{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Analysis Office Data & Fine-Tuning BERT\n", "\n", "Lisa Gotzian, September 13-26, 2023" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/9l/8f8knqhj6r569g2lvlngfzdw0000gq/T/ipykernel_28127/2998138693.py:2: DeprecationWarning: `import pandas_profiling` is going to be deprecated by April 1st. Please use `import ydata_profiling` instead.\n", " import pandas_profiling\n" ] } ], "source": [ "import pandas as pd\n", "import pandas_profiling\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "from collections import Counter" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('data/merged_export.csv', sep=\";\")" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e17c0c2e30d7435988e9b24e9daed83b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Summarize dataset: 0%| | 0/5 [00:00" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pandas_profiling.ProfileReport(df)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 146., 1017., 294., 305., 408., 535., 1077., 186., 380.,\n", " 524.]),\n", " array([ 0. , 5.9, 11.8, 17.7, 23.6, 29.5, 35.4, 41.3, 47.2, 53.1, 59. ]),\n", " )" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.hist(df[\"Office\"])" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/9l/8f8knqhj6r569g2lvlngfzdw0000gq/T/ipykernel_28127/838303.py:18: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " fig.show()\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up count data for histogram\n", "counts = Counter(df[\"Office\"])\n", "common = counts.most_common()\n", "labels = [item[0] for item in common]\n", "number = [item[1] for item in common]\n", "nbars = len(common)\n", "\n", "# Configure plot\n", "fig, ax = plt.subplots(figsize=(20,6))\n", "plt.bar(np.arange(nbars), number, tick_label=labels)\n", "plt.xticks(rotation=90)\n", "plt.title(\"Categorizations BK into Offices by given proposal\")\n", "plt.ylabel(\"frequency\")\n", "\n", "# Set red categories\n", "index_low_categories = list(map(lambda i: i < 10, number)).index(True)\n", "ax.get_xticklabels()[index_low_categories].set_color(\"red\")\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Office\n", "Bundesamt für Gesundheit 657\n", "Bundesamt für Umwelt 421\n", "Staatssekretariat für Wirtschaft 345\n", "Bundesamt für Energie 264\n", "Staatssekretariat für Migration 254\n", "Bundesamt für Landwirtschaft 249\n", "Bundesamt für Justiz 227\n", "Bundesamt für Sozialversicherungen 210\n", "Bundesamt für Verkehr 190\n", "Staatssekretariat 168\n", "Staatssekretariat für Bildung, Forschung und Innovation 165\n", "Bundesamt für Strassen 145\n", "Staatssekretariat für internationale Finanzfragen 143\n", "Generalsekretariat VBS 123\n", "Bundesamt für Kommunikation 123\n", "Bundesamt für Lebensmittelsicherheit und Veterinärwesen 122\n", "Eidgenössische Steuerverwaltung 111\n", "Bundesamt für Raumentwicklung 78\n", "Direktion für Entwicklung und Zusammenarbeit 72\n", "Eidgenössische Finanzverwaltung 72\n", "Bundesamt für Wohnungswesen 56\n", "Bundesamt für Zoll und Grenzsicherheit 54\n", "Bundesamt für Polizei 50\n", "Eidgenössisches Personalamt 44\n", "Generalsekretariat UVEK 44\n", "Eidgenössisches Büro für die Gleichstellung von Frau und Mann 40\n", "Bundesamt für wirtschaftliche Landesversorgung 39\n", "Bundesamt für Statistik 38\n", "Bundesamt für Zivilluftfahrt 35\n", "Direktion für Völkerrecht 35\n", "Gruppe Verteidigung 33\n", "Generalsekretariat EFD 29\n", "Bundesamt für Kultur 28\n", "Schweizerisches Heilmittelinstitut Swissmedic 25\n", "Nachrichtendienst des Bundes 23\n", "Bundesamt für Bauten und Logistik 22\n", "Generalsekretariat EDA 19\n", "Bundesamt für Bevölkerungsschutz 16\n", "Generalsekretariat EDI 15\n", "Bundesamt für Rüstung 13\n", "Politische Direktion 12\n", "Bundesamt für Sport 10\n", "Bundesamt für Zivildienst 8\n", "Direktion für europäische Angelegenheiten 7\n", "Eidgenössisches Institut für Geistiges Eigentum 6\n", "Preisüberwachung 4\n", "Bereich Digitale Transformation und IKT-Lenkung 4\n", "Direktion für Ressourcen 4\n", "Konsularische Direktion 4\n", "Schweizer Kulturstiftung Pro Helvetia 3\n", "Generalsekretariat EJPD 2\n", "Eidgenössische Finanzkontrolle 2\n", "Generalsekretariat WBF 2\n", "Bundesamt für Landestopografie 1\n", "Eidgenössische Spielbankenkommission 1\n", "Informatiksteuerungsorgan des Bundes 1\n", "Schweizerische Agentur für Innovationsförderung 1\n", "Schweizerisches Bundesarchiv 1\n", "Büro für Konsumentenfragen 1\n", "Bereich der Eidgenössischen Technischen Hochschulen 1\n", "Name: count, dtype: int64" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Office\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Häufigkeit der Kategorie')" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(number)\n", "plt.title(\"Nur 28% aller Offices haben eine 'gute' Datengröße\")\n", "plt.ylabel(\"Anzahl Kategorien\")\n", "plt.xlabel(\"Häufigkeit der Kategorie\")" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "60\n" ] } ], "source": [ "print(len(number))" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "large_categories 17\n", "small_categories 18\n" ] } ], "source": [ "large_categories = len(list(filter(lambda i: i > 100, number)))\n", "print(\"large_categories\", large_categories)\n", "\n", "small_categories = len(list(filter(lambda i: i < 10, number)))\n", "print(\"small_categories\", small_categories)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "large_categories share 0.2833333333333333\n", "small_categories share 0.3\n" ] } ], "source": [ "print(\"large_categories share\", large_categories/len(number))\n", "print(\"small_categories share\", small_categories/len(number))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare training data\n", "1. ~~remove low-count categories from training data~~\n", "2. ~~remove irrelevant columns: Language, SubmittedBy~~\n", "3. ~~evtl label (Bereich Digitale Transformation und IKT-Lenkung) vs short label (bkdti) matching?~~\n", "4. ~~merge all text columns~~\n", "5. possibilities: word preprocessing: stemming, stop words etc\n", "6. ~~split into train/test/val~~\n", "7. re-train model first batch if needed ~~(or try new model?)~~\n", "8. ~~test training on titles & on full texts incl title~~" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "from datasets import load_dataset\n", "from transformers import (\n", " AutoTokenizer, DataCollatorWithPadding,\n", " AutoModelForSequenceClassification, TrainingArguments, Trainer\n", ")\n", "from sklearn import preprocessing\n", "from sklearn import metrics\n", "from sklearn.model_selection import train_test_split\n", "import torch\n", "import pandas as pd\n", "import numpy as np\n", "import evaluate\n", "import random\n", "\n", "random.seed(10)\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sorted 485 rows into 'Uncategorized'.\n", "Split the dataset into 3654 samples for train, 913 for test and 305 for validation.\n" ] } ], "source": [ "df = pd.read_csv('data/merged_export.csv', sep=\";\")\n", "df['MergedText'] = df['Title'] + df['SubmittedText']\n", "\n", "# Deal with occurrences of less than min_cut_off\n", "min_cut_off = 41 # 10 (42 cat) or 35 (28 cat) or 41 (23 cat) or 79 (19 cat)\n", "\n", "# remove them...\n", "# d = df.loc[df['LeadingOfficeCode'].isin(df['LeadingOfficeCode'].value_counts().index[df['LeadingOfficeCode'].value_counts() > min_cut_off])]\n", "# print(f\"Reduced dataset from {len(df)} to {len(d)} data points.\")\n", "\n", "# ... or change to uncategorized\n", "d = df\n", "valid_codes = df['LeadingOfficeCode'].value_counts().index[df['LeadingOfficeCode'].value_counts() > min_cut_off]\n", "d['LeadingOfficeCode'] = df['LeadingOfficeCode'].where(df['LeadingOfficeCode'].isin(valid_codes), 'Uncategorized')\n", "print(f\"Sorted {sum(d['LeadingOfficeCode']=='Uncategorized')} rows into 'Uncategorized'.\")\n", "\n", "# Create train & test split file\n", "train, test_raw = train_test_split(d, test_size=0.25, random_state=42)\n", "test, val = train_test_split(test_raw, test_size=0.25, random_state=42)\n", "\n", "# comment out file generation to not change existing files\n", "#train.to_csv('data/train.csv',index=False)\n", "#test.to_csv('data/test.csv',index=False)\n", "#val.to_csv('data/val.csv',index=False)\n", "print(f\"Split the dataset into {len(train)} samples for train, {len(test)} for test and {len(val)} for validation.\")" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d1f7ab5bcb964794b8f9bb2f76bf71e1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Downloading data files: 0%| | 0/3 [00:00