{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Loaded variable 'df' from URI: /home/james/CodingProjects/ArcPostDoc/ArtifactClassification/data/raw/Durham_University_Museums_data (1).xlsx\n", "import pandas as pd\n", "\n", "df = pd.read_excel(\n", " r\"/home/james/CodingProjects/ArcPostDoc/ArtifactClassification/data/raw/Durham_University_Museums_data.xlsx\"\n", ")\n", "\n", "# Filter rows based on column: 'reproduction.reference'\n", "df = df[df[\"reproduction.reference\"].astype(\"string\").notna()]\n", "\n", "# Change column type to string for column: 'reproduction.reference'\n", "df = df.astype({\"reproduction.reference\": \"string\"})\n", "\n", "# Convert text to lowercase in column: 'reproduction.reference'\n", "df[\"reproduction.reference\"] = df[\"reproduction.reference\"].str.lower()\n", "df[\"reproduction.reference\"] = df[\"reproduction.reference\"].str.replace(\n", " r\"^\\.\\./images/\", \"/images/\", regex=True\n", 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'../data/raw//images/oriental/2006/2006.85.jpg',\n", " '../data/raw//images/oriental/2006/2006.86.jpg',\n", " '../data/raw//images/oriental/u/u10605.jpg',\n", " '../data/raw//images/oriental/n/n2476.jpg',\n", " '../data/raw//images/oriental/2006/2006.87-ff.jpg',\n", " '../data/raw//images/oriental/w/w141-d1.jpg',\n", " '../data/raw//images/oriental/2006/2006.88-ff.jpg',\n", " '../data/raw//images/oriental/2006/durom.2006.89-d1.jpg',\n", " '../data/raw//images/oriental/2006/2006.90-ff.jpg',\n", " '../data/raw//images/oriental/2006/2006.91-ff.jpg',\n", " '../data/raw//images/oriental/2006/2006.92.1-2-ff.jpg',\n", " '../data/raw//images/oriental/u/u10617 pc d1.jpg',\n", " '../data/raw//images/oriental/2006/2006.93-ll.jpg',\n", " '../data/raw//images/oriental/2006/2006.94-ll.jpg',\n", " '../data/raw//images/oriental/2006/2006.95-ll.jpg',\n", " ...])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "\n", "existing_file_count = 0\n", "non_existing_file_count = 0\n", "existing_files = []\n", "non_existing_files = []\n", "\n", "for index, row in df.iterrows():\n", " file_path = \"../data/raw/\" + row[\"reproduction.reference\"]\n", " if os.path.isfile(file_path):\n", " existing_file_count += 1\n", " existing_files.append(file_path)\n", " else:\n", " non_existing_file_count += 1\n", " non_existing_files.append(file_path)\n", "\n", "existing_files, non_existing_files" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['../data/raw//images/egyptian/eg/eg144-ff.jpg',\n", " '../data/raw//images/egyptian/eg/eg145-ff.jpg',\n", " '../data/raw//images/egyptian/eg/eg148-ff.jpg',\n", " '../data/raw//images/egyptian/eg/eg149-ff.jpg',\n", " '../data/raw//images/egyptian/eg/eg150-ff.jpg',\n", " '../data/raw//images/egyptian/eg/eg152-ff.jpg',\n", " '../data/raw//images/egyptian/eg/eg153-ff.jpg',\n", " '../data/raw//images/egyptian/eg/eg154-ff.jpg',\n", " 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