Upload analyse_ua_l_topics.ipynb

notebooks/analyse_ua_l_topics.ipynb

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+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "id": "5vjOBgTjWZ_H"
+      },
+      "outputs": [],
+      "source": [
+        "import polars as pl"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pl.read_ndjson('hf://datasets/ua-l/topics/train.jsonl')"
+      ],
+      "metadata": {
+        "id": "t2QgnnBpWefe"
+      },
+      "execution_count": 2,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.describe()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 380
+        },
+        "id": "cwyp-iWZWm9K",
+        "outputId": "c9727e62-0063-48a2-cca8-9837b986bfe7"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "shape: (9, 4)\n",
+              "┌────────────┬──────────────────────────────┬─────────────────────────────┬────────────────────────┐\n",
+              "│ statistic  ┆ question_title               ┆ question_body               ┆ label                  │\n",
+              "│ ---        ┆ ---                          ┆ ---                         ┆ ---                    │\n",
+              "│ str        ┆ str                          ┆ str                         ┆ str                    │\n",
+              "╞════════════╪══════════════════════════════╪═════════════════════════════╪════════════════════════╡\n",
+              "│ count      ┆ 3246                         ┆ 3246                        ┆ 3246                   │\n",
+              "│ null_count ┆ 0                            ┆ 0                           ┆ 0                      │\n",
+              "│ mean       ┆ null                         ┆ null                        ┆ null                   │\n",
+              "│ std        ┆ null                         ┆ null                        ┆ null                   │\n",
+              "│ min        ┆ \"ВИКЛЮЧЕНИЙ З ВІЙСЬКОВОГО    ┆                             ┆ administrativnie_pravo │\n",
+              "│            ┆ ОБЛІ…                        ┆                             ┆                        │\n",
+              "│ 25%        ┆ null                         ┆ null                        ┆ null                   │\n",
+              "│ 50%        ┆ null                         ┆ null                        ┆ null                   │\n",
+              "│ 75%        ┆ null                         ┆ null                        ┆ null                   │\n",
+              "│ max        ┆ чи можна переписати хату на  ┆ ⚡️ Роз'яснення щодо нового  ┆ ziemielnie_pravo       │\n",
+              "│            ┆ ко…                          ┆ моб…                        ┆                        │\n",
+              "└────────────┴──────────────────────────────┴─────────────────────────────┴────────────────────────┘"
+            ],
+            "text/html": [
+              "<div><style>\n",
+              ".dataframe > thead > tr,\n",
+              ".dataframe > tbody > tr {\n",
+              "  text-align: right;\n",
+              "  white-space: pre-wrap;\n",
+              "}\n",
+              "</style>\n",
+              "<small>shape: (9, 4)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>statistic</th><th>question_title</th><th>question_body</th><th>label</th></tr><tr><td>str</td><td>str</td><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;count&quot;</td><td>&quot;3246&quot;</td><td>&quot;3246&quot;</td><td>&quot;3246&quot;</td></tr><tr><td>&quot;null_count&quot;</td><td>&quot;0&quot;</td><td>&quot;0&quot;</td><td>&quot;0&quot;</td></tr><tr><td>&quot;mean&quot;</td><td>null</td><td>null</td><td>null</td></tr><tr><td>&quot;std&quot;</td><td>null</td><td>null</td><td>null</td></tr><tr><td>&quot;min&quot;</td><td>&quot;&quot;ВИКЛЮЧЕ��ИЙ З ВІЙСЬКОВОГО ОБЛІ…</td><td>&quot;&quot;</td><td>&quot;administrativnie_pravo&quot;</td></tr><tr><td>&quot;25%&quot;</td><td>null</td><td>null</td><td>null</td></tr><tr><td>&quot;50%&quot;</td><td>null</td><td>null</td><td>null</td></tr><tr><td>&quot;75%&quot;</td><td>null</td><td>null</td><td>null</td></tr><tr><td>&quot;max&quot;</td><td>&quot;чи можна переписати хату на ко…</td><td>&quot;⚡️ Роз&#x27;яснення щодо нового моб…</td><td>&quot;ziemielnie_pravo&quot;</td></tr></tbody></table></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Count the number of questions with each label"
+      ],
+      "metadata": {
+        "id": "BcwuLyvXWgvg"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "labels = df['label'].unique()\n",
+        "\n",
+        "labels"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 443
+        },
+        "id": "nUiTlg8GWlx9",
+        "outputId": "e4f0773a-1285-482c-e02f-cf0bacb60e08"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "shape: (39,)\n",
+              "Series: 'label' [str]\n",
+              "[\n",
+              "\t\"medicina\"\n",
+              "\t\"pratsevlashtuvvannya\"\n",
+              "\t\"mytne_pravo\"\n",
+              "\t\"intieliektualna_vlasnist\"\n",
+              "\t\"viiskovie_pravo\"\n",
+              "\t…\n",
+              "\t\"sudova_praktika\"\n",
+              "\t\"korporativnie_pravo\"\n",
+              "\t\"prava_spozhivachiv\"\n",
+              "\t\"investitsii\"\n",
+              "\t\"mizhnarodni_pravovidnosini\"\n",
+              "]"
+            ],
+            "text/html": [
+              "<div><style>\n",
+              ".dataframe > thead > tr,\n",
+              ".dataframe > tbody > tr {\n",
+              "  text-align: right;\n",
+              "  white-space: pre-wrap;\n",
+              "}\n",
+              "</style>\n",
+              "<small>shape: (39,)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>label</th></tr><tr><td>str</td></tr></thead><tbody><tr><td>&quot;medicina&quot;</td></tr><tr><td>&quot;pratsevlashtuvvannya&quot;</td></tr><tr><td>&quot;mytne_pravo&quot;</td></tr><tr><td>&quot;intieliektualna_vlasnist&quot;</td></tr><tr><td>&quot;viiskovie_pravo&quot;</td></tr><tr><td>&hellip;</td></tr><tr><td>&quot;sudova_praktika&quot;</td></tr><tr><td>&quot;korporativnie_pravo&quot;</td></tr><tr><td>&quot;prava_spozhivachiv&quot;</td></tr><tr><td>&quot;investitsii&quot;</td></tr><tr><td>&quot;mizhnarodni_pravovidnosini&quot;</td></tr></tbody></table></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 6
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "label_to_question = {}\n",
+        "\n",
+        "for question in df.iter_rows(named=True):\n",
+        "  label = question['label']\n",
+        "\n",
+        "  if label not in label_to_question:\n",
+        "    label_to_question[label] = 1\n",
+        "  else:\n",
+        "    label_to_question[label] += 1"
+      ],
+      "metadata": {
+        "id": "lVE8GQPaWzxR"
+      },
+      "execution_count": 8,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "label_to_question"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "a9Mk8OgJXjWt",
+        "outputId": "d1301d17-7b40-4ccf-a768-adb366e15f76"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "{'opodatkuvannia': 119,\n",
+              " 'viiskovie_pravo': 445,\n",
+              " 'bankivska_diialnist': 88,\n",
+              " 'sotsialnyj_zakhist': 167,\n",
+              " 'doghovirni_vidnosini': 41,\n",
+              " 'prava_spozhivachiv': 29,\n",
+              " 'kriminalnie_pravo': 71,\n",
+              " 'avtovlasnykam': 130,\n",
+              " 'piensiiata_sotsialni_viplati': 137,\n",
+              " 'inshe': 527,\n",
+              " 'tsivilne_pravo': 109,\n",
+              " 'zhitlovi_pravovidnosini': 54,\n",
+              " 'prava_vnutrishno_pieriemishchienikh_osib': 99,\n",
+              " 'sudova_praktika': 138,\n",
+              " 'nierukhomist': 89,\n",
+              " 'simejne_pravo': 264,\n",
+              " 'pratsevlashtuvvannya': 158,\n",
+              " 'ziemielnie_pravo': 63,\n",
+              " 'intieliektualna_vlasnist': 21,\n",
+              " 'pidpriemnicka_dialnist': 38,\n",
+              " 'immighratsiia_iemighratsiia': 92,\n",
+              " 'dovircha_vlastnist': 8,\n",
+              " 'reyestraciya_likvidaciya_bankrutstvo': 69,\n",
+              " 'administrativnie_pravo': 30,\n",
+              " 'gospodarskie_pravo': 37,\n",
+              " 'korporativnie_pravo': 12,\n",
+              " 'spadkove_pravo': 66,\n",
+              " 'medicina': 60,\n",
+              " 'litsienzuvannia': 8,\n",
+              " 'notarialni_pytanniia': 17,\n",
+              " 'gromadianski_pravovidnosini': 27,\n",
+              " 'mytne_pravo': 3,\n",
+              " 'dierzhavni_zakupivli': 2,\n",
+              " 'strakhuvannya': 2,\n",
+              " 'vighotovliennia_produktsiyi_ta_nadannia_poslugh': 5,\n",
+              " 'mizhnarodni_pravovidnosini': 11,\n",
+              " 'investitsii': 5,\n",
+              " 'ekologiya': 3,\n",
+              " 'reklama': 2}"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sorted_data_descending = dict(sorted(label_to_question.items(), key=lambda item: item[1], reverse=True))\n",
+        "\n",
+        "sorted_data_descending"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "kTEXoR3MXg-3",
+        "outputId": "0b174953-bd57-48ca-9b30-55f4ad281281"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "{'inshe': 527,\n",
+              " 'viiskovie_pravo': 445,\n",
+              " 'simejne_pravo': 264,\n",
+              " 'sotsialnyj_zakhist': 167,\n",
+              " 'pratsevlashtuvvannya': 158,\n",
+              " 'sudova_praktika': 138,\n",
+              " 'piensiiata_sotsialni_viplati': 137,\n",
+              " 'avtovlasnykam': 130,\n",
+              " 'opodatkuvannia': 119,\n",
+              " 'tsivilne_pravo': 109,\n",
+              " 'prava_vnutrishno_pieriemishchienikh_osib': 99,\n",
+              " 'immighratsiia_iemighratsiia': 92,\n",
+              " 'nierukhomist': 89,\n",
+              " 'bankivska_diialnist': 88,\n",
+              " 'kriminalnie_pravo': 71,\n",
+              " 'reyestraciya_likvidaciya_bankrutstvo': 69,\n",
+              " 'spadkove_pravo': 66,\n",
+              " 'ziemielnie_pravo': 63,\n",
+              " 'medicina': 60,\n",
+              " 'zhitlovi_pravovidnosini': 54,\n",
+              " 'doghovirni_vidnosini': 41,\n",
+              " 'pidpriemnicka_dialnist': 38,\n",
+              " 'gospodarskie_pravo': 37,\n",
+              " 'administrativnie_pravo': 30,\n",
+              " 'prava_spozhivachiv': 29,\n",
+              " 'gromadianski_pravovidnosini': 27,\n",
+              " 'intieliektualna_vlasnist': 21,\n",
+              " 'notarialni_pytanniia': 17,\n",
+              " 'korporativnie_pravo': 12,\n",
+              " 'mizhnarodni_pravovidnosini': 11,\n",
+              " 'dovircha_vlastnist': 8,\n",
+              " 'litsienzuvannia': 8,\n",
+              " 'vighotovliennia_produktsiyi_ta_nadannia_poslugh': 5,\n",
+              " 'investitsii': 5,\n",
+              " 'mytne_pravo': 3,\n",
+              " 'ekologiya': 3,\n",
+              " 'dierzhavni_zakupivli': 2,\n",
+              " 'strakhuvannya': 2,\n",
+              " 'reklama': 2}"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 12
+        }
+      ]
+    }
+  ]
+}