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polis-implementation-demo.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/patcon/8b079277673a0c3e465fc7c8bb366682/polis-implementation-demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kEyVHx6y7zpu",
"outputId": "68777d59-4c68-40db-ee43-7fe9edb3d171"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Requirement already satisfied: pacmap in /usr/local/lib/python3.11/dist-packages (0.8.0)\n",
"Requirement already satisfied: scikit-learn>=0.20 in /usr/local/lib/python3.11/dist-packages (from pacmap) (1.6.1)\n",
"Requirement already satisfied: numba>=0.57 in /usr/local/lib/python3.11/dist-packages (from pacmap) (0.60.0)\n",
"Requirement already satisfied: annoy>=1.11 in /usr/local/lib/python3.11/dist-packages (from pacmap) (1.17.3)\n",
"Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.11/dist-packages (from pacmap) (2.0.2)\n",
"Requirement already satisfied: llvmlite<0.44,>=0.43.0dev0 in /usr/local/lib/python3.11/dist-packages (from numba>=0.57->pacmap) (0.43.0)\n",
"Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (1.14.1)\n",
"Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (1.4.2)\n",
"Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (3.6.0)\n"
]
}
],
"source": [
"%pip install --quiet --no-cache-dir git+https://github.com/polis-community/red-dwarf.git@main\n",
"%pip install pacmap"
]
},
{
"cell_type": "code",
"source": [
"from reddwarf.data_loader import Loader\n",
"from reddwarf.utils.matrix import generate_raw_matrix, get_clusterable_participant_ids, simple_filter_matrix\n",
"from reddwarf.utils.polismath import extract_data_from_polismath\n",
"from reddwarf.utils.statements import process_statements\n",
"\n",
"# REPORT_ID=\"r7aybmkd3nce56sbry55t\"\n",
"# REPORT_ID=\"r9cnkypdddkmnefz8k2bn\"\n",
"# REPORT_ID=\"r8bzudrhs8j6petppicrj\"\n",
"# REPORT_ID=\"r64ajcsmp9butzxhzj44c\"\n",
"# REPORT_ID, CONVO_ID = \"r7cwmiaxczyj8te9rzdmx\", \"9usurb2mmh\"\n",
"REPORT_ID, CONVO_ID = \"r3rwrinr5udrzwkvxtdkj\", \"3akt5cdsfk\"\n",
"REPORT_ID, CONVO_ID = \"r2xcn2cdbmrzjmmuuytdk\", \"9wtchdmmun\" # Bowling Green #1\n",
"REPORT_ID, CONVO_ID = \"r263pyffyjvsurzs9dc6h\", \"7yhactmdme\" # vTaiwan drunk driving\n",
"REPORT_ID, CONVO_ID = \"r6xd526vyjyjrj9navxrj\", \"4uf4hkunf3\" # Germans never had it better (33,000)\n",
"REPORT_ID, CONVO_ID = \"r8nssrnnnf2bewvtd5f5h\", \"2vkxcncppn\" # Austria Klimarat (Energy)\n",
"\n",
"loader = Loader(polis_id=REPORT_ID, data_source=\"csv_export\")\n",
"loader.conversation_id = CONVO_ID\n",
"loader.load_api_data_math()\n",
"\n",
"_, _, mod_out_statement_ids, _ = process_statements(loader.comments_data)\n",
"\n",
"raw_vote_matrix = generate_raw_matrix(votes=loader.votes_data)\n",
"\n",
"filtered_vote_matrix = simple_filter_matrix(\n",
" vote_matrix=raw_vote_matrix,\n",
" mod_out_statement_ids=mod_out_statement_ids,\n",
")\n",
"\n",
"print(filtered_vote_matrix)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Ea8YprXESDAd",
"outputId": "64661ec2-8ecf-4b83-a81e-b5d31f44a10e"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
"Removing duplicate vote: {'participant_id': 1023, 'statement_id': 46, 'vote': 1, 'weight_x_32767': None, 'modified': 1536056565000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 10:22:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1538, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1536056565000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 10:22:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 2276, 'statement_id': 53, 'vote': 1, 'weight_x_32767': None, 'modified': 1536056565000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 10:22:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 417, 'statement_id': 51, 'vote': 1, 'weight_x_32767': None, 'modified': 1536056563000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 10:22:43 GMT+0000 (Coordinated Universal Time)'}\n",
"... SNIPPED 5000 lines of duplicate vote reduction ...\n",
"Removing duplicate vote: {'participant_id': 29, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1536050407000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:40:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 29, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1536050152000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:35:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 29, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1536050127000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:35:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 14, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1536049890000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:31:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 14, 'statement_id': 26, 'vote': -1, 'weight_x_32767': None, 'modified': 1536049882000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:31:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 14, 'statement_id': 20, 'vote': 1, 'weight_x_32767': None, 'modified': 1536049878000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:31:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 14, 'statement_id': 12, 'vote': 1, 'weight_x_32767': None, 'modified': 1536049862000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:31:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 14, 'statement_id': 6, 'vote': 1, 'weight_x_32767': None, 'modified': 1536049833000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:30:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 14, 'statement_id': 8, 'vote': 1, 'weight_x_32767': None, 'modified': 1536049824000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:30:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 14, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1536049821000.0, 'conversation_id': None, 'datetime': 'Tue Sep 04 2018 08:30:21 GMT+0000 (Coordinated Universal Time)'}\n",
"statement_id 0 1 2 3 5 6 7 8 10 11 ... 781 \\\n",
"participant_id ... \n",
"0 NaN -1.0 NaN NaN 1.0 1.0 1.0 1.0 NaN 1.0 ... NaN \n",
"1 1.0 1.0 -1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ... NaN \n",
"2 NaN NaN NaN NaN NaN NaN NaN NaN 1.0 1.0 ... NaN \n",
"3 -1.0 1.0 -1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ... NaN \n",
"4 0.0 1.0 -1.0 -1.0 0.0 1.0 -1.0 1.0 -1.0 1.0 ... NaN \n",
"... ... ... ... ... ... ... ... ... ... ... ... ... \n",
"33540 NaN 1.0 NaN NaN NaN 1.0 NaN NaN NaN 1.0 ... NaN \n",
"33541 NaN -1.0 NaN -1.0 NaN NaN NaN NaN NaN NaN ... NaN \n",
"33542 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN \n",
"33543 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN \n",
"33544 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN \n",
"\n",
"statement_id 782 783 784 785 786 787 788 789 790 \n",
"participant_id \n",
"0 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"1 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"2 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"3 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"4 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"... ... ... ... ... ... ... ... ... ... \n",
"33540 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"33541 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"33542 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"33543 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"33544 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 NaN \n",
"\n",
"[33422 rows x 783 columns]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.impute import SimpleImputer\n",
"from pacmap import PaCMAP, LocalMAP\n",
"from sklearn.decomposition import PCA\n",
"from reddwarf.sklearn.transformers import SparsityAwareScaler\n",
"import matplotlib.pyplot as plt\n",
"\n",
"n_components = 2\n",
"\n",
"# Setup participant mask (we won't derive our own list of active participant IDs this time)\n",
"# participant_ids_to_cluster = get_clusterable_participant_ids(raw_vote_matrix, vote_threshold=7)\n",
"# cluster_mask = [pid in participant_ids_to_cluster for pid in raw_vote_matrix.index]\n",
"\n",
"# Set up participant mask and cluster labels from polismath, for comparison with default Polis.\n",
"all_clustered_participant_ids, cluster_labels = extract_data_from_polismath(loader.math_data)\n",
"cluster_mask = [pid in all_clustered_participant_ids for pid in raw_vote_matrix.index]\n",
"\n",
"RANDOM_STATE = 12345\n",
"\n",
"# Configure pipelines\n",
"pipelines = {\n",
" \"PCA\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"pca\", PCA(n_components=n_components, random_state=RANDOM_STATE)),\n",
" (\"scale\", SparsityAwareScaler(X_sparse=raw_vote_matrix.values)),\n",
" ]),\n",
" \"PaCMAP\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"pacmap\", PaCMAP(n_components=n_components, random_state=RANDOM_STATE)),\n",
" ]),\n",
" \"LocalMAP\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"localmap\", LocalMAP(n_components=n_components, random_state=RANDOM_STATE)),\n",
" ]),\n",
" # Add more here easily\n",
"}\n",
"\n",
"# Run pipelines\n",
"embeddings = {}\n",
"for name, pipe in pipelines.items():\n",
" X_transformed = pipe.fit_transform(filtered_vote_matrix.values)\n",
" embeddings[name] = {\n",
" \"X\": X_transformed,\n",
" \"kmeans\": None,\n",
" }"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DwoS4OvOSJqG",
"outputId": "dc147b35-3fda-463c-d404-42565f3eef7f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:pacmap.pacmap:Warning: random state is set to 12345.\n",
"WARNING:pacmap.pacmap:Warning: random state is set to 12345.\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# General clusters\n",
"for name, data in embeddings.items():\n",
" _, _, kmeans = find_optimal_k(\n",
" projected_data=data[\"X\"][cluster_mask],\n",
" k_bounds=(2,6),\n",
" init=\"k-means++\",\n",
" # random_state=RANDOM_STATE,\n",
" )\n",
" embeddings[name][\"kmeans\"] = kmeans"
],
"metadata": {
"id": "nhgO-6vCFpBY"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "NkGdoHCy8RdA",
"outputId": "766d587f-736b-4f9f-eb93-db9b69475366"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"NOTE: Open this if Google CoLab (see link at top) to see proper formatting.\n",
"PCA PaCMAP LocalMAP\n",
"------------------------------------------------------------ ------------------------------------------------------------ ------------------------------------------------------------\n",
"GROUP A GROUP A GROUP A\n",
"* Ich fühle mich in Deutschland eigentlich sehr * Ich finde die Idee von Demokratie zwar gut, habe * Mir geht es gut. Ich führe ein selbstbestimmtes\n",
"sicher. aber den Eindruck, dass sie in Deutschland aktuell nicht Leben und kann meine Zukunft frei gestalten.\n",
" 89% of those in group A who voted on statement 10 richtig funktioniert. 79% of those\n",
"agreed. 89% of those in group A who voted in group A who voted on statement 19 agreed.\n",
" on statement 679 agreed.\n",
"* Mir geht es gut. Ich führe ein selbstbestimmtes * Ich fühle\n",
"Leben und kann meine Zukunft frei gestalten. * Ich wunsche mir, dass die mich in Deutschland eigentlich sehr sicher.\n",
" 72% of those politik sich wieder mehr um uns deutsche Bürger und Probleme 92% of those\n",
"in group A who voted on statement 19 agreed. kümmert. in group A who voted on statement 10 agreed.\n",
" 73% of those in group A who voted on statement\n",
"* Die 66 agreed. * Die\n",
"Bevölkerung wird Bunter und das ist völlig OK Bevölkerung wird Bunter und das ist völlig OK\n",
" 87% of * Ich habe Angst vor dem Alter und der Rente. 90% of\n",
"those in group A who voted on statement 599 agreed. 74% of those in group A who voted on statement 6 agreed. those in group A who voted on statement 599 agreed.\n",
"\n",
"* Ich * * Ich\n",
"habe Existenzängste. Ich bin der Meinung dass die Demokratie nur eine Chance hat habe Existenzängste.\n",
" 74% of those in group A who voted on wenn Bürger an Entscheidungen direkt beteiligt werden. 82% of those in group A who voted on\n",
"statement 1 disagreed. Direkte Demokratie statement 1 disagreed.\n",
" 80% of those in group A who voted on\n",
"* Ich sehe für mich in Deutschland statement 45 agreed. * Ich sehe für mich in Deutschland\n",
"keine Aufstiegschancen. keine Aufstiegschancen.\n",
" 74% of those in group A who voted * Mehr Demokratie leben, heißt auch 78% of those in group A who voted\n",
"on statement 16 disagreed. Volksbefragung bei wichtigen den Menschen direkt on statement 16 disagreed.\n",
" betreffenden Fragen durchzuführen.\n",
" 92% of those in group\n",
"GROUP B A who voted on statement 594 agreed. GROUP B\n",
"* Ich habe Angst vor * Ich habe Angst vor\n",
"dem Alter und der Rente. dem Alter und der Rente.\n",
" 76% of those in group B who GROUP B 77% of those in group B who\n",
"voted on statement 6 agreed. * Ich bin voted on statement 6 agreed.\n",
" über 30 Jahre alt.\n",
"* Ich finde die Idee von 80% of those in group B who voted on * Ich finde die Idee von\n",
"Demokratie zwar gut, habe aber den Eindruck, dass sie in statement 27 agreed. Demokratie zwar gut, habe aber den Eindruck, dass sie in\n",
"Deutschland aktuell nicht richtig funktioniert. Deutschland aktuell nicht richtig funktioniert.\n",
" 89% of * Ich fühle mich in Deutschland 89% of\n",
"those in group B who voted on statement 679 agreed. eigentlich sehr sicher. those in group B who voted on statement 679 agreed.\n",
" 74% of those in group B who voted\n",
"* Ich on statement 10 agreed. * Ich\n",
"bin der Meinung dass die Demokratie nur eine Chance hat wenn bin der Meinung dass die Demokratie nur eine Chance hat wenn\n",
"Bürger an Entscheidungen direkt beteiligt werden. Direkte * Die Bevölkerung wird Bunter und Bürger an Entscheidungen direkt beteiligt werden. Direkte\n",
"Demokratie das ist völlig OK Demokratie\n",
" 81% of those in group B who voted on statement 73% of those in group B who voted on 81% of those in group B who voted on statement\n",
"45 agreed. statement 599 agreed. 45 agreed.\n",
"\n",
"* Die Rundfunkgebühr dient nicht ihrem * Ich sehe Flüchtlinge nicht als * Mehr Demokratie leben, heißt auch\n",
"Bildungszweck. Konkurrenten um Arbeitsplätze, sonder als Menschen die Hilfe Volksbefragung bei wichtigen den Menschen direkt\n",
" 75% of those in group B who voted on brauchen. betreffenden Fragen durchzuführen.\n",
"statement 59 agreed. 73% of those in group B who voted on statement 92% of those in group\n",
" 62 agreed. B who voted on statement 594 agreed.\n",
"* Ich wunsche mir, dass die politik\n",
"sich wieder mehr um uns deutsche Bürger und Probleme * Ich lebe in den neuen Bundesländern. * Ich habe vom\n",
"kümmert. 79% of Wirtschaftsaufschwung profitiert.\n",
" 72% of those in group B who voted on statement those in group B who voted on statement 18 disagreed. 77% of those in group B\n",
"66 agreed. GROUP C who voted on statement 14 disagreed.\n",
" * Die Bevölkerung wird Bunter und das ist völlig OK\n",
" 91% of those in group C who voted on statement 599 agreed.\n",
" * Ich fühle mich in Deutschland eigentlich sehr sicher. GROUP C\n",
" 91% of those in group C who voted on statement 10 agreed. * Ich lebe in\n",
" den neuen Bundesländern.\n",
" * 95% of those in group C who\n",
" Ich sehe Flüchtlinge nicht als Konkurrenten um voted on statement 18 agreed.\n",
" Arbeitsplätze, sonder als Menschen die Hilfe brauchen.\n",
" 89% of those in group C who voted on statement 62 agreed. * Ich bin über 30 Jahre alt.\n",
" 93% of those in group C who voted on statement 27 agreed.\n",
" *\n",
" Ich bin über 30 Jahre alt. *\n",
" 59% of those in group C who Die Vereinbarkeit von Familie und Beruf muss verbessert\n",
" voted on statement 27 disagreed. werden. Kostenlose Kita-Plätze sollten normal sein und\n",
" genügend zur Verfügung stehen\n",
" * Ich sehe für mich in 93% of those in group C who\n",
" Deutschland keine Aufstiegschancen. voted on statement 5 agreed.\n",
" 77% of those in group\n",
" C who voted on statement 16 disagreed. * Es braucht Umverteilung von\n",
" oben nach unten - übrigens nicht nur für \"die Deutschen\",\n",
" sondern für alle, die hier leben.\n",
" 88% of those in group C\n",
" who voted on statement 84 agreed.\n",
"\n",
" * Ich habe einen\n",
" ausländischen Hintergrund.\n",
" 83% of those in group C who\n",
" voted on statement 609 disagreed.\n",
"\n",
"\n",
" GROUP D\n",
" * Ich lebe in\n",
" den neuen Bundesländern.\n",
" 72% of those in group D who\n",
" voted on statement 18 agreed.\n",
"\n",
" * Die Bevölkerung wird Bunter\n",
" und das ist völlig OK\n",
" 87% of those in group D who voted\n",
" on statement 599 agreed.\n",
"\n",
" * Der Rechtsruck in der\n",
" Gesellschaft macht mir Angst.\n",
" 87% of those in group D who\n",
" voted on statement 11 agreed.\n",
"\n",
" * Ich bin über 30 Jahre alt.\n",
" 96% of those in group D who voted on statement 27 disagreed.\n",
" * Ich bin selbstständig\n",
" 81% of those in group D who voted\n",
" on statement 685 disagreed.\n",
"\n",
"\n",
" GROUP E\n",
" * Die Bevölkerung wird\n",
" Bunter und das ist völlig OK\n",
" 76% of those in group E who\n",
" voted on statement 599 agreed.\n",
"\n",
" * Ich möchte, dass\n",
" internationale Konzerne, die hier Gewinne machen, auch\n",
" angemessen Steuern bezahlen.\n",
" 1% of those in group E who\n",
" voted on statement 52 disagreed.\n",
"\n",
" * Ich bin über 30 Jahre\n",
" alt.\n",
" 85% of those in group E who voted on statement 27\n",
" disagreed.\n",
"\n",
" * Ich lebe in den neuen Bundesländern.\n",
" 82% of\n",
" those in group E who voted on statement 18 disagreed.\n",
"\n",
" * Ich\n",
" habe einen ausländischen Hintergrund.\n",
" 81% of those in\n",
" group E who voted on statement 609 disagreed.\n",
"\n",
"\n",
" GROUP F\n",
" *\n",
" Ich bin über 30 Jahre alt.\n",
" 79% of those in group F who\n",
" voted on statement 27 agreed.\n",
"\n",
" * Meine persönliche Lage ist\n",
" derzeit OK, aber ich mache mir Sorgen um die Zukunft.\n",
" 73%\n",
" of those in group F who voted on statement 20 agreed.\n",
"\n",
" * Es\n",
" braucht Umverteilung von oben nach unten - übrigens nicht\n",
" nur für \"die Deutschen\", sondern für alle, die hier leben.\n",
" 85% of those in group F who voted on statement 84 agreed.\n",
"\n",
" *\n",
" Ich lebe in den neuen Bundesländern.\n",
" 79% of those in\n",
" group F who voted on statement 18 disagreed.\n",
"\n",
" * Ich bin\n",
" selbstständig\n",
" 77% of those in group F who voted on\n",
" statement 685 disagreed.\n"
]
}
],
"source": [
"%pip install --quiet tabulate\n",
"\n",
"import math\n",
"from reddwarf.utils.clustering import find_optimal_k\n",
"from reddwarf.utils.stats import calculate_comment_statistics_dataframes, select_representative_statements\n",
"import pandas as pd\n",
"\n",
"from tabulate import tabulate\n",
"from reddwarf.data_presenter import print_repness\n",
"\n",
"# Plotting\n",
"pid_labels = raw_vote_matrix.index[cluster_mask].to_list()\n",
"\n",
"MAX_COLS = 3 # <-- How many plots per row\n",
"n_embeddings = len(embeddings)\n",
"n_cols = min(MAX_COLS, n_embeddings)\n",
"n_rows = math.ceil(n_embeddings / MAX_COLS)\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 5 * n_rows))\n",
"\n",
"FLIP_X = False\n",
"FLIP_Y = True\n",
"SHOW_POLIS_LABELS = True\n",
"\n",
"# Ensure axes is a flat list, even if 1 row\n",
"axes = np.atleast_1d(axes).flatten()\n",
"\n",
"for ax, (name, data) in zip(axes, embeddings.items()):\n",
" X = data[\"X\"]\n",
" x = X[cluster_mask, 0]\n",
" y = X[cluster_mask, 1]\n",
"\n",
" kmeans = data[\"kmeans\"]\n",
"\n",
" if SHOW_POLIS_LABELS:\n",
" colors = cluster_labels\n",
" else:\n",
" colors = kmeans.labels_ if kmeans else None\n",
"\n",
" ax.scatter(x, y, c=colors, cmap='tab10')\n",
" ax.set_title(f\"{name} Projection\")\n",
" # Too crowded for participant ID labels.\n",
" # for xi, yi, label in zip(x, y, pid_labels):\n",
" # ax.text(xi, yi, label, fontsize=6, color=\"gray\", ha='right', va='bottom')\n",
" if FLIP_X:\n",
" ax.invert_xaxis()\n",
" if FLIP_Y:\n",
" ax.invert_yaxis()\n",
"\n",
"# Hide any unused axes (if there are extra empty slots)\n",
"for i in range(len(embeddings), len(axes)):\n",
" axes[i].axis('off')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"import io\n",
"import contextlib\n",
"import textwrap\n",
"\n",
"cols = []\n",
"for name, data in embeddings.items():\n",
" grouped_stats_df, gac_df = calculate_comment_statistics_dataframes(\n",
" vote_matrix=raw_vote_matrix.loc[all_clustered_participant_ids, :],\n",
" cluster_labels=data[\"kmeans\"].labels_,\n",
" )\n",
" repness = select_representative_statements(grouped_stats_df=grouped_stats_df)\n",
"\n",
" string_io = io.StringIO()\n",
" with contextlib.redirect_stdout(string_io):\n",
" print_repness(repness=repness, statements_data=loader.comments_data)\n",
" output = string_io.getvalue()\n",
" output = textwrap.wrap(output, width=60, replace_whitespace=False)\n",
" output = \"\\n\".join(output)\n",
" cols.append((name, output))\n",
"\n",
"headers, data = zip(*cols)\n",
"print(tabulate([data], headers=headers))\n"
]
}
],
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4",
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"nbformat": 4,
"nbformat_minor": 0
}
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