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{
"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",
")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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" '../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": {
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