diff --git a/README.md b/README.md index 3c5c049..1b9e704 100644 --- a/README.md +++ b/README.md @@ -3,8 +3,8 @@ component-id: ontology-network name: Polifonia Ontology Network (PON) description: Top level description of the ontology modules in the Polifonia Ontology Network, with pointers to each of its submodules. type: Ontology -release-date: 21/02/2022 -release-number: v0.1 +release-date: 09/05/2023 +release-number: v1.0 work-package: - WP2 licence: CC BY 4.0, https://creativecommons.org/licenses/by/4.0/ @@ -30,6 +30,7 @@ credits: - https://github.com/jonnybluesman - https://github.com/delfimpandiani - https://github.com/andreamust +- https://github.com/n28div --- # Polifonia Ontology Network diff --git a/resources/survey_responses_40.csv b/resources/survey_responses_40.csv new file mode 100644 index 0000000..ff45849 --- /dev/null +++ b/resources/survey_responses_40.csv @@ -0,0 +1,41 @@ +"Timestamp","Your background - I am a researcher or practitioner in (select all that apply):","When I work with music-related data, this typically involves/includes (select all that apply):","I have encountered the need for modeling music related data and resources with ontologies (choose 3 if not applicable).","My research or project work related to music data comprises multiple stakeholders with varied requirements.","Are you familiar with or already using any existing music ontologies or vocabularies? (select all that apply or specify if not mentioned here) ","I have found the reuse or extension of the existing ontologies to be a challenging task (choose 3 if not applicable).","I have found the interoperability of two or more existing ontologies (e.g. combining them) to be a challenging task (choose 3 if not applicable).","I think that the existing ontologies are lacking in their coverage of concepts related to music history and musical cultural heritage.","I think that there is a lack of high-quality, varied, and large datasets containing competency questions about music history and cultural heritage.","I am interested in using an ontology that describes the metadata related to artists, compositions, performances, recordings, and links pertaining to different musical genres, time periods and datasets.","I am interested in using an ontology that represents the sources of music such as manuscripts, collections and related information such as creator, type and context of the source.","I am interested in using an ontology dedicated to the description and categorization of musical instruments as well as their evolution over time and place. ","I am interested in using an ontology that enables interoperability between different music notations while reusing existing ontologies.","I am interested in using a high-quality, varied, and large dataset of competency questions about music history and cultural heritage.","Please, provide a short description of how you would be using music ontologies and/or competency questions in your work/projects. ","If you have further comments, please write them below." +"2023/05/01 6:27:34 pm CET","Music Information Retrieval","Symbolic notation -- this question will only accept one answer; I also use music metatdata and theory and notation .... ","4","4","Issues of genre classification ... and different representations of the same piece (score, recording, etc.)","3","3","4","5","4","5","1","4","3","I'm not so clear on how using ontologies would help my work","" +"2023/05/01 6:31:04 pm CET","All of the above ","Music metadata","5","5","MELD;CALMA Vocabulary;Etree Vocabulary;Timeline Ontology","2","2","4","3","5","4","5","5","5","Representing performance ","" +"2023/05/01 7:40:44 pm CET","Soundscapes","Texts and images","5","5","None","5","4","2","4","1","5","5","1","5","Na","" +"2023/05/01 7:44:00 pm CET","Semantic Web","Music metadata","5","5","Music Ontology","3","1","4","3","5","4","4","3","3","Not currently active in the field, but generally interested in capturing performance and studio metadata.","" +"2023/05/01 7:57:43 pm CET","Computational Musicology","Music theory and notation","1","3","none of the above","3","4","4","3","1","3","3","3","3","I have no focus on music ontologies. We work with extensive repertories of encoded data including basic metadata. ","" +"2023/05/01 8:56:27 pm CET","Music Information Retrieval","Music annotations","4","2","DOREMUS;Music Ontology;MELD;MusicXML Ontology;OMRAS2 Chord Ontology","3","3","4","4","5","5","4","5","4","-","" +"2023/05/01 10:23:12 pm CET","Semantic Web;Computational Musicology;Music Information Retrieval","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations","4","4","DOREMUS;Music Ontology;MELD","4","4","4","4","4","4","4","3","4","Music queries","" +"2023/05/02 7:57:37 am CET","Semantic Web","Music metadata","2","2","MusicXML Ontology;MEI","2","4","2","3","3","3","2","2","3"," ","" +"2023/05/02 7:59:37 am CET","Music Information Retrieval","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations","4","5","Music Ontology;MELD;Audio Features Ontology","3","3","3","5","5","5","5","5","3","for establishing links between all the (digital) artefacts / works covered","" +"2023/05/02 8:42:56 am CET","I work for a research funder","project monitoring","3","5","not applicable","3","3","3","4","5","4","4","5","5","It seems to me that musicological studies are subject to an enormous and fundamental shift in scholarship, a more complex shift than the one in textual studies (and in some social sciences fields) which has already taken place.","I work for a research funder. I consider as a main challenge the lack of adeqequate repositories for such research, the produced datasets produced by such research and their long term curation. As a project funder, we are interested in supporting research with long term scholarly impact (and not data graveyards). Coherent ontologies (and their interoperability) may be an important element in this respect." +"2023/05/02 9:09:43 am CET","Computational Musicology;Music Information Retrieval","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations;Audio Data","5","5","DOREMUS;Music Ontology;MELD;Audio Features Ontology;Music Instrument taxonomies;MusicXML Ontology;Studio Ontology;Timeline Ontology;Tonality Ontology","3","2","5","5","5","5","5","5","5","My work centers on creating mappings between data standardisations in order to bring them together to focus on a musicological/cultural question. The most challenging is the inclusion of audio data, with its immensely fine granularity, in dialogue with ontologies that are more abstract/conceptual oriented. The closest I have devised is a set of nested networks, but these are primarily for project specific needs.","" +"2023/05/02 9:45:28 am CET","Computational Musicology","Music metadata;Instruments / Medium of performance;Music annotations","5","5","DOREMUS;Music Instrument taxonomies;MusicXML Ontology","3","3","3","4","4","4","4","2","4","to make categories more precise or establish them more universal based on different data sets","" +"2023/05/02 9:46:12 am CET","Semantic Web;Computational Musicology;Music Information Retrieval","Music metadata;Music theory and notation;Music annotations","5","5","DOREMUS;Music Ontology;MELD;Audio Features Ontology;CALMA Vocabulary;Etree Vocabulary;MUSO Ontology;Music Instrument taxonomies;MusicXML Ontology;OMRAS2 Chord Ontology;Segment Ontology;Similarity Ontology;Timeline Ontology;MusicOWL, MIDI LD Cloud","2","4","5","5","5","5","4","4","4","Interconnection of online and user-contributed music resources; study of music reception / discourse in the context of competency","Regarding interoperability between different music notations, I would caution to introduce new ontologies in favour of re-use of established encoding frameworks, particularly MEI which i) has benefited from several decades of domain-expert consideration and ii) already is capable of modelling several different notation types, with relatively straightforward extension mechanisms in place in case further ones are required" +"2023/05/02 10:25:46 am CET","Computational Musicology","Music metadata;Instruments / Medium of performance","3","5","Music Theory Ontology","3","5","3","3","4","4","4","4","3","TBD","" +"2023/05/02 11:16:38 am CET","Semantic Web;Computational Musicology","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations;Philological aspects of music (source descriptions etc.)","5","4","DOREMUS;Music Ontology;MELD;Audio Features Ontology;Etree Vocabulary;OMRAS2 Chord Ontology;Segment Ontology;Similarity Ontology;Studio Ontology;Timeline Ontology;Tonality Ontology","5","5","5","5","5","5","4","5","5","For scholarly music edition: Interlinking of different parts of the editions (notation, metadata, critical reports, or even sound) informed by different competency questions","" +"2023/05/02 11:43:15 am CET","Semantic Web;Computational Musicology;Music Information Retrieval","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations","5","4","DOREMUS;MusicXML Ontology","4","4","2","3","4","4","5","5","3","In my own research I mainly use MIR techniques (audio descriptor analysis) for analysis. I am interested in exploring the links that can be made with this kind of data and more general (and metadata-driven) informationt hat is described with ontologies.","" +"2023/05/02 11:47:16 am CET","Music Information Retrieval;Music Education","Music theory and notation;Music annotations","4","4","Music Ontology;MELD;MusicXML Ontology","4","5","5","4","5","4","5","5","5","Performers sheet music annotations","" +"2023/05/02 12:04:55 pm CET","Semantic Web","never worked on music data before","3","3","not familiar","4","5","3","3","3","3","3","3","3","not in the field, therefore probably my replies are not very useful. i'm curious about the levels of interoperability problems in the music field wrt other domains","it was not super-clear at the beginning that this survey was intended for people who deal with music data and ontologies... maybe it wold be worth adding a short sentence to set the context and the expectations at the beginning" +"2023/05/02 12:09:41 pm CET","Semantic Web;knowledge representation ","Music metadata;Music annotations","5","4","DOREMUS;Music Ontology;Audio Features Ontology;Segment Ontology;Music Theory Ontology;omac","5","5","5","5","5","5","2","2","5","Use of ontologies to integrate multiple datasets and make them compliant with the fair principles ","" +"2023/05/02 1:39:04 pm CET","Semantic Web","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations;historical information","1","4","none","5","5","5","3","5","5","5","5","4","as a framework for modeling the domain of music as a knowledge base to be queried ","" +"2023/05/02 2:21:24 pm CET","Semantic Web;Computational Musicology","Music theory and notation;Instruments / Medium of performance;Music annotations","3","4","Segment Ontology;Studio Ontology;Timeline Ontology;Music Theory Ontology","4","4","4","5","3","4","5","3","5","I would like to use music ontologies to curate music heritage data, along with global music ideas and theories. ","" +"2023/05/02 2:35:22 pm CET","researcher on research data management","Music metadata;Instruments / Medium of performance","5","5","DOREMUS;Music Ontology;MELD","5","5","3","2","4","5","4","3","5","Working with RISM, enriching metadata on sources with authority data about musical works from GND (German Integrated Authority File); Mapping between GND and form and genre thesaurus of LOC","linkedmusic.ca" +"2023/05/02 3:14:13 pm CET","Computational Musicology;Digital Humanities","Music metadata;Music annotations","3","5","MUSO Ontology;MusicXML Ontology","3","3","4","3","4","5","2","4","3","I am interested in indexing the contents of approximately 1,300 books of nineteenth- and early twentieth-century sacred hymnody from the southeastern United States and would like to draw on existing ontologies in developing a data model for this work. I believe investigating existing ontologies would help me think creatively about the scope for the indexing work, ensure interoperability with other datasets where possible, and contribute to the research potential of the data.","" +"2023/05/02 3:37:15 pm CET","Computational Musicology;Digital humanities","Music history, Music as a cultural activity, Measures of frequency, signal","1","3","None of them","1","1","3","3","3","3","4","2","3","I'm curious about your proejct but have ne precise idea for the moment;","I work on traditional musical instruments, how digital can fit with traditional, artisanal techniques, this includes the study of craft, historical, artistical, cultural dimension, and signal measurment, acoustic dimension" +"2023/05/02 4:23:02 pm CET","Music Information Retrieval","Music metadata","4","4","MELD;MusicXML Ontology","4","5","4","","5","5","4","5","3","Indexing of large music repositories","" +"2023/05/02 4:56:29 pm CET","Semantic Web;Music Information Retrieval","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations","5","5","DOREMUS;Music Ontology;Audio Features Ontology;MusicXML Ontology;OMRAS2 Chord Ontology;Segment Ontology;Similarity Ontology;Studio Ontology;Music Theory Ontology","4","5","5","5","5","4","4","5","4","Creating music Knowledge Graphs from various resources on the Web.","" +"2023/05/02 5:17:11 pm CET","Computational Musicology;Music Information Retrieval","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations","5","5","Music Ontology;MELD;OMRAS2 Chord Ontology;Segment Ontology","3","3","5","4","5","5","5","5","4","Two things come to mind immediately: (1) to enrich metadata in ways that are helpful for historical research, (2) to enable 'external' linking from music resources into the wider semantic web","" +"2023/05/02 6:34:24 pm CET","Music education research ","Human interaction through music","1","5","None","3","3","1","1","5","1","1","1","1","As you don't define the concept of ontology (and it's not used in an usual way in music philosophy) it's impossible to provide a coherent answer to most questions in this survey.","The previous one... First define your neologisms, the ask." +"2023/05/02 8:46:35 pm CET","Ethnomusicology; Research Data Infrastructure","Music metadata;Music theory and notation","4","5","DOREMUS;MusicXML Ontology","4","4","4","3","5","4","5","4","4","recommending them to interested projects in the framework of the infrastructure","" +"2023/05/02 11:01:49 pm CET","Composer of algorithmic music.","I work in JavaScript - Music data is set into arrays.","3","3","I play jazz guitar and study jazz music and music theory.","3","3","3","3","3","3","3","3","3","Music ontologies are all in my head. I design algorithms that improvise jazz music.","Maybe this survey is outside of my area of expertise." +"2023/05/03 3:11:13 am CET","Semantic Web;Computational Musicology;Music Information Retrieval","Music metadata;Music theory and notation;Instruments / Medium of performance;Music annotations","5","4","DOREMUS;Music Ontology;MusicXML Ontology;Music Theory Ontology","4","4","4","4","5","5","5","5","5","I use them for music lesson data analysis and reflection support.","" +"2023/05/03 11:28:11 pm CET","Semantic Web","Music metadata","5","5","DOREMUS","3","5","5","4","4","5","4","4","5","Building global knowledge graph on different modalities related to music.","" +"2023/05/04 10:00:45 am CET","Computational Musicology;Music Information Retrieval","Music metadata","4","4","DOREMUS;Music Ontology;MusicXML Ontology","3","4","3","4","4","4","2","3","4","Using music ontologies for cataloguing music in library catalogues","" +"2023/05/04 4:18:02 pm CET","Computational Musicology;Music documentation, Musicology","Music metadata","5","5","Music Ontology;OMRAS2 Chord Ontology","5","3","5","5","5","5","3","2","5","Description and interrelation of datasets of music metadata (performances, compositions, documentation, stakeholders) for a music information system.","" +"2023/05/05 11:26:22 am CET","Semantic Web;Cultural heritage","Instruments / Medium of performance","5","3","Music Instrument taxonomies","4","3","3","5","3","3","5","3","5","I would use music ontologies to enrich information in my knowledge graph","" +"2023/05/05 2:29:21 pm CET","Semantic Web","Instruments / Medium of performance","4","4","DOREMUS;Music Ontology","3","3","4","4","5","5","5","5","5","Musical instruments descriptions, with a focus on their relevance for the tangible and intangible cultural heritage.","" +"2023/05/05 3:29:19 pm CET","Semantic Web;Computational Musicology;Digital Editions of Musical Scores (Music Encoding)","Music metadata;Music annotations","5","5","DOREMUS;Music Ontology;MELD;Music Instrument taxonomies;MusicXML Ontology;MEI (music encoding initiative)","2","4","2","5","5","5","2","5","3","to make MEI encodings more interoperable and reusable","" +"2023/05/05 4:19:09 pm CET","Organology","Music metadata;Music theory and notation;Instruments / Medium of performance","5","5","Music Instrument taxonomies","5","4","5","5","5","4","5","5","4","creating a data base for research data","" +"2023/05/08 8:49:48 am CET","Music Information Retrieval","Music theory and notation;Instruments / Medium of performance;music bibliography","3","4","DOREMUS;Music Ontology;Music Instrument taxonomies","4","4","4","4","5","4","5","4","5","To retrieve music bibliographic references more accurately and describing in depth the contents of musical literature, and completing the bibligraphic repertoire in which I work","" +"2023/05/09 12:50:29 pm CET","Semantic Web","Music metadata","4","2","DOREMUS;Music Ontology;MUSO Ontology","4","4","3","3","4","4","2","2","3","I'd use it to describe library and archive documents, as well as records of works of art that address music-related topics (e.g. subjects of artworks)","I'd like a walk-through documentation on how to use existing ontologies rather than having yet a new ontology if this overlaps with existing ones." \ No newline at end of file diff --git a/resources/survey_results.ipynb b/resources/survey_results.ipynb new file mode 100644 index 0000000..a21f3d5 --- /dev/null +++ b/resources/survey_results.ipynb @@ -0,0 +1,602 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Music ontologies survey" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from textwrap import wrap\n", + "from collections import Counter, OrderedDict" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_theme(style=\"darkgrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "survey_df = pd.read_csv(\"./survey_responses_40.csv\")\n", + "\n", + "questions = list(survey_df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "def to_other(record, mappings:dict):\n", + " for replace_str, with_str in mappings.items():\n", + " record = record.replace(replace_str, with_str)\n", + " return record\n", + "\n", + "def otherise_answers(col_idx, mappings):\n", + " if isinstance(mappings, list):\n", + " mappings = {s: \"Other\" for s in mappings}\n", + " return survey_df.iloc[:, col_idx].apply(\n", + " to_other, mappings=mappings)\n", + "\n", + "def split_answers(series):\n", + " return series.str.get_dummies(sep=';')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_cbar(question_df, col_index, figsize=(8,4),\n", + " title_wrap=80, title_fs=16, ax=None, lab_wrap=25, tick_fs=16):\n", + "\n", + " if ax is None:\n", + " _, ax = plt.subplots(figsize=figsize)\n", + "\n", + " cnt_df = pd.DataFrame(question_df.sum(), columns=[\"count\"])\n", + " cnt_df.index.name = \"answer\" # from index to answer\n", + " cnt_df = cnt_df.reset_index() # just needed for plotting\n", + " ax = sns.barplot(y=\"answer\", x=\"count\", data=cnt_df, ax=ax, orient=\"h\")\n", + " ax.set_title(\"\\n\".join(wrap(questions[col_index], title_wrap)), size=title_fs)\n", + " ax.set_xticks(range(0, question_df.sum().max()+2))\n", + " ax.set_ylabel(\"\") # remove 'answer' label for convenience\n", + "\n", + " new_xtick_labels = []\n", + " for answer in ax.get_yticklabels():\n", + " unwrapped_txt = answer.get_text()\n", + " wrapped_txt = \"\\n\".join(wrap(unwrapped_txt, lab_wrap))\n", + " new_xtick_labels.append(wrapped_txt)\n", + " assert(len(new_xtick_labels)==len(ax.get_yticklabels()))\n", + " ax.set_yticklabels(new_xtick_labels, fontsize=tick_fs)\n", + "\n", + " return ax\n", + "\n", + "\n", + "def question_countplot(col_index:int, col=\"darkcyan\", title_wrap=80):\n", + "\n", + " ax = sns.countplot(survey_df.iloc[:, col_index], color=col)\n", + " pcts = Counter(survey_df.iloc[:, col_index])\n", + " pcts = OrderedDict(sorted(pcts.items()))\n", + " n = sum(pcts.values())\n", + " pcts = [cnt/n*100 for cnt in list(pcts.values())]\n", + "\n", + " ax.set_title(\"\\n\".join(wrap(questions[col_index], title_wrap)))\n", + " ax.set_xlabel(\"\") # remove question from the x-axis\n", + " # ax.set_yticks(list(ax.get_yticks())+[ax.get_yticks()[-1]+1])\n", + "\n", + " patches = ax.patches\n", + " for i in range(len(patches)): # append percentages\n", + " x = patches[i].get_x() + patches[i].get_width()/2\n", + " y = patches[i].get_height()+.05\n", + " ax.annotate('{:.1f}%'.format(pcts[i]), (x, y), ha='center')\n", + "\n", + " return ax\n", + "\n", + "\n", + "def question_barplot(col_index:int, col=\"darkcyan\", title_wrap=80,\n", + " verbose=False, title_fs=16, ax=None):\n", + "\n", + " if ax is None:\n", + " _, ax = plt.subplots()\n", + " # Count the number of occurrences and fill missing items\n", + " counts = Counter(survey_df.iloc[:, col_index])\n", + " counts = {v: counts.get(v, 0) for v in range(1,6)}\n", + " votes = sum(counts.values()) # sure these are exclusive\n", + " pcts = [cnt/votes*100 for cnt in list(counts.values())]\n", + "\n", + " ax = sns.barplot(\n", + " x=list(counts.keys()),\n", + " y=list(counts.values()),\n", + " color=col, ax=ax)\n", + "\n", + " ax.set_title(\"\\n\".join(wrap(questions[col_index], title_wrap)),\n", + " size=title_fs)\n", + " ax.set_ylabel(\"count\")\n", + " if verbose: # explain Likert scale if verbose\n", + " ax.set_xticklabels([\n", + " \"1\\n(strongly disagree)\",\n", + " \"\", \"3\\(nneutral)\", \"\",\n", + " \"5\\n(strongly agree)\"])\n", + "\n", + " patches = ax.patches\n", + " for i in range(len(patches)): # append percentages\n", + " x = patches[i].get_x() + patches[i].get_width()/2\n", + " y = patches[i].get_height()+.05\n", + " ax.annotate('{:.1f}%'.format(pcts[i]), (x, y), ha='center')\n", + "\n", + " return ax" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Questions 1-2" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import itertools\n", + "\n", + "# to_other = [\"AI\", \"music theory\", \"Other\", \"Music interaction\",\n", + "# \"Music economics and music sociology\"]\n", + "to_mir = [\"Music Information Retrieval\",\n", + " \"Generative Music\", \"Music technology\"]\n", + "to_sweb = [\"Digital library\", \"Semantic Web\"]\n", + "to_musi = [\"Musicology\", \"Computational Musicology\",\n", + " \"Perceived rhyrthmic relationships in improvisational polytemporal settings\"]\n", + "\n", + "raw_replies = [r.split(\";\") for r in survey_df.iloc[:,1]]\n", + "raw_replies = list(itertools.chain.from_iterable(raw_replies))\n", + "\n", + "new_replies = []\n", + "for old_reply in raw_replies:\n", + " if old_reply in to_mir:\n", + " new_replies.append(\"MIR\")\n", + " elif old_reply in to_sweb:\n", + " new_replies.append(\"Semantic Web\")\n", + " elif old_reply in to_musi:\n", + " new_replies.append(\"Musicology\")\n", + " else: # renaming everything else to other\n", + " new_replies.append(\"Other\")\n", + "\n", + "# raw_replies\n", + "\n", + "sns.countplot(y=new_replies)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "static = [\"Music metadata\", \"Music theory and notation\",\n", + " \"Instruments / Medium of performance\", \"Music annotations\"]\n", + "\n", + "raw_replies = [r.split(\";\") for r in survey_df.iloc[:,2]]\n", + "raw_replies = list(itertools.chain.from_iterable(raw_replies))\n", + "\n", + "new_replies = []\n", + "for old_reply in raw_replies:\n", + " if old_reply in static:\n", + " new_replies.append(old_reply)\n", + " else: # this is the case to replace\n", + " new_replies.append(\"Other\")\n", + "\n", + "sns.countplot(y=new_replies)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(25,5))\n", + "# ax = plot_cbar(q2, col_index=1, ax=axes[0], tick_fs=16, title_fs=18)\n", + "# plot_cbar(q3, col_index=2, ax=axes[1], title_fs=18)\n", + "\n", + "\n", + "# plt.tight_layout()\n", + "# plt.savefig(\"survey_background_dtype.pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Questions 3-10" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(6)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(7)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(8)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(9)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(11)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(12)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Swl9//aVRBQ9ga2ur8bpSpUrZlsHjx4+5ePFips9v2bIlZcuW5dSpU+o0S0tLSpQoobFdz1fvvujUqVM0adJE4xgzNTXF0dGRkydPZpr/3LlzpKSkZIqlS5cupKSkcO7cOTWeDz/8UH2/VKlStGrVSmOZ7t27s3//fnW7v/76azp37oyhoWG28WblxSrlatWqqeduXq4LOckoCycnJ41zpFWrVvz3v//VWNfzx5WJiQmlS5dWt7FVq1aEhoaSlpbGb7/9xr59+/jss88AMsXToUMH9X9TU1MaNGjA//73v0yx5eb8rVWrFuXKlWPMmDEsXLiQgwcP0qBBA8aPH0+xYrm//ObluIX061Xz5s0pVqyYGleDBg0wMjLSuM69++67GBgYqK9ze1waGxtrXJMsLCx45513OH36tFafXxj7Ka/q1q2LhYUFe/bsAeDy5cv89ttvWdbgPa9NmzYa1y1nZ2ceP37MlStXOHv2LElJSVkeKzdu3ODGjRtZrvP5+0tUVBTW1tY4ODhw5swZAI4ePUq9evUwMzPL1bmSm/tYhpyu09kpkE6Z27dvx8/Pj9jYWMzMzLC1taVEiRKZeoWXKVMm07IlS5bU6rNLlSql8VpPTy/H3uj379/n3Llz1K9fP9N7ZmZm6v8VKlTItNyTJ0+wsrLKtFzGCfHRRx+RmprK1q1b8fHxwdvbmzp16uDj40Pt2rWzjAXSq+snT56c6f2YmBgePnyIgYEBRkZGmWJ9vh0/N14s62LFimnVc79YsWKEhoayevVqfvrpJ3bs2EHJkiUZPnw47u7uGolednFkXFQzmg/u3buXqcNURvKZk59++gkvLy9u3LhB+fLlsbKyomTJkhrNEpD5eMmpDB49eoSiKJmOBUi/gGX01clqvS87Dh8+fEjdunUzTa9QoYJaTf+8Bw8eAJnLIiO2hIQE7t27h4GBQaZfQb24TNeuXVm5ciX79++nfv36/Prrr2qzRl68rCxze13IScY58vzN63nPV3HndHynpqaydOlSwsPDSUlJ4d1336VRo0aA5u/+syo/U1PTLPu25Ob8NTIyYsuWLQQGBrJz5062bt2KiYkJHh4e9O/fP+eNf05ejtuM2MLDw7NsSoqJiVH/f/HYzu1x+fy1MoOpqal6nOb38wtjP+VHjx49CAwMZMGCBXz99dfUrFlT4wtxVl48zzKuY3fv3lWvFX379s1y2ZiYGN55551M052cnNixYweJiYmcPHmSRo0aYWFhwddff01aWhpHjhxRz43cnCu5uY9lyOk6nR2tE4qTJ0/y6aef4urqysCBA9VC7N27t7arLhRGRkY4OTll2QEtq4Qng7GxMRUqVGDdunU5rr9Hjx706NGDuLg49u/fT2BgIG5ubmo72YvrBJg7d26WB2v16tX57rvvSElJ4eHDhxon0P379zMdAIXhxQPoxW9FVapUwdPTk7S0NM6ePcv27dsJDAzk/fffp3Pnznn+PHNz80y/L3/Zc0euXbvGhAkT6NGjB1u2bFGz6QkTJvDXX3/lOYYMxsbG6OnpERcXl+m92NhYypUrl+91ly1bltjY2FyvN2NabGwslSpV0pg/4/1nz55leay8WH4VK1akefPmfPfdd0RHR/Pee+/lq8YrJwV1XcjYB9u2bdP49pehfPnyubqJrFmzhoiICJYtW0arVq0oXbo0T5484csvv9SYLyUlhSdPnmjcwLPbJ7k5fwE++OAD/Pz8SE5O5syZM4SFhbFgwQLq16+fqeahoBgZGdG2bVv69euX6b2MmuCs5Pa4zKotPS4uTu0Umt/PL4z9lB8ZSffRo0f5/vvv6d69+0uXyUimMmRcN8qVK6d+uQoMDNQ4fzPUrFkzy3U2bdoUSH9WxpkzZ+jbty+WlpYkJCRw/PhxLl26xJw5c4DcnSu5vY/ll9ZNHmfPnkVPT4+xY8eqF407d+7wxx9/FIknfr1YrdiwYUOuXLmCpaUl1tbWWFtbY2FhQUBAgFqNlJWGDRsSHx9P6dKl1eWsra355ptv+Prrr4H0TqcZiUqFChXo06cPvXv35tatWwDo6+trrDOjOvTOnTsa67x//z7+/v4kJCTg4OAAwPfff68u9+DBA86ePat12byMkZERd+/e1Zj2fBn99ttvtGjRgl9//ZVixYphb2/P4sWLKV68OP/880++PrNx48YcPHhQI5F5We/iixcvkpKSwqhRo9RkIjExkTNnzmh1DJYpU4a6deuyb98+jemHDx/m0aNH2Nvb53pdWR2HUVFRGjf7+Ph4jh8/nuV6ra2tMTAwyBTL3r17KV68ODY2Ntjb21OsWDH279+vvp+cnMzhw4czra979+4cOXKE77///qVVuS8et7mR2+vCy6r9GzZsiKIoPH78WOMcOX78OKGhoVleOLOLx8rKik6dOlG6dGkAtVxePEaeL6+7d+9y9uxZ9Tx8Xm7O30OHDuHo6Eh8fDyGhoY4Ojry6aefAuT7HMlKdtc5KysrNa4qVarg7e3N5cuXs11Pbo/L+Ph4jV/k/f7779y4cUO9Aeb38wtjP71MVsegmZkZzZo1Y+PGjVy/fp2uXbu+dD1Hjx7ViPG7777DyMiIevXqYWtri4GBAXFxcRrHyuXLlwkMDMw2ljJlytCwYUO2bdumXnMqVarEu+++y+rVqzExMVGT0tycK7m5j2lD6xoKa2tr0tLS8PT0pGPHjty6dYs1a9aQnJz80vaWV8HExIRLly4RFRWFra0tn3zyCbt27WLEiBEMHjwYAwMDNm7cyNmzZzP1QH6es7Mz1tbWjBo1Cjc3N6pUqcL333/P1q1bWbBgAZB+M5w+fTo+Pj40a9aM27dvs23bNtq1awf8+43m2LFj1KhRgzp16uDu7s7SpUsBcHR0JDo6Gm9vb2rUqEH16tXR09Pjo48+wtPTk6SkJKpWrcq6deteycOxnJycmD9/PqtXr6Zx48Z89913Gj/Nev/99ylTpgzTp0/Hzc2NsmXL8tVXX6Gnp0fr1q3z9ZmjRo2iW7duuLu78/HHH3Pt2jX8/f2B7G8+devWRV9fnxUrVtCvXz/u3bvHxo0biY2NzXO/gBe5u7vj6urKxIkT6dmzJ7du3cLHxwc7O7tsqxazYmJiwu3btzl69ChWVlYMHTqUnTt3MmzYMFxdXVEUhTVr1mBoaMiQIUMyLW9qasqgQYMIDg5GX1+fxo0bc+rUKYKDg/nkk08oW7YsZcuWpWvXrixevJjExESqVavGpk2biImJoWrVqhrra9u2LfPmzePXX39Vyzc7GcftwYMHKV26dJbNdy/K7XXBxMSEX3/9lVOnTtGoUaNMzWR169alQ4cOTJ06FTc3N2rXrs3JkydZs2YNI0aMyHU/BGtraz777DO2bNmChYUF//vf/wgMDERPT4+nT5+q8xUrVgxPT0+ePHlCmTJlCAgIoFy5cllWVRcvXvyl56+xsTGKouDm5sbIkSMxMDAgLCwMExMTmjRpkqvYc+PFcnR1daVv375MmDCBXr16kZycTFBQELdu3crx2TC5PS719PSYOHEiU6ZMAcDX15e6devSvn17gHx/fmHsp9yU3fPnZtmyZYH02uZJkybRuHFjtbYpJ1evXmX69On06NGDU6dO8fnnn+Ph4UHJkiUpWbIkgwYNYunSpTx48AAbGxt+++03fH19adu2rdqkndX50LJlS1asWEH9+vXV+Ro1akRkZCQuLi5qwp+bcyU39zFtaJ1QODo6MnPmTMLCwtixYweVK1emU6dOFC9enLCwsDx1wCoMQ4cOxcPDgxEjRhAWFoa9vT2ff/45K1asYOrUqejp6VG/fn1CQkKybDvMoK+vT3BwMCtXrmTFihUkJCTw3nvv4eXlRc+ePYH0b30JCQls3bqV0NBQjI2N6dChg9q+amRkxMiRI9myZQu//PIL33zzDQMHDqRkyZKEhoayceNGypUrR8eOHfHw8FAvrkuWLMHU1JTVq1eTkpJC7969qVSpksYJVhj69OnD1atX2bJlCxs3buTDDz9k1qxZTJs2DUi/oH722WcsW7aM+fPnk5iYiKWlJevWreP999/P12fWrl2btWvXsmLFClxdXalRowYzZ85k9uzZ6jeWF9WsWZNly5YREBDAqFGjMDMzw8nJiV69erFw4ULu3LmTZTVjbrRp04bAwEACAwNxdXWlXLlyuLi44OHhkadv7h9//DE///wzo0ePZvny5XTu3JmtW7eyYsUKpk+fjr6+Pg4ODvj6+mb7QJ6pU6dSvnx5wsPD2bBhA9WqVWPatGkaF/r58+dTsmRJ/Pz8ePbsGS4uLnTs2DFTv4wSJUrg4OBAfHx8lm23z/vggw/o1q0b69at48KFC6xdu/al25ub64KhoSGjR49m3rx5jBgxgu+++y7LbV+5ciX+/v6sX7+euLg4qlWrxuTJkxk+fPhL48gwatQoYmJiCAgIICkpSe1MvHv3bo2fYBcvXpw5c+bg5eVFTEwMjRs3ZtWqVdlWpb/s/C1XrhwbNmzA29ubadOmkZKSgo2NDSEhIQX6cKUXy9HKyoqwsDD8/PwYP348JUqUwN7enuXLl+d4LlSpUiVXx2WpUqVwc3PD09OTp0+f4uzszKxZs9Qao/x+fmHtp5xkdW5CeudrgG7duuVqPZ988gl///03Y8aMoVy5ckybNo2hQ4eq70+dOhVTU1MiIiJYtWoV5ubmDBkyBDc3N3WerM4HJycnVqxYQePGjdX5HBwciIyMzPSl5mXnSm7uY9rQU4pCu4QQ/+/YsWOUKVNGo235yJEjDB8+nF27dlGnTh0dRle0xcfHc/ToUZydnTU68fbt25eKFStq/CY+KSkJJycnpkyZQp8+fXQRrnhNrV69mo0bN+brWTivk7179zJz5kyOHj2aqVO8yNpr9eht8eY7e/YswcHBTJ8+nZo1a3Lz5k1WrVpF48aNJZl4iZIlS7JgwQL27dtH3759KV68ON9++y1nz55VH2714MEDNm/eTFRUFPr6+kViADkhipJjx45x8uRJwsPD6dWrlyQTeSAJhShSRo0aRXJyMuvXr+fOnTuULVuWdu3aZfmzPKGpdOnSbNy4EV9fXyZNmkRKSgqWlpasXbsWR0dHIL2pY+vWrZQoUYKVK1dm+jmiEG+72NhYQkNDsbOzU4ddELkjTR5CCCGE0NprNXy5EEIIIYomSSjeMFLh9HL5LSMpW1GUvO7H4+sev8hMEornPD9cd8aQ388/SMjLy0sdpvvMmTPs2rULJycnbGxs1OfN69Lp06ezfAJoUZDVUOi68OOPP6ojvebWw4cPmTx5Mr/++qs6zdLSkuDg4IIOr1DlZh+8ONx8xjDPr6OMYc0LYnyHwpbTcNtZefE4zuvyupafa1VhbePreC4XVdIpMxvm5uaEh4dTo0YNIP1JcKGhoQwZMoR27dpRt25dXF1dsbS0xN3d/aW/5X8VvvzyS65evarrMLI0b968PA2GVFjCwsKyfZ5Fdi5dusTu3bs1flMeHh6e6WFRb4KAgIBMYyS8rurXr094eHiuHsSla3369Mk0iFtOXjyO87q8rhWla9Wbei7rgiQU2TA0NNQY3yDjOe0uLi7qc/vv37+Pk5OTxgNHRNby+6Croqqgx74oKnJ6iuHrxsjI6LXZT5UrV872gWavYvm32etyjLwOdP+VUUceP37MnDlzcHBwoEmTJqxfv17j/eebPFavXs2gQYOA9G8CgwYNUgfBWbFihfo/wO7du+natSvW1tZ8+OGHbN68WWO9GT/j69KlC02aNFGbVC5cuMCQIUOwtbWladOmLFq0SOMRxYMGDcLLywtfX1+aN2+Ora0trq6u3LlzB4AZM2awc+dOLl++jKWlJVFRUVlud5s2bVi/fj1z5syhYcOGNGnShFWrVvHo0SOmTJmCnZ0dzs7OREZGqsvMmDEj0/MKfvzxRywtLYmOjgbSR8ubMGECTZo0wdbWlv79+2sMd/xidfv9+/eZPXs2zZo1o2HDhgwbNozff/892/31su2H9DbZiIgIunbtio2NDe3btyc0NFRjHSdPnuTAgQMasR8+fJiBAwdiZ2eHtbU13bp1U8dOiYqKYvDgwUD6wFYzZsxQ9+Pz1aS//fYbI0aMwMHBAQcHB6ZOnaoxyNKMGTMYP348YWFhODs7Y2Njw6BBgzQGL3tZGT7v3r171K1bV2M/ZeyTHTt2qNP27dtH/fr1efToEZA+2Jufnx/NmzenQYMGjBkzRmO8luebPLJy9OhR+vTpg42NDU5OTvj7+5Oamprt/JGRkTRp0oQNGzbQpEkTOnTooB7XmzZton379lhZWdGlSxf27t2rLpdVkyOkP7UwYx8A7Ny5ky5dumBtbY2Tk5P6iHrI3OSRm2MoLS2NgIAAnJycsLW1xd3dndDQUI1zPCtxcXFMmzYNBwcH7OzsGDNmjDok9bNnz+jWrRtt2rRRn26bkpJC165d6d69OykpKZmq88+dO8eAAQOws7PDwcGB8ePHc/PmTXU7XjyOX1ze0tKSyMhIPDw8sLOzo0mTJixZskTjkf33799n6tSpNG7cmCZNmrBixQpmzpypXuuyc+rUKQYMGIC9vT3NmjVj4cKFGiMf5/daFR0dzYQJE2jWrBl2dnaMHTs2x4HfXna+Q/oD3BYvXoyjoyP29vbMnj0bHx8f2rRpo1FWz5/L169fx9XVFTs7Oxo1asTUqVM1mv0SExOZPXs2LVq0wMbGhh49emiMtfQ2e2sTikmTJvHDDz8wbdo0lixZwp49e7J98lufPn3U4Z29vLyYPXu2OizvoEGD1P937tzJ5MmTady4MWvWrKF79+54eXmxYcMGjfUFBAQwYMAA5s+fT6NGjfjzzz8ZOHAgenp6+Pn5MWXKFPbu3ZtpbJEdO3Zw7tw5PD09mT9/PlFRUXh5eQHpz85v1aoV77zzDuHh4VkOz55h7dq1pKamEhAQQKdOnQgMDKR3796YmZnh7+9PrVq1mDt3bp4GL5o5cyZ///03Xl5eBAUFUapUKUaPHp3lqITPnj3jk08+4eDBg0yaNAk/Pz+ePn3K8OHDM43Yl9vtB/Dx8WH+/Pm0adOGoKAgOnbsyPLly/H19QXSm13q1auHvb094eHhmJubc/78eUaNGsUHH3xAUFAQvr6+lCpVismTJxMfH0/9+vU19r2rq2umuC5dusTHH39MSkoKS5cuZdasWZw+fZqBAwdqjM567NgxvvrqK2bPns2KFSu4fv26xs0xL2VYvnx5rK2tOXHihDot48J8+vRpddrRo0exs7NTx+M4cuQIZ8+eVY/jqKgoFi1alG2ZP+/48eOMHDmS6tWrExAQwPDhwwkJCWHx4sU5Lvfo0SMiIyNZuXIlHh4elCpVioCAAJYtW0bnzp1Zu3YtzZo1Y9KkSVmOypudX375hVmzZuHi4kJwcDBjxozhiy++0Hgi6Itedgz5+fmxdu1a+vfvz6pVqwDw9vbOMY6nT58yePBgzpw5w5w5c1i+fDmxsbEMHDiQBw8eULx4cTw9Pbl9+7Y6yuPatWu5evUqy5YtyzRq8JMnTxg1ahSVKlUiKCiIRYsWcfHiRSZNmgRkfRxnxdPTE1NTU4KCghgwYACbNm0iIiICSL8ZjxkzhuPHjzN79mwWL17MoUOH2L17d47bevDgQQYPHoyZmRm+vr64u7uzZ88eRo8erTGgX16vVbdv36ZPnz5cv36defPm4eXlRXR0NP3799dI+J73svMdYNasWURGRuLm5oa3tzd///23+pC3rMTGxtK/f3/++ecfli9fzoIFCzh79izDhw9Xh5FYtmwZJ06cYPbs2axbt47atWtrPbLxm+KtbPL47bffOHDgAL6+vupz221sbGjbtm2W81euXFmtsv/ggw80nthYpUoVGjRoQFpaGj4+PnTt2lW9AbVo0QI9PT2CgoLo37+/2ubZvHlz+vfvr67D09OTChUqsH79enUwqxo1ajBgwABOnTqlNqno6+uzbt06SpQooW5HxgXi3XffxdTUlH/++eelVXiVKlXC09MTPT097OzsCA8Pp1KlSkyfPl397Hbt2nHx4sVcty2ePn2asWPHqpn/Bx98QEhICE+ePMn0fP0DBw5w8eJFtm7dSqNGjYD0qvY+ffpw4cIFmjdvnuVn5LT99+7dIyQkhOHDh6sPo2nRogWKohAcHMyQIUN4//33MTIyonTp0moZXb58mXbt2ml0cKtatSo9evTg3LlzODs7a+z7d999N1NcQUFBmJqa8tlnn6n7z8rKiq5du7Jjxw71G9/jx49Zt26degO4c+cOS5Ys4d69e5QvXz5PZQjpg7dt375dfX3y5Enq1aunMSLs0aNHNQZMMjExYc2aNeoDrX7//fdcjzLo5+eHra2tesF2cnKibNmyzJw5k+HDh2c7gFJqairjx49Xx0Z4+PAh69evZ8SIEWrS3KJFCx4/foy3tzedOnXKVTxnzpyhVKlSDB8+HENDQxwcHDAwMMh0g35eTsdQQkICISEhjB49mjFjxqjb2K1btxxrz7766iuuXr3KN998o/bXcHR0xNnZmc2bN+Pm5kb9+vUZNmwYGzZswNbWlnXr1uHu7p5lzcfly5e5f/8+gwYNUmsdypcvz4kTJ0hLS8vyOM6KnZ2dOrKpo6MjP//8M4cOHaJ///4cO3aMX375hU2bNqmDlNnY2PDhhx9muz4Af39/bGxs8PPzU6dVr16dESNGcODAAfXYzeu1KiAggKdPn7Jx40Z1jBMHBwc+/PBDQkJCNBJvyN35/uDBA3bv3q0xTkXTpk2zvc5Det+UpKQkjThsbGzo0KEDe/fupXv37pw+fZrmzZurx2nDhg2pWLHiKxmwsah7K2so/vvf/wJoDKxibm6uVVva1atXuXv3Lq1bt+bZs2fqn5OTE48fP9YY6vfFTmJRUVE0b96cYsWKqcs1aNAAIyMjjh8/rs5naWmpnqCQnujkZ0RXGxsbdeCxkiVLUqZMGaysrNT3M25eDx8+zPU67ezsWLVqFZMmTWLXrl0YGhoyffp0qlSpkmneX375BWNjYzWZgPTh3vfv359tMgE5b/+5c+dISUmhY8eOGst06dKFlJQUzp07l+U6e/XqxapVq0hMTOR///sf33zzDVu3bgXI9cB2p06dom3bthojm77//vtYWlpy6tQpdVrVqlU1vk1mtHlnbENeyhDSBy+6ffs2165d48GDB/zxxx8MHz6c69evExMTw9WrV7l586ZGZz1LS0uNp2NWq1YtV/v5yZMnnD9/Hmdn50zHd1paWrZNbM+XR4azZ8+SlJSU5bly48YNtangZRo0aEBiYiIfffQR/v7+nD9/nt69e9O9e/dsl3nZMZScnKxxU9XT01NH0MxOVFQU7733Hu+99566LSVLlqRhw4YaNUju7u5UrVqVsWPHUr9+fUaMGJHl+jKGRR8zZgwLFy7k4MGDNGjQgPHjx+epY/Pz4+FA+heJjBqzkydPYmxsrDHiaaVKlXL8FcXjx4+5ePFipnOsZcuWlC1bVuNYz+u16tSpUzRp0kRjwDRTU1McHR2zbPbLzfmeEc/z+7NUqVI5dl6NioqiQYMGmJiYqPuySpUq1K5dW70W29nZERERwZgxYwgPD+fevXvMmDHjpc1ib4O3sobi4cOHGBgYZHpGu5mZmUZbYF5kVEtPnjw5y8dEx8TEqP9XqFAh07Lh4eFq00l2y734mGQ9Pb18/Za7TJkymaZp+whmX19fAgMD+fbbb9mzZw8GBgb07NmTOXPmZBpC/MGDB5nKIDdy2v6MppKKFStqzJPxOQkJCVmuMzExkblz56pV7TVr1lRroHJbtg8fPsxyeypUqKDxuS/Gn3FzyKgqzksZQvpQz+XLlycqKooKFSpQsWJFOnbsyKeffsqZM2eIjY2lcuXKGhe6/B5DDx8+JC0tDW9v7yybAJ4/TrPy/I0i41zJbqjpmJiYbKvxn9eoUSOCgoIICQlh/fr1BAUF8c4777Bs2TIaNmyY5TI5bf+9e/cyxQqZj6kX3b9/nytXrmTZzJjxKzFIf+x5hw4dWLduHc2bN892tFojIyO2bNlCYGAgO3fuZOvWrZiYmODh4aFRs/kyWR1vz29rVqOdVqxYMdt9+ejRIxRFyfJYNzU1zfFYf9lx9vDhwyxHe65QoUKmkXIhd+f7vXv3MDAwyPSrpZz25/379zl37lyW+9LMzAyAOXPmYG5uzq5du/j5558pVqwY7dq1w9PT860f9+OtTCjKlStHSkoKDx8+1DjY7t+/n2N1aU4y2qjnzp2r/grkedlVB0P6BaRt27b069cv03vly5fPVzwFSU9PT6N9FMiUeJUrV47Zs2cze/ZsLl26xNdff01ISAjVq1dn1KhRGvMaGxtn+WyDEydOUL169RzLKjsZtSqxsbEawyNndIzMbljjRYsWcfToUdavX0/jxo0xNDTkzz//5Jtvvsn1Z5ctW5a4uLhM02NjY/P0k8W8lCGk3yCaN29OVFQUZmZmNGrUiOLFi2NnZ8fp06e5efNmpuGN8ysjCR07dmyWVca5SQAyZJwrgYGBWQ5lXbNmTfWG8eJx93yfFEjvRNqmTRsePXrEoUOHWLNmDaNHj+bYsWO5jidDxjbEx8drxPWy53AYGxtTp06dLPuSPJ8IXr9+nbCwMCwtLdmwYQNdu3alZs2aWa7zgw8+wM/Pj+TkZM6cOUNYWBgLFiygfv36mWoe8sPc3DzL7cppW42NjdHT08v2WM/P0OEZypYtq9GJ+WXrzc35/uzZsyyv8zlto5GREU5OTlk+IyPjHChZsiTjx49n/PjxXLlyhe+++46goCBWrFjBggULcrW9b6q3ssnDwcEBQKNn7oMHDzh79my+15lRTXnnzh2sra3Vv/v37+Pv75/tN2RIb4O7cuUKVlZW6nJVqlTB29uby5cv5zqGwnrOQ5kyZYiLi9O4uD/fTh8fH0/r1q354YcfAKhbty7Tp0+natWq3Lp1K9P67OzsePjwocY6Hjx4wMiRIzl69Gi+YrS2tsbAwCDTrwL27t1L8eLF1STvxTI6e/YsLVu2pHnz5urF//Dhw8C/NRTZfZPM0LBhQ3766SeNJpK//vqLP/74A3t7+1zFn9cyzNCyZUtOnjzJmTNn1CakRo0aceLECU6ePFlgzyYwMjKiTp063LhxQ+P4NjAwwMfHh9u3b+d6Xba2thgYGBAXF6exrsuXLxMYGKh+HqDxC5Q7d+6ov8yB9Acd/ec//wHSb3ZdunRh+PDhPHr0KMfzLTt169alTJky/PTTTxrT9+/fn+Ny9vb2REdHU61aNXVbrKysCA0N5cCBA0D6sTRnzhyqVavGF198QbVq1ZgzZ06W39oPHTqEo6Mj8fHxGBoa4ujoqPaFyOgore253qhRIx49eqTRTBEfH5/jNbBMmTLUrVs30zl2+PBhHj16lOtjHTLH37BhQ6KiojRu9vHx8Rw/fjzL9ebmfLe3t6dYsWIa+y85OVk9v7OScS22tLRU96WFhQUBAQGcOXOG1NRUXFxc1F+T1KpVi7Fjx9KgQYMcz9O3xVtZQ1GrVi0++ugj9SdmVatWZd26dVp1qilevDju7u4sXboUSO8EFR0djbe3NzVq1MjxW7erqyt9+/ZlwoQJ9OrVi+TkZIKCgrh161aengtgYmLC7du3OXr0KFZWVpQtWzbf2/M8JycnNm/ezIIFC+jcuTMnTpzgxx9/VN83NTXlvffeY/HixTx+/JgqVapw4MABbt68Sbt27TKtz9nZmXr16jFp0iQ8PDwoX748n332Gebm5mon2bwyNTVl0KBBBAcHo6+vT+PGjTl16hTBwcF88sknalmYmJhw6dIloqKisLW1xdramv3797Nz506qVKnCiRMn1J+QZfzEL+Mb9cGDByldunSmWocxY8bQt29fRo4cydChQ3n06BF+fn5Uq1Ytx/b8F+PPSxlmaNmyJTNmzCAmJgZPT08AGjdujL+/PwYGBuooowVh/PjxjBs3DiMjI9q1a8e9e/fw8/OjWLFiWFhY5Ho9Gftq6dKlPHjwABsbG3777Td8fX1p27atmkzY2tqyceNGqlSpgr6+fqaHbjVp0oTAwEDmzJlDly5dePDgAWvXrqVhw4ZZVue/jLGxMUOGDGHdunUYGhpSt25ddu3axa+//qr2OcpK79692bx5M8OGDWPUqFGUK1eO8PBwvv/+ez766CMg/eFJJ0+eZPPmzZQuXZq5c+cydOhQPv/8cwYMGKCxPhsbGxRFwc3NjZEjR2JgYEBYWBgmJiZqn4cXj+O8atq0KY0aNVKbaMuUKcOaNWtISkrKcVvd3d1xdXVl4sSJ9OzZk1u3buHj44OdnV2easNevFYNHTqUnTt3MmzYMFxdXVEUhTVr1mBoaMiQIUMyLZ+b871s2bJ07dqVxYsXk5iYSLVq1di0aRMxMTHZdjb/5JNP2LVrFyNGjGDw4MEYGBiwceNGzp49y8SJE9HX18fGxobAwEBKlChBrVq1OHfuHGfOnFFrJ5KTk7l48eJb+WyQtzKhAFiyZAmmpqasXr2alJQUevfuTaVKldSbSH4MHDiQkiVLEhoaysaNGylXrhwdO3bEw8Mjx5PUysqKsLAw/Pz8GD9+PCVKlMDe3p7ly5dnWSWcnY8//piff/6Z0aNHs3z58nzfnF/k5OSEh4cHW7Zs4auvvsLR0ZGlS5cycuRIdR4fHx+WL1/OypUruX//PjVr1sTb25tmzZplWp+BgQHBwcEsX74cT09P0tLSaNSoEaGhoerNOz+mTp1K+fLlCQ8PZ8OGDVSrVo1p06ZpXJCGDh2Kh4cHI0aMICwsjBkzZvD06VP1Zly7dm0CAgLw9PTkl19+oUePHnzwwQd069aNdevWceHCBdauXavxuRn7z8fHhwkTJqgdv6ZOnZqnNtW8lGGGChUqUK9ePW7evMkHH3wApN+IM46hrPrL5Ffbtm0JCgoiMDCQyMhIjIyMaNasGVOmTMlzH5ypU6diampKREQEq1atwtzcnCFDhuDm5qbO4+Xlxfz585kyZQpmZmaMGjVKoynDwcEBHx8f1q9fz+7duylRogROTk6ZfhGQF25ubqSmphIWFkZCQgKtW7emf//+7Ny5M9tljIyM2Lp1K8uXL2f+/PkkJyerP0Nu1aoVd+7cYcWKFXTr1k2tHXV0dMTFxQVvb2+cnZ011leuXDk2bNiAt7c306ZNIyUlBRsbG0JCQtRE6cXjOD9WrVrFokWLmD9/PoaGhvTt25eSJUvm+CTZNm3aEBgYSGBgIK6urpQrVw4XFxc8PDxeWpP3vKyuVVu3bmXFihVMnz4dfX19HBwc8PX1zfamnJvzff78+ZQsWRI/Pz+ePXuGi4sLHTt2zLJfBqR3nP78889ZsWIFU6dORU9Pj/r16xMSEqL28ZgzZw6lS5dm7dq1xMXFUa1aNaZPn06fPn2A9Fq1jz/+GDc3N9zd3XNdJm8CGb5cCCFI/2a5d+9eWrRoodFxb/LkyVy5ciXHpOJ1c+PGDf73v//Rvn17ihdP/16ZmppKmzZt6NixIzNnztRxhNqLj4/n6NGjODs7ayT2ffv2pWLFijk+r0Tkz1tbQyGEEM8zNDQkKCiI7du3M2LECEqVKsXx48fZu3fvSx/e9TqaNm0ax44dU39q+eWXXxIfH6/2S3ndlSxZkgULFrBv3z769u1L8eLF+fbbbzl79myOD7cS+Sc1FEII8f+uXr3KypUrOXPmDImJidSsWZOhQ4fSo0cPXYdW4A4dOkRQUBB//PEHkN7R0cPD440a2+L8+fP4+vpy4cIFUlJSsLS0ZOzYsbRu3VrXob2RJKEQQgghhNbeyp+NCiGEEKJgSUIhhBBCCK1Jp8wi5t69x6SlSSuUEELkRrFiepQvX3A/jxb5JwlFEZOWpkhCIYR4pQ4dOsCiRXP54YdD6rQ7d24zevQnhIZuy/Lx16mpqQQE+BEVdYzU1FT69RtI9+69Afjqqx18/vkmjI1NWLRoKVWrVgNgypTxuLl5UKNG1o8cF683afIQQoi32I0bfxMY6Af8+0Xm22934+Y2itjY7Ad927Urkhs3rrNpUziffbaJiIhtXLx4AYCtW8PYvDmCfv0GEhm5HYD9+3+kRo1akky8wSShEEKIt9TTp09ZuPBT3N091GmxsTEcPnwQb+/VOS576NDPdO78EcWLF8fExIS2bdvz/ffpo/bq6xcnKekpCQkJGBgY8PTpU7Zt28ywYSNzXKd4vUmThxBCvKVWrFhCt249qV37A3VaxYpmeHqueOmyd+/ewdz836EBzM0r8ddf6Y+0HjNmHO7uo6lQoSJz5iwgLCyYXr3+Q+nS0tfhTSYJhRBCvIUiI7ejr18cF5du3Lr1T56XT0tTNMYoUhRFHUW0deu2tG6dPsz9zZvRXLx4gZEjx+Lv782NG9dp1MiBvn0HFsyGiCJDmjy0kJCQgIuLizqk8i+//MJ//vMfunTpwqRJkzSGsxZCiKLk22+/4dKlXxk6tD9Tp04gKSmJoUP759hv4nmVKlXWmDc2NgZzc/NM861e7cO4cRM4ffokiYmPWbHCnxMnjhEdfaPAtkUUDZJQ5NO5c+fo168f165dA9KTC3d3dxYuXMiePXsA+PLLL3UYoRBCZO+zzzaxeXMEoaGfs2KFPyVKlCA09HMqVjTL1fItWzqxZ8/XPHv2jEePHvHTT9/TsmVrjXmOHj1MxYrmWFjUITk5GX19ffT09NDT0yMpKakQtkrokiQU+RQREcG8efPUjPzo0aM0aNCAOnXqAOlD3LZr106XIQohRIHasGEtGzasBaB7995Uq1adoUP7M3LkYLp06YadXUN13uTkZEJDNzBq1FgAHByacvv2bT7+uDtVqlSldu33dbINovDIWB5aatOmDZs2bWLv3r38+eefpKSkcOXKFezt7ZkxYwYlSpTQdYhCiLfM05QUShoY6DqMAvUmbtObRjplFpDU1FSOHDlCeHg4VatWZfbs2axfvx53d/c8rScuLkEebCWE0IqZmTGms2frOowCFb9kCTExjzJNL1ZMjwoVjHQQkXiRNHkUkIoVK2Jra8s777yDvr4+nTp14vz587oOSwghhHglJKEoIC1atODXX3/l1q1bAPz888/Ur19fx1EJIYQQr4Y0eRSQKlWqsHDhQsaMGUNSUhJ169Zl+vTpug5LCCGEeCUkodDS/v371f9bt25N69atdReMEEIIoSPS5CGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUKhhYSEBFxcXIiOjtaYvmXLFgYNGqSjqIQQQohXTxKKfDp37hz9+vXj2rVrGtP//PNP1q9fr5ughBBCCB2RhCKfIiIimDdvHubm5uq05ORk5s6dy/jx43UYmRBCCPHqFdd1AK+rJUuWZJrm7e1Nr169qF69er7XW6GCkTZhCSHEG8vMzFjXIYgcSEJRQI4ePcqtW7eYOXMmUVFR+V5PXFwCaWlKAUYmhHjbvKk33piYR5mmFSumJ1/EighJKArI7t27uXz5Mt26dSMxMZHY2FgmTpyIn5+frkMTQgghCp0kFAXEy8tL/T8qKoqAgABJJoQQQrw1pFOmEEIIIbQmNRRa2r9/f6ZpTZo0oUmTJjqIRgghhNANqaEQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iSh0EJCQgIuLi5ER0cDEB4ejouLC127dmXmzJkkJyfrOEIhhBDi1ZCEIp/OnTtHv379uHbtGgBXr14lODiYL774gq+//pq0tDQ+//xz3QYphBBCvCKSUORTREQE8+bNw9zcHABDQ0PmzZuHkZERenp6WFhY8M8//+g4SiGEEOLVKK7rAF5XS5Ys0XhdrVo1qlWrBkB8fDxbt27Fy8srz+utUMGoQOITQog3jZmZsa5DEDmQhKKA3blzhxEjRtCrVy+aNGmS5+Xj4hJIS1MKITIhxNviTb3xxsQ8yjStWDE9+SJWREiTRwH666+/6Nu3Lz169GDcuHG6DkcIIYR4ZaSGooAkJCQwfPhwJk6cSPfu3XUdjhBCCPFKSQ1FAfnyyy+JjY0lJCSEbt260a1bN/z9/XUdlhBCCPFK6CmKIg32RYj0oRBCaMvMzBjT2bN1HUaBil+yRPpQFHFSQyGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUIhhBBCCK1JQiGEEEIIrUlCIYQQQgitSUKhhYSEBFxcXIiOjgbg2LFjdO3alfbt2+Pr66vj6IQQQohXRxKKfDp37hz9+vXj2rVrADx9+pRZs2YRFBTE3r17uXDhAgcPHtRtkEIIIcQrIglFPkVERDBv3jzMzc0BOH/+PO+99x7vvPMOxYsXp2vXruzbt0/HUQohhBCvRnFdB/C6WrJkicbru3fvYmZmpr42Nzfnzp07eV5vhQpGWscmhBBvIjMzY12HIHIgCUUBSUtLQ09PT32tKIrG69yKi0sgLU0pyNCEEG+ZN/XGGxPzKNO0YsX05ItYESFNHgWkcuXKxMTEqK9jYmLU5hAhhBDiTScJRQGxtbXl6tWrXL9+ndTUVHbv3o2Tk5OuwxJCCCFeCWnyKCAlSpRg6dKluLu7k5SURKtWrejYsaOuwxJCCCFeCUkotLR//371f0dHR77++msdRiNE9r77bi+ff74ZPT09SpYsycSJU6he/V2WLl3I9evXUBSFjh27MHDg0GzXcefObUaP/oTQ0G2UK1cOgK++2sHnn2/C2NiERYuWUrVqNQCmTBmPm5sHNWrUfAVbJ4TQNUkohHgL/P33NYKC/AkO3krFihU5fvwIs2ZNxcmpNWZmlVi8eDlPnjxh0KD/0KCBPVZWNpnW8e23u9m4cT2xsTEa07duDWPLlu0cPnyAyMjtuLlNZP/+H6lRo5YkE0K8RSShEOItYGBgyPTpn1KxYkUA6tSpR3x8HK6uEyhWLL0rVVxcLCkpyZQpk7nHfGxsDIcPH8TbezX9+/fSeE9fvzhJSU9JSEjAwMCAp0+fsm3bZvz9gwp/w4QQRYYkFMCdO3eoVKmSxrQ///yT999/X0cRCVGwqlSpSpUqVYH0nzSvXu1LixZOGBoaArBw4accOPATLVu25t1338u0fMWKZnh6rshy3WPGjMPdfTQVKlRkzpwFhIUF06vXfyhdukzhbZAQosh5q3/lcf/+fe7fv8/IkSN58OCB+jo2NhY3NzddhydEgXvy5AmffjqD6OgbTJ/+qTp97txF7N79I48ePSQ0dEOe1tm6dVvCwr7AxyeAJ0+ecPHiBdq374S/vzdTpozniy+2FPRmCCGKoLc6oZg8eTJNmzbljz/+oEmTJjRt2pSmTZvSunVr6tevr+vwhChQt2/fZsyYYejrF2P16rUYGxsTFXVc7RNRunRpPvywA7///lu+P2P1ah/GjZvA6dMnSUx8zIoV/pw4cYzo6BsFtRlCiCLqrW7yCA4OBmDmzJl4eXnpOBohCk9i4mPc3UfTqVMXhg0bpU7fv/8HDh7cz9Sps0hJSWH//h9o3LhJvj7j6NHDVKxojoVFHY4cOYS+vj56enro6emRlJRUUJsihCii3uqEIoOXlxc3b97kwYMHKMq/j72WWgrxptixI4I7d25x6NABDh06oE739w/Cx2cZgwd/DICTkzN9+vQDYMOGtQCMGDHmpetPTk4mNHQD3t6rAHBwaEpk5HY+/rg7DRs2pnZt6Y8kxJtOT3n+DvqWWrVqFcHBwVSoUEGdpqenx08//fTKY5GxPERelDEpQekShroOo0AlJiXz+KHUaGjDzMwY09mzdR1GgYpfskTG8ijipIYC+Oqrr/j+++8z/dJDiKKudAnDN/LG8RhJKIR43bzVnTIzVKlSRZIJIYQQQgtSQ0H6I7OXL19O27ZtKVmypDpd+lAIIYQQuSMJBRAZGQnAvn371Gm66kMhhBBCvI4koUBzgC8hhBBC5J0kFEBISEiW0z/55JNXHIkQQgjxepKEAvjjjz/U/5OTkzl16hSOjo46jEgIIYR4vUhCAZmeknnnzh1mv2E/xRNCCCEKk/xsNAuVKlXi5s2bug5DCCGEeG1IDQWafSgUReHChQsaT83Mq127drF+/XoAnJycmD59utYxCiGEEEWZJBRo9qGA9AddTZs2LV/revLkCUuWLGHfvn2YmJjQr18/jh07RrNmzQoiVCGEEKJIkoSCf/tQ3Lx5k2fPnvHee+/le12pqamkpaXx5MkTSpcuzbNnzyhRokRBhSqEEEIUSZJQANevX8fV1ZW7d++SlpZG+fLlWbduHbVr187zuoyMjJgwYQKdOnWiVKlSNG7cGHt7+1wvL4PcCJE+uJUQL5LjomiThAJYuHAhI0aMoEePHgDs2LGDBQsWsGnTpjyv67fffmPHjh38/PPPGBsbM2XKFIKDgxkxYkSulpfRRkVevKkX2KxGlRS59zYdFzLaaNEhv/IA4uLi1GQCoFevXty7dy9f6zpy5AiOjo5UqFABQ0NDevbsycmTJwsqVCGEEKJIkoSC9H4P9+/fV1/Hx8fne1116tTh2LFjJCYmoigK+/fvx9raugCiFEIIIYouafIABg4cyMcff0ynTp3Q09Nj7969DBkyJF/ratGiBRcvXqRnz54YGBhgbW3NqFGjCjhiIYQQomiRhAJo1aoVGzduJCUlhRs3bnDnzh3atWuX7/WNGjVKkgghijhFUViyZD61ar1P//6DmDNnGtHR0er7t27dpEEDe5Yt89VY7uHDB6xcuZTLl3+nVKlSdO7cld69+wLw1Vc7+PzzTRgbm7Bo0VKqVq0GwJQp43Fz86BGjZqvbgOFeMUkoQBmzJjBgAEDGDx4MElJSWzbto1Zs2bx2Wef6To0IUQhuHbtKj4+y7h48QK1ar0PwOLFy9X3L136lTlzpjNpUuaH0q1a5UOpUqXYsmU7aWlpzJw5mSpVqtG8eUu2bg1jy5btHD58gMjI7bi5TWT//h+pUaOWJBPijSd9KIB79+4xePBgAEqUKMHQoUOJiYnRcVRCiMISGRmBi0t3nJ0/zPReSkoKS5bMZ/z4yVSqVDnT+7//fokOHTqjr6+PgYEBjo4tOHDgJwD09YuTlPSUhIQEDAwMePr0Kdu2bWbYsJGFvk1C6JokFKR3yrxz5476OjY2FkWRn24K8aaaNGk67dt3zPK93bt3UaGCGa1aOWf5fr16Vnz33V6ePXtGYmIiBw/uJy4uFoAxY8bh7j6aQ4d+pk+fvoSFBdOr138oXbpMoW2LEEWFNHkAQ4cOpXv37rRs2RI9PT2OHTuW70dvCyFeb+HhnzNt2qxs33dz8yAw0I9PPumPqWlFGjduwv/+dx6A1q3b0rp1WwBu3ozm4sULjBw5Fn9/b27cuE6jRg707TvwlWyHEK+aJBRA7969sbKy4sSJE+jr6zN8+HAsLCx0HZYQ4hX744/fSE1Nxc6uYbbzPH78GFfX8ZiYlAVg06aNVK9ePdN8q1f7MG7cBE6fPkli4mNWrPDHw2McLVq0onr1dwptG4TQFUko/l+dOnWoU6eOrsMQQujQ2bP/pWHDRujp6WU7z65dO3j8OIFJk6YTHx/HN9/sYuFCT415jh49TMWK5lhY1OHIkUPo6+ujp6eHnp4eSUlJhb0ZQuiE9KEQQoj/d+PGDSpXrpJp+oYNa9mwYS0AgwYNJSbmLoMG/Yfx48cyYsRo6tatr86bnJxMaOgGRo0aC4CDQ1Nu377Nxx93p0qVqtSu/f6r2RghXjE9RXofFikylofICzMzY0xnz9Z1GAUqfsmSfI3lUcakBKVLGBZCRLqTmJTM44d5r9F4m44LGcuj6JAmDyHEG6F0CcM38ib6GGkiEa8HafIQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShKAT79++nZ8+edOrUicWLF+s6HCGEEKLQSUJRwG7cuMG8efMICgri66+/5uLFixw8eFDXYQkhhBCFSh69XcB++OEHOnfuTOXKlQHw9fWlRIkSOo5KCCGEKFySUBSw69evY2BgwJgxY7h16xatW7dm4sSJuV5eBrkRIn1wK5FOyuJfUhZFmyQUBSw1NZXTp0+zefNmSpcuzdixY9m5cyc9e/bM1fIy2qjIizf1Apuf0UalLP71NpWFjDZadEgfigJWsWJFHB0dMTU1pWTJknz44YecP39e12EJIYQQhUoSigLm7OzMkSNHePjwIampqRw+fJj69evrOiwhhBCiUEmTRwGztbVlxIgR9O/fn5SUFJo3b06vXr10HZYQQghRqCShKAS9e/emd+/eug5D/D9FUViyZD61ar1P//6DSEp6irf3Mi5d+hVFgXr16jN58nRKlCipsVxqaiq+vss5e/a/ADRt2pxx4yagp6fHV1/t4PPPN2FsbMKiRUupWrUaAFOmjMfNzYMaNWq+8u0UQghdkiYP8Ua7du0qEyaM5cCBn9RpYWEbSU1NJSzsC8LCtpGUlMTmzaGZlv3uu738/fd1wsK+IDR0G2fP/peff05fz9atYWzeHEG/fgOJjNwOwP79P1KjRi1JJoQQbyWpoRBvtMjICFxculOpUmV1WoMG9lSuXIVixdLzaQsLS65evZJp2bS0VJ48eUJKSgppaWmkpKRgaGgIgL5+cZKSnpKQkICBgQFPnz5l27bN+PsHvZoNE0KIIkZqKMQbbdKk6bRv31FjmoNDU9599z0Abt++RUTENpydP8y0bKdOXTE2NqF7905069aR6tWr06KFEwBjxozD3X00hw79TJ8+fQkLC6ZXr/9QunSZwt8oIYQogiShEG+t3367hKvrCHr1+g/Nm7fM9H5IyGeUL1+Ob775np079/Lw4UO2bdsCQOvWbQkL+wIfnwCePHnCxYsXaN++E/7+3kyZMp4vvtjyqjdHCCF0ShIK8Vb68cfv8PAYx5gx7gwePCzLeQ4e3E+XLt0wMDDAyMiITp1c+OWX05nmW73ah3HjJnD69EkSEx+zYoU/J04cIzr6RmFvhhBCFBmSUIi3zpEjh/DzW4mvb0Cm5pDnWVjUYf/+HwB49uwZR44col49K415jh49TMWK5lhY1CE5ORl9fX309PTQ09MjKSmpULdDCCGKEumUKd46gYF+gMLSpf8OLW9tbcvkydPZsGEtACNGjGH8+En4+Cynf/9eFCumT6NGjRkwYIi6THJyMqGhG/D2XgWk982IjNzOxx93p2HDxtSu/f6r3CwhhNApSSjEa6eMSQlKlzDM0zJ+ft7q/z/++EO2882cOVX938zMmKCg1Tmu96uvIjVeZ/Xz09xITErm8UOp0RBCvL4koRCvndIlDDGdPVvXYRSo+CVLeIwkFEKI15f0oRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShEEIIIYTWJKEQQgghhNYkoRBCCCGE1iShKETLli1jxowZug5DCCGEKHSSUBSS48ePs3PnTl2HIYQQQrwSklAUgvv37+Pr68uYMWN0HYoQQgjxSkhCUQjmzp2Lh4cHJiYmug5FCCGEeCVkLI8Ctn37dqpUqYKjoyORkZEvX+AFFSoYFUJU4nVgZmas6xCKDCmLf0lZ/EvKomiThKKA7d27l5iYGLp168aDBw9ITEzE09OTWbNm5Wr5uLgE0tKUQo7y9famXlRiYh7leRkpi39JWfzrbSqLYsX05ItYESEJRQELCQlR/4+MjOTkyZO5TiaEEEKI15X0oRBCCCGE1qSGohD17NmTnj176joMIYQQotBJDYUQQgghtCYJhRBCCCG0JgmFEEIIIbQmCYUQQgghtCYJhRBCCCG0JgmFEEIIIbQmCYUQQgghtCYJhRBCCCG0JgmFEEIIIbQmCYUQQgghtCYJhRBCCCG0JgmFEEIIIbQmCYUQQgghtCajjb7hVq/25eeff8TEpCwA7777HgsXemWaT1EUliyZT61a79O//yAAbt6MZvbsaTx9+oSBA4fi4tINgH379nDjxt+MHDn21W2IEEKIIk0SijfchQvnWbDAE2tr22znuXbtKj4+y7h48QK1ar2vTo+MjGDAgMG0atWGgQP74OLSjcTEx0RGbmfVqrWvInwhhBCvCUko3mDJyclcvvw7n3++iZs3o3nnnXdxd59M5cqVNeaLjIzAxaU7lSppTjcwMOTJkyc8ffqEYsXSW8eCg9fTr99ASpYs+cq2QwghRNEnfSjeYLGxMdjbN2LkyLGEhX1B/frWzJw5CUVRNOabNGk67dt3zLR87959+emnH3B3H4Or6wSuXbvK1atXcHb+8FVtghBCiNeE1FAUgoCAAL799lsAWrVqxbRp03QSR9Wq1Vi5cpX6ul+/QYSGBnPr1j9UrVrtpctXrFgRf/8g9fXkyeNxd/fg2LEj7Ny5ndKlyzB58nS1f4YQQoi3l9RQFLBjx45x5MgRdu7cyVdffcWvv/7KDz/8oJNY/vzzMvv27dGYpigKxYvnPY/cv/9HatSoQc2atVi92odFi5bRrFkLwsM/L6hwhRBCvMYkoShgZmZmzJgxA0NDQwwMDKhduzb//POPTmIpVkwPP7+V/PPPTQB27vyS999/H3PzSnlaz9OnT9m2bRPDho0C4NmzVPT09NDTK8bTp08LPG4hhBCvH2nyKGAffPCB+v+1a9f49ttv2bZtW66Xr1DBKMvpT1NSKGlgkKdYzMzsmDv3U2bPnkJqaiqVK1dm1Sp/bt++xpw5c9i1a5fG/CVLGmBkVAIzM2ON6b6+GxgyZDA1alQBYOTI4Qwd2hcTExP8/f0zzZ9b+dmmN1l+y/FNJGXxLymLf0lZFG2SUBSSy5cvM3r0aKZNm0aNGjVyvVxcXAJpaUqm6WZmxpjOnp2/YGz//cnorsDA9H+srDKvT18frlxhalafExvL8NOn/33dpEn6qtfm/+ej8UuWEBPzKM/LvakXFSmLf0lZ/EvK4l9ZlUWxYnrZfhETr5Y0eRSCM2fOMHToUCZPnkyPHj10HY4QQghR6KSGooDdunWLcePG4evri6Ojo67DEUIIIV4JSSgKWHBwMElJSSxdulSd1rdvX/r166fDqIQQQojCJQlFAZszZw5z5szRdRhCCCHEKyV9KIQQQgihNUkohBBCCKE1SSiEEEIIoTVJKIQQQgihNUkohBBCCKE1SSiEEEIIoTVJKIQQQgihNUkohBBCCKE1SSiEEEIIoTVJKIQQQgihNUkohBBCCKE1SSiEEEIIoTVJKIQQQgihNUkohBBCCKE1SSiEEEIIoTVJKIQQQgihNUkohBBCCKE1SSgKwTfffEPnzp1p3749W7du1XU4QgghRKErrusA3jR37tzB19eXyMhIDA0N6du3L02aNOH999/XdWhCCCFEoZGEooAdO3aMpk2bUq5cOQA6dOjAvn37cHNzy9XyxYrpZfveO/+/zjdJTtubEymLf0lZ/EvK4l9vS1nkt3xEwdNTFEXRdRBvknXr1pGYmIiHhwcA27dv5/z58yxatEjHkQkhhBCFR/pQFLC0tDT09P7NmBVF0XgthBBCvIkkoShglStXJiYmRn0dExODubm5DiMSQgghCp8kFAWsWbNmHD9+nPj4eJ48ecL333+Pk5OTrsMSQgghCpV0yixglSpVwsPDg8GDB5OSkkLv3r2xsbHRdVhCCCFEoZJOmUIIIYTQmjR5CCGEEEJrklAIIYQQQmuSUAghhBBCa5JQCCGEEEJrklAIIYQQQmuSUAgNCQkJuLi4EB0dretQdCogIIAuXbrQpUsXli9frutwdMrf35/OnTvTpUsXQkJCdB1OkbBs2TJmzJih6zB0atCgQXTp0oVu3brRrVs3zp07p+uQhI7JcyiE6ty5c8yZM4dr167pOhSdOnbsGEeOHGHnzp3o6ekxYsQIfvjhB9q1a6fr0F65kydPcuLECb7++muePXtG586dadWqFbVq1dJ1aDpz/Phxdu7cSevWrXUdis4oisK1a9f4+eefKV5cbiMindRQCFVERATz5s176x8VbmZmxowZMzA0NMTAwIDatWvzzz//6DosnXBwcGDTpk0UL16cuLg4UlNTKV26tK7D0pn79+/j6+vLmDFjdB2KTl25cgWAYcOG8dFHH7FlyxYdRySKAkkthWrJkiW6DqFI+OCDD9T/r127xrfffsu2bdt0GJFuGRgYsGrVKjZu3EjHjh2pVKmSrkPSmblz5+Lh4cGtW7d0HYpOPXz4EEdHRz799FNSUlIYPHgwNWvWpHnz5roOTeiQ1FAIkY3Lly8zbNgwpk2bRo0aNXQdjk6NHz+e48ePc+vWLSIiInQdjk5s376dKlWq4OjoqOtQdM7Ozo7ly5djbGyMqakpvXv35uDBg7oOS+iY1FAIkYUzZ84wfvx4Zs2aRZcuXXQdjs789ddfJCcnU7duXUqVKkX79u35/fffdR2WTuzdu5eYmBi6devGgwcPSExMxNPTk1mzZuk6tFfu9OnTpKSkqMmVoijSl0JIDYUQL7p16xbjxo1j5cqVb3UyARAdHc2cOXNITk4mOTmZn376iYYNG+o6LJ0ICQlh9+7d7Nq1i/Hjx9OmTZu3MpkAePToEcuXLycpKYmEhAR27tz5VnZaFpokpRTiBcHBwSQlJbF06VJ1Wt++fenXr58Oo9KNVq1acf78ebp3746+vj7t27d/65MsAc7Ozpw7d47u3buTlpZG//79sbOz03VYQsdktFEhhBBCaE2aPIQQQgihNUkohBBCCKE1SSiEEEIIoTVJKIQQQgihNUkohBBCCKE1SSiEEEIIoTVJKIQQQgihtf8DpQJlphJO8EwAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(13)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = question_barplot(14)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## All evidence plots together" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[7, 8, 9, 10, 11, 12, 13, 14]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(range(7, 7+8))" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(ncols=2, nrows=5, figsize=(25, 35))\n", + "\n", + "questions = list(survey_df.columns)\n", + "# questions[10] = questions[10].replace(\" in addition to their label).\", \").\")\n", + "selection = [4, 6, 7, 8, 9, 10, 11, 12, 13, 14]\n", + "\n", + "for i in range(10): # expecting 8 plots in total\n", + " question_barplot(selection[i], ax=axes[i//2, i%2], title_wrap=100, title_fs=20)\n", + "\n", + "# plt.tight_layout()\n", + "fig.subplots_adjust(wspace=0.25, hspace=0.25)\n", + "plt.tight_layout()\n", + "plt.savefig(\"survey_evidence.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "9451ea1bf9e02c59b6ca0eabeecd8c422ceaa9dcbba8005fe84a5f52aabda9f4" + }, + "kernelspec": { + "display_name": "Python 3.9.11 ('choco')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.11" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}