DualLoop / notebooks / ESWC22-figures.ipynb
ESWC22-figures.ipynb
Raw
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "bfa2d578",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8c16cda2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "    \n",
    "def plot_f1_result(results, dataset, filename):\n",
    "    methods = ['WeSAL', 'AL-RF', 'DualLoop']\n",
    "    labels = ['WeSAL', 'AL-RF', 'DualLoop']\n",
    "    metric_name = 'f1'\n",
    "    \n",
    "    measurement_list = []\n",
    "    for exp in methods:\n",
    "        experiment = results[exp]       \n",
    "        for iteration in experiment:\n",
    "            r = experiment[iteration]\n",
    "            measurement = {\n",
    "                'methods': exp,\n",
    "                'iteration': iteration,\n",
    "                'metric': r[metric_name] * 100.0\n",
    "            }\n",
    "            \n",
    "            measurement_list.append(measurement)\n",
    "            \n",
    "    exp_result_df = pd.DataFrame(measurement_list)\n",
    "    \n",
    "    fig, ax = plt.subplots(figsize=(6, 5))    \n",
    "    plt.ylim(0, 100)\n",
    "       \n",
    "    sns.set(font_scale = 1)    \n",
    "    p = sns.lineplot(x='iteration', y='metric', hue='methods', ax=ax, data=exp_result_df, \n",
    "                 style=\"methods\", markers=True)\n",
    "\n",
    "    p.set_xlabel(\"# of annotated data points\")\n",
    "    p.set_ylabel(\"F1 (%)\")        \n",
    "    \n",
    "    ax.title.set_text(dataset)    \n",
    "    \n",
    "    plt.show()\n",
    "    \n",
    "    plt.savefig(filename, transparent=True)\n",
    "    plt.close(fig)    \n",
    "    \n",
    "def plot_cost_over_gain(results, dataset, filename):\n",
    "    methods = ['WeSAL', 'AL-RF', 'DualLoop']\n",
    "    labels = ['WeSAL', 'AL-RF', 'DualLoop']\n",
    "    \n",
    "    measurement_list = []\n",
    "    for exp in methods:\n",
    "        costMap = {}\n",
    "        experiment = results[exp]  \n",
    "        previous_gain = 0        \n",
    "        for iteration in experiment:\n",
    "            if iteration == 0:\n",
    "                continue\n",
    "                \n",
    "            m = experiment[iteration]\n",
    "\n",
    "            gain = m['num_true_matches']\n",
    "            cost = m['human_effort']\n",
    "\n",
    "            if gain == 0 and cost == 0:\n",
    "                continue\n",
    "\n",
    "            if gain not in costMap:\n",
    "                for j in range(gain, previous_gain, -1):\n",
    "                    measurement = {\n",
    "                        'methods': exp,\n",
    "                        'gain': j,\n",
    "                        'cost': cost\n",
    "                    }\n",
    "                        \n",
    "                    measurement_list.append(measurement)\n",
    "\n",
    "                costMap[gain] = cost\n",
    "\n",
    "            previous_gain = gain\n",
    "\n",
    "    exp_result_df = pd.DataFrame(measurement_list)\n",
    "    \n",
    "    fig, ax = plt.subplots(figsize=(6, 5))    \n",
    "   \n",
    "    sns.set(font_scale = 1)    \n",
    "    p = sns.lineplot(x='gain', y='cost', hue='methods', ax=ax, data=exp_result_df, \n",
    "                 style=\"methods\", markers=True)\n",
    "\n",
    "    p.set_xlabel(\"gain (# of identified true matches)\")    \n",
    "    p.set_ylabel(\"cost (human effort)\")        \n",
    "    \n",
    "    ax.title.set_text(dataset)    \n",
    "    \n",
    "    plt.show()\n",
    "    \n",
    "    plt.savefig(filename, transparent=True)\n",
    "    plt.close(fig) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f9fd8952",
   "metadata": {},
   "outputs": [],
   "source": [
    "conference_result = pickle.load( open(\"dualloop_result_conference.pk\", \"rb\" ) )\n",
    "ai4eu_result = pickle.load( open(\"dualloop_result_ai4eu.pk\", \"rb\" ) )\n",
    "nasa_result = pickle.load( open(\"dualloop_result_nasa.pk\", \"rb\" ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "50936224",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_f1_result(conference_result, 'Conference', 'f1_conference.pdf')    \n",
    "plot_f1_result(ai4eu_result, 'AI4EU', 'f1_ai4eu.pdf')  \n",
    "plot_f1_result(nasa_result, 'AirTraffic', 'f1_nasa.pdf')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a21da3a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cost_over_gain(conference_result, 'Conference', 'cost_conference.pdf')   \n",
    "plot_cost_over_gain(ai4eu_result, 'AI4EU', 'cost_ai4eu.pdf') \n",
    "plot_cost_over_gain(nasa_result, 'AirTraffic', 'cost_nasa.pdf')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b793999",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46600273",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e944eea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33d244ed",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}