tribunal this anticipate instance matter dispute subject arbitration form law human judgment unerring rarely regard wrong unsuccessful party contest the fact great political party way settle dispute regard good man differ fact law proper course pursue solve question controversy occasion general rejoice upon point entire unanimity public sentiment conflict claim presidency amicably peaceably adjust adjust general acquiescence nation ought surely follow reserve government people right suffrage universal world example history great nation midst struggle oppose party power hush party tumult yield issue contest adjustment accord form law look guidance divine hand destiny nation individual shape senator representative judge fellow citizen unite earnest effort secure country blessing material prosperity justice peace union union depend constraint force love devotion free people thing order settle well sure foundation peace happiness truth justice religion piety establish generation -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1885-Cleveland.txt: -------------------------------------------------------------------------------- 1 | fellow citizen presence vast assemblage countryman supplement seal oath shall manifestation great free people exercise power right self government commit fellow citizen supreme sacred trust consecrate service this impressive ceremony add little solemn sense responsibility contemplate duty owe people land nothing relieve anxiety lest act interest suffer need strengthen resolution engage faculty effort promotion welfare amid din party strife people choice attendant circumstance demonstrate anew strength safety government people succeed year clearly appear democratic principle need apology fearless faithful application sure guaranty good government but well result operation government citizen share largely depend proper limitation purely partisan zeal effort correct appreciation time heat partisan merge patriotism citizen today executive branch government transfer new keep but government people object affectionate solicitude hour animosity political strife bitterness partisan defeat exultation partisan triumph supplant ungrudging acquiescence popular sober conscientious concern general weal moreover hour cheerfully honestly abandon sectional prejudice distrust determine manly confidence work harmoniously achievement national destiny shall deserve realize benefit happy form government bestow auspicious occasion renew pledge devotion constitution launch founder republic consecrate prayer patriotic devotion century bear hope aspiration great people prosperity peace shock foreign conflict peril domestic strife vicissitude father country constitution commend adoption result spirit amity mutual concession spirit administer order promote last welfare country secure measure priceless benefit succeed blessing national life the large variety diverse compete interest subject federal control persistently seek recognition claim need fear great good great numb fail accomplish hall national legislation spirit amity mutual concession shall prevail constitution birth involve surrender postponement private interest abandonment local advantage compensation assurance common subserve general welfare advance discharge official duty shall endeavor guide unstrained construction constitution careful observance distinction power grant federal government reserve state people cautious appreciation function constitution law especially assign executive branch government but take oath today preserve protect defend constitution unite state assume solemn obligation patriotic citizen farm workshop busy mart trade share the constitution prescribe oath countryman government choose administer time suffrage execute freeman law entire scheme civil rule town meet state capital national capital your voter surely chief magistrate high sanction different sphere exercise public trust nor every citizen owe country vigilant watch close scrutiny public servant fair reasonable estimate fidelity usefulness thus people impress framework civil polity municipal state federal price liberty inspiration faith republic duty serve people public place closely limit public expenditure actual need government economically administer bound right government exact tribute earnings labor property citizen public extravagance beget extravagance people ashamed simplicity prudential economy well suit operation republican form government compatible mission american people that select limit time manage public affair people example encourage consistently dignity official function plain way life fellow citizen aid integrity promote thrift prosperity the genius institution need people home life attention demand settlement development resource vast territory dictate scrupulous avoidance departure foreign policy commend history tradition prosperity republic policy independence favor position defend know love justice power policy peace suitable interest policy neutrality reject share foreign broil ambition continent repel intrusion policy monroe washington jefferson peace commerce honest friendship nation entangle alliance regard interest prosperity people demand finance shall establish sound sensible basis shall secure safety confidence business interest wage labor sure steady revenue shall adjust relieve people unnecessary taxation have regard interest capital invest workingman employ american industry prevent accumulation surplus treasury tempt extravagance waste care property nation need future settler require public domain protect purloin scheme unlawful occupation the conscience people demand indians boundary shall fairly honestly treat ward government education civilization promote view ultimate citizenship polygamy territory destructive family relation offensive moral sense civilize world shall repress the law rigidly enforce prohibit immigration servile class compete american labor intention acquire citizenship bring retain habit custom repugnant civilization the people demand reform administration government application business principle public affair mean end civil service reform good faith enforce our citizen right protection incompetency public employee hold place solely reward partisan service corrupt influence promise vicious method expect reward worthily seek public employment right insist merit competency shall recognize instead party subserviency surrender honest political belief administration government pledge equal exact justice man pretext anxiety touch protection freedman right security enjoyment privilege constitution amendment all discussion fitness place accord american citizen idle unprofitable suggest necessity improvement the fact citizen entitle right relation charge duty obligation responsibility this topic constant vary want active enterprising population receive attention patriotic endeavor execute federal law our duty practical industrious application intelligent perception claim public office firm determination unite action secure people land benefit well form government vouchsafe man and let trust human effort humbly acknowledge power goodness almighty god preside destiny nation time reveal country history let invoke his aid his blessing labor -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1893-Cleveland.txt: -------------------------------------------------------------------------------- 1 | fellow citizen obedience mandate countryman dedicate service sanction solemn oath deeply move expression confidence personal attachment call service sure gratitude well return pledge god witness unreserved complete devotion interest welfare honor deem fit occasion indicate opinion hold concern public question present importance briefly refer existence certain condition tendency people menace integrity usefulness government while american citizen contemplate utmost pride enthusiasm growth expansion country sufficiency institution stand rude shock violence wonderful thrift enterprise people demonstrate superiority free government behoove constantly watch symptom insidious infirmity threaten national vigor the strong man confidence sturdy health court stern activity life rejoice hardihood constant labor lurk near vitals unheeded disease doom sudden collapse doubt stupendous achievement people country robust strength give rise heedlessness law govern national health evade human life escape law god nature manifestly vital supremacy nation beneficent purpose government sound stable currency its exposure degradation arouse activity enlighten statesmanship danger depreciation purchase power wage pay toil furnish strong incentive prompt conservative precaution deal present embarrass situation relate subject wise temper confidence faith national strength resource frank concession permit defy impunity inexorable law finance trade time effort adjust difference opinion free intolerance passion judgment unmoved allure phrase unvexed selfish interest confident approach subject result prudent effective remedial legislation meantime far executive branch government intervene power invest withhold exercise deem necessary maintain national credit avert financial disaster closely relate exaggerate confidence country greatness tend disregard rule national safety danger confront refer prevalence popular disposition expect operation government especial direct individual advantage the verdict voter condemn injustice maintain protection protection sake enjoin people servant duty expose destroy brood kindred evil unwholesome progeny paternalism this bane republican institution constant peril government people degrade purpose wily craft plan rule father establish bequeath object love veneration pervert patriotic sentiment countryman tempt pitiful calculation sordid gain derive government maintenance undermine self reliance people substitute place dependence governmental favoritism stifle spirit true americanism stupefy ennoble trait american citizenship the lesson paternalism ought unlearn well lesson teach people patriotically cheerfully support government function include support people the acceptance principle lead refusal bounty subsidy burden labor thrift portion citizen aid ill advise languish enterprise concern lead challenge wild reckless pension expenditure overleap bound grateful recognition patriotic service prostitute vicious use people prompt generous impulse aid disable country defense every thoughtful american realize importance check begin tendency public private station regard frugality economy virtue safely outgrow the toleration idea result waste people money choose servant encourage prodigality extravagance home life countryman under scheme government waste public money crime citizen contempt people economy frugality personal affair deplorably sap strength sturdiness national character plain dictate honesty good government public expenditure limit public necessity measure rule strict economy equally clear frugality people well guaranty content strong support free institution one mode misappropriation public fund avoid appointment office instead reward partisan activity award efficiency promise fair return work compensation pay secure fitness competency appointee office remove political action demoralize madness spoil civil service reform place public policy law the benefit gain instrumentality usefulness promise entitle hearty support encouragement desire public service perform hope elevation political sentiment purification political method the existence immense aggregation kindred enterprise combination business interest form purpose limit production fix price inconsistent fair field ought open independent activity legitimate strife business supersede enforce concession demand combination power destroy people serve lose benefit cheapness usually result wholesome competition this aggregation combination frequently constitute conspiracy interest people phasis unnatural oppose american sense fairness extent reach restrain federal power general government relieve citizen interference exaction loyalty principle government rest positively demand equality law guarantee citizen justly good faith concede part land the enjoyment right follow badge citizenship unimpaired race color appeal recognition american manliness fairness our relation indians locate border impose responsibility escape humanity consistency require treat forbearance dealings honestly considerately regard right interest every effort lead path civilization education self support independent citizenship meantime nation ward promptly defend cupidity design man shield influence temptation retard advancement the people unite state decree day control government legislative executive branch shall give political party pledge positive term accomplishment tariff reform they determine favor equitable federal taxation the agent choose carry purpose bind promise command master devote unremittingly service while surrender principle task undertake wisely heedless vindictiveness our mission punishment rectification wrong lift burden daily life people reduce inordinate unequal advantage long enjoy necessary incident return right justice exact unwilling mind acquiescence theory honest distribution fund governmental beneficence treasure insist principle underlie free institution when tear aside delusion misconception blind countryman condition vicious tariff law far lead away path contentment prosperity when proclaim necessity revenue support government furnish justification tax people announce truth plain denial indicate extent judgment influence familiarity perversion tax power and seek reinstate self confidence business enterprise citizen discredit abject dependence governmental favor strive stimulate element american character support hope american achievement anxiety redemption pledge party solicitude complete justification trust people repose constrain remind cooperate succeed work especially set harmonious disinterested effort even insuperable obstacle opposition prevent consummation task shall hardly excuse failure trace fault neglect sure people hold swift exact accountability the oath preserve protect defend constitution unite state impressively define great responsibility assume suggest obedience constitutional command rule official conduct guide shall well ability sphere duty preserve constitution loyally protect grant federal power contain defend restraint attack impatience restlessness enforce limitation reservation favor state people fully impress gravity duty confront mindful weakness appall lot bear unaided responsibility await save discouragement remember shall support counsel cooperation wise patriotic man stand cabinet place represent people legislative hall comfort remember countryman generous assurance condemn devotion service deserve forbearance approval above know supreme be rule affair man goodness mercy follow american people know turn humbly reverently seek his powerful aid -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1901-McKinley.txt: -------------------------------------------------------------------------------- 1 | fellow citizen assemble march great anxiety regard currency credit none exist then treasury receipt inadequate meet current obligation government now sufficient public need surplus instead deficit then feel constrain convene congress extraordinary session devise revenue pay ordinary expense government now satisfaction announce congress close reduce taxation sum then deep solicitude long depression manufacture mine agricultural mercantile industry consequent distress labor population now avenue production crowd activity labor employ american product good market home abroad our diversify production increase unprecedented volume admonish necessity enlarge foreign market broad commercial relation for purpose reciprocal trade arrangement nation liberal spirit carefully cultivate promote the national verdict execute whatever remain unfulfilled continue obligation rest undiminished force executive congress but fortunate condition permanence assure sound business method strict economy national administration legislation permit great prosperity lead reckless venture business profligacy public expenditure while congress determine object sum appropriation official executive department responsible honest faithful disbursement constant care avoid waste extravagance honesty capacity industry indispensable public employment this fundamental requisite original appointment sure guaranty removal four year ago stand brink war people know preparation effort preparation impend peril honor avert war avail inevitable congress regular session party division provide money anticipation crisis preparation meet come the result signally favorable american arm high degree honorable government impose obligation escape dishonorable seek escape peace world fervent prayer difference arise power settle peaceful arbitration spare horror war intrust people 2 time office president enter administration appreciate great responsibility attach renew honor commission promise unreserved devotion faithful discharge reverently invoke guidance direction favor almighty god shrink duty day assume feel performance operation wise patriotic man party encourage great task undertake believe voluntarily commit trust impose chief executive republic generous support duty preserve protect defend constitution unite state care law faithfully execute the national purpose indicate national election constitutional method ascertain public when register law faithful observance follow decree strong heart helpful hand need fortunately beloved country reunite sectionalism disappear division public question long trace war map this old difference disturb judgment exist problem demand think quicken conscience country responsibility presence righteous settlement there national question solution patriotism exclude partisanship magnify difficulty hand facilitate adjustment distrust capacity integrity high purpose american people inspire theme future political contest dark picture gloomy foreboding wrong useless this becloud help point way safety honor hope maketh ashamed the prophet evil builder republic crisis save serve the faith father mighty force creation faith descendant work progress furnish defender they obstructionists despair destroy confidence ability people solve wisely civilization mighty problem rest the american people intrenched freedom home love reject mistake unworthy doctrine lose liberty secure endure foundation liberty our institution deteriorate extension sense justice abate tropic sun distant sea heretofore nation demonstrate fitness administer new estate event devolve fear god occasion hand bound freedom wide way difficult dishearten earnestly dedicate task rightly enter the path progress seldom smooth new thing hard our father they inconvenient they cost but well effort sacrifice serve lift bless console fact opposition confront onward movement republic open hour success the republic march step exalt freedom humanity undergo ordeal predecessor nearly century ago follow course blaze they triumph will successor falter plead organic impotency nation surely year achievement mankind surrender equality power matter fundamental essential nationality with purpose nation create spirit develope independent sovereignty adhere principle equality act assign subordinate rank family nation fellow citizen public event past year go history they near justify recital some unforeseen momentous far reach consequence relation rest world the unite state bear honorably thrill scene china new american life harmony true spirit well tradition deal result policy moderation fairness face moment important question future relation unite state cuba with near neighbor remain close friend the declaration purpose government resolution april good ever evacuation island army spain executive practicable speed assist people successive step necessary establishment free independent government prepare assume perform obligation international law rest unite state treaty paris the convention elect people frame constitution approach completion labor the transfer american control new government great importance involve obligation result intervention treaty peace glad advise recent act congress policy legislative branch government deem essential well interest cuba unite state the principle lead intervention require fundamental law new government rest adapt secure government capable perform duty discharge function separate nation observe international obligation protect life property insure order safety liberty conform establish historical policy unite state relation cuba the peace pledge leave cuban people carry guaranty permanence sponsor pacification island remain accountable cubans country people reconstruction cuba free commonwealth abide foundation right justice liberty assure order our enfranchisement people complete free cuba shall reality perfect entity hasty experiment bear element failure while treaty peace spain ratify february ratification exchange nearly year ago congress indicate form government philippine island provide army enable executive suppress insurrection restore peace security inhabitant establish authority unite state archipelago authorize organization native troop auxiliary regular force advise time time act military naval officer island action appoint civil commission instruction charge duty power recommendation act executive commission complete general information submit this report fully set forth condition past present island instruction clearly principle guide executive congress shall require treaty determine civil right political status native inhabitant the congress have add sanction authority power possess exercise executive constitution leave executive responsibility government philippines shall continue effort begin order shall restore island fast condition permit establish local government formation operation people invite establish encourage people administer the settle purpose long ago proclaim afford inhabitant island self government fast ready pursue earnestness fidelity already accomplish direction the government representative civil military faithful noble work mission emancipation merit approval support countryman the liberal term amnesty communicate insurgent way open raise arm government honorable submission authority our countryman deceive wage war inhabitant philippine island portion make war unite state far great inhabitant recognize american sovereignty welcome guaranty order security life property liberty freedom conscience pursuit happiness protection give they shall abandon leave destiny loyal million island disloyal thousand rebellion unite state order civil institution come soon break peace shall force need war shall may end bloodshed usher reign peace permanent government liberty law -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1905-Roosevelt.txt: -------------------------------------------------------------------------------- 1 | fellow citizen people earth cause thankful say reverently spirit boastfulness strength gratitude giver good bless condition enable achieve large measure happiness people grant lie foundation national life new continent heir age pay penalty old country exact dead hand bygone civilization oblige fight existence alien race life call vigor effort manly hardy virtue wither away under condition fault fail success past success confidently believe future bring cause feel vainglory deep abide realization life offer acknowledgment responsibility fix determination free government mighty people thrive well alike regard thing body thing soul much give rightfully expect duty duty shirk great nation force fact greatness relation nation earth behave beseems people responsibility toward nation large small attitude cordial friendship word deed earnestly desirous secure good act spirit generous recognition right but justice generosity nation individual count show weak strong while careful refrain wrongdoing insistent wrong wish peace wish peace justice peace righteousness wish think right afraid weak nation act manfully justly cause fear strong power able single subject insolent aggression our relation power world important important relation such growth wealth population power nation see century quarter national life inevitably accompany like growth problem nation rise greatness power invariably mean responsibility danger our forefather face certain peril outgrow face peril existence impossible foresee modern life complex intense tremendous change work extraordinary industrial development half century feel fiber social political never man try vast formidable experiment administer affair continent form democratic republic the condition tell marvelous material develope high degree energy self reliance individual initiative bring care anxiety inseparable accumulation great wealth industrial center upon success experiment depend regard welfare regard welfare mankind fail cause free self government world rock foundation responsibility heavy world today generation unborn there good reason fear future reason face seriously hide gravity problem fear approach problem unbend unflinching purpose solve aright yet problem new task set differ task set father found preserve republic spirit task undertake problem face duty remain essentially unchanged know self government difficult know people need high trait character people seek govern affair aright freely express freeman compose but faith shall prove false memory man mighty past they work leave splendid heritage enjoy turn assure confidence shall able leave heritage unwasted enlarge child child child merely great crisis everyday affair life quality practical intelligence courage hardihood endurance power devotion lofty ideal great man found republic day washington great man preserve republic day abraham lincoln -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1913-Wilson.txt: -------------------------------------------------------------------------------- 1 | there change government begin year ago house representative democratic decisive majority complete the senate assemble democratic the office president vice president hand democrat what change mean that question uppermost mind today that question go try answer order interpret occasion mean mere success party the success party mean little nation party large definite purpose mistake purpose nation seek use democratic party seek use interpret change plan point view some old thing grow familiar begin creep habit think live alter aspect look critically fresh awaken eye drop disguise show alien sinister some new thing look frankly will comprehend real character come assume aspect thing long believe familiar stuff conviction refresh new insight life thing life great incomparably great material aspect body wealth diversity sweep energy industry conceive build genius individual man limitless enterprise group man great great moral force nowhere world noble man woman exhibit strike form beauty energy sympathy helpfulness counsel effort rectify wrong alleviate suffer set weak way strength hope build great government stand long age respect model seek set liberty foundation endure fortuitous change storm accident our life contain great thing contain rich abundance but evil come good fine gold corrode with rich come inexcusable waste squander great stop conserve exceed bounty nature genius enterprise worthless impotent scorn careful shamefully prodigal admirably efficient proud industrial achievement hitherto stop thoughtfully count human cost cost live snuff energy overtax break fearful physical spiritual cost man woman child dead weight burden fall pitilessly year the groan agony reach ear solemn move undertone life come mine factory home struggle intimate familiar seat with great government go deep secret thing long delay look scrutinize candid fearless eye the great government love use private selfish purpose forget people vision vouchsafe life bad good debase decadent sound vital with vision approach new affair our duty cleanse reconsider restore correct evil impair good purify humanize process common life weaken sentimentalize there crude heartless unfeeling haste succeed great our think let man look let generation look rear giant machinery impossible stand lever control chance look forget moral remember set policy mean serve humble powerful eye single standard justice fair play remember pride but heedless hurry great come sober 2 think the scale heedlessness fall eye mind square process national life standard proudly set begin carry heart our work work restoration itemize degree particularity thing ought alter chief item tariff cut proper commerce world violate principle taxation make government facile instrument hand private interest bank currency base necessity government sell bond year ago perfectly adapt concentrate cash restrict credit industrial side financial administrative hold capital lead string restrict liberty limit opportunity labor exploit renew conserve natural resource country body agricultural activity give efficiency great business undertaking serve instrumentality science take directly farm afford facility credit well suit practical need watercourse undeveloped waste place unreclaimed forest untended fast disappear plan prospect renewal unregarded waste heap study nation effective mean production study cost economy organizer industry statesman individual nor study perfect mean government service humanity safeguard health nation health man woman child right struggle existence this sentimental duty the firm basis government justice pity this matter justice there equality opportunity essential justice body politic man woman child shield live vitality consequence great industrial social process alter control singly cope society crush weaken damage constituent part the duty law sound society serve sanitary law pure food law law determine condition labor individual powerless determine intimate part business justice legal efficiency this thing ought leave undo old fashion neglect fundamental safeguard property individual right this high enterprise new day lift concern life nation light shine hearthfire man conscience vision right inconceivable partisan inconceivable ignorance fact blind haste shall restore destroy shall deal economic modify clean sheet paper write step step shall spirit question wisdom seek counsel knowledge shallow self satisfaction excitement excursion tell justice justice shall motto and cool process mere science the nation deeply stir stir solemn passion stir knowledge wrong ideal lose government debauch instrument evil the feeling face new age right opportunity sweep heartstrings like air god presence justice mercy reconcile judge brother know task mere task politic task shall search able understand time need people spokesman interpreter pure heart comprehend rectify choose high course action this day triumph day dedication here muster force party force humanity man heart wait man live hang balance man hope who shall live great trust who dare fail try summon honest man patriotic forward look man god help fail counsel sustain -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1917-Wilson.txt: -------------------------------------------------------------------------------- 1 | fellow citizen the year elapse stand place crowd counsel action vital consequence perhaps equal period history fruitful important reform economic industrial life significant change spirit purpose political action seek thoughtfully set house order correct gross error abuse industrial life liberate quicken process national genius energy lift politic broad view people essential interest record singular variety singular distinction but shall attempt review speak increase influence year this time retrospect time speak thought purpose concern present immediate future although center counsel action unusual concentration success great problem domestic legislation address year ago matter force attention matter lie outside life nation control despite wish free draw irresistibly current influence impossible avoid they affect life world they shake man passion apprehension know hard preserve calm counsel think people sway way influence composite cosmopolitan people blood nation war the current thought current trade run quick season forth the war inevitably set mark alike mind industry commerce politic social action indifferent independent question and conscious consciousness despite division draw close deeply wrong sea wish wrong injure return retain consciousness stand sort apart intent transcend immediate issue war injury intolerable clear wish ready demand mankind fair deal justice freedom live ease organize wrong spirit think grow aware certain wish play mean vindicate fortify peace oblige arm good claim certain minimum right freedom action stand firm arm neutrality way demonstrate insist forget draw circumstance purpose desire active assertion right immediate association great struggle but alter think purpose they clear obscure they deeply root principle national life alter desire conquest advantage wish cost people profess unselfish purpose covet opportunity prove profession there thing home clarify politic add new vitality industrial process life shall time opportunity serve realize great thing remain world stage cooperation wide universal force mankind make spirit ready thing provincial long the tragic event thirty month vital turmoil pass citizen world there turn our fortune nation involve and americans account shall american remain true principle breed they principle province single continent know boast principle liberate mankind this thing shall stand war peace that nation equally interest peace world political stability free people equally responsible maintenance essential principle peace actual equality nation matter right privilege peace securely justly rest arm balance power government derive power consent govern power support common think purpose power family nation sea equally free safe use people rule set common agreement consent far practicable accessible equal term national armament shall limit necessity national order domestic safety community power peace henceforth depend impose nation duty see influence proceed citizen mean encourage assist revolution state sternly effectually suppress prevent need argue principle fellow countryman parcel think motive affair they spring native upon platform purpose action stand and imperative stand forge new unity amidst fire blaze world ardent heat shall god providence let hope purge faction division purify errant humor party private shall stand forth day come new dignity national pride spirit let man dedication heart high purpose nation mind ruler desire stand take high solemn oath audience people unite state choose august delegation power gracious judgment name leader affair know task mean realize responsibility involve pray god give wisdom prudence duty true spirit great people servant succeed sustain guide confidence counsel the thing shall count thing counsel action avail unity america america unite feel purpose vision duty opportunity service beware man turn task necessity nation private profit use build private power unite alike conception duty high resolve perform face man let dedicate great task set hand for beg tolerance countenance unite aid the shadow lie dark path soon dispel shall walk light true wish know counsel world think love liberty justice right exalt -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1933-Roosevelt.txt: -------------------------------------------------------------------------------- 1 | certain fellow americans expect induction presidency address candor decision present situation nation impel this preeminently time speak truth truth frankly boldly nor need shrink honestly face condition country today this great nation endure endure revive prosper let assert firm belief thing fear fear nameless unreasoning unjustified terror paralyze need effort convert retreat advance dark hour national life leadership frankness vigor meet understand support people essential victory convince support leadership critical day spirit face common difficulty they concern thank god material thing value shrink fantastic level taxis rise ability pay fall government kind face curtailment income mean exchange freeze current trade wither leave industrial enterprise lie farmer market produce saving year thousand family go much important host unemployed citizen face grim problem existence equally great numb toil little return only foolish optimist deny dark reality moment yet distress come failure substance strike plague locust compare peril forefather conquer believe afraid thankful nature offer bounty human effort multiply plenty doorstep generous use languish sight supply primarily ruler exchange mankind good fail stubbornness incompetence admit failure abdicate practice unscrupulous money changer stand indict court public opinion reject heart mind man true try effort cast pattern outwear tradition face failure credit propose lend money strip lure profit induce people follow false leadership resort exhortation plead tearfully restore confidence they know rule generation self seeker they vision vision people perish the money changer flee high seat temple civilization restore temple ancient truth the measure restoration lie extent apply social value noble mere monetary profit happiness lie mere possession money lie joy achievement thrill creative effort the joy moral stimulation work long forget mad chase evanescent profit this dark day worth cost teach true destiny minister unto minister fellow man recognition falsity material wealth standard success go hand hand abandonment false belief public office high political position value standard pride place personal profit end conduct bank business give sacred trust likeness callous selfish wrongdoing small wonder confidence languish thrive honesty honor sacredness obligation faithful protection unselfish performance live restoration call change ethic this nation ask action action our great primary task people work this unsolvable problem face wisely courageously accomplish direct recruit government treat task treat emergency war time employment accomplish greatly need project stimulate reorganize use natural resource hand hand frankly recognize overbalance population industrial center engage national scale redistribution endeavor provide well use land well fit land the task help definite effort raise value agricultural product power purchase output city help prevent realistically tragedy grow loss foreclosure small home farm help insistence federal state local government act forthwith demand cost drastically reduce help unify relief activity today scatter uneconomical unequal help national plan supervision form transportation communication utility definitely public character there way help help merely talk act act quickly finally progress resumption work require safeguard return evil old order strict supervision bank credit investment end speculation people money provision adequate sound currency there line attack shall presently urge new congress special session detail measure fulfillment shall seek immediate assistance state through program action address putt national house order make income balance outgo our international trade relation vastly important point time necessity secondary establishment sound national economy favor practical policy putt thing shall spare effort restore world trade international economic readjustment emergency home wait accomplishment the basic think guide specific mean national recovery narrowly nationalistic insistence consideration interdependence element part unite state recognition old permanently important manifestation american spirit pioneer way recovery immediate way strong assurance recovery endure field world policy dedicate nation policy good neighbor neighbor resolutely respect respect right neighbor respect obligation respect sanctity agreement world neighbor read temper people correctly realize realize interdependence merely forward train loyal army will sacrifice good common discipline discipline progress leadership effective know ready will submit live property discipline make possible leadership aim large good this propose offer pledge large purpose bind sacred obligation unity duty hitherto evoke time arm strife with pledge take assume unhesitatingly leadership great army people dedicate discipline attack common problem action image end feasible form government inherit ancestor our constitution simple practical possible meet extraordinary need change emphasis arrangement loss essential form that constitutional prove superbly endure political mechanism modern world produce meet stress vast expansion territory foreign war bitter internal strife world relation hope normal balance executive legislative authority wholly adequate meet unprecedented task but unprecedented demand need undelayed action temporary departure normal balance public procedure prepare constitutional duty recommend measure strike nation midst strike world require this measure measure congress build experience wisdom shall seek constitutional authority bring speedy adoption but event congress shall fail course event national emergency critical shall evade clear course duty confront shall ask congress remain instrument meet crisis broad executive power wage war emergency great power give fact invade foreign foe for trust repose return courage devotion befit time face arduous day lie warm courage national unity clear consciousness seek old precious moral value clean satisfaction come stern performance duty old young alike aim assurance round permanent national life distrust future essential democracy the people unite state fail need register mandate want direct vigorous action they ask discipline direction leadership they present instrument wish spirit gift dedication nation humbly ask bless god may protect may guide day come -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1937-Roosevelt.txt: -------------------------------------------------------------------------------- 1 | when year ago meet inaugurate president republic single mind anxiety stand spirit dedicate fulfillment vision speed time people security peace essential pursuit happiness republic pledge drive temple ancient faith profane end action tireless unafraid stagnation despair day thing our covenant stop instinctively recognize deep need need government instrument unite purpose solve individual rise problem complex civilization repeat attempt solution aid government leave baffle bewilder for aid unable create moral control service science necessary science useful servant instead ruthless master mankind know practical control blind economic force blindly selfish man republic sense truth democratic government innate capacity protect people disaster consider inevitable solve problem consider unsolvable admit way master economic epidemic century fatalistic suffer way master epidemic disease refuse leave problem common welfare solve wind chance hurricane disaster americans discover wholly new truth write new chapter book self government this year mark 50 anniversary constitutional convention nation convention forefather way chaos follow revolutionary war create strong government power unite action sufficient solve problem utterly individual local solution century half ago establish federal government order promote general welfare secure blessing liberty american people today invoke power government achieve objective four year new experience bely historic instinct they hold clear hope government community government separate state government unite state thing time require yield democracy our task year force democracy holiday nearly recognize intricacy human relationship increase power govern increase power stop evil power good the essential democracy nation safety people depend absence power lodge people change continue state interval honest free election the constitution democracy impotent fact year exercise power democratic begin bring private autocratic power proper subordination public government the legend invincible process democracy shatter they challenge beat our progress depression obvious but mean new order thing our pledge merely patchwork job secondhand material new material social justice undertake erect old foundation endure structure well use future generation purpose help achievement mind spirit old truth relearn untruth unlearn know heedless self bad moral know bad economics out collapse prosperity builder boast practicality come conviction long run economic morality pay begin wipe line divide practical ideal fashion instrument unimagined power establishment morally well world this new understand undermine old admiration worldly success begin abandon tolerance abuse power betray profit elementary decency life process evil thing accept easily condone hard headedness easily excuse hardheartedness move era good feel but realize era good feel save man good for reason justify believe great change witness change moral climate america among man good science democracy offer rich life large satisfaction individual with change moral climate rediscover ability improve economic order set foot road endure progress shall pause turn road lie ahead shall promise land shall continue way for age dream dye come birth many voice hear face great decision comfort say tarry opportunism say this good spot timidity ask how difficult road ahead true come far day stagnation despair vitality preserve courage confidence restore mental moral horizon extend but present gain win pressure ordinary circumstance advance imperative goad fear suffer the time progress hold progress today difficult dull conscience irresponsibility ruthless self reappear such symptom prosperity portent disaster prosperity test persistence progressive purpose let ask have reach goal vision 4 day march have happy valley great nation great continent bless great wealth natural resource its thirty million people peace make country good neighbor nation unite state demonstrate democratic method government national wealth translate spread volume human comfort hitherto unknown low standard live raise far level mere subsistence but challenge democracy nation ten million citizen substantial population moment deny great low standard today necessity life million family try live income meager pall family disaster hang day day million daily live city farm continue condition label indecent call polite society half century ago million deny education recreation opportunity well lot lot child million lack mean buy product farm factory poverty deny work productiveness million nation ill house ill clothe ill nourish despair paint picture paint hope nation see understand injustice propose paint determine american citizen subject country concern regard faithful law abide group border superfluous the test progress add abundance provide little know aught spirit purpose nation listen comfort opportunism timidity carry overwhelmingly republic man woman good man woman warm heart dedication man woman cool head will hand practical purpose they insist agency popular government use effective instrument carry government competent compose work trustee people constant progress keep abreast fact obtain justify support legitimate criticism people receive true information government know aught people demand condition effective government shall create maintain they demand nation uncorrupted cancer injustice strong nation example peace today reconsecrate country long cherish ideal suddenly change civilization land work force drive man apart force draw man personal ambition individualist but seek economic political progress nation people maintain democracy effort require vast patience deal differ method vast humility but confusion voice rise understand dominant public need then political leadership voice common ideal aid realization take oath office president unite state assume solemn obligation lead american people forward road choose advance while duty rest shall utmost speak purpose seek divine guidance help light sit darkness guide foot way peace -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1941-Roosevelt.txt: -------------------------------------------------------------------------------- 1 | national day inauguration people renew sense dedication unite state washington day task people create weld nation lincoln day task people preserve nation disruption day task people save nation institution disruption come time midst swift happening pause moment stock recall place history rediscover risk real peril inaction live nation determine count year lifetime human spirit the life man score year little little the life nation fullness measure live there man doubt there man believe democracy form government frame life limit measure kind mystical artificial fate unexplained reason tyranny slavery surge wave future freedom ebb tide but americans know true eight year ago life republic freeze fatalistic terror prove true midst shock act act quickly boldly decisively this late year live year fruitful year people democracy for bring great security hope well understand life ideal measure material thing much vital present future experience democracy successfully survive crisis home away evil thing build new structure endure line maintain fact democracy for action take way framework constitution unite state the coordinate branch government continue freely function the bill right remain inviolate the freedom election wholly maintain prophet downfall american democracy see dire prediction come naught democracy dye know see revive grow know die build unhampered initiative individual man woman join common enterprise enterprise undertake carry free expression free majority know democracy form government enlist force man enlighten know democracy construct unlimited civilization capable infinite progress improvement human life know look surface sense spread continent humane advance end unconquerable form human society nation like person body body feed clothe house invigorate rest manner measure objective time nation like person mind mind keep inform alert know understand hope need neighbor nation live narrow circle world and nation like person deep permanent large sum part matter future call forth sacred guard present thing difficult impossible hit single simple word and understand spirit faith america product century bear multitude come land high degree plain people seek early late freedom freely the democratic aspiration mere recent phase human history human history permeate ancient life early people blaze anew middle age write magna charta americas impact irresistible america new world tongue people continent new land come believe create continent new life life new freedom its vitality write mayflower compact declaration independence constitution unite state gettysburg address that come carry longing spirit million follow stock spring move forward constantly consistently ideal gain stature clarity generation the hope republic forever tolerate undeserved poverty self serve wealth know far greatly build security opportunity knowledge citizen measure justify resource capacity land but achieve purpose clothe fee body nation instruct inform mind for spirit and great spirit without body mind man know nation live but spirit america kill nation body mind constrict alien world live america know perish that spirit faith speak daily live way unnoticed obvious speak capital nation speak process govern sovereignties state speak county city town village speak nation hemisphere sea enslave free sometimes fail hear heed voice freedom privilege freedom old old story the destiny america proclaim word prophecy speak president inaugural word direct year the preservation sacred liberty destiny republican model government justly consider deeply finally stake experiment intrust hand american people lose sacred let smother doubt fear shall reject destiny washington strive valiantly triumphantly establish the preservation spirit faith nation furnish high justification sacrifice cause national defense face great peril encounter strong purpose protect perpetuate integrity democracy for muster spirit america faith america retreat content stand americans forward service country god -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1945-Roosevelt.txt: -------------------------------------------------------------------------------- 1 | chief justice vice president friend understand believe agree wish form inauguration simple word brief americans today ally pass period supreme test test courage resolve wisdom essential democracy meet test successfully honorably shall perform service historic importance man woman child honor time stand today have take solemn oath office presence fellow countryman presence god know america purpose shall fail day year come shall work honorable peace durable peace today work fight total victory war achieve peace shall strive perfection shall achieve immediately shall strive mistake mistake result faintness heart abandonment moral principle remember old schoolmaster peabody say day secure untroubled thing life run smoothly sometimes rise height reverse start downward the great fact remember trend civilization forever upward line draw middle peak valley century upward trend our constitution perfect instrument perfect but provide firm base manner man race color creed build solid structure democracy and today year war learn lesson fearful cost shall profit learn live peace dependent nation far away learn live man ostrich dog manger learn citizen world member human community learn simple truth emerson say the way friend gain last peace approach suspicion mistrust fear gain proceed understand confidence courage flow conviction the almighty god bless land way give people stout heart strong arm strike mighty blow freedom truth give country faith hope people anguished world pray him vision way clearly way lead well life fellow man achievement his peace earth -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1949-Truman.txt: -------------------------------------------------------------------------------- 1 | vice president chief justice fellow citizen accept humility honor american people confer accept deep resolve welfare nation peace world perform duty office need help prayer ask encouragement support the task face difficult accomplish work each period national history special challenge that confront momentous past today mark begin new administration period eventful decisive world lot experience large measure bring major turn point long history human race the half century mark unprecedented brutal attack right man frightful war history the supreme need time man learn live peace harmony the people earth face future grave uncertainty compose equally great hope great fear time doubt look unite state good strength wise leadership fit occasion proclaim world essential principle faith live declare aim people the american people stand firm faith inspire nation begin believe man right equal justice law equal opportunity share common good believe man right freedom think expression believe man create equal create image god from faith move the american people desire determine work world nation people free govern fit achieve decent satisfy life above people desire determine work peace earth last peace base genuine agreement freely arrive equal pursuit aim unite state like mind nation directly oppose regime contrary aim totally different concept life that regime adhere false philosophy purport offer freedom security great opportunity mankind mislead philosophy people sacrifice liberty learn sorrow deceit mockery poverty tyranny reward that false philosophy communism communism base belief man weak inadequate unable govern require rule strong master democracy base conviction man moral intellectual capacity inalienable right govern reason justice communism subject individual arrest lawful cause punishment trial force labor chattel state decree information shall receive art shall produce leader shall follow thought shall think democracy maintain government establish benefit individual charge responsibility protect right individual freedom exercise ability communism maintain social wrong correct violence democracy prove social justice achieve peaceful change communism hold world deeply divide oppose class war inevitable democracy hold free nation settle difference justly maintain last peace this difference communism democracy concern unite state people come realize involve material human dignity right believe worship god state difference draw issue belief action result communist philosophy threat effort free nation bring world recovery last peace since end hostility unite state invest substance energy great constructive effort restore peace stability freedom world seek territory impose ask privilege extend constantly vigorously support unite nation relate agency mean apply democratic principle international relation consistently advocate rely peaceful settlement dispute nation effort secure agreement effective international control powerful weapon work steadily limitation control armament encourage precept example expansion world trade sound fair basis almost year ago company free nation europe launch great cooperative economic program history the purpose unprecedented effort invigorate strengthen democracy europe free people continent resume rightful place forefront civilization contribute security welfare world our effort bring new hope mankind beat despair defeatism save numb country lose liberty hundred million people world agree need war peace the initiative move nation build strong structure international order justice shall partner country long solely concern problem national survival work improve standard live people ready undertake new project strengthen free world come year program peace freedom emphasize major course action 1 continue unfaltering support unite nation relate agency continue search way strengthen authority increase effectiveness believe unite nation strengthen new nation form land advance self government democratic principle 2 continue program world economic recovery this mean weight european recovery program confident success major venture world recovery believe partner effort achieve status self support nation addition carry plan reduce barrier world trade increase volume economic recovery peace depend increase world trade 3 strengthen freedom love nation danger aggression work numb country joint agreement design strengthen security north atlantic area such agreement form collective defense arrangement term unite nation charter establish defense pact western hemisphere treaty rio janeiro the primary purpose agreement provide unmistakable proof joint determination free country resist arm attack quarter each country participate arrangement contribute common defense sufficiently clear advance arm attack affect national security meet overwhelm force arm attack occur hope soon send senate treaty respect north atlantic security plan addition provide military advice equipment free nation cooperate maintenance peace security 4 embark bold new program make benefit scientific advance industrial progress available improvement growth underdeveloped area much half people world live condition approach misery their food inadequate they victim disease their economic life primitive stagnant their poverty handicap threat prosperous area for time history humanity possess knowledge skill relieve suffer people the unite state pre eminent nation development industrial scientific technique the material resource afford use assistance people limit but imponderable resource technical knowledge constantly grow inexhaustible believe available peace love people benefit store technical knowledge order help realize aspiration well life and cooperation nation foster capital investment area need development our aim help free people world effort produce food clothe material house mechanical power lighten burden invite country pool technological resource undertake their contribution warmly welcome this cooperative enterprise nation work unite nation specialize agency practicable worldwide effort achievement peace plenty freedom with cooperation business private capital agriculture labor country program greatly increase industrial activity nation raise substantially standard live such new economic development devise control benefit people area establish guarantee investor balance guarantee people resource labor development the old imperialism exploitation foreign profit place plan what envisage program development base concept democratic fair deal all country include greatly benefit constructive program well use world human natural resource experience show commerce country expand progress industrially economically great production key prosperity peace and key great production wide vigorous application modern scientific technical knowledge only help fortunate member help human family achieve decent satisfy life right people democracy supply vitalizing force stir people world triumphant action human oppressor ancient enemy hunger misery despair basis major course action hope help create condition lead eventually personal freedom happiness mankind successful carry policy clear continue prosperity country strong slowly surely weave world fabric international security grow prosperity aid wish live freedom fear live today fear government aid want relief lie propaganda desire truth sincerity aid desire self government voice decide affair aid long economic security security abundance man free society enjoy aid desire freedom speech freedom religion freedom live live useful end our ally million hunger thirst righteousness time stability manifest nation come know benefit democracy participate grow abundance believe country oppose abandon delusion join free nation world settlement international difference event bring american democracy new influence new responsibility they test courage devotion duty concept liberty but man achieve liberty surpass great liberty steadfast faith almighty advance world man freedom secure end devote strength resource firmness resolve with god help future mankind assure world justice harmony peace -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1953-Eisenhower.txt: -------------------------------------------------------------------------------- 1 | friend begin expression thought deem appropriate moment permit privilege utter little private prayer and ask bow head almighty god stand moment future associate executive branch government join beseech thou complete dedication service people throng fellow citizen give pray power discern clearly right wrong allow word action govern law land especially pray concern shall people regardless station race call may cooperation permit mutual aim concept constitution hold differ political faith work good beloved country thy glory amen fellow citizen the world pass midway point century continue challenge sense faculty force good evil mass arm oppose rarely history this fact define mean day summon honor historic ceremony witness act citizen swear oath service presence god call people testimony sight world faith future shall belong free since century begin time tempest come continent earth masse asia awaken strike shackle past great nation europe fight bloody war throne topple vast empire disappear new nation bear for country time recur trial grow power responsibility pass anxiety depression war summit unmatched man history seek secure peace world fight forest argonne shore iwo jima cold mountain korea swift rush great event grope know sense mean time live quest understand beseech god guidance summon knowledge past scan sign future bring wit meet question how far come man long pilgrimage darkness light be near light day freedom peace mankind shadow night close great preoccupation absorb home concern matter deeply affect livelihood today vision future domestic problem dwarf create question involve humankind this trial come moment man power achieve good inflict evil surpass bright hope sharp fear age turn river course level mountain plain ocean land sky avenue colossal commerce disease diminish life lengthen yet promise life imperil genius possible nation amass wealth labor sweat create turn device level mountain city science ready confer final gift power erase human life planet time history free proclaim anew faith this faith abide creed father faith deathless dignity man govern eternal moral natural law this faith define view life establish debate gift creator man inalienable right man equal his sight light equality know virtue cherish free people love truth pride work devotion country treasure equally precious live humble exalt the man coal furnace balance ledger turn lathe pick cotton heal sick plant corn serve proudly profitably america statesman draft treaty legislator enact law this faith rule way life decree people elect leader rule serve assert right choice work reward toil inspire initiative make productivity wonder world and warn man seek deny equality brother betray spirit free invite mockery tyrant hold principle political change accomplish day imply turbulence upheaval disorder rather change express purpose strengthen dedication devotion precept found document conscious renewal faith country watchfulness divine providence the enemy faith know god force devotion use they tutor man treason they fee hunger whatever defy torture especially truth here join argument slightly differ philosophy this conflict strike directly faith father live son principle treasure hold spiritual knowledge free school church creative magic free labor capital lie safely reach struggle freedom pit slavery lightness dark the faith hold belong free world this common bond bind grower rice burma planter wheat iowa shepherd southern italy mountaineer andes confer common dignity french soldier die indo china british soldier kill malaya american life give korea know link free people merely noble idea simple need free people long cling privilege enjoy safety economic solitude for material need market world surplus farm factory equally need farm factory vital material product distant land this basic law interdependence manifest commerce peace apply thousand fold intensity event war persuade necessity belief strength free people lie unity danger discord produce unity meet challenge time destiny lay country responsibility free world leadership proper assure friend discharge responsibility americans know observe difference world leadership imperialism firmness truculence thoughtfully calculate goal spasmodic reaction stimulus emergency wish friend world know face threat dread confusion confidence conviction feel moral strength know helpless prisoner history free man shall remain free prove guilty capital offense freedom lack stanch faith plead cause bar history press labor world peace shall guide certain fix principle this principle abhor war choose way balk purpose threaten hold task statesmanship develop strength deter force aggression promote condition peace for supreme purpose free man dedication leader save humanity prey light principle stand ready engage joint effort remove cause mutual fear distrust nation possible drastic reduction armament the sole requisite undertake effort purpose aim logically honestly secure peace result provide method participate nation prove good faith carry pledge realize common sense common decency alike dictate futility appeasement shall try placate aggressor false wicked bargain trade honor security americans free man remember final choice soldier pack heavy burden prisoner chain know unite state strong immensely productive help defend freedom world view nation strength security trust rest hope free man firm duty free citizen free citizen place cause country comfort convenience honor identity special heritage nation world shall use strength try impress people cherish political economic institution assess realistically need capacity prove friend freedom shall strive help achieve security likewise shall count assume limit resource burden common defense freedom recognize economic health indispensable basis military strength free world peace shall strive foster practice policy encourage productivity profitable trade for impoverishment single people world mean danger people appreciate economic need military security political wisdom combine suggest regional grouping free people hope framework unite nation help strengthen special bond world the nature tie vary different problem different area western hemisphere enthusiastically join neighbor work perfect community fraternal trust common purpose europe ask enlighten inspire leader western nation strive renew vigor unity people reality only free europe unitedly marshal strength effectively safeguard help spiritual cultural heritage conceive defense freedom like freedom indivisible hold continent people equal regard honor reject insinuation race people sense inferior expendable respect unite nation live sign people hope peace shall strive merely eloquent symbol effective force and quest honorable peace shall compromise tire cease rule conduct hope know people observance earth peace vision fact this hope supreme aspiration rule way live ready dare country for history long entrust care freedom weak timid acquire proficiency defense display stamen purpose will individually nation accept sacrifice require people value privilege principle soon lose this basic precept lofty abstraction far remove matter daily live they law spiritual strength generate define material strength patriotism mean equip force prepare citizenry moral stamen mean energy productivity farm factory love liberty mean guard resource make freedom possible sanctity family wealth soil genius scientist and citizen play indispensable role the productivity head hand heart source strength command enrichment live win peace person home community reach summon act wisdom conscience work industry teach persuasion preach conviction weigh deed care compassion for truth clear america hope bring pass world come pass heart america the peace seek practice fulfillment faith dealings this signify still gun ease sorrow war much escape death way life much haven weary hope brave this hope beckon onward century trial this work await bravery charity prayer almighty god -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1957-Eisenhower.txt: -------------------------------------------------------------------------------- 1 | the price peace chairman vice president chief justice speaker member family friend countryman friend country meet like moment year ago witness solemn oath service witness today testify principle purpose people pledge before seek common labor nation blessing almighty god and hope heart fashion deep prayer people may pursue right self righteousness may know unity conformity may grow strength pride self may dealings people earth speak truth serve justice and shall america sight man good prove true honorable purpose bind rule people time trial pass live land plenty rarely earth know peril today nation work wealth abound our population grow commerce crowd river rail sky harbor highway our soil fertile agriculture productive the air ring song industry roll mill blast furnace dynamo dam assembly line chorus america bountiful this home world for world destiny lie man people nation free and time ease rest earth want discord danger new force new nation stir strive earth power bring fate great good great evil free world future from desert north africa island south pacific mankind enter historic struggle new freedom freedom grind poverty across continent nearly billion people seek desperation skill knowledge assistance satisfy resource material want common mankind nation old great escape tempest change turmoil some impoverish recent world war seek restore mean livelihood heart europe germany stand tragically divide continent divide and world the divisive force international communism power control the design power dark purpose clear practice strive seal forever fate enslave strive break tie unite free and strive capture exploit great power force change world especially need hungry hope oppress yet world international communism shake fierce mighty force readiness man love freedom pledge live love through night bondage unconquerable hero strike swift sharp thrust lightning budapest long merely city henceforth new shine symbol man yearn free thus globe harshly blow wind change and fortunate lot know turn back look shake earth declare firm fix purpose build peace justice world moral law prevail the build peace bold solemn purpose proclaim easy serve hard and attain aware mean ready pay price know clearly seek seek peace know peace climate freedom and age seek warn power modern weapon peace climate possible human life yet peace seek bear fear root live nation there justice sense share people justice world know tense unstable truce there law steadily invoke respect nation law world promise meager justice pity strong weak but law speak comprehend value freedom affirm equality nation great small splendid blessing peace high cost toil patiently sustain help honorably give sacrifice calmly bear call meet price peace counter threat seek rule force pay cost need military strength help build security use skill knowledge time substance help rise misery far scene suffer shore for world people know desperate want appear spark hope hope progress surely rise flame conflict recognize accept deep involvement destiny man accordingly pledge honor strive fortify authority unite nation for body rest well hope age assertion law nation live dignity and general resolve call act responsible role world great concern conflict touch affair vast region fate island pacific use canal middle east only respect hope culture practice equality nation only willingness wisdom give counsel receive counsel share burden wisely perform work peace for truth rule think people live the unity dwell freedom sure defense the economic need nation mutual dependence make isolation impossibility america prosperity long survive nation prosper nation long fortress lone strong safe and people seek shelter build prison our pledge principle constant believe rightness fear world change america strange spirit everywhere seed growth america know the american experiment generation fire passion courage million seek freedom equality opportunity and american story material progress help excite long needy people satisfaction human want this hope help inspire help fulfill confidence speak plainly people cherish friendship nation free respect independence and time want peril ask help honorably receive seek buy sovereignty sell sovereignty barter freeman honor aspiration nation captive long freedom seek military alliance artificial imitation society and know warmth welcome await join rank freedom honor divide world torment time people russia dread welcome progress education industry wish success demand intellectual freedom great security law full enjoyment reward toil for thing come pass certain come day people freely meet friendship voice hope belief help heal divide world thus nation cease live tremble menace force thus weight fear weight arm take burden shoulder mankind this labor call strength dedicate and prayer people carry far frontier wide world duty destiny may light freedom come darken land flame brightly darkness may turbulence age yield true time peace man nation shall share life honor dignity brotherhood -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1961-Kennedy.txt: -------------------------------------------------------------------------------- 1 | vice president johnson speaker chief justice president eisenhower vice president nixon president truman reverend clergy fellow citizen observe today victory party celebration freedom symbolize end begin signify renewal change for swear almighty god solemn oath forebear prescribe nearly century quarter ago the world different for man hold mortal hand power abolish form human poverty form human life and revolutionary belief forebear fight issue globe belief right man come generosity state hand god dare forget today heir revolution let word forth time place friend foe alike torch pass new generation americans bear century temper war discipline hard bitter peace proud ancient heritage unwilling witness permit slow undo human right nation commit commit today home world let nation know wish ill shall pay price bear burden meet hardship support friend oppose foe order assure survival success liberty this pledge old ally cultural spiritual origin share pledge loyalty faithful friend unite little host cooperative venture divide little dare meet powerful challenge odd split asunder new state welcome rank free pledge word form colonial control shall pass away merely replace far iron tyranny shall expect support view but shall hope strongly support freedom remember past foolishly seek power ride tiger end inside people hut village globe struggle break bond mass misery pledge well effort help help period require communist seek vote right free society help poor save rich sister republic south border offer special pledge convert good word good deed new alliance progress assist free man free government cast chain poverty but peaceful revolution hope prey hostile power let neighbor know shall join oppose aggression subversion americas and let power know hemisphere intend remain master house world assembly sovereign state unite nation well hope age instrument war far outpace instrument peace renew pledge support prevent merely forum invective strengthen shield new weak enlarge area writ run finally nation adversary offer pledge request side begin anew quest peace dark power destruction unleash science engulf humanity plan accidental self destruction dare tempt weakness for arm sufficient doubt certain doubt employ but great powerful group nation comfort present course side overburden cost modern weapon rightly alarm steady spread deadly atom race alter uncertain balance terror stay hand mankind final war let begin anew remember side civility sign weakness sincerity subject proof let negotiate fear but let fear negotiate let side explore problem unite instead belaboring problem divide let side time formulate precise proposal inspection control arm bring absolute power destroy nation absolute control nation let side seek invoke wonder science instead terror together let explore star conquer desert eradicate disease tap ocean depth encourage art commerce let side unite heed corner earth command isaiah undo heavy burden let oppress free and beachhead cooperation push jungle suspicion let side join create new endeavor new balance power new world law strong weak secure peace preserve all finish day nor finish day life administration lifetime planet but let begin hand fellow citizen rest final success failure course since country found generation americans summon testimony national loyalty the grave young americans answer service surround globe now trumpet summon bear arm arm need battle embattled bear burden long twilight struggle year year rejoice hope patient tribulation struggle common enemy man tyranny poverty disease war can forge enemy grand global alliance north south east west assure fruitful life mankind will join historic effort long history world generation grant role defend freedom hour maximum danger shrink responsibility welcome believe exchange place people generation the energy faith devotion bring endeavor light country serve glow truly light world and fellow americans ask country ask country fellow citizen world ask america freedom man finally citizen america citizen world ask high standard strength sacrifice ask with good conscience sure reward history final judge deed let forth lead land love ask his bless his help know earth god work truly -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1965-Johnson.txt: -------------------------------------------------------------------------------- 1 | fellow countryman occasion oath take god nation people our fate nation future people rest citizen citizen this majesty mean moment for generation destiny for history decide for generation choice even rocket move mar remind world child short spin year the man stand look scene different time change rapid fantastic change bear secret nature multiply nation place uncertain hand new weapon mastery destruction shake old value uproot old way our destiny midst change rest unchanged character people faith the american covenant they come exile strange brave frighten place man man they covenant land conceive justice write liberty bind union mean day inspire hope mankind bind term shall flourish justice change 1 justice promise journey share fruit land land great wealth family live hopeless poverty land rich harvest child hungry land heal miracle neighbor suffer die unattended great land learn scholar young people teach read write for year serve nation believe injustice people waste resource real enemy for year resource vigilantly fight learn know surrender easily but change give new weapon before generation americans finish enemy retreat conquer justice require remember citizen deny fellow say his color his belief strange different moment betray america forebear create nation liberty change liberty 2 article covenant self government bill right but america place man proud stretch talent rejoice work important life neighbor nation this difficult world change growth tower control judgment man work provide knowledge surrounding enlarge possibility citizen the american covenant call help way liberation man and today goal thus nation outside control people strange outside hope change bring new mean old mission stand aside prideful isolation terrific danger trouble call foreign constantly live american live end american treasure spill country barely know price change demand conviction endure covenant think world look rocket head mar like child globe hang space continent stick like color map fellow passenger dot earth and spin time moment companion how incredible fragile existence hate destroy there possibility abandon mastery pursue mastery nature there world seek happiness way our nation course abundantly clear aspire belong seek dominion fellow man man dominion tyranny misery but require man want common enterprise cause great each way advance purpose nation find new purpose without shall nation stranger change union the article union small wilderness success liberty demand strength union two century change true long need capitalist worker farmer clerk city countryside struggle divide bounty work shoulder shoulder increase bounty discover child learn man find work sick body like candle add altar brighten hope faithful let reject seek reopen old wound rekindle old hatred they stand way seek nation let join reason faith action experience transform unity unity purpose for hour day time achieve progress strife achieve change hatred difference opinion deep abide division scar union generation the american belief under covenant justice liberty union nation prosperous great mighty and keep freedom but promise god greatness endure allow him seek greatness sweat hand strength spirit believe great society order changeless sterile battalion ant excitement try probe fall rest try try gain generation toil tear earn heritage fail shall forget abundance learn hardship democracy rest faith freedom ask give judgment god harsh favor succeed believe for nation believer underneath clamor build rush day pursuit believer justice liberty union union believe man someday free and believe our enemy mistake lifetime depression war await defeat each time secret place american heart come forth faith imagine bring victory and for america uncrossed desert unclimbed ridge star reach harvest sleep unplowed grind world go farewell new world come welcome bend hope man trust public servant family close friend follow long wind road people union world repeat today say sorrowful day november lead well but look heart old promise old dream they lead well for ask word ancient leader give wisdom knowledge come people judge thy people great -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1969-Nixon.txt: -------------------------------------------------------------------------------- 1 | senator dirksen chief justice vice president president johnson vice president humphrey fellow americans fellow citizen world community ask share today majesty moment orderly transfer power celebrate unity keep free each moment history fleeting time precious unique but stand moment begin course set shape decade century this moment force converge possible time hope man deep aspiration realize the spiral pace change allow contemplate lifetime advance take century throw wide horizon space discover new horizon earth for time people world want peace leader world afraid war time peace eight year america celebrate anniversary nation within lifetime people live mankind celebrate great new year come thousand year begin millennium what kind nation kind world live shape future image hope determine action choice the great honor history bestow title peacemaker this honor beckon america chance help lead world valley turmoil high grind peace man dream dawn civilization succeed generation come live master moment help world safe mankind this summon greatness believe american people ready answer the 2 century time proud achievement enormous stride science industry agriculture share wealth broadly learn manage modern economy assure continue growth give freedom new reach begin promise real black white hope tomorrow youth today know america youth believe proud well educate commit passionately drive conscience generation history people close achievement abundant society possess achieve because strength great afford appraise weakness candor approach hope stand place century ago franklin delano roosevelt address nation ravage depression grip fear survey nation trouble they concern thank god material thing our crisis today reverse rich good rag spirit reach magnificent precision moon fall raucous discord earth catch war want peace tear division want unity live want fulfillment task need wait hand crisis spirit need answer spirit answer need look when listen well angel nature celebrate simple thing basic thing goodness decency love kindness greatness come simple trapping the simple thing one need today surmount divide cement unite low voice simple thing difficult year america suffer fever word inflate rhetoric promise deliver angry rhetoric fan discontent hatred bombastic rhetoric posture instead persuade learn stop shout speak quietly word hear voice for government listen strive listen new way voice quiet anguish voice speak word voice heart injure voice anxious voice voice despair hear that leave try bring that leave help catch for people set goal decent order make progress possible live secure reach hope task build go turn away old turn new past century government pass law spend money initiate program previous history pursue goal employment well house excellence education rebuild city improve rural area protect environment enhance quality life pres urgently forward shall plan day wealth transfer destruction war abroad urgent need people home the american dream come fall asleep but approach limit government our great need reach government enlist legion concern commit what government people the lesson past agony people people match magnitude task need energy people enlist grand enterprise importantly small splendid effort headline neighborhood newspaper instead national journal with build great cathedral spirit raise stone time reach neighbor help care offer life uninspiring ease life grim sacrifice ask join high adventure rich humanity excite time live the essence freedom share shape destiny until cause large man truly the way fulfillment use talent achieve nobility spirit inspire use measure shall promise know produce chart goal shall lift dream man fully free neighbor forward forward this mean black white nation the law catch conscience what remain life law ensure bear equal dignity god bear equal dignity man learn forward home let seek forward mankind let goal peace unknown welcome peace fragile strong peace temporary permanent after period confrontation enter era negotiation let nation know administration line communication open seek open world open idea open exchange good people world people great small live angry isolation expect friend try enemy that adversary invite peaceful competition conquer territory extend dominion enrich life man explore reach space let new world new world conquer new adventure share with will join let cooperate reduce burden arm strengthen structure peace lift poor hungry but tempt weakness let leave doubt strong need long need over past year come capital freshman congressman visit nation world come know leader world great force hatred fear divide world know peace come wish substitute day year patient prolong diplomacy know people world see hunger homeless child pain man wound battle grief mother lose son know ideology race know america know heart america good speak heart heart country deep concern suffer sorrow take oath today presence god countryman uphold defend constitution unite state oath add sacred commitment shall consecrate office energy wisdom summon cause peace nation let message hear strong weak alike the peace seek win victory people peace come heal wing compassion suffer understand oppose opportunity people earth choose destiny only short week ago share glory man sight world god see single sphere reflect light darkness apollo astronaut fly moon gray surface christmas eve speak beauty earth voice clear lunar distance hear invoke god bless goodness moment view moon move poet archibald macleish write earth truly small blue beautiful eternal silence float rider earth brother bright loveliness eternal cold brother know truly brother moment surpass technological triumph man turn thought home humanity see far perspective man destiny earth divisible tell far reach cosmos destiny lie star earth hand heart endure long night american spirit but eye catch dimness ray dawn let curse remain dark let gather light our destiny offer cup despair chalice opportunity let seize fear gladness rider earth let forward firm faith steadfast purpose cautious danger sustain confidence god promise man -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1973-Nixon.txt: -------------------------------------------------------------------------------- 1 | vice president speaker chief justice senator cook mrs eisenhower fellow citizen great good country share when meet year ago america bleak spirit depress prospect seemingly endless war abroad destructive conflict home meet today stand threshold new era peace world the central question how shall use peace let resolve era enter postwar period time retreat isolation lead stagnation home invite new danger abroad let resolve time great responsibility greatly bear renew spirit promise america enter century nation this past year see far reach result new policy peace continue revitalize traditional friendship mission peking moscow able establish base new durable pattern relationship nation world because america bold initiative long remember year great progress end world war last peace world the peace seek world flimsy peace merely interlude war peace endure generation come important understand necessity limitation america role maintain peace unless america work preserve peace peace unless america work preserve freedom freedom but let clearly understand new nature america role result new policy adopt past year shall respect treaty commitment shall support vigorously principle country right impose rule force shall continue era negotiation work limitation nuclear arm reduce danger confrontation great power shall share defend peace freedom world but shall expect share the time pass america nation conflict nation future responsibility presume tell people nation manage affair just respect right nation determine future recognize responsibility nation secure future just america role indispensable preserve world peace nation role indispensable preserve peace together rest world let resolve forward beginning let continue bring wall hostility divide world long build place bridge understand despite profound difference system government people world friend let build structure peace world weak safe strong respect right live different influence strength idea force arm let accept high responsibility burden gladly gladly chance build peace noble endeavor nation engage gladly act greatly meet responsibility abroad remain great nation remain great nation act greatly meet challenge home chance today history life well america ensure well education well health well house well transportation clean environment restore respect law community livable insure god give right american equal opportunity because range need great reach opportunity great let bold determination meet need new way just build structure peace abroad require turn away old policy fail build new era progress home require turn away old policy fail abroad shift old policy new retreat responsibility well way peace and home shift old policy new retreat responsibility well way progress abroad home key new responsibility lie place division responsibility live long consequence attempt gather power responsibility washington abroad home time come turn away condescend policy paternalism washington know well person expect act responsibly responsibility this human nature let encourage individual home nation abroad decide let locate responsibility place let measure that today offer promise purely governmental solution problem live long false promise trust government ask deliver this lead inflate expectation reduce individual effort disappointment frustration erode confidence government people government learn people people let remember america build government people welfare work shirk responsibility seek responsibility live let ask government challenge face let ask government help help your national government great vital role play and pledge government act act boldly lead boldly but important role play individual member community from day forward let solemn commitment heart bear responsibility live ideal dawn new age progress america celebrate anniversary nation proud fulfillment promise world america long difficult war come end let learn debate difference civility decency and let reach precious quality government provide new level respect right feeling new level respect individual human dignity cherish birthright american above time come renew faith america recent year faith challenge our child teach ashamed country ashamed parent ashamed america record home role world turn beset wrong america little right but confident judgment history remarkable time privilege live america record century unparalleled world history responsibility generosity creativity progress let proud produce provide freedom abundance widely share history world let proud war engage century include bring end fight selfish advantage help resist aggression let proud bold new initiative steadfastness peace honor break create world world know structure peace merely time generation come embark today era present challenge great nation generation face shall answer god history conscience way use year stand place hallow history think stand think dream america think recognize need help far order dream come true today ask prayer year ahead god help make decision right america pray help worthy challenge let pledge year well year america history birthday america young vital begin bright beacon hope world let forward confident hope strong faith sustain faith god create strive serve his purpose -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1977-Carter.txt: -------------------------------------------------------------------------------- 1 | for nation want thank predecessor heal land outward physical ceremony attest inner spiritual strength nation high school teacher miss julia coleman adjust change time hold unchanging principle here bible inauguration president take oath office bible mother give year ago open timeless admonition ancient prophet micah hath show you man good doth lord require you justly love mercy walk humbly thy god micah this inauguration ceremony mark new begin new dedication government new spirit president sense proclaim new spirit people provide two century ago nation birth milestone long quest freedom bold brilliant dream excite founder nation await consummation new dream set forth today urge fresh faith old dream ours society openly define term spirituality human liberty unique self definition give exceptional appeal impose special obligation moral duty assume invariably well interest you give great responsibility stay close worthy exemplify let create new national spirit unity trust your strength compensate weakness wisdom help minimize mistake let learn laugh work pray confident end triumph right the american dream endure faith country believe america well strong let recent mistake bring resurgent commitment basic principle nation know despise government future recall special time stand briefly magnificently unite time prize grasp but dwell remember glory afford drift reject prospect failure mediocrity inferior quality life person our government time competent compassionate high degree personal liberty struggle enhance equality opportunity our commitment human right absolute law fair natural beauty preserve powerful persecute weak human dignity enhance learn necessarily well great nation recognize limit answer question solve problem afford afford lack boldness meet future spirit individual sacrifice common good simply well our nation strong abroad strong home and know well way enhance freedom land demonstrate democratic worthy emulation true true behave foreign place violate rule standard home know trust nation earn essential strength the world dominate new spirit people numerous politically aware crave demand place sun benefit physical condition basic human right the passion freedom rise tap new spirit noble ambitious task america undertake day new begin help shape peaceful world truly humane strong nation maintain strength sufficient need prove combat quiet strength base merely size arsenal nobility idea vigilant vulnerable fight war poverty ignorance injustice enemy force honorably marshal purely idealistic nation let confuse idealism weakness because free indifferent fate freedom our moral sense dictate clearcut preference society share abide respect individual human right seek intimidate clear world dominate impunity inhospitable decency threat people the world engage massive armament race design ensure continue equivalent strength potential adversary pledge perseverance wisdom effort limit world armament necessary nation domestic safety and year step ultimate goal elimination nuclear weapon earth urge people join success mean life instead death within people unite state evident purposeful rekindle confidence and join hope time president end people nation that remember word micah renew search humility mercy justice tear barrier separate different race region religion mistrust build unity respect diversity productive work able perform strengthen american family basi society ensure respect law equal treatment law weak powerful rich poor enable people proud government hope nation world build last peace build weapon war international policy reflect precious value this goal accomplishment affirmation nation continue moral strength belief undiminished expand american dream -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1981-Reagan.txt: -------------------------------------------------------------------------------- 1 | senator hatfield chief justice president vice president bush vice president mondale senator baker speaker neill reverend moomaw fellow citizen today solemn momentous occasion history nation commonplace occurrence the orderly transfer authority call constitution routinely take place century stop think unique eye world year ceremony accept normal miracle president want fellow citizen know carry tradition gracious cooperation transition process show watch world unite people pledge maintain political guarantee individual liberty great degree thank people help maintain continuity bulwark republic the business nation go forward this unite state confront economic affliction great proportion suffer long wrong sustain inflation national history distort economic decision penalize thrift crush struggle young fix income elderly alike threaten shatter live million people idle industry cast worker unemployment cause human misery personal indignity that work deny fair return labor tax penalize successful achievement keep maintain productivity but great tax burden keep pace public spend for decade pile deficit deficit mortgage future child future temporary convenience present continue long trend guarantee tremendous social cultural political economic upheaval you individual borrow live mean limit period time why think collectively nation bind limitation act today order preserve tomorrow and let misunderstand go begin act begin today the economic ill suffer come decade they away day week month away they away americans capacity past need preserve great bastion freedom present crisis government solution problem from time time tempt believe society complex manage self rule government elite group superior government people but capable govern capacity govern all government bear burden the solution seek equitable group single pay high price hear special group our concern special group long neglect know sectional boundary ethnic racial division crosse political party line man woman raise food patrol street man mine factory teach child home heal sick professional industrialist shopkeeper clerk cabbie truckdrivers they short people breed call americans good administration objective healthy vigorous grow economy provide equal opportunity americans barrier bear bigotry discrimination putt america work mean putt americans work end inflation mean free americans terror runaway live cost all share productive work new begin share bounty revive economy with idealism fair play core strength strong prosperous america peace world begin let inventory nation government way and make special nation earth our government power grant people time check reverse growth government show sign have grow consent govern intention curb size influence federal establishment demand recognition distinction power grant federal government reserve state people all need remind federal government create state state create federal government now misunderstand intention away government work work stand ride government provide opportunity smother foster productivity stifle look answer year achieve prosper people earth land unleash energy individual genius man great extent freedom dignity individual available assure place earth the price freedom time high unwilling pay price coincidence present trouble parallel proportionate intervention intrusion live result unnecessary excessive growth government time realize great nation limit small dream believe loom inevitable decline believe fate matt believe fate fall creative energy command let begin era national renewal let renew determination courage strength and let renew faith hope right dream heroic dream that time hero know look you hero day go factory gate other handful numb produce food fee world you meet hero counter side counter there entrepreneur faith faith idea create new job new wealth opportunity they individual family taxis support government voluntary gift support church charity culture art education their patriotism quiet deep their value sustain national life word speak hero address hero speak citizen bless land your dream hope goal go dream hope goal administration help god shall reflect compassion makeup how love country love countryman love reach hand fall heal sick provide opportunity self sufficient equal fact theory can solve problem confront good answer unequivocal emphatic yes paraphrase winston churchill oath take intention preside dissolution world strong economy day ahead propose remove roadblock slow economy reduce productivity step take aim restore balance level government progress slow measure inch foot mile progress time reawaken industrial giant government mean lighten punitive tax burden and priority principle compromise eve struggle independence man great found father joseph warren president massachusetts congress say fellow americans our country danger despair depend fortune america you decide important question rest happiness liberty million unborn act worthy good believe americans today ready act worthy ready ensure happiness liberty child child child and renew land see have great strength world exemplar freedom beacon hope freedom neighbor ally share freedom strengthen historic tie assure support firm commitment match loyalty loyalty strive mutually beneficial relation use friendship impose sovereignty sovereignty sale enemy freedom potential adversary remind peace high aspiration american people negotiate sacrifice surrender our forbearance misunderstand our reluctance conflict misjudge failure when action require preserve national security act maintain sufficient strength prevail need know well chance have use strength above realize arsenal weapon arsenal world formidable moral courage free man woman weapon adversary today world weapon americans let understand practice terrorism prey neighbor tell ten thousand prayer meeting hold day deeply grateful nation god believe god intend free fit good think inauguration day future year declare day prayer this time history ceremony hold tell west front capitol stand face magnificent vista open city special beauty history end open mall shrine giant shoulder stand directly monument monumental man george washington father country man humility come greatness reluctantly lead america revolutionary victory infant nationhood off stately memorial thomas jefferson the declaration independence flame eloquence and reflect pool dignify column lincoln memorial whoever understand heart mean america life abraham lincoln beyond monument heroism potomac river far shore slope hill arlington national cemetery row row simple white marker bear crosse star david they add tiny fraction price pay freedom each marker monument kind hero speak early their live end place call belleau wood the argonne omaha beach salerno halfway world guadalcanal tarawa pork chop hill chosin reservoir rice paddy jungle place call vietnam under marker lie young man leave job small town barber shop france fame rainbow division there western kill try carry message battalion heavy artillery tell body diary flyleaf head pledge write word america win war therefore work save sacrifice endure fight cheerfully utmost issue struggle depend the crisis face today require kind sacrifice martin treptow thousand call require well effort willingness believe believe capacity perform great deed believe god help resolve problem confront and shouldn believe americans god bless thank -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1985-Reagan.txt: -------------------------------------------------------------------------------- 1 | senator mathias chief justice burger vice president bush speaker neill senator dole reverend clergy member family friend fellow citizen this day bright presence time absent senator john stennis god bless welcome there today representative gillis long louisiana leave night wonder join moment silent prayer moment silent prayer amen there word adequate express thank great honor bestow utmost deserve trust this senator mathias tell time people celebrate historic occasion when president george washington place hand bible stand single day journey horseback raw untamed wilderness there million americans union state today time union state light world invention go aid mankind world help journey moon safely return change and stand century ago when take oath year ago time economic stress voice raise say look past greatness glory but present day americans give look backward bless land well tomorrow four year ago speak new begin accomplish but sense new begin continuation begin create century ago time history government people say master servant power people allow that fail time fail ask thing government government equip yield authority national government properly belong state local government people allow taxis inflation rob earnings saving watch great industrial machine productive people earth slow numb unemployed increase know time renew faith strive strength ultimate individual freedom consistent orderly society believe limit growth human progress man woman free follow dream and right believe tax rate reduce inflation cut dramatically people employ history create nation vibrant robust alive but mountain climb rest american enjoy fullness freedom dignity opportunity birthright birthright citizen great republic meet challenge this year americans restore confidence tradition progress value faith family work neighborhood restate modern age economy finally free government grip effort meaningful arm reduction rebuild defense economy develope new technology help preserve peace trouble world americans courageously support struggle liberty self government free enterprise world turn tide history away totalitarian darkness warm sunlight human freedom fellow citizen nation poise greatness know right let history this golden year american revolution reborn freedom gain new life america reach well our party serve year well time great challenge come democrat republicans americans unite common cause two found father boston lawyer name adams virginia planter name jefferson member remarkable group meet independence hall dare think start world leave important lesson they political rival presidential election then year late retire age soften anger begin speak letter bond reestablish help create government anniversary declaration independence die they die day hour day 4 july letter exchange sunset live jefferson write carry time beset difficulty danger fellow laborer cause struggle valuable man right self government labor oar wave ahead threaten overwhelm pass harmless ride storm heart hand good heart hand let stand today one people god determine future shall worthy past repeat intentioned error past abuse trust work man woman send earnings futile chase spiral demand bloat federal establishment you elect end prescription disaster believe reelect reverse course heart effort idea vindicate straight month economic growth freedom incentive unleash drive entrepreneurial genius core human progress begin increase reward work saving investment reduce increase cost size government interference people live simplify tax fair bring rate work earn think anew new boldness american seek work work shall equal chance achieve great thing hero heal sick fee hungry protect peace nation leave world well place the time come new american emancipation great national drive tear economic barrier liberate spirit enterprise distress area country friend help god from new freedom spring new opportunity growth productive fulfill unite people strong america america lead technological revolution open mind heart soul treasure literature music poetry value faith courage love dynamic economy citizen work pay taxis strong tool bring budget deficit but unbroken year deficit spend finally bring time reckon come turn point moment hard decision ask cabinet staff question question and go forward program aim reach balance budget begin reduce national debt shortly submit budget congress aim freeze government program spend year beyond step permanently control government power tax spend act protect future generation government desire spend citizen money tax servitude bill come let unconstitutional federal government spend federal government take start return people state local government responsibility well handle now place federal government matter social compassion but fundamental goal reduce dependency upgrade dignity infirm disadvantage and grow economy support family community offer well chance society compassion way life old infirm care young yes unborn protect unfortunate look self and area federal government play old american remember time people different race creed ethnic origin land hatred prejudice install social custom yes law there story hearten history progress brotherhood man god intend let resolve turn hesitation road america rich dignity abundant opportunity citizen let resolve people build american opportunity society white black rich poor young old forward arm arm again let remember heritage blood line corner earth americans pledge carry well hope man earth speak domestic goal limitation national government now let turn task primary responsibility national government safety security people today utter prayer fervently ancient prayer peace earth yet history show peace come freedom preserve good there world scorn vision human dignity freedom one nation soviet union conduct great military buildup history man build arsenal awesome offensive weapon progress restore defense capability but remain there waver doubt america meet responsibility remain free secure peace there way safely legitimately reduce cost national security reduce need and try negotiation soviet union discuss limit increase nuclear weapon seek instead reduce numb seek total elimination day nuclear weapon face earth now decade soviets live threat mutual assure destruction resort use nuclear weapon retaliate destroy start logic morality believe threaten kill ten million people recourse threaten kill ten million theirs approve research program security shield destroy nuclear missile reach target wouldn kill people destroy weapon wouldn militarize space help demilitarize arsenal earth render nuclear weapon obsolete meet soviets hope agree way rid world threat nuclear destruction strive peace security hearten change since turn century numb democracy world grow fourfold human freedom march hemisphere freedom deep noble aspiration human spirit people worldwide hunger right self determination inalienable right human dignity progress america remain freedom staunch friend freedom well ally and world hope conquer poverty preserve peace every blow inflict poverty blow dark ally oppression war every victory human freedom victory world peace forward today nation mighty youth powerful purpose with alliance strengthen economy lead world new age economic expansion look forward world rich possibility and work act member political party americans friend live world light lightning change change endure transcend time history ribbon unfurl history journey and continue journey think travel stand step symbol democracy stand step hadn get cold now stand inside symbol democracy now hear echo past general fall knee hard snow valley forge lonely president pace darken hall ponder struggle preserve union man alamo encouragement settler push west sing song song echo forever fill unknowing air american sound hopeful big hearted idealistic dare decent fair that heritage song sing for problem difference old raise voice god author tender music and continue hold close world sound sound unity affection love people god dedicate dream freedom place human heart call pass dream wait hopeful world god bless god bless america -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1989-Bush.txt: -------------------------------------------------------------------------------- 1 | chief justice president vice president quayle senator mitchell speaker wright senator dole congressman michael fellow citizen neighbor friend there man earn last place heart history president reagan behalf nation thank wonderful thing america repeat word word oath take george washington year ago bible place hand bible place right memory washington today bicentennial inauguration washington remain father country and think gladden day today concrete expression stun fact continuity year government begin meet democracy porch good place talk neighbor friend for day nation difference moment suspend and act president prayer ask bow head heavenly father bow head thank you your love accept thank peace yield day share faith make continuance likely make strong your work will heed hear your write heart word use power help people for give power advance purpose great world there use power serve people help remember lord amen come assume presidency moment rich promise live peaceful prosperous time well for new breeze blow world refresh freedom reborn man heart fact day dictator the totalitarian era pass old idea blow away like leave ancient lifeless tree new breeze blow nation refresh freedom stand ready push there new grind break new action take there time future fog sit wait hope mist lift reveal right path but time future door walk right room call tomorrow great nation world move democracy door freedom man woman world free market door prosperity the people world agitate free expression free think door moral intellectual satisfaction liberty allow know work freedom work know right freedom right know secure prosperous life man earth free market free speech free election exercise free unhampered state for time century time history man invent live talk late night form government well wrest justice king summon act know guide hope saint crucial thing unity important thing diversity thing generosity america today proud free nation decent civil place help love know heart loudly proudly simple fact country mean strength force good but change nation time be enthrall material thing appreciative nobility work sacrifice friend sum possession they measure live heart know matter hope leave child big car big bank account hope sense mean loyal friend love parent citizen leave home neighborhood town well what want man woman work long that drive succeed stop ask sick child get well stay moment trade word friendship president government teach remember well but man choose lead government help difference celebrate quiet deep success gold silk well heart fine soul thing america wholly engage high moral principle people purpose today kind face nation gentle face world friend work there homeless lose roam there child love normalcy there free enslavement addiction drug welfare demoralization rule slum there crime conquer rough crime street there young woman help mother child care love they need care guidance education bless choose life the old solution old way think public money end problem but learn and case fund low deficit bring wallet need hard choice look allocate differently make decision base honest need prudent safety and wise thing turn resource time need grow goodness courage american people speak new engagement live new activism hand involve get job bring generation harness unused talent elderly unfocused energy young for leadership pass generation generation stewardship and generation bear 2 world war come age speak thousand point light community organization spread like star nation good work hand hand encourage lead lead reward work white house cabinet agency people program bright point light ask member government involve the old idea new old timeless duty sacrifice commitment patriotism find expression take pitch need new engagement executive congress the challenge thrash house senate bring federal budget balance and ensure america stand world unite strong peace fiscally sound but course thing difficult need compromise dissension need harmony chorus discordant voice for congress change time there grow certain divisiveness see hard look hear statement idea challenge motive and great party far apart untrusting way vietnam that war cleave but friend war begin earnest quarter century ago surely statute limitation reach this fact the final lesson vietnam great nation long afford sunder memory new breeze blow old bipartisanship new friend yes mean friend loyal opposition yes mean loyal hand putt hand speaker putt hand majority leader for thing this age offer hand turn clock want but father young speaker difference end water edge and wish turn time mother young majority leader congress executive capable work produce budget nation live let negotiate soon hard but end let produce the american people await action they send bicker they ask rise merely partisan crucial thing unity friend crucial world offer new engagement renew vow stay strong protect peace the offer hand reluctant fist strong great effect there today americans hold foreign land americans unaccounted assistance show long remember good beget good good faith spiral endlessly move great nation like great man word when america say america mean treaty agreement vow marble step try speak clearly candor compliment subtlety good place while keep alliance friendship world strong strong continue new closeness soviet union consistent security progress one new relationship reflect triumph hope strength experience but hope good strength vigilance here today ten thousand citizen feel understandable satisfaction take democracy see hope fulfill but thought turn past day watch home old fellow throw salute flag go woman tell son word battle hymn mean sentimental mean day like remember continuum inescapably connect tie bind our child watch school great land and thank watch democracy big day for democracy belong freedom like beautiful kite high high breeze and matt circumstance day life great nation president prince pope seek window man soul fact yearn great tolerance easy goingness attitude way life there clear area society rise unite express intolerance the obvious drug and cocaine smuggle ship deadly bacterium hurt body soul country and say word this scourge stop and tomorrow work begin mistrust future fear ahead for problem large heart large our challenge great great and flaw endless god love truly boundless some leadership high drama sound trumpet call but history book page day page act hopefulness mean the new breeze blow page turn story unfold and today chapter begin small stately story unity diversity generosity share write thank god bless god bless unite state america -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1993-Clinton.txt: -------------------------------------------------------------------------------- 1 | fellow citizen today celebrate mystery american renewal this ceremony hold depth winter word speak face world force spring spring reborn world old democracy bring forth vision courage reinvent america when founder boldly declare america independence world purpose almighty know america endure change not change change sake change preserve america ideal life liberty pursuit happiness though march music time mission timeless each generation american define mean american behalf nation salute predecessor president bush half century service america thank million man woman steadfastness sacrifice triumph depression fascism communism today generation raise shadow cold war assume new responsibility world warm sunshine freedom threaten ancient hatred new plague raise unrivalled prosperity inherit economy world strong weaken business failure stagnant wage increase inequality deep division people when george washington take oath swear uphold news travel slowly land horseback ocean boat now sight sound ceremony broadcast instantaneously tobillions world communication commerce global investment mobile technology magical ambition well life universal earn livelihood america today peaceful competition people earth profound powerful force shake remake world urgent question time change friend enemy this new world enrich live million americans able compete win but people work hard work cost health care devastate family threaten bankrupt enterprise great small fear crime rob law abide citizen freedom million poor child imagine live call lead change friend know face hard truth strong step instead drift drift erode resource fracture economy shake confidence though challenge fearsome strength americans restless quest hopeful people bring task today vision come from revolution civil war great depression civil right movement people muster determination construct crisis pillar history thomas jefferson believe preserve foundation nation need dramatic change time time good fellow americans time let embrace our democracy envy world engine renewal there wrong america cure right america and today pledge end era deadlock drift new season american renewal begin renew america bold generation invest people job future time cut massive debt world compete opportunity easy require sacrifice fairly not choose sacrifice sake sake provide nation way family provide child our founder see light posterity anyone watch child eye wander sleep know posterity posterity world come world hold ideal borrow planet bear sacred responsibility america well offer opportunity demand responsibility time break bad habit expect government let responsibility family community country renew america revitalize democracy this beautiful capitol like capitol dawn civilization place intrigue calculation powerful people maneuver position worry endlessly forget people toil sweat send pave way americans deserve well city today people want well let resolve reform politic power privilege long shout voice people let aside personal advantage feel pain promise america let resolve government place franklin roosevelt call bold persistent experimentation government tomorrow yesterday let capitol people belong renew america meet challenge abroad home there long clear division foreign domestic the world economy world environment world aid crisis world arm race affect today old order pass new world free stable communism collapse call forth old animosity new danger clearly america continue lead world while america rebuild home shrink challenge fail seize opportunity new world together friend ally work shape change lest engulf when vital interest challenge conscience international community defy act peaceful diplomacy possible force necessary the brave americans serve nation today persian gulf somalia stand testament resolve great strength power idea new land across world embrace rejoice our hope heart hand continent build democracy freedom their cause america cause the american people summon change celebrate today you raise voice unmistakable chorus cast vote historic number change face congress presidency political process yes fellow americans force spring now work season demand work turn all authority office ask congress join president congress government undertake this mission fellow americans play renewal challenge new generation young americans season service act idealism help trouble child keep company need reconnect tear community there enough million young spirit service serve recognize simple powerful truth need care today celebrate america rededicate idea america idea bear revolution renew century challenge idea temper knowledge fate fortunate unfortunate idea ennoble faith nation summon myriad diversity deep measure unity idea infuse conviction america journey long heroic journey forever upward and fellow americans stand edge century let begin anew energy hope faith discipline let work work the scripture say and let weary season shall reap faint from joyful mountaintop celebration hear service valley hear trumpet change guard way god help answer thank god bless -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/1997-Clinton.txt: -------------------------------------------------------------------------------- 1 | fellow citizen presidential inauguration century let lift eye challenge await century great good fortune time chance edge new century new millennium edge bright new prospect human affair moment define course character decade come old democracy forever young guide ancient vision promise land let set sight land new promise the promise america bear century bold conviction create equal extend preserve century nation spread continent save union abolish awful scourge slavery then turmoil triumph promise explode world stage american century and century america world mighty industrial power save world tyranny world war long cold war time reach globe million like long blessing liberty along way americans produce great middle class security old age build unrivaled center learn open public school split atom explore heaven invent microchip deepen wellspring justice make revolution civil right african americans minority extend circle citizenship opportunity dignity woman now time new century time choose begin century choice spread nation coast coast begin century choice harness industrial revolution value free enterprise conservation human decency that choice difference dawn century free people choose shape force information age global society unleash limitless potential people yes form perfect union when gather march new future certain today vow set clear course renew nation year touch tragedy exhilarate challenge strengthen achievement america stand world indispensable nation once economy strong earth once build strong family thrive community well educational opportunity clean environment problem destine deepen bend effort street safe record number fellow citizen move welfare work and resolve time great debate role government today declare government problem government solution american people solution our founder understand give democracy strong endure century flexible face common challenge advance common dream new day time change government change need new government new century humble try solve problem strong tool solve problem government small live mean yet stand value interest world americans power real difference everyday live government the preeminent mission new government americans opportunity guarantee real opportunity build well live beyond fellow citizen future our founder teach preservation liberty union depend responsible citizenship and need new sense responsibility new century there work work government teach child read hire people welfare roll come lock door shutter window help reclaim street drug gang crime take time live serve each way assume personal responsibility family neighbor nation our great responsibility embrace new spirit community new century for succeed succeed america the challenge past remain challenge future nation people common destiny will come come apart the divide race america constant curse and new wave immigrant give new target old prejudice prejudice contempt cloak pretense religious political conviction different this force nearly destroy nation past they plague they fuel fanaticism terror and torment live million fracture nation world this obsession cripple hate course hate rob succumb dark impulse lurk far region soul shall overcome and shall replace generous spirit people feel home our rich texture racial religious political diversity godsend century great reward come live learn work forge new tie bind new era approach broad outline ten year ago internet mystical province physicist today commonplace encyclopedia million schoolchild scientist decode blueprint human life cure fear illness close hand the world long divide hostile camp instead build bond nation adversary grow connection commerce culture chance lift fortune spirit people world and time history people planet live democracy dictatorship fellow americans look remarkable century ask hope follow surpass achievement century america avoid awful bloodshed stain legacy question american american land today answer resound yes this heart task with new vision government new sense responsibility new spirit community sustain america journey the promise seek new land land new promise new land education citizen prize possession our school high standard world ignite spark possibility eye girl boy and door high education open the knowledge power information age reach classroom library child parent child time work read play and plan kitchen table well home well job certain chance college our street echo laughter child try shoot sell drug anymore everyone work work today permanent class tomorrow grow middle class new miracle medicine reach claim care child hardworking family long deny stand mighty peace freedom maintain strong defense terror destruction our child sleep free threat nuclear chemical biological weapon port airport farm factory thrive trade innovation idea and world great democracy lead world democracy our land new promise nation meet obligation nation balance budget lose balance value nation grandparent secure retirement health care grandchild know reform necessary sustain benefit time nation fortify world productive economy protect great natural bounty water air majestic land and land new promise reform politic voice people speak loud din narrow interest regain participation deserve trust americans fellow citizen let build america nation move forward realize potential citizen prosperity power yes important maintain but let forget the great progress great progress human heart end world wealth thousand army match strength decency human spirit thirty year ago man life celebrate today speak end mall word move conscience nation like prophet old tell dream day america rise treat citizen equal law heart martin luther king dream american dream his quest quest ceaseless strive live true creed our history build dream labor and dream labor redeem promise america century effort pledge strength power office ask member congress join pledge the american people return office president party congress surely advance politic petty bicker extreme partisanship plainly deplore instead repairer breach america mission america demand deserve big thing big come small let remember timeless wisdom cardinal bernardin face end life say wrong waste precious gift time acrimony division fellow citizen waste precious gift time for journey live journey come end but journey america and fellow americans strong dare the demand time great different let meet faith courage patience grateful happy heart let shape hope day noble chapter history yes let build bridge bridge wide strong american cross bless land new promise may generation face name know lead beloved land new century american dream alive child american promise perfect union reality people america bright flame freedom spread world from height place summit century let forth may god strengthen hand good work ahead bless america -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/2001-Bush.txt: -------------------------------------------------------------------------------- 1 | president clinton distinguish guest fellow citizen peaceful transfer authority rare history common country with simple oath affirm old tradition new beginning begin thank president clinton service nation and thank vice president gore contest conduct spirit end grace honor humble stand america leader come follow place long story story continue end story new world friend liberator old story slave hold society servant freedom story power go world protect possess defend conquer american story story flaw fallible people unite generation grand endure ideal the grand ideal unfold american promise belong deserve chance insignificant person bear americans call enact promise live law and nation halt delay follow course through century america faith freedom democracy rock rage sea now seed wind take root nation our democratic faith creed country inborn hope humanity ideal carry trust bear pass and nearly year long way travel while citizen prosper doubt promise justice country the ambition americans limit fail school hide prejudice circumstance birth and difference run deep share continent country accept allow our unity union work leader citizen generation and solemn pledge work build single nation justice opportunity know reach guide power large create equal his image and confident principle unite lead onward america unite blood birth soil bind ideal background lift interest teach mean citizen every child teach principle every citizen uphold and immigrant embrace ideal make country american today affirm new commitment live nation promise civility courage compassion character america well match commitment principle concern civility civil society demand good respect fair deal forgiveness some believe politic afford petty time peace stake debate appear small but stake america small country lead cause freedom lead turn heart child knowledge character lose gift undermine idealism permit economy drift decline vulnerable suffer live call share civility tactic sentiment determine choice trust cynicism community chaos and commitment way share accomplishment america well courageous our national courage clear time depression war defend common danger define common good now choose example father mother inspire condemn courage time bless confront problem instead pass future generation together reclaim america school ignorance apathy claim young live reform social security medicare spare child struggle power prevent and reduce taxis recover momentum economy reward effort enterprise work americans build defense challenge lest weakness invite challenge confront weapon mass destruction new century spare new horror the enemy liberty country mistake america remain engage world history choice shape balance power favor freedom defend ally interest purpose arrogance meet aggression bad faith resolve strength and nation speak value give nation birth america well compassionate quiet american conscience know deep persistent poverty unworthy nation promise and view cause agree child risk fault abandonment abuse act god failure love and proliferation prison necessary substitute hope order soul where suffer duty americans need stranger citizen problem priority and diminish hopeless government great responsibility public safety public health civil right common school yet compassion work nation government and need hurt deep respond mentor touch pastor prayer church charity synagogue mosque lend community humanity honor place plan law many country know pain poverty listen and pledge nation goal when wound traveler road jericho pass america well place personal responsibility value expect encourage responsibility search scapegoat conscience and require sacrifice bring deep fulfillment fullness life option commitment and child community commitment set free our public depend private character civic duty family bond basic fairness uncounted unhonored act decency direction freedom sometimes life call great thing but saint time say day call small thing great love the important task democracy live lead principle advance conviction civility pursue public courage speak great justice compassion responsibility try live way bring value history care time what important government ask seek common good comfort defend need reform easy attack serve nation begin neighbor ask citizen citizen spectator citizen subject responsible citizen build community service nation character americans generous strong decent believe hold belief when spirit citizenship miss government program replace when spirit present wrong stand after declaration independence sign virginia statesman john page write thomas jefferson know race swift battle strong think angel ride whirlwind direct storm much time pass jefferson arrive inauguration the year change accumulate but theme day know nation grand story courage simple dream dignity story author fill time eternity purpose yet purpose achieve duty duty fulfill service never tire yield finish renew purpose today country generous affirm dignity live life this work continue this story go and angel ride whirlwind direct storm god bless god bless america -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/2005-Bush.txt: -------------------------------------------------------------------------------- 1 | vice president cheney chief justice president carter president bush president clinton member unite state congress reverend clergy distinguish guest fellow citizen day prescribe law mark ceremony celebrate durable wisdom constitution recall deep commitment unite country grateful honor hour mindful consequential time live determine fulfill oath swear witness 2 gather duty define word use history see for half century america defend freedom stand watch distant border after shipwreck communism come year relative quiet year repose year sabbatical¡xand come day see vulnerability¡xand see deep source for long region world simmer resentment tyranny¡xprone ideology fee hatred excuse murder¡xviolence gather multiply destructive power cross defend border raise mortal threat there force history break reign hatred resentment expose pretension tyrant reward hope decent tolerant force human freedom lead event common sense conclusion the survival liberty land increasingly depend success liberty land the well hope peace world expansion freedom world america¡¦s vital interest deep belief from day found proclaim man woman earth right dignity matchless value bear image maker heaven earth across generation proclaim imperative self government fit master deserve slave advance ideal mission create nation honorable achievement father now urgent requirement nation¡¦s security call time policy unite state seek support growth democratic movement institution nation culture ultimate goal end tyranny world this primarily task arm defend friend force arm necessary freedom nature choose defend citizen sustain rule law protection minority and soul nation finally speak institution arise reflect custom tradition different america impose style government unwilling our goal instead help voice attain freedom way the great objective end tyranny concentrate work generation the difficulty task excuse avoid america¡¦s influence unlimited fortunately oppress america¡¦s influence considerable use confidently freedom¡¦s cause solemn duty protect nation people attack emerge threat some unwisely choose test america¡¦s resolve firm persistently clarify choice ruler nation the moral choice oppression wrong freedom eternally right america pretend jail dissident prefer chain woman welcome humiliation servitude human aspire live mercy bully encourage reform government make clear success relation require decent treatment people america¡¦s belief human dignity guide policy right grudge concession dictator secure free dissent participation govern long run justice freedom human right human liberty some know question global appeal liberty¡xthough time history decade define swift advance freedom see odd time doubt americans people surprise power ideal eventually freedom come mind soul accept existence permanent tyranny accept possibility permanent slavery liberty come love today america speak anew people world all live tyranny hopelessness know unite state ignore oppression excuse oppressor when stand liberty stand democratic reformer face repression prison exile know america see future leader free country the ruler outlaw regime know believe abraham lincoln ¡§those deny freedom deserve rule god long retain the leader government long habit control need know serve people learn trust start journey progress justice america walk and ally unite state know honor friendship rely counsel depend help division free nation primary goal freedom¡¦s enemy the concerted effort free nation promote democracy prelude enemies¡¦ defeat today speak anew fellow citizen from ask patience hard task secure america grant good measure our country accept obligation difficult fulfill dishonorable abandon yet act great liberate tradition nation ten million achieve freedom and hope kindle hope million effort light well¡xa mind man warm feel power burn fight progress day untamed freedom reach dark corner world americans accept hard duty cause¡xin quiet work intelligence diplomacy idealistic work help raise free government dangerous necessary work fight enemy some show devotion country death honor lives¡xand honor name sacrifice all americans witness idealism time ask young citizen believe evidence eye you see duty allegiance determine face soldier you see life fragile evil real courage triumph make choice serve cause large want large yourself¡xand day add wealth country character america need idealism courage essential work home¡xthe unfinished work american freedom world move liberty determine mean promise liberty america¡¦s ideal freedom citizen dignity security economic independence instead labor edge subsistence this broad definition liberty motivate homestead act social security act bill right and extend vision reform great institution serve need time american stake promise future country bring high standard school build ownership society widen ownership home business retirement saving health insurance¡xpreparing people challenge life free society make citizen agent destiny fellow americans great freedom want fear society prosperous equal america¡¦s ideal freedom public depend private character¡xon integrity tolerance rule conscience live self government rely end govern self that edifice character build family support community standard sustain national life truth sinai sermon mount word koran vary faith people americans forward generation reaffirm good true come before¡xideals justice conduct yesterday today forever america¡¦s ideal freedom exercise right ennoble service mercy heart weak liberty mean independence our nation rely man woman look neighbor surround lose love americans well value life remember unwanted worth and country abandon habit racism carry message freedom baggage bigotry time from perspective single day include day dedication issue question country from viewpoint century question come narrow do generation advance cause freedom and character bring credit cause this question judge unite americans party background americans choice birth bind cause freedom know division heal forward great purposes¡xand strive good faith heal yet division define america feel unity fellowship nation freedom come attack response come like single hand single heart and feel unity pride america act good victim disaster give hope unjust encounter justice captive set free forward complete confidence eventual triumph freedom not history run wheel inevitability human choice event not consider choose nation god move choose will confidence freedom permanent hope mankind hunger dark place long soul when founder declare new order age soldier die wave wave union base liberty citizen march peaceful outrage banner ¡§freedom now¡¨¡xthey act ancient hope mean fulfill history ebb flow justice history visible direction set liberty author liberty when declaration independence read public liberty bell sound celebration witness say ¡§it ring mean time mean america young century proclaim liberty world inhabitant thereof renew strength¡xtested weary¡xwe ready great achievement history freedom may god bless watch unite state america -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/inaugural/2009-Obama.txt: -------------------------------------------------------------------------------- 1 | fellow citizen stand today humble task grateful trust bestow mindful sacrifice bear ancestor thank president bush service nation generosity cooperation show transition forty americans take presidential oath the word speak rise tide prosperity water peace yet oath take amidst gather cloud rage storm moment america carry simply skill vision high office people remain faithful ideal forbearers true found document generation americans that midst crisis understand our nation war far reach network violence hatred our economy badly weaken consequence greed irresponsibility collective failure hard choice prepare nation new age home lose job shed business shutter our health care costly school fail day bring evidence way use energy strengthen adversary threaten planet this indicator crisis subject datum statistic little measurable profound sap confidence land nag fear america decline inevitable generation low sight today challenge face real they they meet easily short spin time but know america meet day gather choose hope fear unity purpose conflict discord day come proclaim end petty grievance false promise recrimination wear dogma far long strangle politic remain young nation word scripture time come set aside childish thing the time come reaffirm endure spirit choose well history carry forward precious gift noble idea pass generation generation god give promise equal free deserve chance pursue measure happiness reaffirm greatness nation understand greatness give earn our journey shortcut settle path faint hearted prefer leisure work seek pleasure rich fame rather risk taker doer maker thing celebrate man woman obscure labor carry long rugged path prosperity freedom for pack worldly possession travel ocean search new life for toil sweatshop settle west endure lash whip plow hard earth for fight die place like concord gettysburg normandy khe sahn time man woman struggle sacrifice work till hand raw live well life they see america big sum individual ambition great difference birth wealth faction this journey continue today remain prosperous powerful nation earth our worker productive crisis begin our mind inventive good service need week month year our capacity remain undiminished but time stand pat protect narrow interest putt unpleasant decision time surely pass start today pick dust begin work remake america for look work the state economy call action bold swift act create new job lie new foundation growth build road bridge electric grid digital line fee commerce bind restore science rightful place wield technology wonder raise health care quality low cost harness sun wind soil fuel car run factory and transform school college university meet demand new age all all now question scale ambition suggest tolerate big plan their memory short for forget country free man woman achieve imagination join common purpose necessity courage what cynic fail understand grind shift beneath stale political argument consume long long apply the question ask today government big small work help family job decent wage care afford retirement dignify where answer yes intend forward where answer program end and manage public dollar hold account spend wisely reform bad habit business light day restore vital trust people government nor question market force good ill its power generate wealth expand freedom unmatched crisis remind watchful eye market spin control nation prosper long favor prosperous the success economy depend size gross domestic product reach prosperity ability extend opportunity will heart charity sure route common good common defense reject false choice safety ideal our found father face peril scarcely imagine draft charter assure rule law right man charter expand blood generation that ideal light world expedience sake and people government watch today grand capital small village father bear know america friend nation man woman child seek future peace dignity ready lead recall early generation face fascism communism missile tank sturdy alliance endure conviction they understand power protect entitle instead know power grow prudent use security emanate justness cause force example temper quality humility restraint keeper legacy guide principle meet new threat demand great effort great cooperation understand nation begin responsibly leave iraq people forge hard earn peace afghanistan with old friend foe work tirelessly lessen nuclear threat roll specter warm planet apologize way life waver defense seek advance aim induce terror slaughter innocent spirit strong break outlast defeat for know patchwork heritage strength weakness nation christians muslims jews hindus non believer shape language culture draw end earth taste bitter swill civil war segregation emerge dark chapter strong unite help believe old hatred shall someday pass line tribe shall soon dissolve world grow small common humanity shall reveal america play role usher new era peace muslim world seek new way forward base mutual mutual respect leader globe seek sow conflict blame society ill west know people judge build destroy cling power corruption deceit silence dissent know wrong history extend hand will unclench fist people poor nation pledge work alongside farm flourish let clean water flow nourish starve body fee hungry mind and nation like enjoy relative plenty long afford indifference suffer outside border consume world resource regard effect for world change change consider road unfold remember humble gratitude brave americans hour patrol far desert distant mountain they tell fall hero lie arlington whisper age honor guardian liberty embody spirit service willingness mean great and moment moment define generation precisely spirit inhabit for government ultimately faith determination american people nation rely kindness strange levee break selflessness worker cut hour friend lose job see dark hour firefighter courage storm stairway fill smoke parent willingness nurture child finally decide fate our challenge new the instrument meet new but value success depend honesty hard work courage fair play tolerance curiosity loyalty patriotism thing old this thing true they quiet force progress history what demand return truth what require new era responsibility recognition american duty nation world duty grudgingly accept seize gladly firm knowledge satisfy spirit define character give difficult task this price promise citizenship this source confidence knowledge god call shape uncertain destiny this mean liberty creed man woman child race faith join celebration magnificent mall man father year ago serve local restaurant stand sacred oath let mark day remembrance far travel year america birth cold month small band patriot huddle dye campfire shore icy river the capital abandon the enemy advance the snow stain blood moment outcome revolution doubt father nation order word read people let tell future world depth winter hope virtue survive city country alarm common danger come forth meet america face common danger winter hardship let remember timeless word with hope virtue let brave icy current endure storm come let say child child test refuse let journey end turn falter eye fix horizon god grace carry forth great gift freedom deliver safely future generation thank god bless and god bless unite state america -------------------------------------------------------------------------------- /workshop-2-topic-modelling/data/saved/1-dictionary.gensim: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mchesterkadwell/intro-to-text-mining-with-python/9dcac48d43f40f6919cbe6db48793a80edd8f68a/workshop-2-topic-modelling/data/saved/1-dictionary.gensim 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