diff --git a/Analysis and Visualization.ipynb b/Analysis and Visualization.ipynb index 81bdf784402aef5edfbf07839b20f6408b7f7465..6053fb10b630ed097f64ce9b69e4a7a77f707226 100644 --- a/Analysis and Visualization.ipynb +++ b/Analysis and Visualization.ipynb @@ -5,12 +5,12 @@ "id": "8482bb24-77b9-4ae0-b855-f6f1a437d623", "metadata": {}, "source": [ - "# Analysis and Visualization" + "# Analysis und Visualisierung" ] }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 144, "id": "393f3271-3e86-4f7a-9ba0-9156bcce6bec", "metadata": {}, "outputs": [], @@ -20,6 +20,8 @@ "from lxml import etree\n", "from matplotlib import pyplot as plt\n", "import re\n", + "from PIL import Image\n", + "from wordcloud import WordCloud, STOPWORDS\n", "\n", "ns = {\n", " 'srw': 'http://www.loc.gov/zing/srw/',\n", @@ -29,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 145, "id": "330c4249-697b-42ae-8efd-c6ea21f6d5df", "metadata": {}, "outputs": [], @@ -67,28 +69,78 @@ "id": "9330d3b3-139a-4db6-b5c1-bc33373b1b00", "metadata": {}, "source": [ - "## Kategorien\n", + "## Relevante Datenfelder für die Visualisierung\n", "\n", - "Titel - Wortwolke? `'1.0.245'`\n", + "Titel → Wortwolke, Feld: `'1.0.245'`\n", + " \n", + "Sprachen/Sprachcodes → Balkendiagramm, Feld: `' . .041'`\n", "\n", - "Sprachen/Sprachcodes - Balken-/Tortendiagramm `' . .041'`\n", + "Veröffentlichungsort → Histogramm, Feld: `' .1.264'`\n", "\n", - "Veröffentlichungsort - Karte `' .1.264'`\n", + "Veröffentlichungsjahr → Histogramm, Feld: `' .1.264'`\n", "\n", - "Veröffentlichungsjahr - Histogramm `' .1.264'`\n", + "Seitenumfang → Histogramm, Feld: `' . .300'`" + ] + }, + { + "cell_type": "markdown", + "id": "fe462876-9090-45fc-bb68-8a26c4c0bcd9", + "metadata": {}, + "source": [ + "## Wortwolke aus den Titeln" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "528bee38-1a74-4ade-9b32-22a3f6aff722", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sw_lis = open('data/stopwords-de.txt', 'r').readlines()\n", + "sw_lis_clean = [sw.replace('\\n', '') for sw in sw_lis]\n", + "stopwords =set(sw_lis_clean).union(STOPWORDS)\n", + "\n", + "titles = cat_df['1.0.245'].dropna().apply(lambda x: ' '.join(elm[1] for elm in x))\n", + "text = ' '.join(titles)\n", + "onb_mask = np.array(Image.open('img/onb_logo_mask.png'))\n", "\n", - "Umfang - Histogramm? `' . .300'`" + "wordcloud = WordCloud(background_color='white', max_words=500, max_font_size=70, stopwords=stopwords, mask=onb_mask, contour_width=3, contour_color='steelblue').generate(text)\n", + "plt.figure()\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.savefig('img/wordcloud.png', dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "93c7a08d-4dd5-44b9-a6f2-8be6106cce3d", + "metadata": {}, + "source": [ + "## Zählung der angegebenen Sprachen" ] }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 136, "id": "90afd0d8-4e64-4690-92c0-0b43465f1375", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -99,21 +151,137 @@ ], "source": [ "languages = cat_df[' . .041'].apply(lambda x: list(set(elm[1] for elm in x)))\n", - "languages_flat = [l for lang in languages for l in lang]\n", + "languages_flat = pd.Series(sorted([l for lang in languages for l in lang]))\n", + "labels = languages_flat.value_counts().index\n", + "positions = range(len(labels))\n", + "counts = languages_flat.value_counts().values\n", "\n", - "plt.hist(languages_flat)\n", + "plt.bar(positions, counts, tick_label=labels)\n", + "plt.title('Häufigkeiten der Erwähnungen von Sprachcodes')\n", + "plt.savefig('img/lang_codes.png')\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "f0b8fd44-7467-436f-b050-86349ad081e0", + "metadata": {}, + "source": [ + "## Ortsangabe visualisieren" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "0e18852e-d66d-412a-b6c2-66ad8de2afd2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def extract_place(row):\n", + " place_reg = re.compile(r'[A-Z][a-z]+')\n", + " place_match = place_reg.search(row[0][1])\n", + " if place_match:\n", + " return place_match[0]\n", + " else:\n", + " return pd.NA\n", + "\n", + "places = cat_df[' .1.264'].dropna().apply(lambda x: extract_place(x)).dropna()\n", + "\n", + "labels = places.value_counts().index\n", + "positions = range(len(labels))\n", + "counts = places.value_counts().values\n", + "\n", + "plt.bar(positions, counts, tick_label=labels)\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.title('Häufigkeiten der Ortsangaben')\n", + "plt.savefig('img/places.png', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "526d5725-e5d2-488f-9492-d95d68a47cc7", + "metadata": {}, + "source": [ + "## Jahresangabe visualisieren" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "76d8aa5d-07cd-45c1-8480-e201dfe144b0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def extract_year(row):\n", + " y_reg = re.compile(r'\\d{4}')\n", + " for tup in row:\n", + " if tup[0] == 'c':\n", + " year_match = y_reg.search(tup[1])\n", + " if year_match:\n", + " return int(year_match[0])\n", + " return pd.NA\n", + "\n", + "years = cat_df[' .1.264'].dropna().apply(lambda x: extract_year(x)).dropna()\n", + "year_counts = years.value_counts().values\n", + "year_labels = list(years.value_counts().index)\n", + "tick_labels = range(min(years), max(years))\n", + "tick_heights = []\n", + "for pos in tick_labels:\n", + " if pos in year_labels:\n", + " i = year_labels.index(pos)\n", + " tick_heights.append(year_counts[i])\n", + " else:\n", + " tick_heights.append(0)\n", + "\n", + "# formatted_tick_labels = [\"'\" + str(tick)[-2:] for tick in tick_labels]\n", + "\n", + "plt.bar(tick_labels, tick_heights, tick_label=tick_labels)\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.title('Häufigkeiten der Jahresangaben')\n", + "plt.savefig('img/years.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0953054a-a759-4f80-bf21-d7e09de0796a", + "metadata": {}, + "source": [ + "## Seitenumfang der Werke" + ] + }, { "cell_type": "code", - "execution_count": 176, + "execution_count": 140, "id": "fa89d604-2182-48ec-8d54-f50c90c51026", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -125,57 +293,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 106\n", - "1 44\n", - "2 20\n", - "3 311\n", - "4 \n", - "5 20\n", - "6 108\n", - "7 61\n", - "8 228\n", - "9 133\n", - "10 152\n", - "11 155\n", - "12 99\n", - "13 329\n", - "14 557\n", - "15 246\n", - "16 183\n", - "17 176\n", - "18 72\n", - "19 157\n", - "20 37\n", - "21 12\n", - "22 71\n", - "23 92\n", - "24 282\n", - "25 76\n", - "26 177\n", - "27 70\n", - "28 76\n", - "29 77\n", - "30 173\n", - "31 232\n", - "32 159\n", - "33 509\n", - "34 256\n", - "35 172\n", - "36 151\n", - "37 192\n", - "38 134\n", - "39 152\n", - "40 213\n", - "41 448\n", - "42 416\n", - "43 373\n", - "44 384\n", - "45 111\n", - "46 111\n", - "47 111\n", - "48 60\n", - "49 60\n", - "Name: . .300, dtype: object\n" + "Mittlerer Seitenumfang: 174.3673469387755\n" ] } ], @@ -195,10 +313,16 @@ " return num\n", "\n", "pages = cat_df[' . .300'].apply(lambda x: get_amount(x))\n", + "p_mean = np.mean(pages)\n", "\n", - "plt.hist(pages.dropna())\n", + "fig, ax = plt.subplots()\n", + "ax.hist(pages.dropna())\n", + "plt.axline((p_mean, 0), (p_mean, 14), color='red', linewidth=2)\n", + "plt.title('Histogramm der Seitenumfänge der Werke')\n", + "ax.set_xlabel('Seitenumfang')\n", + "plt.savefig('img/lengths.png')\n", "plt.show()\n", - "print(pages)" + "print('Mittlerer Seitenumfang:', np.mean(pages))" ] }, { diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..aefecb76620e877bb3af9bcee8ce98461888a998 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Österreichische Nationalbibliothek + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md index 8790ac4b8d9af3ac94c6a108d3b34ca41b0fcf1a..66bb1792dfbaab68541817d979066b86cf6ac73a 100644 --- a/README.md +++ b/README.md @@ -1,38 +1,25 @@ -# Translations Catalogue Metadata +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/git/https%3A%2F%2Flabs.onb.ac.at%2Fgitlab%2Flabs-team%2Ftranslations-catalogue-metadata/master) -## Name -Choose a self-explaining name for your project. +# Translations Catalogue Metadata ## Description -Let people know what your project can do specifically. Provide context and add a link to any reference visitors might be unfamiliar with. A list of Features or a Background subsection can also be added here. If there are alternatives to your project, this is a good place to list differentiating factors. +... ## Visuals -Depending on what you are making, it can be a good idea to include screenshots or even a video (you'll frequently see GIFs rather than actual videos). Tools like ttygif can help, but check out Asciinema for a more sophisticated method. - -## Installation -Within a particular ecosystem, there may be a common way of installing things, such as using Yarn, NuGet, or Homebrew. However, consider the possibility that whoever is reading your README is a novice and would like more guidance. Listing specific steps helps remove ambiguity and gets people to using your project as quickly as possible. If it only runs in a specific context like a particular programming language version or operating system or has dependencies that have to be installed manually, also add a Requirements subsection. - -## Usage -Use examples liberally, and show the expected output if you can. It's helpful to have inline the smallest example of usage that you can demonstrate, while providing links to more sophisticated examples if they are too long to reasonably include in the README. -## Support -Tell people where they can go to for help. It can be any combination of an issue tracker, a chat room, an email address, etc. +Word cloud of all titles in the example dataset: -## Roadmap -If you have ideas for releases in the future, it is a good idea to list them in the README. +![Word cloud of titles](./img/wordcloud.png) -## Contributing -State if you are open to contributions and what your requirements are for accepting them. +Example plots that help to understand the example dataset: -For people who want to make changes to your project, it's helpful to have some documentation on how to get started. Perhaps there is a script that they should run or some environment variables that they need to set. Make these steps explicit. These instructions could also be useful to your future self. +| | | +|:-------------------------:|:-------------------------:| +|lang codes|lengths| +|places|years| -You can also document commands to lint the code or run tests. These steps help to ensure high code quality and reduce the likelihood that the changes inadvertently break something. Having instructions for running tests is especially helpful if it requires external setup, such as starting a Selenium server for testing in a browser. - -## Authors and acknowledgment -Show your appreciation to those who have contributed to the project. - -## License -For open source projects, say how it is licensed. - -## Project status -If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers. +## Installation +Install the necessary requirements via `pip` with +``` +pip install -r requirements.txt +``` diff --git a/data/stopwords-de.txt b/data/stopwords-de.txt new file mode 100644 index 0000000000000000000000000000000000000000..b3c8c66fb5fb1febc1445ba2dce54c10806966d5 --- /dev/null +++ b/data/stopwords-de.txt @@ -0,0 +1,620 @@ +a +ab +aber +ach +acht +achte +achten +achter +achtes +ag +alle +allein +allem +allen +aller +allerdings +alles +allgemeinen +als +also +am +an +ander +andere +anderem +anderen +anderer +anderes +anderm +andern +anderr +anders +au +auch +auf +aus +ausser +ausserdem +außer +außerdem +b +bald +bei +beide +beiden +beim +beispiel +bekannt +bereits +besonders +besser +besten +bin +bis +bisher +bist +c +d +d.h +da +dabei +dadurch +dafür +dagegen +daher +dahin +dahinter +damals +damit +danach +daneben +dank +dann +daran +darauf +daraus +darf +darfst +darin +darum +darunter +darüber +das +dasein +daselbst +dass +dasselbe +davon +davor +dazu +dazwischen +daß +dein +deine +deinem +deinen +deiner +deines +dem +dementsprechend +demgegenüber +demgemäss +demgemäß +demselben +demzufolge +den +denen +denn +denselben +der +deren +derer +derjenige +derjenigen +dermassen +dermaßen +derselbe +derselben +des +deshalb +desselben +dessen +deswegen +dich +die +diejenige +diejenigen +dies +diese +dieselbe +dieselben +diesem +diesen +dieser +dieses +dir +doch +dort +drei +drin +dritte +dritten +dritter +drittes +du +durch +durchaus +durfte +durften +dürfen +dürft +e +eben +ebenso +ehrlich +ei +ei, +eigen +eigene +eigenen +eigener +eigenes +ein +einander +eine +einem +einen +einer +eines +einig +einige +einigem +einigen +einiger +einiges +einmal +eins +elf +en +ende +endlich +entweder +er +ernst +erst +erste +ersten +erster +erstes +es +etwa +etwas +euch +euer +eure +eurem +euren +eurer +eures +f +folgende +früher +fünf +fünfte +fünften +fünfter +fünftes +für +g +gab +ganz +ganze +ganzen +ganzer +ganzes +gar +gedurft +gegen +gegenüber +gehabt +gehen +geht +gekannt +gekonnt +gemacht +gemocht +gemusst +genug +gerade +gern +gesagt +geschweige +gewesen +gewollt +geworden +gibt +ging +gleich +gott +gross +grosse +grossen +grosser +grosses +groß +große +großen +großer +großes +gut +gute +guter +gutes +h +hab +habe +haben +habt +hast +hat +hatte +hatten +hattest +hattet +heisst +her +heute +hier +hin +hinter +hoch +hätte +hätten +i +ich +ihm +ihn +ihnen +ihr +ihre +ihrem +ihren +ihrer +ihres +im +immer +in +indem +infolgedessen +ins +irgend +ist +j +ja +jahr +jahre +jahren +je +jede +jedem +jeden +jeder +jedermann +jedermanns +jedes +jedoch +jemand +jemandem +jemanden +jene +jenem +jenen +jener +jenes +jetzt +k +kam +kann +kannst +kaum +kein +keine +keinem +keinen +keiner +keines +kleine +kleinen +kleiner +kleines +kommen +kommt +konnte +konnten +kurz +können +könnt +könnte +l +lang +lange +leicht +leide +lieber +los +m +machen +macht +machte +mag +magst +mahn +mal +man +manche +manchem +manchen +mancher +manches +mann +mehr +mein +meine +meinem +meinen +meiner +meines +mensch +menschen +mich +mir +mit +mittel +mochte +mochten +morgen +muss +musst +musste +mussten +muß +mußt +möchte +mögen +möglich +mögt +müssen +müsst +müßt +n +na +nach +nachdem +nahm +natürlich +neben +nein +neue +neuen +neun +neunte +neunten +neunter +neuntes +nicht +nichts +nie +niemand +niemandem +niemanden +noch +nun +nur +o +ob +oben +oder +offen +oft +ohne +ordnung +p +q +r +recht +rechte +rechten +rechter +rechtes +richtig +rund +s +sa +sache +sagt +sagte +sah +satt +schlecht +schluss +schon +sechs +sechste +sechsten +sechster +sechstes +sehr +sei +seid +seien +sein +seine +seinem +seinen +seiner +seines +seit +seitdem +selbst +sich +sie +sieben +siebente +siebenten +siebenter +siebentes +sind +so +solang +solche +solchem +solchen +solcher +solches +soll +sollen +sollst +sollt +sollte +sollten +sondern +sonst +soweit +sowie +später +startseite +statt +steht +suche +t +tag +tage +tagen +tat +teil +tel +tritt +trotzdem +tun +u +uhr +um +und +uns +unse +unsem +unsen +unser +unsere +unserer +unses +unter +v +vergangenen +viel +viele +vielem +vielen +vielleicht +vier +vierte +vierten +vierter +viertes +vom +von +vor +w +wahr +wann +war +waren +warst +wart +warum +was +weg +wegen +weil +weit +weiter +weitere +weiteren +weiteres +welche +welchem +welchen +welcher +welches +wem +wen +wenig +wenige +weniger +weniges +wenigstens +wenn +wer +werde +werden +werdet +weshalb +wessen +wie +wieder +wieso +will +willst +wir +wird +wirklich +wirst +wissen +wo +woher +wohin +wohl +wollen +wollt +wollte +wollten +worden +wurde +wurden +während +währenddem +währenddessen +wäre +würde +würden +x +y +z +z.b +zehn +zehnte +zehnten +zehnter +zehntes +zeit +zu +zuerst +zugleich +zum +zunächst +zur +zurück +zusammen +zwanzig +zwar +zwei +zweite +zweiten +zweiter +zweites +zwischen +zwölf +über +überhaupt +übrigens \ No newline at end of file diff --git a/img/lang_codes.png b/img/lang_codes.png new file mode 100644 index 0000000000000000000000000000000000000000..a0ca8bfd82e9edc3a34e306430920359c8d10a4e Binary files /dev/null and b/img/lang_codes.png differ diff --git a/img/lengths.png b/img/lengths.png new file mode 100644 index 0000000000000000000000000000000000000000..c90abe0b995dc9335f2ec90fda2e0d4023c3728f Binary files /dev/null and b/img/lengths.png differ diff --git a/img/onb_logo_mask.png b/img/onb_logo_mask.png new file mode 100644 index 0000000000000000000000000000000000000000..843a49f2be48d3413d625e808a9db9c9d1f11ea6 Binary files /dev/null and b/img/onb_logo_mask.png differ diff --git a/img/places.png b/img/places.png new file mode 100644 index 0000000000000000000000000000000000000000..16eb08886bab3872edb066667c00f5290ffe97ed Binary files /dev/null and b/img/places.png differ diff --git a/img/wordcloud.png b/img/wordcloud.png new file mode 100644 index 0000000000000000000000000000000000000000..e501eeb8db5f94bac05917b156ede7571cee0fd5 Binary files /dev/null and b/img/wordcloud.png differ diff --git a/img/years.png b/img/years.png new file mode 100644 index 0000000000000000000000000000000000000000..f10b4861dadfdc6473be9b464c7e258735dc2c26 Binary files /dev/null and b/img/years.png differ diff --git a/requirements.txt b/requirements.txt index f7440bc1a315c5ff5d6dbb0ae6c2dee5163d8e0f..fb6736552b27b56d01bfe5fad76df5e4f52f740c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,3 +3,4 @@ lxml matplotlib numpy pandas +wordcloud