dataset_analisys.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "b1NqglQzR02o"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to\n",
            "[nltk_data]     C:\\Users\\Zumo\\AppData\\Roaming\\nltk_data...\n",
            "[nltk_data]   Unzipping corpora\\stopwords.zip.\n"
          ]
        }
      ],
      "source": [
        "import re\n",
        "from functools import reduce\n",
        "from collections import Counter\n",
        "from tqdm import tqdm\n",
        "\n",
        "import nltk\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import rcParams\n",
        "from sklearn.preprocessing import OrdinalEncoder\n",
        "\n",
        "from datasets.fbp_dataset import FBPDataset\n",
        "from datasets.fbp_dataset import load_texts\n",
        "from datasets.processing_funcs import PIPELINE\n",
        "\n",
        "nltk.download(\"stopwords\")\n",
        "plt.style.use('ggplot')\n",
        "def color_map(idx: int) -> str:\n",
        "    return list(rcParams['axes.prop_cycle'])[idx]['color']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_N8j-3U11pKC",
        "outputId": "78f16a72-5fd9-4850-c090-aaa9b0c0cff1"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Loading Dataset: 100%|██████████| 15594/15594 [00:04<00:00, 3141.33it/s]\n"
          ]
        }
      ],
      "source": [
        "documents, tags = load_texts(\"./input/feedback-prize-2021/\", PIPELINE, 1)\n",
        "encoder = OrdinalEncoder()\n",
        "label_unique = np.array(tags[\"discourse_type\"].unique())\n",
        "encoder.fit(label_unique.reshape(-1, 1))\n",
        "dataset = FBPDataset(documents, tags, encoder, True)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>discourse_id</th>\n",
              "      <th>discourse_start</th>\n",
              "      <th>discourse_end</th>\n",
              "      <th>discourse_text</th>\n",
              "      <th>discourse_type</th>\n",
              "      <th>discourse_type_num</th>\n",
              "      <th>predictionstring</th>\n",
              "      <th>box_center</th>\n",
              "      <th>box_length</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>63956</th>\n",
              "      <td>DEDCFAD56126</td>\n",
              "      <td>1615041276793</td>\n",
              "      <td>538</td>\n",
              "      <td>606</td>\n",
              "      <td>You can meet people that are interested in the...</td>\n",
              "      <td>Evidence</td>\n",
              "      <td>Evidence 2</td>\n",
              "      <td>96 97 98 99 100 101 102 103 104 105 106 107 108</td>\n",
              "      <td>0.426523</td>\n",
              "      <td>0.053763</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133099</th>\n",
              "      <td>488C23E895EF</td>\n",
              "      <td>1617808903151</td>\n",
              "      <td>2573</td>\n",
              "      <td>2622</td>\n",
              "      <td>Although some options may seem worse than others,</td>\n",
              "      <td>Counterclaim</td>\n",
              "      <td>Counterclaim 2</td>\n",
              "      <td>418 419 420 421 422 423 424 425</td>\n",
              "      <td>0.659187</td>\n",
              "      <td>0.012623</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21767</th>\n",
              "      <td>A47EBEEF081E</td>\n",
              "      <td>1618578694887</td>\n",
              "      <td>2151</td>\n",
              "      <td>2686</td>\n",
              "      <td>Overall, summer project should be constructed ...</td>\n",
              "      <td>Concluding Statement</td>\n",
              "      <td>Concluding Statement 1</td>\n",
              "      <td>371 372 373 374 375 376 377 378 379 380 381 38...</td>\n",
              "      <td>0.892514</td>\n",
              "      <td>0.193858</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  id   discourse_id  discourse_start  discourse_end  \\\n",
              "63956   DEDCFAD56126  1615041276793              538            606   \n",
              "133099  488C23E895EF  1617808903151             2573           2622   \n",
              "21767   A47EBEEF081E  1618578694887             2151           2686   \n",
              "\n",
              "                                           discourse_text  \\\n",
              "63956   You can meet people that are interested in the...   \n",
              "133099  Although some options may seem worse than others,   \n",
              "21767   Overall, summer project should be constructed ...   \n",
              "\n",
              "              discourse_type      discourse_type_num  \\\n",
              "63956               Evidence              Evidence 2   \n",
              "133099          Counterclaim          Counterclaim 2   \n",
              "21767   Concluding Statement  Concluding Statement 1   \n",
              "\n",
              "                                         predictionstring  box_center  \\\n",
              "63956     96 97 98 99 100 101 102 103 104 105 106 107 108    0.426523   \n",
              "133099                    418 419 420 421 422 423 424 425    0.659187   \n",
              "21767   371 372 373 374 375 376 377 378 379 380 381 38...    0.892514   \n",
              "\n",
              "        box_length  \n",
              "63956     0.053763  \n",
              "133099    0.012623  \n",
              "21767     0.193858  "
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "tags.sample(3)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# General"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [],
      "source": [
        "doc_len = documents.map(lambda x: len(x.split()))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 540x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, (ax_box, ax_hist) = plt.subplots(\n",
        "    2, figsize=(7.5, 5), sharex=True, gridspec_kw={\"height_ratios\": (0.15, 0.85)}\n",
        ") # type: ignore\n",
        "# assigning a graph to each ax\n",
        "sns.boxplot(x=doc_len, color=color_map(0), ax=ax_box)\n",
        "sns.histplot(x=doc_len, color=color_map(0), bins=50, ax=ax_hist)\n",
        " \n",
        "fig.suptitle(\"Documents length\", fontsize=24)\n",
        "ax_box.set_xlabel(\"\")\n",
        "ax_hist.set_xlabel(\"Number of words\")\n",
        "ax_hist.set_ylabel(\"Doc count\")\n",
        "plt.savefig(\"figures/documents_length_his.pdf\")\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Classes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "gp = tags.groupby(by=\"discourse_type\")[[\"id\"]].count()\n",
        "gp = (gp / gp.sum()) * 100\n",
        "ax = (\n",
        "    gp\n",
        "    .sort_values(\"id\")\n",
        "    .plot(\n",
        "        kind=\"barh\",\n",
        "        figsize=(15, 5),\n",
        "        xlabel=\"Discourse Type\",\n",
        "        legend=False,\n",
        "    )\n",
        ")\n",
        "assert isinstance(ax, plt.Axes)\n",
        "ax.set_title(\"Discourse Class Distribution\", fontsize=24)\n",
        "ax.set_xlabel(\"Frequency (%)\")\n",
        "ax.bar_label(ax.containers[0], label_type=\"edge\", fmt=\"%.1f\")\n",
        "plt.savefig(\"figures/class_freqs.pdf\")\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Realive positions\n",
        "tmp = tags[[\"discourse_type\"]].copy()\n",
        "tmp[\"discourse_len\"] = tags[\"box_length\"]\n",
        "tmp[\"discourse_start\"] = tags[\"box_center\"] - tags[\"box_length\"] / 2\n",
        "tmp[\"discourse_end\"] = tags[\"box_center\"] + tags[\"box_length\"] / 2\n",
        "\n",
        "tmp_end = tmp[[\"discourse_type\", \"discourse_end\"]].copy()\n",
        "tmp_end.columns = [\"discourse_type\", \"position\"]\n",
        "tmp_end[\"tag\"] = \"End\"\n",
        "\n",
        "tmp_start = tmp[[\"discourse_type\", \"discourse_start\"]].copy()\n",
        "tmp_start.columns = [\"discourse_type\", \"position\"]\n",
        "tmp_start[\"tag\"] = \"Start\"\n",
        "\n",
        "tmp_len = tmp[[\"discourse_type\", \"discourse_len\"]].copy()\n",
        "tmp_len.columns = [\"discourse_type\", \"position\"]\n",
        "tmp_len[\"tag\"] = \"Length\"\n",
        "\n",
        "tmp_cat = pd.concat([tmp_len, tmp_start, tmp_end])\n",
        "\n",
        "plot_order = (\n",
        "    tmp.groupby(\"discourse_type\")[\"discourse_start\"].mean().sort_values().index.values\n",
        ")\n",
        "\n",
        "plt.figure(figsize=(15, 10))\n",
        "sns.barplot(\n",
        "    x=\"position\",\n",
        "    y=\"discourse_type\",\n",
        "    hue=\"tag\",\n",
        "    data=tmp_cat,\n",
        "    ci=\"sd\",  # type: ignore\n",
        "    capsize=0.05,\n",
        "    order=plot_order,\n",
        ")\n",
        "\n",
        "plt.title(\"Discourses mean relative position (with standard deviation)\", fontsize=24)\n",
        "plt.ylabel(\"Discourse Type\")\n",
        "plt.xlabel(\"Relative position in document\")\n",
        "plt.savefig(\"figures/discourse_rel_pos.pdf\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Number of queries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "The maximum number of units for document is : 32\n",
            "The maximum number of argumentative units for document is : 26\n"
          ]
        }
      ],
      "source": [
        "grouped = tags.groupby(by=\"id\")\n",
        "\n",
        "arg_seg = np.zeros(len(grouped))\n",
        "non_arg = np.zeros(len(grouped))\n",
        "for j, (k, gp) in enumerate(grouped):\n",
        "    arg_seg[j] = len(gp)\n",
        "    for i in range(len(gp) - 1):\n",
        "        pred_str1 = gp[\"predictionstring\"].iloc[i].split()\n",
        "        pred_str2 = gp[\"predictionstring\"].iloc[i + 1].split()\n",
        "        start = int(pred_str1[-1])\n",
        "        end = int(pred_str2[0])\n",
        "        if start + 1 != end:\n",
        "            non_arg[j] += 1\n",
        "\n",
        "seg = non_arg + arg_seg\n",
        "\n",
        "print(f\"The maximum number of units for document is : {int(np.max(seg))}\")\n",
        "print(f\"The maximum number of argumentative units for document is : {int(np.max(arg_seg))}\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 540x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, (ax_box, ax_hist) = plt.subplots(\n",
        "    2, figsize=(7.5, 5), sharex=True, gridspec_kw={\"height_ratios\": (0.15, 0.85)}\n",
        ") # type: ignore\n",
        "# assigning a graph to each ax\n",
        "sns.boxplot(x=arg_seg, color=color_map(0), ax=ax_box)\n",
        "sns.histplot(x=arg_seg, color=color_map(0), bins=50, ax=ax_hist) # type: ignore\n",
        " \n",
        "fig.suptitle(\"Number of argumentative units\", fontsize=24)\n",
        "ax_box.set_xlabel(\"\")\n",
        "ax_hist.set_xlabel(\"Units\")\n",
        "ax_hist.set_ylabel(\"Doc count\")\n",
        "plt.savefig(\"figures/arg_units_per_doc_hist.pdf\")\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Class Correlation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "REPLACE_BY_SPACE_RE = re.compile(\"[.,;!?']\")\n",
        "STOPWORDS = set(nltk.corpus.stopwords.words(\"english\"))\n",
        "\n",
        "\n",
        "def remove_stopwords(text: str) -> str:\n",
        "    return \" \".join([x for x in text.split() if x and x not in STOPWORDS])\n",
        "\n",
        "\n",
        "def replace_special_characters(text: str) -> str:\n",
        "    return REPLACE_BY_SPACE_RE.sub(\" \", text)\n",
        "\n",
        "\n",
        "NEW_PIPELINE = PIPELINE + [replace_special_characters, remove_stopwords]\n",
        "\n",
        "\n",
        "def get_words(gp) -> \"list[str]\":\n",
        "    group = gp[\"discourse_text\"]\n",
        "    words = []\n",
        "    for i in range(len(group)):\n",
        "        words += reduce(lambda txt, f: f(txt), NEW_PIPELINE, group.iloc[i]).split()\n",
        "    return words"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "counted = {key: Counter(get_words(gp)) for key, gp in tags.groupby(by=\"discourse_type\")}\n",
        "\n",
        "labels = list(counted.keys())\n",
        "word_list = list(set().union(*[set(counts.keys()) for counts in counted.values()]))\n",
        "\n",
        "tot_word_class = np.array([sum(c for c in counted[k].values()) for k in labels])\n",
        "\n",
        "discurse_occ = Counter()\n",
        "num_discourses = 0\n",
        "for _, dis in tags.groupby(by=\"discourse_id\"):\n",
        "    num_discourses += 1\n",
        "    for word in set(get_words(dis)):\n",
        "        discurse_occ[word] += 1\n",
        "\n",
        "def correlation(word: str) -> np.ndarray:\n",
        "    \"\"\"Term Frequency in each class * inverse discourse frequency\"\"\"\n",
        "    num_word_class = np.array([counted[key].get(word, 0) for key in labels])\n",
        "    tf = num_word_class / tot_word_class\n",
        "    idf = np.log10(len(dataset) /(1 + discurse_occ[word]))\n",
        "    return tf * idf\n",
        "\n",
        "matrix = np.zeros((len(word_list), len(labels)))\n",
        "for i, w in enumerate(word_list):\n",
        "    matrix[i, :] = correlation(w)\n",
        "\n",
        "weights = pd.DataFrame(matrix, columns=labels, index=word_list)\n",
        "\n",
        "summary = (\n",
        "    weights.copy()\n",
        "    .assign(order=weights.max(axis=1))\n",
        "    .sort_values(\"order\", ascending=False)\n",
        "    .drop(\"order\", axis=1)\n",
        "    .loc[(weights == weights.max()).any(axis=1)]\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x1440 with 9 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "axs: \"tuple[tuple[plt.Axes, ...], ...]\"\n",
        "fig, axs = plt.subplots(4, 2, figsize=(15, 20)) # type: ignore\n",
        "\n",
        "for i, col in enumerate(weights.columns):\n",
        "    ax = axs[i//2][i%2]\n",
        "    df = weights[[col]].sort_values(by=[col], ascending=False)\n",
        "    df = df[col].head(10).plot(kind=\"bar\", title=col, ax=ax)\n",
        "    ax.set_yscale(\"log\")\n",
        "\n",
        "sns.heatmap(summary, ax=axs[3][1])\n",
        "axs[3][1].set_title(\"Summary\")\n",
        "fig.suptitle(\"Word-Class correlation\", fontsize=24)\n",
        "fig.tight_layout()\n",
        "plt.savefig(\"figures/word_class_correlation.pdf\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [],
      "source": [
        "weights.to_csv(\"csv/weights_matrix_new.csv\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# End"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {},
      "outputs": [],
      "source": [
        "weights_new = pd.read_csv(\"csv/weights_matrix_new.csv\", index_col=0)\n",
        "weights_old = pd.read_csv(\"csv/weights_matrix.csv\", index_col=0)\n",
        "weights_old.index = weights_old[\"Words\"].values\n",
        "weights_old = weights_old.drop(\"Words\", axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1080x2160 with 14 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, axs = plt.subplots(7, 2, figsize=(15, 30)) # type: ignore\n",
        "\n",
        "for i, col in enumerate(weights_old.columns):\n",
        "    ax = axs[i][0]\n",
        "    df = weights_old[[col]].sort_values(by=[col], ascending=False)\n",
        "    df = df[col].head(10).plot(kind=\"bar\", title=col + \" old\", ax=ax)\n",
        "    ax.set_yscale(\"log\")\n",
        "\n",
        "    ax = axs[i][1]\n",
        "    df = weights_new[[col]].sort_values(by=[col], ascending=False)\n",
        "    df = df[col].head(10).plot(kind=\"bar\", title=col + \" new\", ax=ax)\n",
        "    ax.set_yscale(\"log\")\n",
        "\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "training.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3.8.13 ('torch-gpu')",
      "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": "3.8.13"
    },
    "orig_nbformat": 4,
    "vscode": {
      "interpreter": {
        "hash": "c004a322e9c82f28ba2e77aacdbb1b6ccb0b2b4ae6a31db23bc8a8c53511ac4a"
      }
    },
    "widgets": {
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