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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import os\n",
"import re"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Loaded variable 'df' from URI: /home/james/CodingProjects/ArcPostDoc/HeDAP-imagesearch/Durham_University_Museums_data (1).xlsx\n",
"df = pd.read_excel(\n",
" r\"/home/james/CodingProjects/ArcPostDoc/HeDAP-imagesearch/Durham_University_Museums_data (1).xlsx\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>object_number</th>\n",
" <th>object_name</th>\n",
" <th>other_name</th>\n",
" <th>reproduction.reference</th>\n",
" <th>description</th>\n",
" <th>label.text</th>\n",
" <th>material</th>\n",
" <th>technique</th>\n",
" <th>physical_description</th>\n",
" <th>number_of_parts</th>\n",
" <th>...</th>\n",
" <th>Unnamed: 25</th>\n",
" <th>Unnamed: 26</th>\n",
" <th>Unnamed: 27</th>\n",
" <th>Unnamed: 28</th>\n",
" <th>Unnamed: 29</th>\n",
" <th>Unnamed: 30</th>\n",
" <th>Unnamed: 31</th>\n",
" <th>Unnamed: 32</th>\n",
" <th>Unnamed: 33</th>\n",
" <th>Unnamed: 34</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>EG1</td>\n",
" <td>Kohl Pot</td>\n",
" <td>jar</td>\n",
" <td>NaN</td>\n",
" <td>Shouldered, squat, incised kohl jar, blackened...</td>\n",
" <td>NaN</td>\n",
" <td>limestone</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>EG2</td>\n",
" <td>cups</td>\n",
" <td>beaker</td>\n",
" <td>NaN</td>\n",
" <td>slightly concave beaker with flaring rim and c...</td>\n",
" <td>NaN</td>\n",
" <td>travertine</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>EG3</td>\n",
" <td>bowls</td>\n",
" <td>bowl</td>\n",
" <td>../images/egyptian/eg/eg3-409-d1.jpg</td>\n",
" <td>squat shouldered jar, no rim</td>\n",
" <td><SPAN lang=en-GB style='FONT-SIZE: 12pt; FONT-...</td>\n",
" <td>limestone</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>EG4</td>\n",
" <td>bottles</td>\n",
" <td>jar</td>\n",
" <td>NaN</td>\n",
" <td>necked, globular jar with flared rim</td>\n",
" <td>NaN</td>\n",
" <td>travertine</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>EG5</td>\n",
" <td>bottles</td>\n",
" <td>jar</td>\n",
" <td>NaN</td>\n",
" <td>necked, globular jar with narrow rim, plus sto...</td>\n",
" <td>NaN</td>\n",
" <td>travertine</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60081</th>\n",
" <td>DURMA.2020.3.2072</td>\n",
" <td>coins</td>\n",
" <td>NaN</td>\n",
" <td>../images/fulling_mill/2020/DURMA.2020.3.2072-...</td>\n",
" <td>A silver Roman coin which is a part of the Pie...</td>\n",
" <td>NaN</td>\n",
" <td>metal</td>\n",
" <td>hammering</td>\n",
" <td>A silver denarius of Elagabalus dating to the ...</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60082</th>\n",
" <td>DUROM.2021.286</td>\n",
" <td>postcards</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Portrait orientation postcard for the 1996 Ind...</td>\n",
" <td>NaN</td>\n",
" <td>paper</td>\n",
" <td>printing</td>\n",
" <td>Digital printed onto paper/card</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60083</th>\n",
" <td>DUROM.2021.287</td>\n",
" <td>postcards</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Pair of landscape orientation postcard sized p...</td>\n",
" <td>NaN</td>\n",
" <td>paper</td>\n",
" <td>printing</td>\n",
" <td>Digital print on card</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60084</th>\n",
" <td>DUROM.2021.289</td>\n",
" <td>posters</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Portrait orientation poster for the 1996 India...</td>\n",
" <td>NaN</td>\n",
" <td>paper</td>\n",
" <td>printing</td>\n",
" <td>digital print on gloss paper</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60085</th>\n",
" <td>DUROM.2021.288</td>\n",
" <td>posters</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Portrait orientation poster for the 1996 India...</td>\n",
" <td>NaN</td>\n",
" <td>paper</td>\n",
" <td>printing</td>\n",
" <td>Digital print on paper</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>60086 rows × 35 columns</p>\n",
"</div>"
],
"text/plain": [
" object_number object_name other_name \\\n",
"0 EG1 Kohl Pot jar \n",
"1 EG2 cups beaker \n",
"2 EG3 bowls bowl \n",
"3 EG4 bottles jar \n",
"4 EG5 bottles jar \n",
"... ... ... ... \n",
"60081 DURMA.2020.3.2072 coins NaN \n",
"60082 DUROM.2021.286 postcards NaN \n",
"60083 DUROM.2021.287 postcards NaN \n",
"60084 DUROM.2021.289 posters NaN \n",
"60085 DUROM.2021.288 posters NaN \n",
"\n",
" reproduction.reference \\\n",
"0 NaN \n",
"1 NaN \n",
"2 ../images/egyptian/eg/eg3-409-d1.jpg \n",
"3 NaN \n",
"4 NaN \n",
"... ... \n",
"60081 ../images/fulling_mill/2020/DURMA.2020.3.2072-... \n",
"60082 NaN \n",
"60083 NaN \n",
"60084 NaN \n",
"60085 NaN \n",
"\n",
" description \\\n",
"0 Shouldered, squat, incised kohl jar, blackened... \n",
"1 slightly concave beaker with flaring rim and c... \n",
"2 squat shouldered jar, no rim \n",
"3 necked, globular jar with flared rim \n",
"4 necked, globular jar with narrow rim, plus sto... \n",
"... ... \n",
"60081 A silver Roman coin which is a part of the Pie... \n",
"60082 Portrait orientation postcard for the 1996 Ind... \n",
"60083 Pair of landscape orientation postcard sized p... \n",
"60084 Portrait orientation poster for the 1996 India... \n",
"60085 Portrait orientation poster for the 1996 India... \n",
"\n",
" label.text material \\\n",
"0 NaN limestone \n",
"1 NaN travertine \n",
"2 <SPAN lang=en-GB style='FONT-SIZE: 12pt; FONT-... limestone \n",
"3 NaN travertine \n",
"4 NaN travertine \n",
"... ... ... \n",
"60081 NaN metal \n",
"60082 NaN paper \n",
"60083 NaN paper \n",
"60084 NaN paper \n",
"60085 NaN paper \n",
"\n",
" technique physical_description \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"... ... ... \n",
"60081 hammering A silver denarius of Elagabalus dating to the ... \n",
"60082 printing Digital printed onto paper/card \n",
"60083 printing Digital print on card \n",
"60084 printing digital print on gloss paper \n",
"60085 printing Digital print on paper \n",
"\n",
" number_of_parts ... Unnamed: 25 Unnamed: 26 Unnamed: 27 Unnamed: 28 \\\n",
"0 NaN ... NaN NaN NaN NaN \n",
"1 NaN ... NaN NaN NaN NaN \n",
"2 NaN ... NaN NaN NaN NaN \n",
"3 NaN ... NaN NaN NaN NaN \n",
"4 NaN ... NaN NaN NaN NaN \n",
"... ... ... ... ... ... ... \n",
"60081 1 ... NaN NaN NaN NaN \n",
"60082 1 ... NaN NaN NaN NaN \n",
"60083 2 ... NaN NaN NaN NaN \n",
"60084 1 ... NaN NaN NaN NaN \n",
"60085 1 ... NaN NaN NaN NaN \n",
"\n",
" Unnamed: 29 Unnamed: 30 Unnamed: 31 Unnamed: 32 Unnamed: 33 Unnamed: 34 \n",
"0 NaN NaN NaN NaN NaN NaN \n",
"1 NaN NaN NaN NaN NaN NaN \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"3 NaN NaN NaN NaN NaN NaN \n",
"4 NaN NaN NaN NaN NaN NaN \n",
"... ... ... ... ... ... ... \n",
"60081 NaN NaN NaN NaN NaN NaN \n",
"60082 NaN NaN NaN NaN NaN NaN \n",
"60083 NaN NaN NaN NaN NaN NaN \n",
"60084 NaN NaN NaN NaN NaN NaN \n",
"60085 NaN NaN NaN NaN NaN NaN \n",
"\n",
"[60086 rows x 35 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6625"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"description\"].isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 60086 records in the dataset\n",
"26809 records have an image location\n",
"53461 records have an description\n",
"There are 60067 unique museum numbers\n",
"There are 46166 unique descriptions\n"
]
}
],
"source": [
"print(f\"There are {len(df)} records in the dataset\")\n",
"print(f\"{df['reproduction.reference'].notna().sum()} records have an image location\")\n",
"print(f\"{df['description'].notna().sum()} records have an description\")\n",
"print(f\"There are {len(df['object_number'].unique())} unique museum numbers\")\n",
"print(f\"There are {len(df['description'].unique())} unique descriptions\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of images in ../data/raw/images/: 39200\n",
"Total number of files in ../data/raw/images/: 39244\n"
]
}
],
"source": [
"import os\n",
"\n",
"image_count = 0\n",
"file_count = 0\n",
"\n",
"# Define the root directory\n",
"root_dir = \"../data/raw/images/\"\n",
"\n",
"# Iterate through all subdirectories and files\n",
"for root, dirs, files in os.walk(root_dir):\n",
" for file in files:\n",
" file_count += 1\n",
" # Check if the file is an image file\n",
" if file.endswith((\".jpg\", \".jpeg\", \".png\", \".gif\", \".JPG\", \".JPEG\", \".PNG\", \".GIF\")):\n",
" # Increment the image count\n",
" image_count += 1\n",
"\n",
"print(f\"Total number of images in {root_dir}: {image_count}\")\n",
"print(f\"Total number of files in {root_dir}: {file_count}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
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"pygments_lexer": "ipython3",
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