Failed to display Jupyter Widget of type Pivot.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "Pivot()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_tips\n", "dic = {\n", " 'sumOverSum': '$.pivotUtilities.aggregators[\"Sum over Sum\"]',\n", " 'heatmap': '$.pivotUtilities.renderers[\"Heatmap\"]' \n", "}\n", "\n", "p = pt.Pivot(df_data=df)\n", "opts = p.options\n", "opts.rows = ['sex', 'smoker']\n", "opts.cols = ['day', 'time']\n", "opts.vals = ['tip', 'total_bill']\n", "opts.aggregator = '{sumOverSum}([\"tip\", \"total_bill\"])'.format(**dic)\n", "opts.renderer = '{heatmap}'.format(**dic)\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1 bis - pivot - Base\n", "+ Cf. [original in pivotTable.js example](https://pivottable.js.org/examples/scatter.html)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7ab3d1acabf247c0890ed10a7bd8ea02", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type Pivot.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "Pivot()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_iris\n", "\n", "p = pt.Pivot(df_data=df)\n", "\n", "opts = p.options\n", "opts.rows = ['Petal.Length']\n", "opts.cols = ['Petal.Width', 'Species']\n", "opts.renderer = '$.pivotUtilities.c3_renderers[\"Scatter Chart\"]'\n", "opts.rendererOptions = {\n", " 'c3': {\n", " 'size': {\n", " 'width': 700, 'height': 500\n", " }\n", " }\n", "}\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 - pivotUI - Base\n", "+ Options as `PivotUI_Options` helper object\n", "+ Cf. [original jsfiddle](https://jsfiddle.net/nicolaskruchten/kn381h7s/)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "90345b4d9f804a3cb946fdd5f182ce5c", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type PivotUIBox.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "PivotUIBox(children=(HBox(children=(Button(description='Save', layout=Layout(width='100px'), style=ButtonStyle()), Button(description='Restore', layout=Layout(width='100px'), style=ButtonStyle()), Text(value='', disabled=True, layout=Layout(width='160px'))), layout=Layout(display='flex', justify_content='flex-start')), PivotUI()))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_tips\n", "\n", "p = pt.PivotUI(df_data=df)\n", "opts = p.table.options\n", "\n", "dic = {\n", " 'sumOverSum': '$.pivotUtilities.aggregators[\"Sum over Sum\"]',\n", " 'heatmap': '$.pivotUtilities.renderers[\"Heatmap\"\"]' \n", "}\n", "opts.rows = ['sex', 'smoker']\n", "opts.cols = ['day', 'time']\n", "opts.vals = ['tip', 'total_bill']\n", "opts.aggregatorName = 'Sum over Sum'\n", "opts.rendererName = 'Heatmap'\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3 - pivotUI - derived attributes\n", "+ Cf. original in [pivotTable.js example](https://pivottable.js.org/examples/mps.html)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e0c55ac12c7f40cfafb2de85751517ae", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type PivotUIBox.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "PivotUIBox(children=(HBox(children=(Button(description='Save', layout=Layout(width='100px'), style=ButtonStyle()), Button(description='Restore', layout=Layout(width='100px'), style=ButtonStyle()), Text(value='', disabled=True, layout=Layout(width='160px'))), layout=Layout(display='flex', justify_content='flex-start')), PivotUI()))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_mps\n", "\n", "p = pt.PivotUI(df_data=df)\n", "opts = p.table.options\n", "\n", "opts.rows = ['Gender Imbalance']\n", "opts.cols = ['Age Bin']\n", "opts.derivedAttributes = {\n", " 'Age Bin': '$.pivotUtilities.derivers.bin(\"Age\", 10)',\n", " 'Gender Imbalance': 'function(mp) { return mp[\"Gender\"] == \"Male\" ? 1 : -1; }' \n", "}\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5 - pivotUI - prepopulated with click callback\n", "+ Cf. [original pivotTable.js example](https://pivottable.js.org/examples/mps_prepop.html)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-> Click on a cell to view the contents\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7ec30fd1bd784eb6b2c9010a8a56c244", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type PivotUIBox.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "PivotUIBox(children=(HBox(children=(Button(description='Save', layout=Layout(width='100px'), style=ButtonStyle()), Button(description='Restore', layout=Layout(width='100px'), style=ButtonStyle()), Text(value='', disabled=True, layout=Layout(width='160px'))), layout=Layout(display='flex', justify_content='flex-start')), PivotUI()))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_mps\n", "\n", "p = pt.PivotUI(df_data=df)\n", "opts = p.table.options\n", "\n", "opts.rows = ['Province']\n", "opts.cols = ['Party']\n", "opts.aggregatorName = 'Integer Sum'\n", "opts.vals = ['Age']\n", "opts.rendererName = 'Heatmap'\n", "opts.rendererOptions = {\n", " 'table': {\n", " 'clickCallback': \"\"\"function(e, value, filters, pivotData){\n", " var names = [];\n", " pivotData.forEachMatchingRecord(filters,\n", " function(record){ names.push(record.Name); });\n", " alert(names.join(\\\"\\\\n\\\"));\n", " }\"\"\"\n", " }\n", "}\n", "\n", "print('-> Click on a cell to view the contents')\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6 - pivotUI - custom aggregators and sort order\n", "+ Cf. [original pivotTable.js example](https://pivottable.js.org/examples/mps_agg.html)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9a401651cff246a6881f9c29d7be3eb6", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type PivotUIBox.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "PivotUIBox(children=(HBox(children=(Button(description='Save', layout=Layout(width='100px'), style=ButtonStyle()), Button(description='Restore', layout=Layout(width='100px'), style=ButtonStyle()), Text(value='', disabled=True, layout=Layout(width='160px'))), layout=Layout(display='flex', justify_content='flex-start')), PivotUI()))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_mps\n", "\n", "p = pt.PivotUI(df_data=df)\n", "opts = p.table.options\n", "\n", "dic = {\n", " 'tpl': '$.pivotUtilities.aggregatorTemplates',\n", " 'sortAs': '$.pivotUtilities.sortAs'\n", "}\n", "\n", "opts.rows = ['Province']\n", "opts.cols = ['Party']\n", "opts.aggregators = {\n", " \"Number of MPs\": 'function() {{ return {tpl}.count()() }}'.format(**dic),\n", " \"Average Age of MPs\": 'function() {{ return {tpl}.average()([\"Age\"]) }}'.format(**dic)\n", "}\n", "opts.sorters = {\n", " 'Age': 'function(a,b){ return b-a; }', # sort backwards\n", " 'Province': \"\"\"{sortAs}([\"British Columbia\", \"Alberta\", \"Saskatchewan\", \"Manitoba\",\n", " \"Territories\", \"Ontario\", \"Quebec\", \"New Brunswick\",\n", " \"Prince Edward Island\", \"Nova Scotia\",\n", " \"Newfoundland and Labrador\"])\"\"\".format(**dic)\n", "}\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7 - pivotUI - C3 chart renderer\n", "+ Cf. original in [pivotTable.js example](https://pivottable.js.org/examples/c3.html)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c96191981c3043f3b0845e561217c63d", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type PivotUIBox.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "PivotUIBox(children=(HBox(children=(Button(description='Save', layout=Layout(width='100px'), style=ButtonStyle()), Button(description='Restore', layout=Layout(width='100px'), style=ButtonStyle()), Text(value='', disabled=True, layout=Layout(width='160px'))), layout=Layout(display='flex', justify_content='flex-start')), PivotUI()))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_mps\n", "\n", "p = pt.PivotUI(df_data=df)\n", "opts = p.table.options\n", "\n", "opts.rows = ['Province']\n", "opts.cols = ['Party']\n", "opts.renderers = '$.extend($.pivotUtilities.renderers, $.pivotUtilities.c3_renderers)'\n", "opts.rendererName = 'Horizontal Stacked Bar Chart'\n", "opts.rowOrder = 'value_z_to_a'\n", "opts.colOrder = 'value_z_to_a'\n", "opts.rendererOptions = {\n", " 'c3': {\n", " 'data': {\n", " 'colors': {\n", " 'Liberal': '#dc3912',\n", " 'Conservative': '#3366cc',\n", " 'NDP': '#ff9900',\n", " 'Green':'#109618',\n", " 'Bloc Quebecois': '#990099'\n", " }\n", " }\n", " }\n", "}\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8 - pivotUI - D3 chart renderer\n", "+ Cf. original in [pivotTable.js example](https://pivottable.js.org/examples/d3.html)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0295f219abf649de8ebad19c54194c9c", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type PivotUIBox.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "PivotUIBox(children=(HBox(children=(Button(description='Save', layout=Layout(width='100px'), style=ButtonStyle()), Button(description='Restore', layout=Layout(width='100px'), style=ButtonStyle()), Text(value='', disabled=True, layout=Layout(width='160px'))), layout=Layout(display='flex', justify_content='flex-start')), PivotUI()))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_mps\n", "\n", "p = pt.PivotUI(df_data=df)\n", "opts = p.table.options\n", "\n", "opts.rows = ['Province', 'Party']\n", "opts.cols = []\n", "opts.rendererName = 'Treemap'\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9 - pivotUI - date derivers, sort overriding and custom heatmap colours\n", "+ Cf. original in [pivotTable.js example](https://pivottable.js.org/examples/montreal_2014.html)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dbc6535b4f0f4bbea03f8383a960246b", "version_major": 2, "version_minor": 0 }, "text/html": [ "Failed to display Jupyter Widget of type PivotUIBox.
\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "
\n", "\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "
\n" ], "text/plain": [ "PivotUIBox(children=(HBox(children=(Button(description='Save', layout=Layout(width='100px'), style=ButtonStyle()), Button(description='Restore', layout=Layout(width='100px'), style=ButtonStyle()), Text(value='', disabled=True, layout=Layout(width='160px'))), layout=Layout(display='flex', justify_content='flex-start')), PivotUI()))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pt.samples.df_weather\n", "\n", "p = pt.PivotUI(df_data=df)\n", "opts = p.table.options\n", "\n", "putil = '$.pivotUtilities'\n", "dic = {\n", " 'dateFormat': putil+'.derivers.dateFormat',\n", " 'sortAs': putil+'.sortAs',\n", " 'tpl': putil+'.aggregatorTemplates',\n", " 'numberFormat': putil+\".numberFormat({ suffix: ' °C' })\" \n", "}\n", "dic['putil'] = putil\n", "\n", "opts.hiddenAttributes = ['Date', 'Max Temp (C)', 'Mean Temp (C)',\n", " 'Min Temp (C)', 'Total Rain (mm)', 'Total Snow (cm)']\n", "\n", "opts.derivedAttributes = {\n", " 'month name': \"{dateFormat}('Date', '%n', true)\".format(**dic),\n", " 'day name': \"{dateFormat}('Date', '%w', true)\".format(**dic)\n", "}\n", "\n", "opts.rows = ['day name']\n", "opts.cols = ['month name']\n", "opts.sorters = {\n", " 'month name': \"\"\"{sortAs}(['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', \n", " 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\"\"\".format(**dic),\n", " 'day name': \"{sortAs}(['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'])\".format(**dic)\n", "}\n", "opts.aggregators = {\n", " 'Mean Temperature': \"function () {{ return {tpl}.average({numberFormat})(['Mean Temp (C)']) }}\".format(**dic),\n", " 'Max Temperature': \"function () {{ return {tpl}.max({numberFormat})(['Max Temp (C)']) }}\".format(**dic),\n", " 'Min Temperature': \"function () {{ return {tpl}.min({numberFormat})(['Min Temp (C)']) }}\".format(**dic)\n", "}\n", "opts.renderers = '$.extend({putil}.renderers, {putil}.c3_renderers, {putil}.export_renderers)'.format(**dic)\n", "opts.rendererName = 'Heatmap'\n", "opts.rendererOptions = {\n", " 'heatmap': {\n", " 'colorScaleGenerator': \"\"\"function (values) {\n", " return d3.scale.linear()\n", " .domain([-35, 0, 35])\n", " .range(['#77F', '#FFF', '#F77'])\n", " }\"\"\"\n", " }\n", "}\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Examples of bidirectional synchronization\n", "### Saved dataframe\n", "\n", "+ Snapshot by Save button (first click a few milliseconds post creation)\n", "+ Multi-index corresponding to pivot table\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# p.table.df_export" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modify options properties\n", "\n", "+ Triggers re-rendering of all views" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [], "source": [ "p.table.options.aggregatorName = 'Max Temperature'" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "p.table.options.aggregators = {\n", " 'Mean Temperature': \"function () {{ return {tpl}.average({numberFormat})(['Mean Temp (C)']) }}\".format(**dic),\n", " 'Max Temperature': \"function () {{ return {tpl}.max({numberFormat})(['Max Temp (C)']) }}\".format(**dic)\n", "}" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "p.table.options.rendererOptions = {\n", " 'heatmap': {\n", " 'colorScaleGenerator': \"\"\"function (values) {\n", " return d3.scale.linear()\n", " .domain([-20, 0, 20])\n", " .range(['#77F', '#FFF', '#F77'])\n", " }\"\"\"\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'aggregatorName': 'Max Temperature',\n", " 'aggregators': {'Max Temperature': \"function () { return $.pivotUtilities.aggregatorTemplates.max($.pivotUtilities.numberFormat({ suffix: ' °C' }))(['Max Temp (C)']) }\",\n", " 'Mean Temperature': \"function () { return $.pivotUtilities.aggregatorTemplates.average($.pivotUtilities.numberFormat({ suffix: ' °C' }))(['Mean Temp (C)']) }\"},\n", " 'cols': ['month name'],\n", " 'derivedAttributes': {'day name': \"$.pivotUtilities.derivers.dateFormat('Date', '%w', true)\",\n", " 'month name': \"$.pivotUtilities.derivers.dateFormat('Date', '%n', true)\"},\n", " 'hiddenAttributes': ['Date',\n", " 'Max Temp (C)',\n", " 'Mean Temp (C)',\n", " 'Min Temp (C)',\n", " 'Total Rain (mm)',\n", " 'Total Snow (cm)'],\n", " 'rendererName': 'Heatmap',\n", " 'rendererOptions': {'heatmap': {'colorScaleGenerator': \"function (values) {\\n return d3.scale.linear()\\n .domain([-20, 0, 20])\\n .range(['#77F', '#FFF', '#F77'])\\n }\"}},\n", " 'renderers': '$.extend($.pivotUtilities.renderers, $.pivotUtilities.c3_renderers, $.pivotUtilities.export_renderers)',\n", " 'rows': ['day name'],\n", " 'sorters': {'day name': \"$.pivotUtilities.sortAs(['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'])\",\n", " 'month name': 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