{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 5. Photographers at the Museum\n",
"\n",
"```{sidebar} Datasets\n",
" * [V&A collections](https://collections.vam.ac.uk/) and [API](https://developers.vam.ac.uk/)\n",
"```\n",
"\n",
"```{sidebar} Libraries\n",
" * [Python](https://www.python.org/)\n",
" * [Pandas](https://pandas.pydata.org/)\n",
" * [Vega](https://vega.github.io/vega/)\n",
" * [Jupyter](https://jupyter.org/)\n",
"```\n",
"\n",
"The V&A began acquiring photographs in 1852, and its [collection](https://www.vam.ac.uk/collections/photographs) is now one of the largest and most important in the world. Let's take a look at which photographers are held in the (catalogued) collection.\n",
"\n",
"To query the photographers in the V&A collections, we need to query object types of \"photograph\" and \"photographs\" (this is due to variations in cataloguing names) and cluster the results by 'maker'. We then show a treemap visualisation of the top 50 results for each.\n",
"\n",
"For a record of the results, we also generate a sample of the photographers and some of their works as a PDF."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following code (click to expand) setups the treemap drawing"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"from IPython.display import display\n",
"\n",
"def Vega(spec):\n",
" bundle = {}\n",
" bundle['application/vnd.vega.v5+json'] = spec\n",
" display(bundle, raw=True)\n",
"\n",
"def treemap(clusters, cluster_name):\n",
" \n",
" clusters_json = [{\"id\": index+1, \"name\": [x[\"value\"], \"%d objects\" % x[\"count\"]], \"parent\": '0', \"value\": x[\"count\"]} for index, x in enumerate(clusters)]\n",
" clusters_json.insert(0, {\"id\": 0, \"value\": 0, \"name\": cluster_name})\n",
" \n",
" Vega({\n",
" \"$schema\": \"https://vega.github.io/schema/vega/v5.json\",\n",
" \"description\": \"An example of treemap layout for hierarchical data.\",\n",
" \"width\": 1200,\n",
" \"height\": 800,\n",
" \"padding\": 2.5,\n",
" \"autosize\": \"none\",\n",
" \"data\": [\n",
" {\n",
" \"name\": \"tree\",\n",
" \"values\": clusters_json,\n",
" \"transform\": [\n",
" {\n",
" \"type\": \"stratify\",\n",
" \"key\": \"id\",\n",
" \"parentKey\": \"parent\"\n",
" },\n",
" {\n",
" \"type\": \"treemap\",\n",
" \"field\": \"value\",\n",
" \"sort\": {\"field\": \"value\", \"order\": \"descending\"},\n",
" \"round\": True,\n",
" \"size\": [{\"signal\": \"width\"}, {\"signal\": \"height\"}]\n",
" }\n",
" ]\n",
" },\n",
" {\n",
" \"name\": \"nodes\",\n",
" \"source\": \"tree\",\n",
" \"transform\": [{ \"type\": \"filter\", \"expr\": \"datum.children\" }]\n",
" },\n",
" {\n",
" \"name\": \"leaves\",\n",
" \"source\": \"tree\",\n",
" \"transform\": [{ \"type\": \"filter\", \"expr\": \"datum.parent == 0\" }]\n",
" }\n",
" ],\n",
"\n",
" \"scales\": [\n",
" {\n",
" \"name\": \"color\",\n",
" \"type\": \"ordinal\",\n",
" \"domain\": {\"data\": \"nodes\", \"field\": \"name\"},\n",
" \"range\": [\n",
" \"#3182bd\", \"#6baed6\", \"#9ecae1\", \"#c6dbef\", \"#e6550d\",\n",
" \"#fd8d3c\", \"#fdae6b\", \"#fdd0a2\", \"#31a354\", \"#74c476\",\n",
" \"#a1d99b\", \"#c7e9c0\", \"#756bb1\", \"#9e9ac8\", \"#bcbddc\",\n",
" \"#dadaeb\", \"#636363\", \"#969696\", \"#bdbdbd\", \"#d9d9d9\"\n",
" ]\n",
" },\n",
" {\n",
" \"name\": \"size\",\n",
" \"type\": \"ordinal\",\n",
" \"domain\": [0, 1, 2, 3],\n",
" \"range\": [256, 10, 20, 14]\n",
" },\n",
" {\n",
" \"name\": \"opacity\",\n",
" \"type\": \"ordinal\",\n",
" \"domain\": [0, 1, 2, 3],\n",
" \"range\": [0.15, 0.5, 0.8, 1.0]\n",
" }\n",
" ],\n",
"\n",
" \"marks\": [\n",
" {\n",
" \"type\": \"rect\",\n",
" \"from\": {\"data\": \"nodes\"},\n",
" \"interactive\": False,\n",
" \"encode\": {\n",
" \"enter\": {\n",
" \"fill\": {\"scale\": \"color\", \"field\": \"name\"}\n",
" },\n",
" \"update\": {\n",
" \"x\": {\"field\": \"x0\"},\n",
" \"y\": {\"field\": \"y0\"},\n",
" \"x2\": {\"field\": \"x1\"},\n",
" \"y2\": {\"field\": \"y1\"}\n",
" }\n",
" }\n",
" },\n",
" {\n",
" \"type\": \"rect\",\n",
" \"from\": {\"data\": \"leaves\"},\n",
" \"encode\": {\n",
" \"enter\": {\n",
" \"stroke\": {\"value\": \"#fff\"}\n",
" },\n",
" \"update\": {\n",
" \"x\": {\"field\": \"x0\"},\n",
" \"y\": {\"field\": \"y0\"},\n",
" \"x2\": {\"field\": \"x1\"},\n",
" \"y2\": {\"field\": \"y1\"},\n",
" \"fill\": {\"value\": \"transparent\"},\n",
" \"href\": {\"value\": \"https://collections.vam.ac.uk/\"}\n",
" },\n",
" \"hover\": {\n",
" \"fill\": {\"value\": \"green\"}\n",
" }\n",
" }\n",
" },\n",
" {\n",
" \"type\": \"text\",\n",
" \"from\": {\"data\": \"leaves\"},\n",
" \"interactive\": False,\n",
" \"encode\": {\n",
" \"enter\": {\n",
" \"font\": {\"value\": \"Helvetica Neue, Arial\"},\n",
" \"align\": {\"value\": \"center\"},\n",
" \"baseline\": {\"value\": \"middle\"},\n",
" \"fill\": {\"value\": \"#000\"},\n",
" \"text\": {\"field\": \"name\"},\n",
" \"fontSize\": {\"scale\": \"size\", \"field\": \"depth\"},\n",
" \"fillOpacity\": {\"scale\": \"opacity\", \"field\": \"depth\"}\n",
" },\n",
" \"update\": {\n",
" \"x\": {\"signal\": \"0.5 * (datum.x0 + datum.x1)\"},\n",
" \"y\": {\"signal\": \"0.5 * (datum.y0 + datum.y1)\"}\n",
" }\n",
" }\n",
" }\n",
" ]\n",
"}\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Visualisation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we query the API for the object types and show them as a treemap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Photograph"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vega.v5+json": {
"$schema": "https://vega.github.io/schema/vega/v5.json",
"autosize": "none",
"data": [
{
"name": "tree",
"transform": [
{
"key": "id",
"parentKey": "parent",
"type": "stratify"
},
{
"field": "value",
"round": true,
"size": [
{
"signal": "width"
},
{
"signal": "height"
}
],
"sort": {
"field": "value",
"order": "descending"
},
"type": "treemap"
}
],
"values": [
{
"children": 50,
"depth": 0,
"id": 0,
"name": "Photographers",
"value": 0,
"x0": 0,
"x1": 1200,
"y0": 0,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 1,
"name": [
"Unknown",
"11846 objects"
],
"parent": "0",
"value": 11846,
"x0": 0,
"x1": 470,
"y0": 0,
"y1": 490
},
{
"children": 0,
"depth": 1,
"id": 2,
"name": [
"Frith, Francis",
"4153 objects"
],
"parent": "0",
"value": 4153,
"x0": 0,
"x1": 470,
"y0": 490,
"y1": 662
},
{
"children": 0,
"depth": 1,
"id": 3,
"name": [
"K.A.C. Creswell",
"3335 objects"
],
"parent": "0",
"value": 3335,
"x0": 0,
"x1": 470,
"y0": 662,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 4,
"name": [
"Thompson, Charles Thurston",
"2244 objects"
],
"parent": "0",
"value": 2244,
"x0": 470,
"x1": 670,
"y0": 0,
"y1": 218
},
{
"children": 0,
"depth": 1,
"id": 5,
"name": [
"London Stereoscopic and Photographic Company",
"1703 objects"
],
"parent": "0",
"value": 1703,
"x0": 670,
"x1": 822,
"y0": 0,
"y1": 218
},
{
"children": 0,
"depth": 1,
"id": 6,
"name": [
"Stone, Benjamin Sir",
"1532 objects"
],
"parent": "0",
"value": 1532,
"x0": 822,
"x1": 958,
"y0": 0,
"y1": 218
},
{
"children": 0,
"depth": 1,
"id": 7,
"name": [
"Parker, John Henry",
"1449 objects"
],
"parent": "0",
"value": 1449,
"x0": 958,
"x1": 1087,
"y0": 0,
"y1": 218
},
{
"children": 0,
"depth": 1,
"id": 8,
"name": [
"Thompson, Stephen",
"1265 objects"
],
"parent": "0",
"value": 1265,
"x0": 1087,
"x1": 1200,
"y0": 0,
"y1": 218
},
{
"children": 0,
"depth": 1,
"id": 9,
"name": [
"Scamell, George Mr",
"1035 objects"
],
"parent": "0",
"value": 1035,
"x0": 470,
"x1": 652,
"y0": 218,
"y1": 329
},
{
"children": 0,
"depth": 1,
"id": 10,
"name": [
"Beaton, Cecil (Sir)",
"959 objects"
],
"parent": "0",
"value": 959,
"x0": 470,
"x1": 652,
"y0": 329,
"y1": 431
},
{
"children": 0,
"depth": 1,
"id": 11,
"name": [
"Silvy, Camille-Léon-Louis",
"912 objects"
],
"parent": "0",
"value": 912,
"x0": 470,
"x1": 652,
"y0": 431,
"y1": 528
},
{
"children": 0,
"depth": 1,
"id": 12,
"name": [
"W&D Downey Photographers",
"867 objects"
],
"parent": "0",
"value": 867,
"x0": 470,
"x1": 652,
"y0": 528,
"y1": 621
},
{
"children": 0,
"depth": 1,
"id": 13,
"name": [
"Moffat, Curtis",
"840 objects"
],
"parent": "0",
"value": 840,
"x0": 470,
"x1": 652,
"y0": 621,
"y1": 711
},
{
"children": 0,
"depth": 1,
"id": 14,
"name": [
"Franck",
"838 objects"
],
"parent": "0",
"value": 838,
"x0": 470,
"x1": 652,
"y0": 711,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 15,
"name": [
"Elliott & Fry",
"800 objects"
],
"parent": "0",
"value": 800,
"x0": 652,
"x1": 755,
"y0": 218,
"y1": 368
},
{
"children": 0,
"depth": 1,
"id": 16,
"name": [
"Cameron, Julia Margaret",
"759 objects"
],
"parent": "0",
"value": 759,
"x0": 755,
"x1": 854,
"y0": 218,
"y1": 368
},
{
"children": 0,
"depth": 1,
"id": 17,
"name": [
"Potter, Rupert",
"686 objects"
],
"parent": "0",
"value": 686,
"x0": 854,
"x1": 942,
"y0": 218,
"y1": 368
},
{
"children": 0,
"depth": 1,
"id": 18,
"name": [
"Beau, Adolphe",
"678 objects"
],
"parent": "0",
"value": 678,
"x0": 942,
"x1": 1030,
"y0": 218,
"y1": 368
},
{
"children": 0,
"depth": 1,
"id": 19,
"name": [
"Barchard, Francis",
"671 objects"
],
"parent": "0",
"value": 671,
"x0": 1030,
"x1": 1117,
"y0": 218,
"y1": 368
},
{
"children": 0,
"depth": 1,
"id": 20,
"name": [
"Window & Grove",
"641 objects"
],
"parent": "0",
"value": 641,
"x0": 1117,
"x1": 1200,
"y0": 218,
"y1": 368
},
{
"children": 0,
"depth": 1,
"id": 21,
"name": [
"Department of Science and Art of the Committee of Council on Education",
"627 objects"
],
"parent": "0",
"value": 627,
"x0": 652,
"x1": 784,
"y0": 368,
"y1": 461
},
{
"children": 0,
"depth": 1,
"id": 22,
"name": [
"Hawarden, Clementina Viscountess",
"601 objects"
],
"parent": "0",
"value": 601,
"x0": 652,
"x1": 784,
"y0": 461,
"y1": 549
},
{
"children": 0,
"depth": 1,
"id": 23,
"name": [
"Fratelli Alinari",
"590 objects"
],
"parent": "0",
"value": 590,
"x0": 652,
"x1": 784,
"y0": 549,
"y1": 636
},
{
"children": 0,
"depth": 1,
"id": 24,
"name": [
"Cartier-Bresson, Henri",
"572 objects"
],
"parent": "0",
"value": 572,
"x0": 652,
"x1": 784,
"y0": 636,
"y1": 721
},
{
"children": 0,
"depth": 1,
"id": 25,
"name": [
"Laurent, Jean",
"539 objects"
],
"parent": "0",
"value": 539,
"x0": 652,
"x1": 784,
"y0": 721,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 26,
"name": [
"Bingley, Godfrey Mr",
"523 objects"
],
"parent": "0",
"value": 523,
"x0": 784,
"x1": 872,
"y0": 368,
"y1": 483
},
{
"children": 0,
"depth": 1,
"id": 27,
"name": [
"Laffon, Louise",
"505 objects"
],
"parent": "0",
"value": 505,
"x0": 872,
"x1": 958,
"y0": 368,
"y1": 483
},
{
"children": 0,
"depth": 1,
"id": 28,
"name": [
"Atget, Jean-Eugène-Auguste",
"502 objects"
],
"parent": "0",
"value": 502,
"x0": 958,
"x1": 1043,
"y0": 368,
"y1": 483
},
{
"children": 0,
"depth": 1,
"id": 29,
"name": [
"Evans, Walker",
"495 objects"
],
"parent": "0",
"value": 495,
"x0": 1043,
"x1": 1126,
"y0": 368,
"y1": 483
},
{
"children": 0,
"depth": 1,
"id": 30,
"name": [
"London Stereoscopic Company",
"436 objects"
],
"parent": "0",
"value": 436,
"x0": 1126,
"x1": 1200,
"y0": 368,
"y1": 483
},
{
"children": 0,
"depth": 1,
"id": 31,
"name": [
"Talbot, William Henry Fox",
"418 objects"
],
"parent": "0",
"value": 418,
"x0": 784,
"x1": 906,
"y0": 483,
"y1": 550
},
{
"children": 0,
"depth": 1,
"id": 32,
"name": [
"Martin, Paul",
"408 objects"
],
"parent": "0",
"value": 408,
"x0": 784,
"x1": 906,
"y0": 550,
"y1": 615
},
{
"children": 0,
"depth": 1,
"id": 33,
"name": [
"Pitcairn-Knowles, Andrew",
"390 objects"
],
"parent": "0",
"value": 390,
"x0": 784,
"x1": 906,
"y0": 615,
"y1": 677
},
{
"children": 0,
"depth": 1,
"id": 34,
"name": [
"South Kensington Museum",
"387 objects"
],
"parent": "0",
"value": 387,
"x0": 784,
"x1": 906,
"y0": 677,
"y1": 739
},
{
"children": 0,
"depth": 1,
"id": 35,
"name": [
"Cowper, Isabel Agnes",
"386 objects"
],
"parent": "0",
"value": 386,
"x0": 784,
"x1": 906,
"y0": 739,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 36,
"name": [
"Fincham, Henry, Walter Mr",
"385 objects"
],
"parent": "0",
"value": 385,
"x0": 906,
"x1": 969,
"y0": 483,
"y1": 602
},
{
"children": 0,
"depth": 1,
"id": 37,
"name": [
"Brandt, Bill",
"365 objects"
],
"parent": "0",
"value": 365,
"x0": 969,
"x1": 1029,
"y0": 483,
"y1": 602
},
{
"children": 0,
"depth": 1,
"id": 38,
"name": [
"Curtis Moffat",
"347 objects"
],
"parent": "0",
"value": 347,
"x0": 1029,
"x1": 1086,
"y0": 483,
"y1": 602
},
{
"children": 0,
"depth": 1,
"id": 39,
"name": [
"Bourne, Samuel",
"347 objects"
],
"parent": "0",
"value": 347,
"x0": 1086,
"x1": 1143,
"y0": 483,
"y1": 602
},
{
"children": 0,
"depth": 1,
"id": 40,
"name": [
"Sasha",
"347 objects"
],
"parent": "0",
"value": 347,
"x0": 1143,
"x1": 1200,
"y0": 483,
"y1": 602
},
{
"children": 0,
"depth": 1,
"id": 41,
"name": [
"Hollyer, Frederick",
"345 objects"
],
"parent": "0",
"value": 345,
"x0": 906,
"x1": 1000,
"y0": 602,
"y1": 673
},
{
"children": 0,
"depth": 1,
"id": 42,
"name": [
"Adamson, Robert",
"311 objects"
],
"parent": "0",
"value": 311,
"x0": 906,
"x1": 1000,
"y0": 673,
"y1": 737
},
{
"children": 0,
"depth": 1,
"id": 43,
"name": [
"Hill, David Octavius",
"308 objects"
],
"parent": "0",
"value": 308,
"x0": 906,
"x1": 1000,
"y0": 737,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 44,
"name": [
"Beato, Felice",
"306 objects"
],
"parent": "0",
"value": 306,
"x0": 1000,
"x1": 1090,
"y0": 602,
"y1": 668
},
{
"children": 0,
"depth": 1,
"id": 45,
"name": [
"Hill & Adamson",
"306 objects"
],
"parent": "0",
"value": 306,
"x0": 1000,
"x1": 1090,
"y0": 668,
"y1": 734
},
{
"children": 0,
"depth": 1,
"id": 46,
"name": [
"Turner, Benjamin Brecknell",
"304 objects"
],
"parent": "0",
"value": 304,
"x0": 1000,
"x1": 1090,
"y0": 734,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 47,
"name": [
"King, Horatio Nelson",
"301 objects"
],
"parent": "0",
"value": 301,
"x0": 1090,
"x1": 1147,
"y0": 602,
"y1": 706
},
{
"children": 0,
"depth": 1,
"id": 48,
"name": [
"Good, Frank Mason",
"285 objects"
],
"parent": "0",
"value": 285,
"x0": 1147,
"x1": 1200,
"y0": 602,
"y1": 706
},
{
"children": 0,
"depth": 1,
"id": 49,
"name": [
"Southwell Brothers",
"277 objects"
],
"parent": "0",
"value": 277,
"x0": 1090,
"x1": 1200,
"y0": 706,
"y1": 755
},
{
"children": 0,
"depth": 1,
"id": 50,
"name": [
"Tripe, Linnaeus",
"256 objects"
],
"parent": "0",
"value": 256,
"x0": 1090,
"x1": 1200,
"y0": 755,
"y1": 800
}
]
},
{
"name": "nodes",
"source": "tree",
"transform": [
{
"expr": "datum.children",
"type": "filter"
}
]
},
{
"name": "leaves",
"source": "tree",
"transform": [
{
"expr": "datum.parent == 0",
"type": "filter"
}
]
}
],
"description": "An example of treemap layout for hierarchical data.",
"height": 800,
"marks": [
{
"encode": {
"enter": {
"fill": {
"field": "name",
"scale": "color"
}
},
"update": {
"x": {
"field": "x0"
},
"x2": {
"field": "x1"
},
"y": {
"field": "y0"
},
"y2": {
"field": "y1"
}
}
},
"from": {
"data": "nodes"
},
"interactive": false,
"type": "rect"
},
{
"encode": {
"enter": {
"stroke": {
"value": "#fff"
}
},
"hover": {
"fill": {
"value": "green"
}
},
"update": {
"fill": {
"value": "transparent"
},
"href": {
"value": "https://collections.vam.ac.uk/"
},
"x": {
"field": "x0"
},
"x2": {
"field": "x1"
},
"y": {
"field": "y0"
},
"y2": {
"field": "y1"
}
}
},
"from": {
"data": "leaves"
},
"type": "rect"
},
{
"encode": {
"enter": {
"align": {
"value": "center"
},
"baseline": {
"value": "middle"
},
"fill": {
"value": "#000"
},
"fillOpacity": {
"field": "depth",
"scale": "opacity"
},
"font": {
"value": "Helvetica Neue, Arial"
},
"fontSize": {
"field": "depth",
"scale": "size"
},
"text": {
"field": "name"
}
},
"update": {
"x": {
"signal": "0.5 * (datum.x0 + datum.x1)"
},
"y": {
"signal": "0.5 * (datum.y0 + datum.y1)"
}
}
},
"from": {
"data": "leaves"
},
"interactive": false,
"type": "text"
}
],
"padding": 2.5,
"scales": [
{
"domain": {
"data": "nodes",
"field": "name"
},
"name": "color",
"range": [
"#3182bd",
"#6baed6",
"#9ecae1",
"#c6dbef",
"#e6550d",
"#fd8d3c",
"#fdae6b",
"#fdd0a2",
"#31a354",
"#74c476",
"#a1d99b",
"#c7e9c0",
"#756bb1",
"#9e9ac8",
"#bcbddc",
"#dadaeb",
"#636363",
"#969696",
"#bdbdbd",
"#d9d9d9"
],
"type": "ordinal"
},
{
"domain": [
0,
1,
2,
3
],
"name": "size",
"range": [
256,
10,
20,
14
],
"type": "ordinal"
},
{
"domain": [
0,
1,
2,
3
],
"name": "opacity",
"range": [
0.15,
0.5,
0.8,
1
],
"type": "ordinal"
}
],
"width": 1200
},
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import requests\n",
"req = requests.get('https://api.vam.ac.uk/v2/objects/clusters/maker/search?kw_object_type=Photograph&cluster_size=50')\n",
"treemap(req.json(), \"Photographers\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Photographs"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vega.v5+json": {
"$schema": "https://vega.github.io/schema/vega/v5.json",
"autosize": "none",
"data": [
{
"name": "tree",
"transform": [
{
"key": "id",
"parentKey": "parent",
"type": "stratify"
},
{
"field": "value",
"round": true,
"size": [
{
"signal": "width"
},
{
"signal": "height"
}
],
"sort": {
"field": "value",
"order": "descending"
},
"type": "treemap"
}
],
"values": [
{
"children": 50,
"depth": 0,
"id": 0,
"name": "Photographer",
"value": 0,
"x0": 0,
"x1": 1200,
"y0": 0,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 1,
"name": [
"Paneth, Friedrich Adolf",
"518 objects"
],
"parent": "0",
"value": 518,
"x0": 0,
"x1": 487,
"y0": 0,
"y1": 312
},
{
"children": 0,
"depth": 1,
"id": 2,
"name": [
"Tripe, Linnaeus",
"489 objects"
],
"parent": "0",
"value": 489,
"x0": 0,
"x1": 487,
"y0": 312,
"y1": 607
},
{
"children": 0,
"depth": 1,
"id": 3,
"name": [
"Fenton, Roger",
"320 objects"
],
"parent": "0",
"value": 320,
"x0": 0,
"x1": 487,
"y0": 607,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 4,
"name": [
"Warburg, John Cimon",
"240 objects"
],
"parent": "0",
"value": 240,
"x0": 487,
"x1": 722,
"y0": 0,
"y1": 299
},
{
"children": 0,
"depth": 1,
"id": 5,
"name": [
"Knowles, Hugh",
"184 objects"
],
"parent": "0",
"value": 184,
"x0": 722,
"x1": 902,
"y0": 0,
"y1": 299
},
{
"children": 0,
"depth": 1,
"id": 6,
"name": [
"Jones, George Fowler",
"172 objects"
],
"parent": "0",
"value": 172,
"x0": 902,
"x1": 1071,
"y0": 0,
"y1": 299
},
{
"children": 0,
"depth": 1,
"id": 7,
"name": [
"Stieglitz, Alfred",
"132 objects"
],
"parent": "0",
"value": 132,
"x0": 1071,
"x1": 1200,
"y0": 0,
"y1": 299
},
{
"children": 0,
"depth": 1,
"id": 8,
"name": [
"Keighley, Alexander",
"129 objects"
],
"parent": "0",
"value": 129,
"x0": 487,
"x1": 722,
"y0": 299,
"y1": 460
},
{
"children": 0,
"depth": 1,
"id": 9,
"name": [
"Thomson, John",
"93 objects"
],
"parent": "0",
"value": 93,
"x0": 487,
"x1": 722,
"y0": 460,
"y1": 576
},
{
"children": 0,
"depth": 1,
"id": 10,
"name": [
"Sampson Low, Marston, Low and Searle",
"93 objects"
],
"parent": "0",
"value": 93,
"x0": 487,
"x1": 722,
"y0": 576,
"y1": 692
},
{
"children": 0,
"depth": 1,
"id": 11,
"name": [
"Unknown",
"87 objects"
],
"parent": "0",
"value": 87,
"x0": 487,
"x1": 722,
"y0": 692,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 12,
"name": [
"Hinde, John Wilfrid",
"71 objects"
],
"parent": "0",
"value": 71,
"x0": 722,
"x1": 853,
"y0": 299,
"y1": 459
},
{
"children": 0,
"depth": 1,
"id": 13,
"name": [
"Warburg, Agnes Beatrice",
"50 objects"
],
"parent": "0",
"value": 50,
"x0": 853,
"x1": 944,
"y0": 299,
"y1": 459
},
{
"children": 0,
"depth": 1,
"id": 14,
"name": [
"Messinger Murdoch, Helen",
"49 objects"
],
"parent": "0",
"value": 49,
"x0": 944,
"x1": 1035,
"y0": 299,
"y1": 459
},
{
"children": 0,
"depth": 1,
"id": 15,
"name": [
"Coburn, Alvin Langdon",
"48 objects"
],
"parent": "0",
"value": 48,
"x0": 1035,
"x1": 1123,
"y0": 299,
"y1": 459
},
{
"children": 0,
"depth": 1,
"id": 16,
"name": [
"Hoppé, Emil Otto",
"42 objects"
],
"parent": "0",
"value": 42,
"x0": 1123,
"x1": 1200,
"y0": 299,
"y1": 459
},
{
"children": 0,
"depth": 1,
"id": 17,
"name": [
"Marlow, Peter",
"42 objects"
],
"parent": "0",
"value": 42,
"x0": 722,
"x1": 855,
"y0": 459,
"y1": 551
},
{
"children": 0,
"depth": 1,
"id": 18,
"name": [
"Linda, McCartney",
"37 objects"
],
"parent": "0",
"value": 37,
"x0": 722,
"x1": 855,
"y0": 551,
"y1": 633
},
{
"children": 0,
"depth": 1,
"id": 19,
"name": [
"Dickins, A.M.W.",
"26 objects"
],
"parent": "0",
"value": 26,
"x0": 722,
"x1": 855,
"y0": 633,
"y1": 690
},
{
"children": 0,
"depth": 1,
"id": 20,
"name": [
"Adamson, Robert",
"25 objects"
],
"parent": "0",
"value": 25,
"x0": 722,
"x1": 855,
"y0": 690,
"y1": 745
},
{
"children": 0,
"depth": 1,
"id": 21,
"name": [
"Annan, James Craig",
"25 objects"
],
"parent": "0",
"value": 25,
"x0": 722,
"x1": 855,
"y0": 745,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 22,
"name": [
"Hill & Adamson",
"25 objects"
],
"parent": "0",
"value": 25,
"x0": 855,
"x1": 955,
"y0": 459,
"y1": 532
},
{
"children": 0,
"depth": 1,
"id": 23,
"name": [
"Hill, David Octavius",
"25 objects"
],
"parent": "0",
"value": 25,
"x0": 855,
"x1": 955,
"y0": 532,
"y1": 606
},
{
"children": 0,
"depth": 1,
"id": 24,
"name": [
"Fratelli Alinari",
"24 objects"
],
"parent": "0",
"value": 24,
"x0": 855,
"x1": 955,
"y0": 606,
"y1": 676
},
{
"children": 0,
"depth": 1,
"id": 25,
"name": [
"Greenwood, S",
"22 objects"
],
"parent": "0",
"value": 22,
"x0": 855,
"x1": 955,
"y0": 676,
"y1": 741
},
{
"children": 0,
"depth": 1,
"id": 26,
"name": [
"Steichen, Edward J.",
"20 objects"
],
"parent": "0",
"value": 20,
"x0": 855,
"x1": 955,
"y0": 741,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 27,
"name": [
"Shaoxiong, Chen",
"20 objects"
],
"parent": "0",
"value": 20,
"x0": 955,
"x1": 1018,
"y0": 459,
"y1": 552
},
{
"children": 0,
"depth": 1,
"id": 28,
"name": [
"Garner, Philippe",
"20 objects"
],
"parent": "0",
"value": 20,
"x0": 1018,
"x1": 1081,
"y0": 459,
"y1": 552
},
{
"children": 0,
"depth": 1,
"id": 29,
"name": [
"Seyler, Clarence Arthur",
"20 objects"
],
"parent": "0",
"value": 20,
"x0": 1081,
"x1": 1143,
"y0": 459,
"y1": 552
},
{
"children": 0,
"depth": 1,
"id": 30,
"name": [
"Polaroid",
"18 objects"
],
"parent": "0",
"value": 18,
"x0": 1143,
"x1": 1200,
"y0": 459,
"y1": 552
},
{
"children": 0,
"depth": 1,
"id": 31,
"name": [
"Ravilious, James",
"17 objects"
],
"parent": "0",
"value": 17,
"x0": 955,
"x1": 1011,
"y0": 552,
"y1": 641
},
{
"children": 0,
"depth": 1,
"id": 32,
"name": [
"Funch, Peter",
"15 objects"
],
"parent": "0",
"value": 15,
"x0": 1011,
"x1": 1061,
"y0": 552,
"y1": 641
},
{
"children": 0,
"depth": 1,
"id": 33,
"name": [
"Broomfield, Maurice",
"15 objects"
],
"parent": "0",
"value": 15,
"x0": 1061,
"x1": 1111,
"y0": 552,
"y1": 641
},
{
"children": 0,
"depth": 1,
"id": 34,
"name": [
"McCartney, Mary",
"14 objects"
],
"parent": "0",
"value": 14,
"x0": 1111,
"x1": 1157,
"y0": 552,
"y1": 641
},
{
"children": 0,
"depth": 1,
"id": 35,
"name": [
"Schulz-Dornburg, Ursula",
"13 objects"
],
"parent": "0",
"value": 13,
"x0": 1157,
"x1": 1200,
"y0": 552,
"y1": 641
},
{
"children": 0,
"depth": 1,
"id": 36,
"name": [
"Nixon, Nicholas",
"12 objects"
],
"parent": "0",
"value": 12,
"x0": 955,
"x1": 1019,
"y0": 641,
"y1": 695
},
{
"children": 0,
"depth": 1,
"id": 37,
"name": [
"Agfa-Gevaert Ltd.",
"12 objects"
],
"parent": "0",
"value": 12,
"x0": 955,
"x1": 1019,
"y0": 695,
"y1": 750
},
{
"children": 0,
"depth": 1,
"id": 38,
"name": [
"Corke, Henry Essenhigh",
"11 objects"
],
"parent": "0",
"value": 11,
"x0": 955,
"x1": 1019,
"y0": 750,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 39,
"name": [
"Robinson, Henry Peach",
"10 objects"
],
"parent": "0",
"value": 10,
"x0": 1019,
"x1": 1093,
"y0": 641,
"y1": 681
},
{
"children": 0,
"depth": 1,
"id": 40,
"name": [
"Caldesi, Leonida",
"10 objects"
],
"parent": "0",
"value": 10,
"x0": 1019,
"x1": 1093,
"y0": 681,
"y1": 720
},
{
"children": 0,
"depth": 1,
"id": 41,
"name": [
"P. and D. Colnaghi and Co., Ltd",
"10 objects"
],
"parent": "0",
"value": 10,
"x0": 1019,
"x1": 1093,
"y0": 720,
"y1": 760
},
{
"children": 0,
"depth": 1,
"id": 42,
"name": [
"Epstein, Mitch",
"10 objects"
],
"parent": "0",
"value": 10,
"x0": 1019,
"x1": 1093,
"y0": 760,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 43,
"name": [
"Diamond, Hugh Welch FSA FRPS (Dr)",
"9 objects"
],
"parent": "0",
"value": 9,
"x0": 1093,
"x1": 1132,
"y0": 641,
"y1": 709
},
{
"children": 0,
"depth": 1,
"id": 44,
"name": [
"Pfenninger, Otto",
"8 objects"
],
"parent": "0",
"value": 8,
"x0": 1132,
"x1": 1166,
"y0": 641,
"y1": 709
},
{
"children": 0,
"depth": 1,
"id": 45,
"name": [
"o'gorman",
"8 objects"
],
"parent": "0",
"value": 8,
"x0": 1166,
"x1": 1200,
"y0": 641,
"y1": 709
},
{
"children": 0,
"depth": 1,
"id": 46,
"name": [
"Graham, Paul",
"7 objects"
],
"parent": "0",
"value": 7,
"x0": 1093,
"x1": 1161,
"y0": 709,
"y1": 740
},
{
"children": 0,
"depth": 1,
"id": 47,
"name": [
"Pasquier, Edith Marie",
"7 objects"
],
"parent": "0",
"value": 7,
"x0": 1093,
"x1": 1161,
"y0": 740,
"y1": 770
},
{
"children": 0,
"depth": 1,
"id": 48,
"name": [
"Alfieri, Bernard (Senior)",
"7 objects"
],
"parent": "0",
"value": 7,
"x0": 1093,
"x1": 1161,
"y0": 770,
"y1": 800
},
{
"children": 0,
"depth": 1,
"id": 49,
"name": [
"Horst ",
"6 objects"
],
"parent": "0",
"value": 6,
"x0": 1161,
"x1": 1200,
"y0": 709,
"y1": 755
},
{
"children": 0,
"depth": 1,
"id": 50,
"name": [
"Beaton, Cecil (Sir)",
"6 objects"
],
"parent": "0",
"value": 6,
"x0": 1161,
"x1": 1200,
"y0": 755,
"y1": 800
}
]
},
{
"name": "nodes",
"source": "tree",
"transform": [
{
"expr": "datum.children",
"type": "filter"
}
]
},
{
"name": "leaves",
"source": "tree",
"transform": [
{
"expr": "datum.parent == 0",
"type": "filter"
}
]
}
],
"description": "An example of treemap layout for hierarchical data.",
"height": 800,
"marks": [
{
"encode": {
"enter": {
"fill": {
"field": "name",
"scale": "color"
}
},
"update": {
"x": {
"field": "x0"
},
"x2": {
"field": "x1"
},
"y": {
"field": "y0"
},
"y2": {
"field": "y1"
}
}
},
"from": {
"data": "nodes"
},
"interactive": false,
"type": "rect"
},
{
"encode": {
"enter": {
"stroke": {
"value": "#fff"
}
},
"hover": {
"fill": {
"value": "green"
}
},
"update": {
"fill": {
"value": "transparent"
},
"href": {
"value": "https://collections.vam.ac.uk/"
},
"x": {
"field": "x0"
},
"x2": {
"field": "x1"
},
"y": {
"field": "y0"
},
"y2": {
"field": "y1"
}
}
},
"from": {
"data": "leaves"
},
"type": "rect"
},
{
"encode": {
"enter": {
"align": {
"value": "center"
},
"baseline": {
"value": "middle"
},
"fill": {
"value": "#000"
},
"fillOpacity": {
"field": "depth",
"scale": "opacity"
},
"font": {
"value": "Helvetica Neue, Arial"
},
"fontSize": {
"field": "depth",
"scale": "size"
},
"text": {
"field": "name"
}
},
"update": {
"x": {
"signal": "0.5 * (datum.x0 + datum.x1)"
},
"y": {
"signal": "0.5 * (datum.y0 + datum.y1)"
}
}
},
"from": {
"data": "leaves"
},
"interactive": false,
"type": "text"
}
],
"padding": 2.5,
"scales": [
{
"domain": {
"data": "nodes",
"field": "name"
},
"name": "color",
"range": [
"#3182bd",
"#6baed6",
"#9ecae1",
"#c6dbef",
"#e6550d",
"#fd8d3c",
"#fdae6b",
"#fdd0a2",
"#31a354",
"#74c476",
"#a1d99b",
"#c7e9c0",
"#756bb1",
"#9e9ac8",
"#bcbddc",
"#dadaeb",
"#636363",
"#969696",
"#bdbdbd",
"#d9d9d9"
],
"type": "ordinal"
},
{
"domain": [
0,
1,
2,
3
],
"name": "size",
"range": [
256,
10,
20,
14
],
"type": "ordinal"
},
{
"domain": [
0,
1,
2,
3
],
"name": "opacity",
"range": [
0.15,
0.5,
0.8,
1
],
"type": "ordinal"
}
],
"width": 1200
},
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import requests\n",
"req = requests.get('https://api.vam.ac.uk/v2/objects/clusters/maker/search?kw_object_type=Photographs&cluster_size=50')\n",
"treemap(req.json(), \"Photographer\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Saving as CSV\n",
"\n",
"At present we do not have a custom CSV response for cluster endpoints, this is something that might be added in a future version of the API. The response at the moment will return the identifier ('id'), a descriptive term ('value') and the count of matching object records ('count')."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"df_photograph = pd.read_json('https://api.vam.ac.uk/v2/objects/clusters/maker/search?kw_object_type=Photograph&cluster_size=100', orient='records')\n",
"df_photograph[\"link\"] = \"https://collections.vam.ac.uk/search/?id_person=\" + df_photograph['id']\n",
"df_photograph.to_csv(\"photograph-top-100-link.csv\")\n",
"df_photograph.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"\n",
"import pandas as pd\n",
"df_photographs = pd.read_json('https://api.vam.ac.uk/v2/objects/clusters/maker/search?kw_object_type=photographs&cluster_size=100', orient='records')\n",
"df_photographs[\"link\"] = \"https://collections.vam.ac.uk/search/?id_person=\" + df_photographs['id']\n",
"df_photographs.to_csv(\"photographs-top-100-link.csv\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"req = requests.get('https://api.vam.ac.uk/v2/objects/clusters/maker/search?kw_object_type=Photograph&cluster_size=50')\n",
"top100_photographers = req.json()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generating PDF sample\n",
"\n",
"A possibly useful way to look at the data, for those who don't want to just see spreadsheets and data tables, is to construct a PDF with a sample of objects for each photograph. This code (drawn from reportlab documentation) generates a very simple PDF with images of 5 objects for the first 10 photographers."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from reportlab.pdfgen import canvas\n",
"from reportlab.platypus import SimpleDocTemplate, Paragraph, Spacer, Image, Table, TableStyle\n",
"from reportlab.lib.styles import getSampleStyleSheet\n",
"from reportlab.rl_config import defaultPageSize\n",
"from reportlab.lib.units import inch\n",
"import PIL\n",
"from io import BytesIO\n",
"import requests\n",
"import pandas as pd\n",
"\n",
"PAGE_HEIGHT=defaultPageSize[1]; \n",
"PAGE_WIDTH=defaultPageSize[0]\n",
"styles = getSampleStyleSheet()\n",
"top100_photographs = \"\"\n",
"\n",
"Title = \"V&A Photographers - Top 10\"\n",
"pageinfo = \"vam-api-data-exploration-5\"\n",
"\n",
"def myFirstPage(canvas, doc): \n",
" canvas.saveState() \n",
" canvas.setFont('Times-Bold',16) \n",
" canvas.drawCentredString(PAGE_WIDTH/2.0, PAGE_HEIGHT-108, Title) \n",
" canvas.setFont('Times-Roman',9) \n",
" canvas.drawString(inch, 0.75 * inch, \"First Page / %s\" % pageinfo) \n",
" canvas.restoreState()\n",
"\n",
"def myLaterPages(canvas, doc): \n",
" canvas.saveState() \n",
" canvas.setFont('Times-Roman',9) \n",
" canvas.drawString(inch, 0.75 * inch, \"Page %d %s\" % (doc.page, pageinfo)) \n",
" canvas.restoreState()\n",
"\n",
"chart_style = TableStyle([('ALIGN', (0, 0), (-1, -1), 'CENTER')])\n",
"\n",
"def build_doc(): \n",
" doc = SimpleDocTemplate(\"photographers-samples.pdf\") \n",
" Story = [Spacer(1,2*inch)] \n",
" style = styles[\"Normal\"] \n",
" \n",
" i = 0\n",
" for photographer in top100_photographers:\n",
" photographer_name = photographer['value'] \n",
" photographer_id = photographer['id']\n",
" \n",
" p = Paragraph(photographer_name, style) \n",
" Story.append(p) \n",
" Story.append(Spacer(1,0.4*inch)) \n",
" \n",
" # Retrieve an image to show, update URL to point directly to thumbnail derivative\n",
" query_url = \"https://api.vam.ac.uk/v2/objects/search?id_maker=%s&images_exist=1&response_format=csv&page_size=20\" % photographer_id\n",
" photograph_objects = pd.read_csv(query_url)\n",
" IIIF_IMAGE_URL = \"https://framemark.vam.ac.uk/collections/%s/full/!100,100/0/default.jpg\"\n",
" photograph_objects._primaryImageId = [IIIF_IMAGE_URL % item for item in photograph_objects._primaryImageId] \n",
"\n",
" r = requests.get(photograph_objects.iloc[0]._primaryImageId)\n",
" image1 = Image(BytesIO(r.content), width=inch, height=inch)\n",
" if(photograph_objects.iloc[0]._primaryTitle != \"nan\"):\n",
" object_link = Paragraph('%s' % (photograph_objects.iloc[0].systemNumber, photograph_objects.iloc[0]._primaryTitle))\n",
" else:\n",
" object_link = Paragraph('%s' % (photograph_objects.iloc[0].systemNumber, photograph_objects.iloc[0].objectType))\n",
" \n",
" r = requests.get(photograph_objects.iloc[1]._primaryImageId)\n",
" image2 = Image(BytesIO(r.content), width=inch, height=inch)\n",
" \n",
" r = requests.get(photograph_objects.iloc[2]._primaryImageId)\n",
" image3 = Image(BytesIO(r.content), width=inch, height=inch)\n",
" \n",
" r = requests.get(photograph_objects.iloc[3]._primaryImageId)\n",
" image4 = Image(BytesIO(r.content), width=inch, height=inch)\n",
" \n",
" r = requests.get(photograph_objects.iloc[4]._primaryImageId)\n",
" image5 = Image(BytesIO(r.content), width=inch, height=inch)\n",
" \n",
" Story.append(Table([[image1, image2, image3, image4, image5], [object_link, object_link, object_link, object_link, object_link]],\n",
" colWidths=[inch, inch, inch, inch, inch],\n",
" rowHeights=[ 0.75*inch, 0.25*inch], style=chart_style))\n",
" \n",
" Story.append(Spacer(1,0.2*inch)) \n",
" if i > 9:\n",
" break\n",
" else:\n",
" i += 1\n",
" \n",
" doc.build(Story, onFirstPage=myFirstPage, onLaterPages=myLaterPages)\n",
" \n",
"req = requests.get('https://api.vam.ac.uk/v2/objects/clusters/maker/search?kw_object_type=Photograph&cluster_size=50')\n",
"top100_photographers = req.json()\n",
"\n",
"build_doc()\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# DO NOT REMOVE This code is just here to force Jupyterbook to generate the diagrams as PNGs above. It's hidden from the output\n",
"\n",
"import altair as alt\n",
"import plotly as px\n",
"\n",
"data = px.data.iris()\n",
"data.head()\n",
"\n",
"alt.Chart(data=data).mark_point().encode(\n",
" x=\"sepal_width\",\n",
" y=\"sepal_length\",\n",
" color=\"species\",\n",
" size='sepal_length'\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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}