{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib notebook"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.ticker"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" user | \n",
" home_proj | \n",
" global_edits | \n",
" proj_group | \n",
" proj_domain | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" ! Bikkit ! | \n",
" dewiki | \n",
" 219.0 | \n",
" dewiki | \n",
" de.wikipedia.org | \n",
"
\n",
" \n",
" 1 | \n",
" !NewLondon31 | \n",
" jawiki | \n",
" 46.0 | \n",
" jawiki | \n",
" ja.wikipedia.org | \n",
"
\n",
" \n",
" 2 | \n",
" !Silent | \n",
" ptwiki | \n",
" 20688.8 | \n",
" ptwiki | \n",
" pt.wikipedia.org | \n",
"
\n",
" \n",
" 3 | \n",
" \"Colorado Campeão\"! | \n",
" ptwiki | \n",
" 417.0 | \n",
" ptwiki | \n",
" pt.wikipedia.org | \n",
"
\n",
" \n",
" 4 | \n",
" \"quasi\" tuttologo | \n",
" itwiki | \n",
" 117.0 | \n",
" itwiki | \n",
" it.wikipedia.org | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" user home_proj global_edits proj_group proj_domain\n",
"0 ! Bikkit ! dewiki 219.0 dewiki de.wikipedia.org\n",
"1 !NewLondon31 jawiki 46.0 jawiki ja.wikipedia.org\n",
"2 !Silent ptwiki 20688.8 ptwiki pt.wikipedia.org\n",
"3 \"Colorado Campeão\"! ptwiki 417.0 ptwiki pt.wikipedia.org\n",
"4 \"quasi\" tuttologo itwiki 117.0 itwiki it.wikipedia.org"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"frame = pd.read_csv(\"sampling-frame.tsv\", sep = \"\\t\")\n",
"frame.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Frame stratification"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" proj_group | \n",
"
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" \n",
" \n",
" \n",
" enwiki | \n",
" 18004 | \n",
"
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" \n",
" dewiki | \n",
" 3825 | \n",
"
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" cee_wps | \n",
" 3544 | \n",
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" jawiki | \n",
" 3151 | \n",
"
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" \n",
" frwiki | \n",
" 3058 | \n",
"
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" \n",
" commons | \n",
" 2599 | \n",
"
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" \n",
" eswiki | \n",
" 2426 | \n",
"
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" \n",
" ruwiki | \n",
" 2312 | \n",
"
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" \n",
" other | \n",
" 1900 | \n",
"
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" \n",
" zhwiki | \n",
" 1876 | \n",
"
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" \n",
" asia_wps | \n",
" 1853 | \n",
"
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" \n",
" itwiki | \n",
" 1766 | \n",
"
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" \n",
" weur_wps | \n",
" 1750 | \n",
"
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" \n",
" meaf_wps | \n",
" 1703 | \n",
"
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" \n",
" ptwiki | \n",
" 964 | \n",
"
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" \n",
" nlwiki | \n",
" 740 | \n",
"
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" \n",
" arwiki | \n",
" 412 | \n",
"
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" \n",
" wikidata | \n",
" 346 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" proj_group\n",
"enwiki 18004\n",
"dewiki 3825\n",
"cee_wps 3544\n",
"jawiki 3151\n",
"frwiki 3058\n",
"commons 2599\n",
"eswiki 2426\n",
"ruwiki 2312\n",
"other 1900\n",
"zhwiki 1876\n",
"asia_wps 1853\n",
"itwiki 1766\n",
"weur_wps 1750\n",
"meaf_wps 1703\n",
"ptwiki 964\n",
"nlwiki 740\n",
"arwiki 412\n",
"wikidata 346"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(frame[\"proj_group\"].value_counts())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Round the highest edit count up to the nearest hundred thousand,\n",
"# in order to make a pretty edge for the top bin\n",
"top_edge = int(np.ceil(frame[\"global_edits\"].max() / 100000) * 100000)\n",
"\n",
"# See readme for why we picked these bins\n",
"edit_bins = [10, 30, 150, 600, 1200, 3500, top_edge]\n",
"\n",
"frame[\"binned_edits\"] = pd.cut(frame[\"global_edits\"], edit_bins, right=False)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[10, 30) 2792\n",
"[30, 150) 14299\n",
"[150, 600) 14578\n",
"[600, 1200) 6038\n",
"[1200, 3500) 7325\n",
"[3500, 1100000) 7197\n",
"Name: binned_edits, dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"frame[\"binned_edits\"].value_counts(sort = False)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" binned_edits | \n",
" [10, 30) | \n",
" [30, 150) | \n",
" [150, 600) | \n",
" [600, 1200) | \n",
" [1200, 3500) | \n",
" [3500, 1100000) | \n",
"
\n",
" \n",
" proj_group | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" arwiki | \n",
" 26 | \n",
" 94 | \n",
" 96 | \n",
" 56 | \n",
" 68 | \n",
" 72 | \n",
"
\n",
" \n",
" asia_wps | \n",
" 94 | \n",
" 452 | \n",
" 498 | \n",
" 245 | \n",
" 296 | \n",
" 268 | \n",
"
\n",
" \n",
" cee_wps | \n",
" 170 | \n",
" 830 | \n",
" 946 | \n",
" 417 | \n",
" 594 | \n",
" 587 | \n",
"
\n",
" \n",
" commons | \n",
" 57 | \n",
" 304 | \n",
" 481 | \n",
" 294 | \n",
" 508 | \n",
" 955 | \n",
"
\n",
" \n",
" dewiki | \n",
" 141 | \n",
" 982 | \n",
" 1094 | \n",
" 482 | \n",
" 619 | \n",
" 507 | \n",
"
\n",
" \n",
" enwiki | \n",
" 1104 | \n",
" 5682 | \n",
" 5318 | \n",
" 1952 | \n",
" 2141 | \n",
" 1807 | \n",
"
\n",
" \n",
" eswiki | \n",
" 166 | \n",
" 681 | \n",
" 703 | \n",
" 294 | \n",
" 323 | \n",
" 259 | \n",
"
\n",
" \n",
" frwiki | \n",
" 175 | \n",
" 810 | \n",
" 823 | \n",
" 370 | \n",
" 449 | \n",
" 431 | \n",
"
\n",
" \n",
" itwiki | \n",
" 88 | \n",
" 549 | \n",
" 487 | \n",
" 215 | \n",
" 216 | \n",
" 211 | \n",
"
\n",
" \n",
" jawiki | \n",
" 208 | \n",
" 1200 | \n",
" 1001 | \n",
" 324 | \n",
" 302 | \n",
" 116 | \n",
"
\n",
" \n",
" meaf_wps | \n",
" 102 | \n",
" 437 | \n",
" 434 | \n",
" 205 | \n",
" 251 | \n",
" 274 | \n",
"
\n",
" \n",
" nlwiki | \n",
" 35 | \n",
" 175 | \n",
" 224 | \n",
" 76 | \n",
" 124 | \n",
" 106 | \n",
"
\n",
" \n",
" other | \n",
" 52 | \n",
" 324 | \n",
" 437 | \n",
" 235 | \n",
" 351 | \n",
" 501 | \n",
"
\n",
" \n",
" ptwiki | \n",
" 68 | \n",
" 249 | \n",
" 285 | \n",
" 107 | \n",
" 136 | \n",
" 119 | \n",
"
\n",
" \n",
" ruwiki | \n",
" 108 | \n",
" 582 | \n",
" 657 | \n",
" 278 | \n",
" 378 | \n",
" 309 | \n",
"
\n",
" \n",
" weur_wps | \n",
" 84 | \n",
" 377 | \n",
" 434 | \n",
" 223 | \n",
" 304 | \n",
" 328 | \n",
"
\n",
" \n",
" wikidata | \n",
" 8 | \n",
" 48 | \n",
" 64 | \n",
" 35 | \n",
" 50 | \n",
" 141 | \n",
"
\n",
" \n",
" zhwiki | \n",
" 106 | \n",
" 523 | \n",
" 596 | \n",
" 230 | \n",
" 215 | \n",
" 206 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"binned_edits [10, 30) [30, 150) [150, 600) [600, 1200) [1200, 3500) \\\n",
"proj_group \n",
"arwiki 26 94 96 56 68 \n",
"asia_wps 94 452 498 245 296 \n",
"cee_wps 170 830 946 417 594 \n",
"commons 57 304 481 294 508 \n",
"dewiki 141 982 1094 482 619 \n",
"enwiki 1104 5682 5318 1952 2141 \n",
"eswiki 166 681 703 294 323 \n",
"frwiki 175 810 823 370 449 \n",
"itwiki 88 549 487 215 216 \n",
"jawiki 208 1200 1001 324 302 \n",
"meaf_wps 102 437 434 205 251 \n",
"nlwiki 35 175 224 76 124 \n",
"other 52 324 437 235 351 \n",
"ptwiki 68 249 285 107 136 \n",
"ruwiki 108 582 657 278 378 \n",
"weur_wps 84 377 434 223 304 \n",
"wikidata 8 48 64 35 50 \n",
"zhwiki 106 523 596 230 215 \n",
"\n",
"binned_edits [3500, 1100000) \n",
"proj_group \n",
"arwiki 72 \n",
"asia_wps 268 \n",
"cee_wps 587 \n",
"commons 955 \n",
"dewiki 507 \n",
"enwiki 1807 \n",
"eswiki 259 \n",
"frwiki 431 \n",
"itwiki 211 \n",
"jawiki 116 \n",
"meaf_wps 274 \n",
"nlwiki 106 \n",
"other 501 \n",
"ptwiki 119 \n",
"ruwiki 309 \n",
"weur_wps 328 \n",
"wikidata 141 \n",
"zhwiki 206 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"frame.groupby([\"proj_group\", \"binned_edits\"]).size().unstack()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Distribution of yearly edit counts"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
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" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
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"\tthis.context.oBackingStorePixelRatio ||\n",
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" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
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" button.click(method_name, toolbar_event);\n",
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" var fmt_picker_span = $('');\n",
"\n",
" var fmt_picker = $('');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('');\n",
" var button = $('');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
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"fig_size = plt.rcParams[\"figure.figsize\"]\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(\n",
" # 2 rows, 1 column\n",
" 2, 1,\n",
" # Make the figure double height\n",
" figsize = (fig_size[0], fig_size[1] * 2),\n",
")\n",
"\n",
"fig.suptitle(\"Distribution of yearly edits in survey population\")\n",
"\n",
"def set_common(ax, cumulative = False):\n",
" ax.hist(\n",
" frame[\"global_edits\"],\n",
" bins = 10**np.arange(1, 6, 0.1),\n",
" cumulative = cumulative\n",
" )\n",
" \n",
" ax.set_xscale(\"log\", basex = 10)\n",
" ax.xaxis.set_major_formatter(matplotlib.ticker.FormatStrFormatter(\"%d\"))\n",
" \n",
" \n",
" ax.set_ylabel(\"number of users\")\n",
" ax.set_xlabel(\"edits per year\")\n",
"\n",
" for edge in edit_bins:\n",
" ax.axvline(x = edge, color = \"red\")\n",
"\n",
"set_common(ax1)\n",
"set_common(ax2, True)\n",
"ax1.set_title(\"Standard histogram\")\n",
"ax2.set_title(\"Cumulative histogram\")\n",
"\n",
"plt.show()"
]
},
{
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