analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "unique_refined_predictions:  {'Expansion.Conjunction': 2257, 'Comparison.Concession': 0, 'Temporal.Synchronous': 0, 'Contingency.Cause': 0, 'Contingency.Purpose': 0, 'Expansion.Manner': 0, 'Expansion.Instantiation': 0, 'Contingency.Condition': 0, 'Temporal.Asynchronous': 0, 'Expansion.Level-of-detail': 0, 'Comparison.Contrast': 0, 'Expansion.Substitution': 0, 'Contingency.Cause+Belief': 0, 'Expansion.Equivalence': 0, 'Contingency.Negative-cause': 0, 'Expansion.Disjunction': 0, 'Comparison.Similarity': 0, 'Expansion.Exception': 0, 'Comparison.Concession+SpeechAct': 0, 'Contingency.Condition+SpeechAct': 0, 'Hypophora': 0, 'Contingency.Negative-condition': 0, 'Contingency.Cause+SpeechAct': 0}\n",
      "unique_refined_targets:  {'Comparison.Concession': 335, 'Temporal.Synchronous': 96, 'Contingency.Cause': 416, 'Expansion.Conjunction': 551, 'Contingency.Purpose': 46, 'Expansion.Manner': 40, 'Expansion.Instantiation': 99, 'Contingency.Condition': 76, 'Temporal.Asynchronous': 140, 'Expansion.Level-of-detail': 201, 'Comparison.Contrast': 134, 'Expansion.Substitution': 39, 'Contingency.Cause+Belief': 15, 'Expansion.Equivalence': 24, 'Contingency.Negative-cause': 1, 'Expansion.Disjunction': 9, 'Comparison.Similarity': 11, 'Expansion.Exception': 1, 'Comparison.Concession+SpeechAct': 2, 'Contingency.Condition+SpeechAct': 8, 'Hypophora': 8, 'Contingency.Negative-condition': 2, 'Contingency.Cause+SpeechAct': 3}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#function to read predictions.csv in unrefined runs and refined_runs folders and return list of predictions and targets\n",
    "def read_predictions_csv(path):\n",
    "    df = pd.read_csv(path)\n",
    "    df['rawpredictions'] = df['rawpredictions'].apply(lambda x: x[2:-2])\n",
    "    df[' predictions'] = df[' predictions'].apply(lambda x: x[2:-2])\n",
    "    df[' targets'] = df[' targets'].apply(lambda x: x[2:-2])\n",
    "    return df[' predictions'], df[' targets'], df['rawpredictions']\n",
    "\n",
    "#function to plot confusion matrix\n",
    "def plot_confusion_matrix(predictions, targets):\n",
    "    cm = confusion_matrix(predictions, targets)\n",
    "    # cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "    plt.figure(figsize=(10,10))\n",
    "    sns.heatmap(cm, annot=True, fmt='.1f', xticklabels=unique_refined_predictions, yticklabels=unique_refined_targets)\n",
    "    plt.ylabel('Actual')\n",
    "    plt.xlabel('Predicted')\n",
    "    plt.show()\n",
    "\n",
    "#count the number of predictions and targets for each unique prediction and target\n",
    "def get_unique_predictions_targets(predictions, targets):\n",
    "    unique_predictions = {}\n",
    "    unique_targets = {}\n",
    "    for i in range(len(predictions)):\n",
    "        if predictions[i] not in unique_predictions:\n",
    "            unique_predictions[predictions[i]] = 1\n",
    "        else:\n",
    "            unique_predictions[predictions[i]] += 1\n",
    "        if targets[i] not in unique_targets:\n",
    "            unique_targets[targets[i]] = 1\n",
    "        else:\n",
    "            unique_targets[targets[i]] += 1\n",
    "    return unique_predictions, unique_targets\n",
    "\n",
    "#given counts of unique predictions and targets, add the missing predictions and targets with count 0 in both dictionaries\n",
    "def add_missing_predictions_targets(unique_predictions, unique_targets):\n",
    "    for prediction in unique_predictions:\n",
    "        if prediction not in unique_targets:\n",
    "            unique_targets[prediction] = 0\n",
    "    for target in unique_targets:\n",
    "        if target not in unique_predictions:\n",
    "            unique_predictions[target] = 0\n",
    "    return unique_predictions, unique_targets\n",
    "\n",
    "\n",
    "dataset = 'eng.pdtb.pdtb'\n",
    "#read predictions and targets from unrefined runs and refined_runs folders\n",
    "unrefined_predictions, unrefined_targets, x = read_predictions_csv('unrefined_runs/'+dataset+'/predictions.csv')\n",
    "refined_predictions, refined_targets, x = read_predictions_csv('refined_runs/'+dataset+'/predictions.csv')\n",
    "\n",
    "\n",
    "\n",
    "# print unique predictions and targets for refined runs\n",
    "unique_refined_predictions, unique_refined_targets = get_unique_predictions_targets(refined_predictions, refined_targets)\n",
    "unique_refined_predictions, unique_refined_targets = add_missing_predictions_targets(unique_refined_predictions, unique_refined_targets)\n",
    "print('unique_refined_predictions: ', unique_refined_predictions)\n",
    "print('unique_refined_targets: ', unique_refined_targets)\n",
    "\n",
    "#plot confusion matrix for unrefined runs\n",
    "plot_confusion_matrix(refined_predictions, refined_targets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/VD/kaveri/anaconda3/envs/flant5_v1/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label distribution:  {'elaboration': 95, 'motivation': 29, 'preparation': 19, 'conjunction': 19, 'circumstance': 16, 'nonvolitional-result': 14, 'nonvolitional-cause': 13, 'list': 12, 'concession': 12, 'justify': 10, 'sequence': 10, 'interpretation': 10, 'solutionhood': 8, 'condition': 8, 'contrast': 7, 'purpose': 6, 'evidence': 6, 'summary': 4, 'disjunction': 4, 'enablement': 4, 'means': 4, 'joint': 3, 'background': 3, 'evaluation': 2, 'restatement': 2, 'volitional-cause': 2, 'antithesis': 2, 'span': 1, 'otherwise': 1}\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "AssertionError",
     "evalue": "label not present in label distribution",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[2], line 39\u001b[0m\n\u001b[1;32m     36\u001b[0m print_plot_label_distribution(label_distribution)\n\u001b[1;32m     38\u001b[0m \u001b[39m#assert 'Hypophora' is present in label distribution\u001b[39;00m\n\u001b[0;32m---> 39\u001b[0m assert_label_in_label_distribution(\u001b[39m'\u001b[39;49m\u001b[39mTemporal.Asynchronous\u001b[39;49m\u001b[39m'\u001b[39;49m, label_distribution)\n",
      "Cell \u001b[0;32mIn[2], line 26\u001b[0m, in \u001b[0;36massert_label_in_label_distribution\u001b[0;34m(label, label_distribution)\u001b[0m\n\u001b[1;32m     25\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39massert_label_in_label_distribution\u001b[39m(label, label_distribution):\n\u001b[0;32m---> 26\u001b[0m     \u001b[39massert\u001b[39;00m label \u001b[39min\u001b[39;00m label_distribution, \u001b[39m'\u001b[39m\u001b[39mlabel not present in label distribution\u001b[39m\u001b[39m'\u001b[39m\n",
      "\u001b[0;31mAssertionError\u001b[0m: label not present in label distribution"
     ]
    }
   ],
   "source": [
    "from helper_fns.preprocessing import read_df_custom\n",
    "\n",
    "#function to get label distribution from test_dataset and sort it\n",
    "def get_label_distribution(test_dataset):\n",
    "    label_distribution = {}\n",
    "    for row in test_dataset.iterrows():\n",
    "        row = row[1]\n",
    "        label = row['label']\n",
    "        if label not in label_distribution:\n",
    "            label_distribution[label] = 1\n",
    "        else:\n",
    "            label_distribution[label] += 1\n",
    "    label_distribution = dict(sorted(label_distribution.items(), key=lambda item: item[1], reverse=True))\n",
    "    return label_distribution\n",
    "\n",
    "#function to print and plot label distribution in a bar plot with rotated xticks\n",
    "def print_plot_label_distribution(label_distribution):\n",
    "    print('label distribution: ', label_distribution)\n",
    "    plt.figure(figsize=(10,10))\n",
    "    plt.bar(label_distribution.keys(), label_distribution.values())\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()\n",
    "\n",
    "#function to assert that a given label is present in the label distribution\n",
    "def assert_label_in_label_distribution(label, label_distribution):\n",
    "    assert label in label_distribution, 'label not present in label distribution'\n",
    "\n",
    "\n",
    "#read the test dataset\n",
    "parent_dir = '/home/VD/kaveri/sharedtask2021/data/'\n",
    "dataset = 'nld.rst.nldt'\n",
    "test_dataset = read_df_custom(parent_dir+dataset+'/'+dataset+'_test.rels')\n",
    "\n",
    "#plot label distribution for test dataset\n",
    "label_distribution = get_label_distribution(test_dataset)\n",
    "print_plot_label_distribution(label_distribution)\n",
    "\n",
    "#assert 'Hypophora' is present in label distribution\n",
    "assert_label_in_label_distribution('Temporal.Asynchronous', label_distribution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset:  deu.rst.pcc refined accuracy:  0.13076923076923078 \traw refined accuracy:  0.0\n",
      "dataset:  eng.dep.covdtb refined accuracy:  0.5015467904098995 \traw refined accuracy:  0.0\n",
      "dataset:  eng.dep.scidtb refined accuracy:  0.3411826268969126 \traw refined accuracy:  0.0\n",
      "dataset:  eng.pdtb.pdtb refined accuracy:  0.24412937527691625 \traw refined accuracy:  0.0\n",
      "dataset:  eng.pdtb.tedm refined accuracy:  0.33048433048433046 \traw refined accuracy:  0.0\n",
      "dataset:  eng.rst.gum refined accuracy:  0.2539454806312769 \traw refined accuracy:  0.0\n",
      "dataset:  eng.rst.rstdt refined accuracy:  0.36937354988399074 \traw refined accuracy:  0.0\n",
      "dataset:  eng.sdrt.stac refined accuracy:  0.22649006622516557 \traw refined accuracy:  0.0\n",
      "dataset:  eus.rst.ert refined accuracy:  0.2861356932153392 \traw refined accuracy:  0.07964601769911504\n",
      "dataset:  fas.rst.prstc refined accuracy:  0.4543918918918919 \traw refined accuracy:  0.19594594594594594\n",
      "dataset:  fra.sdrt.annodis refined accuracy:  0.1936 \traw refined accuracy:  0.1936\n",
      "dataset:  ita.pdtb.luna refined accuracy:  0.2236842105263158 \traw refined accuracy:  0.0\n",
      "dataset:  nld.rst.nldt refined accuracy:  0.3507692307692308 \traw refined accuracy:  0.0\n",
      "dataset:  por.pdtb.crpc refined accuracy:  0.43830128205128205 \traw refined accuracy:  0.07932692307692307\n",
      "dataset:  por.pdtb.tedm refined accuracy:  0.29945054945054944 \traw refined accuracy:  0.0\n",
      "dataset:  por.rst.cstn refined accuracy:  0.35294117647058826 \traw refined accuracy:  0.003676470588235294\n",
      "dataset:  rus.rst.rrt refined accuracy:  0.23601829053816392 \traw refined accuracy:  0.0\n",
      "dataset:  spa.rst.rststb refined accuracy:  0.2676056338028169 \traw refined accuracy:  0.05868544600938967\n",
      "dataset:  spa.rst.sctb refined accuracy:  0.44654088050314467 \traw refined accuracy:  0.0\n",
      "dataset:  tha.pdtb.tdtb refined accuracy:  0.19345238095238096 \traw refined accuracy:  0.0\n",
      "dataset:  tur.pdtb.tdb refined accuracy:  0.36492890995260663 \traw refined accuracy:  0.36492890995260663\n",
      "dataset:  tur.pdtb.tedm refined accuracy:  0.35714285714285715 \traw refined accuracy:  0.35714285714285715\n",
      "dataset:  zho.dep.scidtb refined accuracy:  0.33488372093023255 \traw refined accuracy:  0.0\n",
      "dataset:  zho.pdtb.cdtb refined accuracy:  0.5936675461741425 \traw refined accuracy:  0.5936675461741425\n",
      "dataset:  zho.rst.gcdt refined accuracy:  0.20461699895068206 \traw refined accuracy:  0.0\n",
      "dataset:  zho.rst.sctb refined accuracy:  0.4339622641509434 \traw refined accuracy:  0.0\n"
     ]
    }
   ],
   "source": [
    "dataset_list = ['deu.rst.pcc', 'eng.dep.covdtb', 'eng.dep.scidtb', 'eng.pdtb.pdtb', 'eng.pdtb.tedm', 'eng.rst.gum', 'eng.rst.rstdt', 'eng.sdrt.stac', 'eus.rst.ert', 'fas.rst.prstc', 'fra.sdrt.annodis', 'ita.pdtb.luna', 'nld.rst.nldt', 'por.pdtb.crpc', 'por.pdtb.tedm', 'por.rst.cstn', 'rus.rst.rrt', 'spa.rst.rststb', 'spa.rst.sctb', 'tha.pdtb.tdtb', 'tur.pdtb.tdb', 'tur.pdtb.tedm', 'zho.dep.scidtb', 'zho.pdtb.cdtb', 'zho.rst.gcdt', 'zho.rst.sctb', ]\n",
    "\n",
    "def accuracy(predictions, targets):\n",
    "        # print(predictions, targets)\n",
    "        correct = 0\n",
    "        for i in range(len(predictions)):\n",
    "            if predictions[i] == targets[i]:\n",
    "                correct += 1\n",
    "        return correct/len(predictions)\n",
    "\n",
    "for dataset in dataset_list:\n",
    "    #read predictions and targets from unrefined runs and refined_runs folders\n",
    "    refined_predictions, refined_targets, refined_rawpredictions = read_predictions_csv('refined_runs/'+dataset+'/predictions.csv') \n",
    "    print('dataset: ', dataset, 'refined accuracy: ', accuracy(refined_predictions, refined_targets), '\\traw refined accuracy: ', accuracy(refined_rawpredictions, refined_targets))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_9132/2646373875.py:27: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax1.set_xticklabels(unique_refined_rawpredictions_engpdtb.keys(), rotation=90)\n",
      "/tmp/ipykernel_9132/2646373875.py:33: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax2.set_xticklabels(unique_refined_rawpredictions_fas.keys(), rotation=90)\n",
      "/tmp/ipykernel_9132/2646373875.py:39: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax3.set_xticklabels(unique_refined_rawpredictions_zho.keys(), rotation=90)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#get a count of unique refined_rawpredictions\n",
    "def get_unique_refined_rawpredictions(refined_rawpredictions):\n",
    "    unique_refined_rawpredictions = {}\n",
    "    for prediction in refined_rawpredictions:\n",
    "        if prediction not in unique_refined_rawpredictions:\n",
    "            unique_refined_rawpredictions[prediction[:20]] = 1\n",
    "        else:\n",
    "            unique_refined_rawpredictions[prediction[:20]] += 1\n",
    "    return unique_refined_rawpredictions\n",
    "\n",
    "dataset = 'eng.pdtb.pdtb'\n",
    "refined_predictions_engpdtb, refined_targets_engpdtb, refined_rawpredictions_engpdtb = read_predictions_csv('refined_runs/'+dataset+'/predictions.csv')\n",
    "dataset = 'fas.rst.prstc'\n",
    "refined_predictions_fas, refined_targets_fas, refined_rawpredictions_fas = read_predictions_csv('refined_runs/'+dataset+'/predictions.csv')\n",
    "dataset = 'zho.rst.sctb'\n",
    "refined_predictions_zho, refined_targets_zho, refined_rawpredictions_zho = read_predictions_csv('refined_runs/'+dataset+'/predictions.csv')\n",
    "\n",
    "#get unique refined_rawpredictions for each dataset\n",
    "unique_refined_rawpredictions_engpdtb = get_unique_refined_rawpredictions(refined_rawpredictions_engpdtb)\n",
    "unique_refined_rawpredictions_fas = get_unique_refined_rawpredictions(refined_rawpredictions_fas)\n",
    "unique_refined_rawpredictions_zho = get_unique_refined_rawpredictions(refined_rawpredictions_zho)\n",
    "\n",
    "#plot three bar plots of unique refined_rawpredictions for each dataset in a single figure\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15,5))\n",
    "# fig.suptitle('Unique refined_rawpredictions for each dataset')\n",
    "ax1.bar(unique_refined_rawpredictions_engpdtb.keys(), unique_refined_rawpredictions_engpdtb.values())\n",
    "ax1.set_xticklabels(unique_refined_rawpredictions_engpdtb.keys(), rotation=90)\n",
    "ax1.set_title('eng.pdtb.pdtb')\n",
    "for item in ([ax1.title, ax1.xaxis.label, ax1.yaxis.label] +\n",
    "                ax1.get_xticklabels() + ax1.get_yticklabels()):\n",
    "        item.set_fontsize(18)\n",
    "ax2.bar(unique_refined_rawpredictions_fas.keys(), unique_refined_rawpredictions_fas.values())\n",
    "ax2.set_xticklabels(unique_refined_rawpredictions_fas.keys(), rotation=90)\n",
    "ax2.set_title('fas.rst.prstc')\n",
    "for item in ([ax2.title, ax2.xaxis.label, ax2.yaxis.label] +\n",
    "                ax2.get_xticklabels() + ax2.get_yticklabels()):\n",
    "        item.set_fontsize(18)\n",
    "ax3.bar(unique_refined_rawpredictions_zho.keys(), unique_refined_rawpredictions_zho.values())\n",
    "ax3.set_xticklabels(unique_refined_rawpredictions_zho.keys(), rotation=90)\n",
    "ax3.set_title('zho.rst.sctb')\n",
    "for item in ([ax3.title, ax3.xaxis.label, ax3.yaxis.label] +\n",
    "                ax3.get_xticklabels() + ax3.get_yticklabels()):\n",
    "        item.set_fontsize(18)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "flant5_v1",
   "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": "3.10.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}