rename created pdfs

code/eval/experiments/create_pdf.ipynb

@@ -3,6 +3,9 @@
   {
    "cell_type": "code",
 <<<<<<< HEAD
+<<<<<<< HEAD
+=======
+>>>>>>> fafe180 (rename created pdfs)
    "execution_count": 10,
    "metadata": {},
    "outputs": [
@@ -73,8 +76,11 @@
   },
   {
    "cell_type": "code",
+<<<<<<< HEAD
 =======
 >>>>>>> 166aba1 (moved a lot of eval files)
+=======
+>>>>>>> fafe180 (rename created pdfs)
    "execution_count": 11,
    "metadata": {},
    "outputs": [

code/eval/experiments/csv_to_chart.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_1500\\query_logs\\memgraph\\2024-02-11_11-58-08_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_1500\\query_logs\\neo4j\\2024-02-11_11-58-08_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_1500\\query_logs\\ongdb\\2024-02-11_11-58-08_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_1500\\query_logs\\pg\\2024-02-11_11-58-08_query_execution_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2000\\query_logs\\memgraph\\2024-02-12_12-12-38_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2000\\query_logs\\neo4j\\2024-02-12_12-12-38_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2000\\query_logs\\ongdb\\2024-02-12_12-12-38_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2000\\query_logs\\pg\\2024-02-12_12-12-38_query_execution_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2500\\query_logs\\memgraph\\2024-02-12_20-31-09_query_execution_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2500\\query_logs\\neo4j\\2024-02-12_20-31-09_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2500\\query_logs\\ongdb\\2024-02-12_20-31-09_query_logs.pdf. Skipping file.\n",
+      "Column 'Time' not found in C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\\240212_window_size_2500\\query_logs\\pg\\2024-02-12_20-31-09_query_execution_logs.pdf. Skipping file.\n",
+      "Charts created and saved as PDFs.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import pandas as pd\n",
+    "import plotly.express as px\n",
+    "\n",
+    "# Base directory where your CSV files are located\n",
+    "base_directory = r\"C:\\Studium_MIN\\05_Masterarbeit\\thesis\\ma_code\\code\\eval\\experiments\"\n",
+    "\n",
+    "# Function to create a chart from a dataframe and save as PDF\n",
+    "def create_and_save_chart(df, file_path):\n",
+    "    # Convert 'Time' column to datetime type for better x-axis formatting\n",
+    "    # Ensuring the 'Time' column is recognized, accounting for potential case sensitivity\n",
+    "    time_column = next((col for col in df.columns if col.lower() == 'time'), None)\n",
+    "    if time_column is None:\n",
+    "        print(f\"Column 'Time' not found in {file_path}. Skipping file.\")\n",
+    "        return\n",
+    "    \n",
+    "    df[time_column] = pd.to_datetime(df[time_column])\n",
+    "    \n",
+    "    # Melting the dataframe to make it long-form which Plotly prefers\n",
+    "    df_long = df.melt(id_vars=[time_column], var_name='Metric', value_name='Value')\n",
+    "    \n",
+    "    # Creating a line chart with Plotly Express\n",
+    "    fig = px.line(df_long, x=time_column, y='Value', color='Metric',\n",
+    "                  title='Metrics Over Time', labels={'Value': 'Metric Value', time_column: 'Time'})\n",
+    "    \n",
+    "    # Improve layout (optional)\n",
+    "    fig.update_layout(xaxis_title='Time',\n",
+    "                      yaxis_title='Value',\n",
+    "                      legend_title='Metric',\n",
+    "                      template='plotly_white')\n",
+    "\n",
+    "    # Use write_image to save the figure as a PDF, leveraging kaleido\n",
+    "    fig.write_image(file_path, format='pdf', width=1980, height=1080)\n",
+    "\n",
+    "# Traverse the directory tree\n",
+    "for root, dirs, files in os.walk(base_directory):\n",
+    "    for filename in files:\n",
+    "        if filename.endswith(\".csv\"):\n",
+    "            file_path = os.path.join(root, filename)\n",
+    "            # Read the CSV file into a DataFrame\n",
+    "            df = pd.read_csv(file_path)\n",
+    "            \n",
+    "            # Automatically trim column names and check for 'Time' column case sensitivity\n",
+    "            df.columns = [col.strip() for col in df.columns]  # Trim whitespace from column names\n",
+    "            \n",
+    "            # Define the path for the PDF file\n",
+    "            pdf_path = os.path.splitext(file_path)[0] + '.pdf'\n",
+    "            \n",
+    "            # Create and save the chart\n",
+    "            create_and_save_chart(df, pdf_path)\n",
+    "\n",
+    "print(\"Charts created and saved as PDFs.\")\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}