64-Grouping-LOGIC-dataset-classes-for-CreateDebate.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyP8aFowp+u+SvJRcotSf/I1"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"gpuClass":"standard"},"cells":[{"cell_type":"markdown","source":["# Grouping **LOGIC** dataset class labels using classification probabilities\n","\n","- In this notebook, we use kmeans to make groups of **LOGIC** dataset class labels"],"metadata":{"id":"jh2_t25Uhmyw"}},{"cell_type":"markdown","source":["# Environment Setup"],"metadata":{"id":"JxtSnKGWh_GE"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hS6dIM8EhJNs","executionInfo":{"status":"ok","timestamp":1674509322792,"user_tz":-330,"elapsed":24878,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}},"outputId":"9ca5796c-7936-42bc-d257-5cdca3241c93"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/gdrive\n"]}],"source":["# Mount Google drive to Colab\n","from google.colab import drive\n","drive.mount('/content/gdrive', force_remount=True)"]},{"cell_type":"code","source":["# Clone `CreateDebateScraper` library from github\n","!git clone https://github.com/utkarsh512/CreateDebateScraper.git\n","%cd CreateDebateScraper/src/nested"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"b0yzg1SxiCQo","executionInfo":{"status":"ok","timestamp":1674509335797,"user_tz":-330,"elapsed":750,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}},"outputId":"12d3a102-3c68-42be-f9b0-ffe11aded93a"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'CreateDebateScraper'...\n","remote: Enumerating objects: 176, done.\u001b[K\n","remote: Counting objects: 100% (6/6), done.\u001b[K\n","remote: Compressing objects: 100% (2/2), done.\u001b[K\n","remote: Total 176 (delta 5), reused 4 (delta 4), pack-reused 170\u001b[K\n","Receiving objects: 100% (176/176), 207.95 KiB | 23.11 MiB/s, done.\n","Resolving deltas: 100% (61/61), done.\n","/content/CreateDebateScraper/src/nested\n"]}]},{"cell_type":"code","source":["import numpy as np\n","import pandas as pd\n","from matplotlib import pyplot as plt\n","import matplotlib\n","import seaborn as sns\n","\n","from sklearn.cluster import KMeans\n","from sklearn.preprocessing import normalize\n","\n","from thread import (Comment, \n","                    Thread)\n","\n","from tqdm import tqdm\n","import pickle\n","from pprint import pprint\n","from copy import deepcopy"],"metadata":{"id":"6mIRcxGliLOy","executionInfo":{"status":"ok","timestamp":1674515589283,"user_tz":-330,"elapsed":10,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":54,"outputs":[]},{"cell_type":"code","source":["# Setup for plotting\n","sns.set(style=\"darkgrid\")\n","matplotlib.rcParams[\"figure.dpi\"] = 120\n","matplotlib.rcParams.update({'font.size': 18})\n","matplotlib.rcParams[\"figure.figsize\"] = (12, 5)"],"metadata":{"id":"q-budfm3iUv6","executionInfo":{"status":"ok","timestamp":1674515392952,"user_tz":-330,"elapsed":12,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":51,"outputs":[]},{"cell_type":"markdown","source":["# Downloading classification probabilities"],"metadata":{"id":"nC5dPjvmida0"}},{"cell_type":"code","source":["# Encoding labels used while classification.\n","# Refer to notebook#63.\n","label_map = {\n","    'faulty generalization': 0,\n","    'false causality': 1,\n","    'circular reasoning': 2, \n","    'ad populum': 3,\n","    'ad hominem': 4,\n","    'fallacy of logic': 5,\n","    'appeal to emotion': 6,\n","    'false dilemma': 7,\n","    'equivocation': 8,\n","    'fallacy of extension': 9,\n","    'fallacy of relevance': 10,\n","    'fallacy of credibility': 11,\n","    'intentional': 12,\n","}\n","\n","inverse_label_map = dict()\n","for k, v in label_map.items():\n","    inverse_label_map[v] = k"],"metadata":{"id":"llIErFMAiXcl","executionInfo":{"status":"ok","timestamp":1674512217593,"user_tz":-330,"elapsed":11,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":21,"outputs":[]},{"cell_type":"code","source":["def load_obj(file_path):\n","    \"\"\"Load a pickled object from given path\n","    :param file_path: Path to the pickle file of the object\n","    :type file_path: string\n","    \"\"\"\n","    with open(file_path, 'rb') as f:\n","        return pickle.load(f)"],"metadata":{"id":"F8d6puLti35r","executionInfo":{"status":"ok","timestamp":1674515729462,"user_tz":-330,"elapsed":465,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":55,"outputs":[]},{"cell_type":"code","source":["# Load labels and scores obtained during classification \n","for_against_labels_and_scores = \\\n","  load_obj('/content/gdrive/MyDrive/Temp/63-for_against_labels_and_scores.pkl')\n","perspective_labels_and_scores = \\\n","  load_obj('/content/gdrive/MyDrive/Temp/63-perspective_labels_and_scores.pkl')"],"metadata":{"id":"iZAhpMlGi8ew","executionInfo":{"status":"ok","timestamp":1674509646107,"user_tz":-330,"elapsed":1563,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["for_against_labels_and_scores[0]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FHe2TOcJnW9_","executionInfo":{"status":"ok","timestamp":1674510702097,"user_tz":-330,"elapsed":18,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}},"outputId":"1e5196fa-b9e4-4833-f514-b4d8c44b68be"},"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'label': 'LABEL_5', 'score': 0.3989153802394867},\n"," {'label': 'LABEL_12', 'score': 0.23682057857513428},\n"," {'label': 'LABEL_10', 'score': 0.11046063154935837},\n"," {'label': 'LABEL_0', 'score': 0.07518979907035828},\n"," {'label': 'LABEL_7', 'score': 0.04555338993668556},\n"," {'label': 'LABEL_8', 'score': 0.044705830514431},\n"," {'label': 'LABEL_6', 'score': 0.028932960703969002},\n"," {'label': 'LABEL_2', 'score': 0.0229534599930048},\n"," {'label': 'LABEL_1', 'score': 0.014680683612823486},\n"," {'label': 'LABEL_4', 'score': 0.01029952708631754},\n"," {'label': 'LABEL_9', 'score': 0.004900992847979069},\n"," {'label': 'LABEL_11', 'score': 0.004005727358162403},\n"," {'label': 'LABEL_3', 'score': 0.002580963773652911}]"]},"metadata":{},"execution_count":12}]},{"cell_type":"markdown","source":["# K-means clustering\n","\n","Each comment is represented as a 13-dimensional ordered vector, one dimension for each class label with its value being the classification probability.\n"],"metadata":{"id":"Jm4bpekkj4Ho"}},{"cell_type":"code","source":["def get_feature_vectors_for_kmeans(labels_and_scores):\n","    \"\"\"Convert the pickled objects to ``numpy`` 2d arrays\n","    :param labels_and_scores: object loaded with ``load_obj()``\n","    \"\"\"\n","    feature_vectors = list()\n","    for labels_and_scores_per_vec in labels_and_scores:\n","        feature_vector = [None for _ in range(len(label_map))]\n","        for label_and_score in labels_and_scores_per_vec:\n","            label_code = int(label_and_score['label'].lstrip('LABEL_'))\n","            feature_vector[label_code] = label_and_score['score']\n","        feature_vectors.append(feature_vector)\n","    return np.array(feature_vectors)"],"metadata":{"id":"_Z6EycUsjSMW","executionInfo":{"status":"ok","timestamp":1674511220045,"user_tz":-330,"elapsed":12,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["def explain_kmeans_cluster_centers(cluster_centers):\n","    \"\"\"Compute the composition of each class label in the cluster centers\n","    returned by ``kmeans`` algorithm\n","    :param cluster_centers: ``cluster_centers_`` attribute of ``sklearn`` kmeans\n","    \"\"\" \n","    normalized_cluster_centers = normalize(cluster_centers, axis=1, norm='l1')\n","    n_centres, n_features = cluster_centers.shape\n","    data = { 'centers': list() }\n","    for i in range(n_features):\n","        data[ inverse_label_map[i] ] = list()\n","\n","    # Fill ``data`` and print the composition, ordered by weights\n","    for i in range(n_centres):\n","        scores = list()\n","        for j in range(n_features):\n","            scores.append((inverse_label_map[j], normalized_cluster_centers[i, j]))\n","        scores = sorted(scores, reverse=True, key=lambda z: z[1])\n","        data['centers'].append(f'center_{i + 1}')\n","        for label, weight in scores:\n","            data[label].append(weight)\n","        print(f'Center {i + 1}: ' + ', '.join((f'{label_name}: {label_weight:.2f}' for label_name, label_weight in scores)))\n","\n","    # Plot the composition as stacked bar plot\n","    df = pd.DataFrame(data)\n","    ax = df.plot.bar(stacked=True)\n","    ax.set_title(\"Composition of class labels in kmeans++ centers\", color='black')\n","    ax.set_xlabel('kmeans++ centers')\n","    ax.legend(bbox_to_anchor=(1.0, 1.0))\n","    ax.plot()"],"metadata":{"id":"ajYv5aA_rUuM","executionInfo":{"status":"ok","timestamp":1674516144115,"user_tz":-330,"elapsed":439,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":56,"outputs":[]},{"cell_type":"code","source":["for_against_kmeans_vectors = get_feature_vectors_for_kmeans(for_against_labels_and_scores)\n","perspective_kmeans_vectors = get_feature_vectors_for_kmeans(perspective_labels_and_scores)"],"metadata":{"id":"8lwZVU8Gjacc","executionInfo":{"status":"ok","timestamp":1674511339604,"user_tz":-330,"elapsed":2135,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["def run_kmeans_pipeline(feature_vectors, n_clusters):\n","    \"\"\"KMeans pipeline for this notebook\n","    :param feature_vectors: ``numpy`` 2d arrays, use \n","                            ``get_feature_vectors_for_kmeans()`` to generate it\n","    :param n_clusters: Number of clusters required in KMeans\n","    \"\"\"\n","    kmeans = KMeans(n_clusters=n_clusters, random_state=42).fit(feature_vectors)\n","    print(f'Loss funtion = {kmeans.inertia_: .4f}')\n","    explain_kmeans_cluster_centers(kmeans.cluster_centers_)"],"metadata":{"id":"w3jpkFN9p0NI","executionInfo":{"status":"ok","timestamp":1674516285178,"user_tz":-330,"elapsed":436,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}}},"execution_count":57,"outputs":[]},{"cell_type":"code","source":["run_kmeans_pipeline(for_against_kmeans_vectors, n_clusters=2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":631},"id":"CyovzcriFsXW","executionInfo":{"status":"ok","timestamp":1674518672336,"user_tz":-330,"elapsed":2517,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}},"outputId":"a50f4b28-f745-4eaf-d4fd-6a908c569c54"},"execution_count":59,"outputs":[{"output_type":"stream","name":"stdout","text":["Loss funtion =  18686.9126\n","Center 1: fallacy of relevance: 0.17, ad hominem: 0.15, intentional: 0.15, fallacy of logic: 0.13, faulty generalization: 0.06, circular reasoning: 0.06, appeal to emotion: 0.06, fallacy of extension: 0.05, ad populum: 0.04, false causality: 0.04, equivocation: 0.03, fallacy of credibility: 0.03, false dilemma: 0.02\n","Center 2: faulty generalization: 0.67, fallacy of logic: 0.09, fallacy of relevance: 0.05, ad hominem: 0.04, false causality: 0.03, appeal to emotion: 0.03, ad populum: 0.02, fallacy of extension: 0.02, intentional: 0.02, circular reasoning: 0.01, equivocation: 0.01, false dilemma: 0.01, fallacy of credibility: 0.00\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1440x600 with 1 Axes>"],"image/png":"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n_clusters=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":683},"id":"23PIy4Mxw9UW","executionInfo":{"status":"ok","timestamp":1674520382178,"user_tz":-330,"elapsed":3634,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}},"outputId":"00ce05d8-8b3d-4099-ba42-4afa1bfe5c8b"},"execution_count":67,"outputs":[{"output_type":"stream","name":"stdout","text":["Loss funtion =  10454.8972\n","Center 1: faulty generalization: 0.69, fallacy of logic: 0.08, fallacy of relevance: 0.05, ad hominem: 0.04, false causality: 0.03, appeal to emotion: 0.03, ad populum: 0.02, fallacy of extension: 0.02, intentional: 0.02, circular reasoning: 0.01, equivocation: 0.01, false dilemma: 0.01, fallacy of credibility: 0.00\n","Center 2: fallacy of relevance: 0.26, appeal to emotion: 0.09, fallacy of extension: 0.09, intentional: 0.09, faulty generalization: 0.08, fallacy of logic: 0.07, ad hominem: 0.07, ad populum: 0.06, false causality: 0.05, fallacy of credibility: 0.05, false dilemma: 0.03, equivocation: 0.03, circular reasoning: 0.03\n","Center 3: ad hominem: 0.70, fallacy of relevance: 0.08, intentional: 0.07, faulty generalization: 0.05, fallacy of extension: 0.04, circular reasoning: 0.01, fallacy of logic: 0.01, false dilemma: 0.01, fallacy of credibility: 0.01, ad populum: 0.01, appeal to emotion: 0.01, equivocation: 0.01, false causality: 0.01\n","Center 4: fallacy of logic: 0.51, faulty generalization: 0.11, fallacy of relevance: 0.07, intentional: 0.06, circular reasoning: 0.05, equivocation: 0.05, false causality: 0.05, fallacy of credibility: 0.02, ad populum: 0.02, fallacy of extension: 0.02, appeal to emotion: 0.02, false dilemma: 0.01, ad hominem: 0.01\n","Center 5: intentional: 0.38, circular reasoning: 0.16, fallacy of relevance: 0.12, fallacy of logic: 0.07, ad hominem: 0.06, equivocation: 0.05, appeal to emotion: 0.04, fallacy of credibility: 0.03, faulty generalization: 0.02, false dilemma: 0.02, ad populum: 0.01, fallacy of extension: 0.01, false causality: 0.01\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1440x600 with 1 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n_clusters=5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":683},"id":"yY7esmkPxW14","executionInfo":{"status":"ok","timestamp":1674520410464,"user_tz":-330,"elapsed":4494,"user":{"displayName":"Utkarsh Patel","userId":"14292413845157007490"}},"outputId":"42835392-359c-4f4d-8e5d-5d4125887c50"},"execution_count":68,"outputs":[{"output_type":"stream","name":"stdout","text":["Loss funtion =  3902.7986\n","Center 1: fallacy of relevance: 0.24, fallacy of extension: 0.11, appeal to emotion: 0.09, intentional: 0.08, ad populum: 0.08, faulty generalization: 0.07, ad hominem: 0.07, fallacy of logic: 0.06, false causality: 0.06, fallacy of credibility: 0.05, circular reasoning: 0.03, false dilemma: 0.03, equivocation: 0.03\n","Center 2: intentional: 0.43, circular reasoning: 0.13, fallacy of relevance: 0.13, ad hominem: 0.07, fallacy of logic: 0.06, equivocation: 0.04, appeal to emotion: 0.04, fallacy of credibility: 0.02, false dilemma: 0.02, faulty generalization: 0.02, ad populum: 0.01, fallacy of extension: 0.01, false causality: 0.01\n","Center 3: fallacy of logic: 0.49, faulty generalization: 0.10, fallacy of relevance: 0.08, intentional: 0.07, false causality: 0.05, circular reasoning: 0.05, equivocation: 0.04, fallacy of credibility: 0.03, ad populum: 0.03, fallacy of extension: 0.02, appeal to emotion: 0.02, false dilemma: 0.02, ad hominem: 0.01\n","Center 4: ad hominem: 0.70, fallacy of relevance: 0.07, intentional: 0.07, faulty generalization: 0.05, fallacy of extension: 0.04, circular reasoning: 0.01, fallacy of logic: 0.01, fallacy of credibility: 0.01, false dilemma: 0.01, ad populum: 0.01, appeal to emotion: 0.01, false causality: 0.01, equivocation: 0.01\n","Center 5: faulty generalization: 0.68, fallacy of logic: 0.07, fallacy of relevance: 0.05, ad hominem: 0.04, false causality: 0.03, appeal to emotion: 0.03, ad populum: 0.02, fallacy of extension: 0.02, intentional: 0.02, circular reasoning: 0.01, equivocation: 0.01, false dilemma: 0.01, fallacy of credibility: 0.00\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1440x600 with 1 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