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{"cells":[{"cell_type":"markdown","metadata":{},"source":["<h2> Imports </h2>"]},{"cell_type":"code","execution_count":49,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T18:56:01.558915Z","iopub.status.busy":"2024-01-03T18:56:01.558368Z","iopub.status.idle":"2024-01-03T18:56:32.924438Z","shell.execute_reply":"2024-01-03T18:56:32.919977Z","shell.execute_reply.started":"2024-01-03T18:56:01.558854Z"},"trusted":true},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","from tqdm import tqdm\n","tqdm.pandas()\n","import numpy as np\n","import pandas as pd \n","import matplotlib.pyplot as plt\n","import pickle "]},{"cell_type":"markdown","metadata":{},"source":["<h2> Load datasets and model</h2>"]},{"cell_type":"code","execution_count":50,"metadata":{},"outputs":[],"source":["with open('./results/initial_retrieval_with_bm25_scores.pkl', 'rb') as f:\n","    initial_retrieval_with_bm25_scores = pickle.load(f)\n","with open('./results/reranker_bertopic_results_topic_model.pkl', 'rb') as f:\n","    reranker_bertopic_results_topic_model = pickle.load(f)\n","with open('./results/reranker_bertopic_results_topic_model_auto.pkl', 'rb') as f:\n","    reranker_bertopic_results_topic_model_auto = pickle.load(f)\n","with open('./results/reranker_embeddings_cosine_results.pkl', 'rb') as f:\n","    reranker_embeddings_cosine_results = pickle.load(f)"]},{"cell_type":"code","execution_count":51,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-01-03T18:56:32.931742Z","iopub.status.busy":"2024-01-03T18:56:32.929029Z","iopub.status.idle":"2024-01-03T18:56:33.045085Z","shell.execute_reply":"2024-01-03T18:56:33.043862Z","shell.execute_reply.started":"2024-01-03T18:56:32.931643Z"},"trusted":true},"outputs":[],"source":["queries = pd.read_csv(\"./data/cisi-csv/queries.csv\")\n","docs = pd.read_csv(\"./data/cisi-csv/docs.csv\")\n","rels = pd.read_csv(\"./data/cisi-csv/rels.csv\")\n","\n","full_doc = docs['text'].to_list()\n","full_query = queries['text'].to_list()"]},{"cell_type":"markdown","metadata":{},"source":["<h2> Evalution </h2>"]},{"cell_type":"code","execution_count":52,"metadata":{},"outputs":[],"source":["# Initialize an empty dictionary to store the results\n","result_dict = {}\n","\n","# Iterate through the DataFrame and populate the dictionary\n","for index, row in rels.iterrows():\n","    query_id = row['queryID']\n","    doc_id = row['docID']\n","    # If the query ID is not already in the dictionary, add it with an empty list\n","    if query_id not in result_dict:\n","        result_dict[query_id] = []\n","    # Append the document ID to the list associated with the query ID\n","    result_dict[query_id].append(doc_id)\n"]},{"cell_type":"code","execution_count":53,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:23:42.614233Z","iopub.status.busy":"2024-01-03T21:23:42.613727Z","iopub.status.idle":"2024-01-03T21:23:42.637263Z","shell.execute_reply":"2024-01-03T21:23:42.635902Z","shell.execute_reply.started":"2024-01-03T21:23:42.614194Z"},"trusted":true},"outputs":[],"source":["def evaluate(predictions, k):\n","    f_1 = 0\n","    precision = 0\n","    recall = 0\n","    number_queries_evaluated = 0\n","    for prediction in predictions.items():\n","        q_id = prediction[0]\n","        predicted_documents_k_relevant = prediction[1][:k]\n","        ground_truth = rels\n","        ground_truth_k_relevant = ground_truth[ground_truth[\"queryID\"] == q_id]\n","        ground_truth_k_relevant = ground_truth_k_relevant['docID'].to_list()\n","\n","        false_positives = 0\n","        for predicted in predicted_documents_k_relevant:\n","            if predicted not in ground_truth_k_relevant:\n","                false_positives += 1\n","\n","        true_positives = 0 \n","        false_negatives = 0      \n","        for truth in ground_truth_k_relevant:\n","            if truth in predicted_documents_k_relevant:\n","                true_positives += 1\n","            if truth not in predicted_documents_k_relevant:\n","                false_negatives += 1\n","        try:\n","            query_precision = true_positives/(true_positives+false_positives)\n","            query_recall = true_positives/(true_positives+false_negatives)\n","        except:\n","            query_precision = 0\n","            query_recall = 0\n","        if query_precision > 0 or query_recall > 0:\n","            query_f_1 = (2*query_precision*query_recall)/(query_precision+query_recall)\n","            f_1 += query_f_1\n","            precision += query_precision\n","            recall += query_recall\n","            number_queries_evaluated += 1\n","        else:\n","            f_1 += 0\n","            precision += 0\n","            recall += query_recall\n","            number_queries_evaluated += 1\n","    \n","    f_1 /= number_queries_evaluated\n","    precision /= number_queries_evaluated\n","    recall /= number_queries_evaluated\n","    \n","    ndcg = 0\n","    number_queries_evaluated = 0\n","    for prediction in predictions.items():\n","        q_id = prediction[0]\n","        relevant_items = rels[rels[\"queryID\"] == q_id]\n","        relevant_items = relevant_items[\"docID\"].to_list()\n","        documents = prediction[1][:k] \n","        i = 1\n","        dcg_document = 0\n","        idcg_document = 0\n","        for document_id in documents:\n","            idcg_i = (1/np.log2(i+1))\n","            idcg_document += idcg_i\n","            if document_id in relevant_items:\n","                dcg_i = (1/np.log2(i+1))                    \n","                dcg_document += dcg_i\n","            i +=1\n","        ndgc_document = (dcg_document/idcg_document) if idcg_document != 0 else 0\n","        ndcg += ndgc_document\n","        number_queries_evaluated += 1\n","        \n","    ndcg/=number_queries_evaluated\n","    \n","    return {'f_1':f_1, 'precision':precision, 'recall':recall, 'nDCG':ndcg}"]},{"cell_type":"code","execution_count":54,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:23:47.877918Z","iopub.status.busy":"2024-01-03T21:23:47.877437Z","iopub.status.idle":"2024-01-03T21:23:47.883332Z","shell.execute_reply":"2024-01-03T21:23:47.882258Z","shell.execute_reply.started":"2024-01-03T21:23:47.877879Z"},"trusted":true},"outputs":[],"source":["k_values = [3,4,5,6,7,10,20,30,40,50]"]},{"cell_type":"markdown","metadata":{},"source":["Scores for the initial retrieval"]},{"cell_type":"code","execution_count":55,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:23:52.563434Z","iopub.status.busy":"2024-01-03T21:23:52.562784Z","iopub.status.idle":"2024-01-03T21:23:53.711365Z","shell.execute_reply":"2024-01-03T21:23:53.709924Z","shell.execute_reply.started":"2024-01-03T21:23:52.563393Z"},"trusted":true},"outputs":[],"source":["initial_retrieval = dict()\n","initial_retrieval_scores = dict()\n","for k, v in initial_retrieval_with_bm25_scores.items():\n","    initial_retrieval[k] = list(v.keys())\n","\n","for k in k_values:\n","    scores = evaluate(initial_retrieval, k)\n","    initial_retrieval_scores[k] = scores"]},{"cell_type":"markdown","metadata":{},"source":["Scores for the Baseline Re-ranker"]},{"cell_type":"code","execution_count":56,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:23:54.981836Z","iopub.status.busy":"2024-01-03T21:23:54.981366Z","iopub.status.idle":"2024-01-03T21:23:56.215784Z","shell.execute_reply":"2024-01-03T21:23:56.214384Z","shell.execute_reply.started":"2024-01-03T21:23:54.981798Z"},"trusted":true},"outputs":[],"source":["baseline_reranker_retrieval_scores = dict()\n","for k in k_values:\n","    scores = evaluate(reranker_embeddings_cosine_results, k)\n","    baseline_reranker_retrieval_scores[k] = scores"]},{"cell_type":"markdown","metadata":{},"source":["Scores for the Bertopic-Reranker"]},{"cell_type":"code","execution_count":57,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:27:50.108059Z","iopub.status.busy":"2024-01-03T21:27:50.107464Z","iopub.status.idle":"2024-01-03T21:27:51.305679Z","shell.execute_reply":"2024-01-03T21:27:51.304065Z","shell.execute_reply.started":"2024-01-03T21:27:50.108014Z"},"trusted":true},"outputs":[],"source":["bertopic_reranker_retrieval_scores = dict()\n","for k in k_values:\n","    scores = evaluate(reranker_bertopic_results_topic_model[2], k)\n","    bertopic_reranker_retrieval_scores[k] = scores"]},{"cell_type":"code","execution_count":58,"metadata":{},"outputs":[],"source":["bertopic_reranker_retrieval_scores_auto = dict()\n","for k in k_values:\n","    scores = evaluate(reranker_bertopic_results_topic_model_auto[2], k)\n","    bertopic_reranker_retrieval_scores_auto[k] = scores"]},{"cell_type":"code","execution_count":59,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:27:53.094975Z","iopub.status.busy":"2024-01-03T21:27:53.094546Z","iopub.status.idle":"2024-01-03T21:27:53.107728Z","shell.execute_reply":"2024-01-03T21:27:53.106596Z","shell.execute_reply.started":"2024-01-03T21:27:53.094939Z"},"trusted":true},"outputs":[],"source":["initial_retrieval_results_f_1 = []\n","baseline_reranker_results_f_1 = []\n","bertopic_reranker_results_f_1 = []\n","bertopic_reranker_auto_results_f_1 = []\n","\n","initial_retrieval_results_recall = []\n","baseline_reranker_results_recall = []\n","bertopic_reranker_results_recall = []\n","bertopic_reranker_auto_results_recall = []\n","\n","initial_retrieval_results_precision = []\n","baseline_reranker_results_precision = []\n","bertopic_reranker_results_precision = []\n","bertopic_reranker_auto_results_precision = []\n","\n","initial_retrieval_results_nDCG = []\n","baseline_reranker_results_nDCG  = []\n","bertopic_reranker_results_nDCG  = []\n","bertopic_reranker_auto_results_nDCG  = []\n","\n","for k in k_values:\n","    initial_retrieval_results_f_1.append(initial_retrieval_scores[k]['f_1'])\n","    baseline_reranker_results_f_1.append(baseline_reranker_retrieval_scores[k]['f_1'])\n","    bertopic_reranker_results_f_1.append(bertopic_reranker_retrieval_scores[k]['f_1'])\n","    bertopic_reranker_auto_results_f_1.append(bertopic_reranker_retrieval_scores_auto[k]['f_1'])\n","\n","    initial_retrieval_results_recall.append(initial_retrieval_scores[k]['recall'])\n","    baseline_reranker_results_recall.append(baseline_reranker_retrieval_scores[k]['recall'])\n","    bertopic_reranker_results_recall.append(bertopic_reranker_retrieval_scores[k]['recall'])\n","    bertopic_reranker_auto_results_recall.append(bertopic_reranker_retrieval_scores_auto[k]['recall'])\n","\n","    initial_retrieval_results_precision.append(initial_retrieval_scores[k]['precision'])\n","    baseline_reranker_results_precision.append(baseline_reranker_retrieval_scores[k]['precision'])\n","    bertopic_reranker_results_precision.append(bertopic_reranker_retrieval_scores[k]['precision'])\n","    bertopic_reranker_auto_results_precision.append(bertopic_reranker_retrieval_scores_auto[k]['precision'])\n","\n","    initial_retrieval_results_nDCG.append(initial_retrieval_scores[k]['nDCG'])\n","    baseline_reranker_results_nDCG.append(baseline_reranker_retrieval_scores[k]['nDCG'])\n","    bertopic_reranker_results_nDCG.append(bertopic_reranker_retrieval_scores[k]['nDCG'])\n","    bertopic_reranker_auto_results_nDCG.append(bertopic_reranker_retrieval_scores_auto[k]['nDCG'])    \n"]},{"cell_type":"code","execution_count":60,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:28:00.248875Z","iopub.status.busy":"2024-01-03T21:28:00.248077Z","iopub.status.idle":"2024-01-03T21:28:01.314148Z","shell.execute_reply":"2024-01-03T21:28:01.313253Z","shell.execute_reply.started":"2024-01-03T21:28:00.248831Z"},"trusted":true},"outputs":[{"data":{"image/png":"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size 1400x800 with 4 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Creating a subplot with 2 rows and 2 columns\n","fig, axs = plt.subplots(2, 2, figsize=(14, 8))\n","\n","# Plotting F1 Score\n","axs[0, 0].plot(k_values, initial_retrieval_results_f_1, marker='o', label='Initial Retrieval')\n","axs[0, 0].plot(k_values, baseline_reranker_results_f_1, marker='s', label='Baseline Reranker')\n","axs[0, 0].plot(k_values, bertopic_reranker_results_f_1, marker='^', label='BERTopic Reranker')\n","axs[0, 0].plot(k_values, bertopic_reranker_auto_results_f_1, marker='h', label='BERTopic Reranker (Auto-Reduced)')\n","axs[0, 0].set_title('F1 Score by k values')\n","axs[0, 0].set_xlabel('k value')\n","axs[0, 0].set_ylabel('F1 Score')\n","axs[0, 0].legend()\n","axs[0, 0].grid(True)\n","\n","# Plotting Recall\n","axs[0, 1].plot(k_values, initial_retrieval_results_recall, marker='o', label='Initial Retrieval')\n","axs[0, 1].plot(k_values, baseline_reranker_results_recall, marker='s', label='Baseline Reranker')\n","axs[0, 1].plot(k_values, bertopic_reranker_results_recall, marker='^', label='BERTopic Reranker')\n","axs[0, 1].plot(k_values, bertopic_reranker_auto_results_recall, marker='h', label='BERTopic Reranker (Auto-Reduced)')\n","axs[0, 1].set_title('Recall by k values')\n","axs[0, 1].set_xlabel('k value')\n","axs[0, 1].set_ylabel('Recall')\n","axs[0, 1].legend()\n","axs[0, 1].grid(True)\n","\n","# Plotting Precision\n","axs[1, 0].plot(k_values, initial_retrieval_results_precision, marker='o', label='Initial Retrieval')\n","axs[1, 0].plot(k_values, baseline_reranker_results_precision, marker='s', label='Baseline Reranker')\n","axs[1, 0].plot(k_values, bertopic_reranker_results_precision, marker='^', label='BERTopic Reranker')\n","axs[1, 0].plot(k_values, bertopic_reranker_auto_results_precision, marker='h', label='BERTopic Reranker (Auto-Reduced)')\n","axs[1, 0].set_title('Precision by k values')\n","axs[1, 0].set_xlabel('k value')\n","axs[1, 0].set_ylabel('Precision')\n","axs[1, 0].legend()\n","axs[1, 0].grid(True)\n","\n","# Plotting nDCG Score\n","axs[1, 1].plot(k_values, initial_retrieval_results_nDCG, marker='o', label='Initial Retrieval')\n","axs[1, 1].plot(k_values, baseline_reranker_results_nDCG, marker='s', label='Baseline Reranker')\n","axs[1, 1].plot(k_values, bertopic_reranker_results_nDCG, marker='^', label='BERTopic Reranker')\n","axs[1, 1].plot(k_values, bertopic_reranker_auto_results_nDCG, marker='h', label='BERTopic Reranker (Auto-Reduced)')\n","axs[1, 1].set_title('nDCG Score by k values')\n","axs[1, 1].set_xlabel('k value')\n","axs[1, 1].set_ylabel('nDCG Score')\n","# axs[1, 1].legend()\n","axs[1, 1].grid(True)\n","\n","# Adjusting layout and displaying the plots\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["<h2> Sources: </h2>\n","\n","* https://www.geeksforgeeks.org/text-preprocessing-in-python-set-1/\n","* https://www.kaggle.com/code/namansood/document-ranking-ir-system-word2vec-embeddings\n","* https://pypi.org/project/rank-bm25/"]},{"cell_type":"code","execution_count":61,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:24:23.876178Z","iopub.status.busy":"2024-01-03T21:24:23.875511Z","iopub.status.idle":"2024-01-03T21:24:29.656502Z","shell.execute_reply":"2024-01-03T21:24:29.655288Z","shell.execute_reply.started":"2024-01-03T21:24:23.876120Z"},"trusted":true},"outputs":[],"source":["lam_values = list(reranker_bertopic_results_topic_model.keys())\n","scores_lam = dict()\n","for lam_value in lam_values:\n","    bertopic_reranker_lam_scores = dict()\n","    for k in k_values:\n","        scores = evaluate(reranker_bertopic_results_topic_model[lam_value], k)\n","        bertopic_reranker_lam_scores[k] = scores\n","    scores_lam[lam_value] = bertopic_reranker_lam_scores"]},{"cell_type":"code","execution_count":62,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:00:40.206275Z","iopub.status.busy":"2024-01-03T21:00:40.205513Z","iopub.status.idle":"2024-01-03T21:00:40.229921Z","shell.execute_reply":"2024-01-03T21:00:40.227362Z","shell.execute_reply.started":"2024-01-03T21:00:40.206205Z"},"trusted":true},"outputs":[],"source":["lam_2_f1 = []\n","#lam_4_f1 = []\n","#lam_5_f1 = []\n","lam_1_2_f1 = []\n","lam_1_5_f1 = []\n","lam_2_5_f1 = []\n","lam_3_f1 = []\n","#lam_10_f1 = []\n","\n","lam_2_nDCG = []\n","#lam_4_nDCG = []\n","#lam_5_nDCG = []\n","lam_1_2_nDCG = []\n","lam_1_5_nDCG = []\n","lam_2_5_nDCG = []\n","lam_3_nDCG = []\n","#lam_10_nDCG = []\n","\n","for k in k_values:\n","    lam_2_f1.append(scores_lam[2][k]['f_1'])\n"," #   lam_4_f1.append(scores_lam[4][k]['f_1'])\n"," #   lam_5_f1.append(scores_lam[5][k]['f_1'])\n","    lam_1_2_f1.append(scores_lam[1.2][k]['f_1'])\n","    lam_1_5_f1.append(scores_lam[1.5][k]['f_1'])\n","    lam_2_5_f1.append(scores_lam[2.5][k]['f_1'])\n","    lam_3_f1.append(scores_lam[3][k]['f_1'])\n"," #   lam_10_f1.append(scores_lam[10][k]['f_1'])\n","    \n","    lam_2_nDCG.append(scores_lam[2][k]['nDCG'])\n"," #   lam_4_nDCG.append(scores_lam[4][k]['nDCG'])\n"," #   lam_5_nDCG.append(scores_lam[5][k]['nDCG'])\n","    lam_1_2_nDCG.append(scores_lam[1.2][k]['nDCG'])\n","    lam_1_5_nDCG.append(scores_lam[1.5][k]['nDCG'])\n","    lam_2_5_nDCG.append(scores_lam[2.5][k]['nDCG'])\n","    lam_3_nDCG.append(scores_lam[3][k]['nDCG'])\n"," #   lam_10_nDCG.append(scores_lam[10][k]['nDCG'])"]},{"cell_type":"code","execution_count":63,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:02:40.020032Z","iopub.status.busy":"2024-01-03T21:02:40.019397Z","iopub.status.idle":"2024-01-03T21:02:40.336791Z","shell.execute_reply":"2024-01-03T21:02:40.335971Z","shell.execute_reply.started":"2024-01-03T21:02:40.019976Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1000x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["markers = ['o', 's', '^', '*', 'D', 'h', '.', 'x']\n","\n","plt.figure(figsize=(10, 6))\n","i = 0\n","for lam_value in lam_values:\n","    v = []\n","    for k in k_values:\n","        v.append(scores_lam[lam_value][k]['f_1'])\n","    plt.plot(k_values, v, marker=markers[i], label=f\"lam={lam_value}\")\n","    i += 1\n","\n","plt.title('F1 Score by k values for lam values BERTopic')\n","plt.xlabel('k value')\n","plt.ylabel('F1 Score')\n","plt.legend()\n","plt.grid(True)\n","plt.show()"]},{"cell_type":"code","execution_count":64,"metadata":{"execution":{"iopub.execute_input":"2024-01-03T21:01:22.782430Z","iopub.status.busy":"2024-01-03T21:01:22.782006Z","iopub.status.idle":"2024-01-03T21:01:23.036331Z","shell.execute_reply":"2024-01-03T21:01:23.034616Z","shell.execute_reply.started":"2024-01-03T21:01:22.782393Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1000x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["markers = ['o', 's', '^', '*', 'D', 'h', '.', 'x']\n","\n","plt.figure(figsize=(10, 6))\n","i = 0\n","for lam_value in lam_values:\n","    v = []\n","    for k in k_values:\n","        v.append(scores_lam[lam_value][k]['nDCG'])\n","    plt.plot(k_values, v, marker=markers[i], label=f\"lam={lam_value}\")\n","    i += 1\n","\n","plt.title('nDCG Score by k values for lam values BERTopic')\n","plt.xlabel('k value')\n","plt.ylabel('nDCG Score')\n","plt.legend()\n","plt.grid(True)\n","plt.show()"]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":6763,"sourceId":9801,"sourceType":"datasetVersion"},{"datasetId":576263,"sourceId":1043323,"sourceType":"datasetVersion"},{"datasetId":4135603,"sourceId":7160356,"sourceType":"datasetVersion"},{"datasetId":4137237,"sourceId":7162602,"sourceType":"datasetVersion"}],"dockerImageVersionId":30120,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","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":"3.10.12"}},"nbformat":4,"nbformat_minor":4}