{"cells": [{"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:23.339842", "end_time": "2020-10-29T02:54:23.356872", "duration": 0.01703, "status": "completed"}, "tags": []}, "source": "# Cluster Analysis"}, {"cell_type": "code", "execution_count": 1, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:23.396865Z", "iopub.status.busy": "2020-10-29T02:54:23.395834Z", "iopub.status.idle": "2020-10-29T02:54:25.782932Z", "shell.execute_reply": "2020-10-29T02:54:25.781897Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:23.373883", "end_time": "2020-10-29T02:54:25.782932", "duration": 2.409049, "status": "completed"}, "tags": []}, "outputs": [], "source": "import data_describe as dd"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:25.799893", "end_time": "2020-10-29T02:54:25.815944", "duration": 0.016051, "status": "completed"}, "tags": []}, "source": "## Load dataset from scikit-learn"}, {"cell_type": "code", "execution_count": 2, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:25.852929Z", "iopub.status.busy": "2020-10-29T02:54:25.851928Z", "iopub.status.idle": "2020-10-29T02:54:25.924934Z", "shell.execute_reply": "2020-10-29T02:54:25.923922Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:25.831937", "end_time": "2020-10-29T02:54:25.924934", "duration": 0.092997, "status": "completed"}, "tags": []}, "outputs": [], "source": "from sklearn.datasets import load_wine\nimport pandas as pd\ndf = load_wine(as_frame=True).data\ntarget = load_wine().target # For supervised clustering"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:25.941894", "end_time": "2020-10-29T02:54:25.958936", "duration": 0.017042, "status": "completed"}, "tags": []}, "source": "## Cluster Defaults"}, {"cell_type": "code", "execution_count": 3, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:25.997894Z", "iopub.status.busy": "2020-10-29T02:54:25.997894Z", "iopub.status.idle": "2020-10-29T02:54:27.762474Z", "shell.execute_reply": "2020-10-29T02:54:27.763474Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:25.974893", "end_time": "2020-10-29T02:54:27.763474", "duration": 1.788581, "status": "completed"}, "tags": []}, "outputs": [], "source": "c = dd.cluster(df)"}, {"cell_type": "code", "execution_count": 4, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:27.814472Z", "iopub.status.busy": "2020-10-29T02:54:27.812476Z", "iopub.status.idle": "2020-10-29T02:54:28.348480Z", "shell.execute_reply": "2020-10-29T02:54:28.349501Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:27.782474", "end_time": "2020-10-29T02:54:28.349501", "duration": 0.567027, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": ""}, "execution_count": 4}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "
", "image/png": "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\n"}}], "source": "c.show()"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:28.368478", "end_time": "2020-10-29T02:54:28.388476", "duration": 0.019998, "status": "completed"}, "tags": []}, "source": "## Using Plotly"}, {"cell_type": "code", "execution_count": 5, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:28.438479Z", "iopub.status.busy": "2020-10-29T02:54:28.433480Z", "iopub.status.idle": "2020-10-29T02:54:33.398008Z", "shell.execute_reply": "2020-10-29T02:54:33.399011Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:28.406502", "end_time": "2020-10-29T02:54:33.400011", "duration": 4.993509, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "stream", "name": "stderr", "text": "C:\\workspace\\data-describe\\data_describe\\compat\\_notebook.py:32: JupyterPlotlyWarning:\n\nAre you running in Jupyter Lab? The extension \"jupyterlab-plotly\" was not found and is required for Plotly visualizations in Jupyter Lab.\n\n"}, {"output_type": "display_data", "metadata": {}, "data": {"text/html": " \n "}}, {"output_type": "display_data", "metadata": {}, "data": {"application/vnd.plotly.v1+json": {"config": {"linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false}, "data": [{"marker": {"colorscale": [[0.0, "rgb(161, 105, 40)"], [0.16666666666666666, "rgb(189, 146, 90)"], [0.3333333333333333, "rgb(214, 189, 141)"], [0.5, "rgb(237, 234, 194)"], [0.6666666666666666, "rgb(181, 200, 184)"], [0.8333333333333334, "rgb(121, 167, 172)"], [1.0, "rgb(40, 135, 161)"]], "opacity": 0.7, "size": 10}, "mode": "markers", "name": "Cluster #0", "type": "scatter", "x": [3.316750812214774, 2.2094649169188423, 2.5167401466103803, 3.7570656097732034, 1.0089084937957145, 3.050253922418075, 2.4490896695962276, 2.059436871437912, 2.5108742973989857, 2.7536281876339066, 3.4797366827312093, 1.7547529012945862, 2.1134623403150927, 3.4581568193367187, 4.312783906765557, 2.305188200827969, 2.17195527374151, 1.8989711765627588, 3.541985081943464, 2.084522204730311, 3.124402535167199, 1.0865700683322408, 2.5352240799037133, 1.6449883412544688, 1.7615758722692996, 0.9900791016088549, 1.7752776281133664, 1.2354239643099043, 2.188406334451959, 2.2561089812837056, 2.5002200257894236, 2.677411047444012, 1.6285791164309171, 1.9026908622381449, 1.4103885265954041, 1.9038262321944852, 1.3848622303748372, 1.122207410441309, 1.5021945006181907, 2.5298010923718097, 2.5880954258544016, 0.6684819937541872, 3.0708069904120054, 0.4622091375160081, 2.101351930538015, 1.136166177561017, 2.7266009636408017, 2.821339274192247, 2.0098508509123563, 2.7074913042663913, 3.2149174747738214, 2.858959826717291, 3.505604355923222, 2.22479138053217, 2.146987823563864, 2.469329483797786, 2.7415179142774497, 2.173740920965304, 3.139380151828993, 2.5622271731703608, 2.543865184199552, 1.33632173341833], "y": [-1.4434626343180115, 0.33339288708029663, -1.0311512962743197, -2.756371913710717, -0.8698308214172039, -2.122401114634195, -1.1748501316494786, -1.6089630683635097, -0.9180709573337816, -0.7894376738336096, -1.3023332371235978, -0.6119772287456351, -0.6757063391426212, -1.1306298761729427, -2.095975575341267, -1.6625517299890586, -2.3273053361914227, -1.63136887864284, -2.5183436693066508, -1.0611379935838623, -0.7868971056508981, -0.24174355133283942, 0.09184062072087842, 0.5162789300672348, 0.31714893268438016, -0.9406673381906328, -0.6861751342850252, 0.08980704136063838, -0.6895696206616261, -0.1914619368866681, -1.2408338348969448, -1.471873646103251, -0.05270445057532544, -1.6330604347699849, -0.6979343246113575, -0.17671095109545723, -0.6586398536611503, -0.1141097602968889, 0.7694320064310074, -1.8030019760618305, -0.7796163041925096, -0.16996094061987593, -1.1559189566098862, -0.33074213219227544, 0.07100892095406565, -1.7771073929776404, -1.1913346919571868, -0.6462585991417064, -1.247029460678763, -1.7519674072063407, -0.16699199499679349, -0.7452788039895911, -1.6127338560350144, -1.8751679995630273, -1.0167515377576624, -1.3290083106496235, -1.4365487835125177, -1.2121998406977958, -1.7315791159925156, -0.2601985506545947, -0.1692740227997403, -0.2533369311683013]}, {"marker": {"colorscale": [[0.0, "rgb(161, 105, 40)"], [0.16666666666666666, "rgb(189, 146, 90)"], [0.3333333333333333, "rgb(214, 189, 141)"], [0.5, "rgb(237, 234, 194)"], [0.6666666666666666, "rgb(181, 200, 184)"], [0.8333333333333334, "rgb(121, 167, 172)"], [1.0, "rgb(40, 135, 161)"]], "opacity": 0.7, "size": 10}, "mode": "markers", "name": "Cluster #1", "type": "scatter", "x": [-0.9285819689218535, -1.5424801378968802, 0.030606834086680097, 2.050261607576316, -0.6096808271776215, 0.9002278387071431, 2.2485071907983945, 0.18338402668475665, -0.8128050273520727, 1.975620498798555, -1.5722162196262994, 1.6576818088332892, -0.7253723880353555, 1.8325675700495483, -0.8679929031954108, 0.37001440429478333, -1.4573770449061367, 1.262930849728498, 0.3761503719342422, 0.7620639041096007, 1.0345779671651871, -0.49487675568032674, 0.8353201453942977, 0.78790461498971, -0.8068321559655376, -0.558042624875681, -1.115111041919445, -0.5557228299517003, -1.3492852824437296, -1.5644826057199046, -1.9325556106314636, 0.7466659419884523, 0.9574553638036426, -0.5439525887762282, 1.0310497503881495, 2.2519094221481253, 1.4102160153374617, 0.7977197926930423, -0.5495317266494636, -0.16117373994854395, -0.6597949416843576, 0.39235440818508377, -1.7724990779600323, -0.36626735735206345, -1.6206725727874787, 0.08253578349332882, 1.5782750709323823, 1.4205692478240188, -0.2787027536488529, -1.3031449662482797, -0.45707186565262364, -0.494185847044374, 0.48207440977309596, -0.252888877653198, -0.10722763772912183, -0.5510895391746488, 0.7396219285682231, -1.1770869962477701, -0.4623350080196758, 0.9784740793566505, -0.09680972631598397, 0.03848714594902567, -1.5971585012074696, -0.47956491608312385, -1.792833473031142], "y": [3.073486163188928, 1.3814435080942291, 1.2627861442114008, 1.9250326046501023, 1.9080588050851899, 0.7639114736096098, 1.884592484550131, 2.4271461147035716, 0.22051398690226842, 1.4032832253096152, 0.8849831369082234, 0.9567121974591489, 1.0636454007060945, 1.2878781978605274, 2.4441011855808656, 2.1539069751569873, 1.3833517690762616, 0.7708495299701174, 1.0270434033558244, 3.375053809963537, 1.4507097382440919, 2.3812435267673724, 1.4736705514008694, 2.026626522462477, 2.2338303908439143, 2.372985428849459, 1.8022471916654565, 2.657540035392295, 2.1180014697848204, 1.8522145217655532, 1.5594954568986226, 2.3129317092207415, 2.223528434667463, 0.3689265458773197, 2.565569348733524, 1.4327413803542555, 2.166191769370386, 2.376948803081862, 2.2931286432456273, 1.164483321560018, 2.679961185989637, 2.098731708765538, 1.717288469376144, 2.1693532978292844, 1.3555833880259585, 2.3062345877483263, 1.4620342902048187, 1.4182066376337532, 1.93056808867047, 0.7631723136577946, 2.269415607589678, 1.9390450494868345, 3.871783848407243, 2.8214923747015948, 1.92892204256696, 2.2221615507766237, 1.4089566673657157, 0.6639668398015742, 0.6182881794850436, 1.44557049889583, 2.1099979931352277, 1.2667621091578867, 1.2081435741284898, 1.93884066039405, 1.150288104442108]}, {"marker": {"colorscale": [[0.0, "rgb(161, 105, 40)"], [0.16666666666666666, "rgb(189, 146, 90)"], [0.3333333333333333, "rgb(214, 189, 141)"], [0.5, "rgb(237, 234, 194)"], [0.6666666666666666, "rgb(181, 200, 184)"], [0.8333333333333334, "rgb(121, 167, 172)"], [1.0, "rgb(40, 135, 161)"]], "opacity": 0.7, "size": 10}, "mode": "markers", "name": "Cluster #2", "type": "scatter", "x": [-1.8362497634669392, -2.5389770842951185, -2.433012602550217, -1.3271016561416011, -2.3845008347435295, -2.9369401021466124, -2.1468111338160627, -2.3698694883330425, -3.063841568720354, -3.9157537837118883, -3.93646339071596, -3.094276117762275, -2.374471628006921, -2.778812947632513, -2.2865612847384695, -2.9856334874494657, -2.3751946982271073, -2.2098655255958715, -2.62562100469272, -4.280638778751086, -3.582641372001104, -2.807063720081658, -2.8996593330239104, -2.3207369765492043, -2.549830947226137, -1.8125412848422986, -2.7601446419239504, -2.7371505006679904, -3.6048688681834236, -2.8898259968735074, -3.3921560768357204, -1.0481818968536802, -1.609912282847937, -3.143130966743973, -2.240156896269543, -2.8476737761195197, -2.597497056648763, -2.949299373134846, -3.5300322663493096, -2.4061105404785526, -2.929084726967455, -2.1814127788126214, -2.380927787135639, -3.211617215041247, -3.677918720973817, -2.4655557980404503, -3.37052414544286, -2.601955851224737, -2.677839460864502, -2.38701709127972, -3.2087581641980227], "y": [0.8299841230557181, 0.0874433573049835, 1.2571410404943937, -0.170389232049028, -0.37458260552469286, -0.26386183006837916, -0.36825495188645996, 0.45963480923116706, -0.3534128354584024, -0.1545825194417297, -0.6596872334097789, -0.3488427592737965, -0.291980351559992, -0.28680487288217316, -0.37250784468529924, -0.4892179083470112, -0.4823337172448778, -1.1600525041576417, -0.5631607642108339, -0.6496709640237064, -1.2727027497272996, -1.5705337870411973, -2.041057007938464, -2.3563660755566733, -2.045283091019524, -1.5276459462687495, -2.1389323476426125, -0.4098862708817902, -1.802384217583966, -1.925218613130344, -1.3118763884735938, -3.5150896912197322, -2.406638159574328, -0.7381610441757953, -1.175465288118865, -0.5560439658826727, -0.6979655372009191, -1.5553089642839844, -0.8825267962042361, -2.592356175042397, -1.274446947904482, -2.0775373127345156, -2.588667432418589, 0.2512491044255934, -0.8477478441497629, -2.1937983036540953, -2.2162891398611366, -1.757229350979274, -2.760899131674547, -2.297346679712819, -2.768919566047575]}], "layout": {"autosize": false, "height": 750, "template": {"data": {"bar": [{"error_x": {"color": "#2a3f5f"}, "error_y": {"color": "#2a3f5f"}, "marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "bar"}], "barpolar": [{"marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "barpolar"}], "carpet": [{"aaxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "baxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "type": "carpet"}], "choropleth": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "choropleth"}], "contour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "contour"}], "contourcarpet": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "contourcarpet"}], "heatmap": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmap"}], "heatmapgl": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmapgl"}], "histogram": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "histogram"}], "histogram2d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2d"}], "histogram2dcontour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2dcontour"}], "mesh3d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "mesh3d"}], "parcoords": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "parcoords"}], "pie": [{"automargin": true, "type": "pie"}], "scatter": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter"}], "scatter3d": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter3d"}], "scattercarpet": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattercarpet"}], "scattergeo": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergeo"}], "scattergl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergl"}], "scattermapbox": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattermapbox"}], "scatterpolar": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolar"}], "scatterpolargl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolargl"}], "scatterternary": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterternary"}], "surface": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "surface"}], "table": [{"cells": {"fill": {"color": "#EBF0F8"}, "line": {"color": "white"}}, "header": {"fill": {"color": "#C8D4E3"}, "line": {"color": "white"}}, "type": "table"}]}, "layout": {"annotationdefaults": {"arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1}, "coloraxis": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "colorscale": {"diverging": [[0, "#8e0152"], [0.1, "#c51b7d"], [0.2, "#de77ae"], [0.3, "#f1b6da"], [0.4, "#fde0ef"], [0.5, "#f7f7f7"], [0.6, "#e6f5d0"], [0.7, "#b8e186"], [0.8, "#7fbc41"], [0.9, "#4d9221"], [1, "#276419"]], "sequential": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "sequentialminus": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]]}, "colorway": ["#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52"], "font": {"color": "#2a3f5f"}, "geo": {"bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white"}, "hoverlabel": {"align": "left"}, "hovermode": "closest", "mapbox": {"style": "light"}, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": {"angularaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "radialaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "scene": {"xaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "yaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "zaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}}, "shapedefaults": {"line": {"color": "#2a3f5f"}}, "ternary": {"aaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "baxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "caxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "title": {"x": 0.05}, "xaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}, "yaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}}}, "title": {"font": {"size": 25}, "text": "kmeans Cluster"}, "width": 750, "xaxis": {"title": {"text": "Component 1 (36.0% variance explained)"}, "zeroline": false}, "yaxis": {"title": {"text": "Component 2 (19.0% variance explained)"}, "zeroline": false}}}, "text/html": "
"}}, {"output_type": "display_data", "metadata": {}, "data": {"text/plain": "None"}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Cluster Widget using kmeans"}, "execution_count": 5}], "source": "dd.cluster(df, target=target, viz_backend=\"plotly\")"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:33.432007", "end_time": "2020-10-29T02:54:33.462009", "duration": 0.030002, "status": "completed"}, "tags": []}, "source": "## Show Cluster Search for K-Means"}, {"cell_type": "code", "execution_count": 6, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:33.536010Z", "iopub.status.busy": "2020-10-29T02:54:33.530012Z", "iopub.status.idle": "2020-10-29T02:54:35.644111Z", "shell.execute_reply": "2020-10-29T02:54:35.645102Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:33.492008", "end_time": "2020-10-29T02:54:35.645102", "duration": 2.153094, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "stream", "name": "stderr", "text": "C:\\Users\\David\\.conda\\envs\\test-env\\lib\\site-packages\\seaborn\\_decorators.py:43: FutureWarning:\n\nPass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n\n"}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": ""}, "execution_count": 6}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "
", "image/png": "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\n"}}], "source": "cl = dd.cluster(df, target=target)\ncl.cluster_search_plot()"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:35.679075", "end_time": "2020-10-29T02:54:35.710073", "duration": 0.030998, "status": "completed"}, "tags": []}, "source": "## Visualize using t-SNE for Dimensionality Reduction"}, {"cell_type": "code", "execution_count": 7, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:35.786080Z", "iopub.status.busy": "2020-10-29T02:54:35.785081Z", "iopub.status.idle": "2020-10-29T02:54:38.779189Z", "shell.execute_reply": "2020-10-29T02:54:38.780210Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:35.741076", "end_time": "2020-10-29T02:54:38.780210", "duration": 3.039134, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "display_data", "metadata": {}, "data": {"text/plain": ""}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Cluster Widget using kmeans"}, "execution_count": 7}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "
", "image/png": "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\n"}}], "source": "dd.cluster(df, target=target, dim_method=\"tsne\")"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:38.815180", "end_time": "2020-10-29T02:54:38.849210", "duration": 0.03403, "status": "completed"}, "tags": []}, "source": "## Return Reduced Data with Cluster Labels"}, {"cell_type": "code", "execution_count": 8, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:38.924231Z", "iopub.status.busy": "2020-10-29T02:54:38.923259Z", "iopub.status.idle": "2020-10-29T02:54:38.932231Z", "shell.execute_reply": "2020-10-29T02:54:38.933252Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:38.882217", "end_time": "2020-10-29T02:54:38.933252", "duration": 0.051035, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": " x y clusters\n0 3.316751 -1.443463 0\n1 2.209465 0.333393 0\n2 2.516740 -1.031151 0\n3 3.757066 -2.756372 0\n4 1.008908 -0.869831 0", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
xyclusters
03.316751-1.4434630
12.2094650.3333930
22.516740-1.0311510
33.757066-2.7563720
41.008908-0.8698310
\n
"}, "execution_count": 8}], "source": "cl.viz_data.head()"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:38.971227", "end_time": "2020-10-29T02:54:39.006252", "duration": 0.035025, "status": "completed"}, "tags": []}, "source": "## Return Cluster Labels Only"}, {"cell_type": "code", "execution_count": 9, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:39.081228Z", "iopub.status.busy": "2020-10-29T02:54:39.080230Z", "iopub.status.idle": "2020-10-29T02:54:39.084233Z", "shell.execute_reply": "2020-10-29T02:54:39.085252Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:39.040227", "end_time": "2020-10-29T02:54:39.085252", "duration": 0.045025, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 2, 1, 1, 1, 1,\n 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1,\n 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2,\n 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n 2, 2])"}, "execution_count": 9}], "source": "cl.clusters"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:39.123223", "end_time": "2020-10-29T02:54:39.159224", "duration": 0.036001, "status": "completed"}, "tags": []}, "source": "## KMeans - Specifying number of clusters"}, {"cell_type": "code", "execution_count": 10, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:39.238223Z", "iopub.status.busy": "2020-10-29T02:54:39.232223Z", "iopub.status.idle": "2020-10-29T02:54:39.754224Z", "shell.execute_reply": "2020-10-29T02:54:39.753228Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:39.194226", "end_time": "2020-10-29T02:54:39.754224", "duration": 0.559998, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "display_data", "metadata": {}, "data": {"text/plain": ""}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Cluster Widget using kmeans"}, "execution_count": 10}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "
", "image/png": "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\n"}}], "source": "dd.cluster(df, n_clusters=4)"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:39.795225", "end_time": "2020-10-29T02:54:39.838280", "duration": 0.043055, "status": "completed"}, "tags": []}, "source": "## KMeans - Using Davies-Bouldin for finding optimal `n_clusters`"}, {"cell_type": "code", "execution_count": 11, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:39.932230Z", "iopub.status.busy": "2020-10-29T02:54:39.931230Z", "iopub.status.idle": "2020-10-29T02:54:41.997494Z", "shell.execute_reply": "2020-10-29T02:54:41.998521Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:39.879227", "end_time": "2020-10-29T02:54:41.998521", "duration": 2.119294, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "display_data", "metadata": {}, "data": {"text/plain": ""}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Cluster Widget using kmeans"}, "execution_count": 11}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "
", "image/png": "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\n"}}], "source": "cl = dd.cluster(df, target=target, metric='davies_bouldin_score')\ncl"}, {"cell_type": "code", "execution_count": 12, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:42.134493Z", "iopub.status.busy": "2020-10-29T02:54:42.106493Z", "iopub.status.idle": "2020-10-29T02:54:42.332516Z", "shell.execute_reply": "2020-10-29T02:54:42.333515Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:42.042528", "end_time": "2020-10-29T02:54:42.333515", "duration": 0.290987, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "stream", "name": "stderr", "text": "C:\\Users\\David\\.conda\\envs\\test-env\\lib\\site-packages\\seaborn\\_decorators.py:43: FutureWarning:\n\nPass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n\n"}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": ""}, "execution_count": 12}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "
", "image/png": "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\n"}}], "source": "cl.cluster_search_plot()"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:54:42.379492", "end_time": "2020-10-29T02:54:42.425489", "duration": 0.045997, "status": "completed"}, "tags": []}, "source": "## HDBSCAN\n"}, {"cell_type": "code", "execution_count": 13, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:54:42.528577Z", "iopub.status.busy": "2020-10-29T02:54:42.526577Z", "iopub.status.idle": "2020-10-29T02:54:42.689598Z", "shell.execute_reply": "2020-10-29T02:54:42.688570Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:54:42.472574", "end_time": "2020-10-29T02:54:42.689598", "duration": 0.217024, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "display_data", "metadata": {}, "data": {"text/html": " \n "}}, {"output_type": "display_data", "metadata": {}, "data": {"application/vnd.plotly.v1+json": {"config": {"linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false}, "data": [{"marker": {"colorscale": [[0.0, "rgb(161, 105, 40)"], [0.16666666666666666, "rgb(189, 146, 90)"], [0.3333333333333333, "rgb(214, 189, 141)"], [0.5, "rgb(237, 234, 194)"], [0.6666666666666666, "rgb(181, 200, 184)"], [0.8333333333333334, "rgb(121, 167, 172)"], [1.0, "rgb(40, 135, 161)"]], "opacity": 0.7, "size": 10}, "mode": "markers", "name": "Cluster #0", "type": "scatter", "x": [3.316750812214774, 2.5167401466103803, 3.050253922418075, 2.4490896695962276, 2.059436871437912, 2.5108742973989857, 2.7536281876339066, 3.4797366827312093, 1.7547529012945862, 2.1134623403150927, 2.305188200827969, 2.17195527374151, 1.8989711765627588, 2.084522204730311, 3.124402535167199, 2.5352240799037133, 1.6449883412544688, 1.7615758722692996, 1.7752776281133664, 1.2354239643099043, 2.188406334451959, 2.2561089812837056, 2.5002200257894236, 2.677411047444012, 1.6285791164309171, 1.4103885265954041, 1.9038262321944852, 1.3848622303748372, 1.122207410441309, 1.5021945006181907, 2.5880954258544016, 3.0708069904120054, 2.101351930538015, 2.7266009636408017, 2.821339274192247, 2.0098508509123563, 2.7074913042663913, 2.858959826717291, 3.505604355923222, 2.22479138053217, 2.146987823563864, 2.469329483797786, 2.7415179142774497, 2.173740920965304, 3.139380151828993, 0.18338402668475665, 0.7620639041096007, 1.0345779671651871, -2.5389770842951185, 0.78790461498971, -0.8068321559655376, -1.115111041919445, -0.5557228299517003, -1.3492852824437296, -1.5644826057199046, 0.7466659419884523, 1.0310497503881495, -0.5495317266494636, -0.16117373994854395, -0.6597949416843576, 0.39235440818508377, -0.36626735735206345, -1.6206725727874787, 0.08253578349332882, -0.2787027536488529, -0.45707186565262364, -0.494185847044374, -0.252888877653198, -0.10722763772912183, -0.5510895391746488, -0.09680972631598397, -0.47956491608312385], "y": [-1.4434626343180115, -1.0311512962743197, -2.122401114634195, -1.1748501316494786, -1.6089630683635097, -0.9180709573337816, -0.7894376738336096, -1.3023332371235978, -0.6119772287456351, -0.6757063391426212, -1.6625517299890586, -2.3273053361914227, -1.63136887864284, -1.0611379935838623, -0.7868971056508981, 0.09184062072087842, 0.5162789300672348, 0.31714893268438016, -0.6861751342850252, 0.08980704136063838, -0.6895696206616261, -0.1914619368866681, -1.2408338348969448, -1.471873646103251, -0.05270445057532544, -0.6979343246113575, -0.17671095109545723, -0.6586398536611503, -0.1141097602968889, 0.7694320064310074, -0.7796163041925096, -1.1559189566098862, 0.07100892095406565, -1.1913346919571868, -0.6462585991417064, -1.247029460678763, -1.7519674072063407, -0.7452788039895911, -1.6127338560350144, -1.8751679995630273, -1.0167515377576624, -1.3290083106496235, -1.4365487835125177, -1.2121998406977958, -1.7315791159925156, 2.4271461147035716, 3.375053809963537, 1.4507097382440919, 0.0874433573049835, 2.026626522462477, 2.2338303908439143, 1.8022471916654565, 2.657540035392295, 2.1180014697848204, 1.8522145217655532, 2.3129317092207415, 2.565569348733524, 2.2931286432456273, 1.164483321560018, 2.679961185989637, 2.098731708765538, 2.1693532978292844, 1.3555833880259585, 2.3062345877483263, 1.93056808867047, 2.269415607589678, 1.9390450494868345, 2.8214923747015948, 1.92892204256696, 2.2221615507766237, 2.1099979931352277, 1.93884066039405]}, {"marker": {"color": "grey", "opacity": 0.7, "size": 10}, "mode": "markers", "name": "Noise", "type": "scatter", "x": [2.2094649169188423, 3.7570656097732034, 1.0089084937957145, 3.4581568193367187, 4.312783906765557, 3.541985081943464, 1.0865700683322408, 0.9900791016088549, 1.9026908622381449, 2.5298010923718097, 0.6684819937541872, 0.4622091375160081, 1.136166177561017, 3.2149174747738214, -0.9285819689218535, -1.5424801378968802, -1.8362497634669392, 0.030606834086680097, 2.050261607576316, -0.6096808271776215, 0.9002278387071431, 2.2485071907983945, -0.8128050273520727, 1.975620498798555, -1.5722162196262994, 1.6576818088332892, -0.7253723880353555, 2.5622271731703608, 1.8325675700495483, -0.8679929031954108, 0.37001440429478333, -1.4573770449061367, 1.262930849728498, 0.3761503719342422, -0.49487675568032674, 0.8353201453942977, -0.558042624875681, -1.9325556106314636, 0.9574553638036426, 2.543865184199552, -0.5439525887762282, 2.2519094221481253, 1.4102160153374617, 0.7977197926930423, -1.7724990779600323, 1.5782750709323823, 1.4205692478240188, -1.3031449662482797, 0.48207440977309596, -2.433012602550217, 0.7396219285682231, 1.33632173341833, -1.1770869962477701, -0.4623350080196758, 0.9784740793566505, 0.03848714594902567, -1.5971585012074696, -1.792833473031142, -1.3271016561416011, -2.3845008347435295, -2.9369401021466124, -2.1468111338160627, -2.3698694883330425, -3.9157537837118883, -3.93646339071596, -2.374471628006921, -2.778812947632513, -2.9856334874494657, -2.2098655255958715, -4.280638778751086, -2.3207369765492043, -2.549830947226137, -1.8125412848422986, -2.7601446419239504, -2.7371505006679904, -3.6048688681834236, -3.3921560768357204, -1.0481818968536802, -1.609912282847937, -2.1814127788126214, -2.380927787135639, -3.677918720973817, -3.37052414544286, -2.677839460864502, -2.38701709127972, -3.2087581641980227], "y": [0.33339288708029663, -2.756371913710717, -0.8698308214172039, -1.1306298761729427, -2.095975575341267, -2.5183436693066508, -0.24174355133283942, -0.9406673381906328, -1.6330604347699849, -1.8030019760618305, -0.16996094061987593, -0.33074213219227544, -1.7771073929776404, -0.16699199499679349, 3.073486163188928, 1.3814435080942291, 0.8299841230557181, 1.2627861442114008, 1.9250326046501023, 1.9080588050851899, 0.7639114736096098, 1.884592484550131, 0.22051398690226842, 1.4032832253096152, 0.8849831369082234, 0.9567121974591489, 1.0636454007060945, -0.2601985506545947, 1.2878781978605274, 2.4441011855808656, 2.1539069751569873, 1.3833517690762616, 0.7708495299701174, 1.0270434033558244, 2.3812435267673724, 1.4736705514008694, 2.372985428849459, 1.5594954568986226, 2.223528434667463, -0.1692740227997403, 0.3689265458773197, 1.4327413803542555, 2.166191769370386, 2.376948803081862, 1.717288469376144, 1.4620342902048187, 1.4182066376337532, 0.7631723136577946, 3.871783848407243, 1.2571410404943937, 1.4089566673657157, -0.2533369311683013, 0.6639668398015742, 0.6182881794850436, 1.44557049889583, 1.2667621091578867, 1.2081435741284898, 1.150288104442108, -0.170389232049028, -0.37458260552469286, -0.26386183006837916, -0.36825495188645996, 0.45963480923116706, -0.1545825194417297, -0.6596872334097789, -0.291980351559992, -0.28680487288217316, -0.4892179083470112, -1.1600525041576417, -0.6496709640237064, -2.3563660755566733, -2.045283091019524, -1.5276459462687495, -2.1389323476426125, -0.4098862708817902, -1.802384217583966, -1.3118763884735938, -3.5150896912197322, -2.406638159574328, -2.0775373127345156, -2.588667432418589, -0.8477478441497629, -2.2162891398611366, -2.760899131674547, -2.297346679712819, -2.768919566047575]}, {"marker": {"colorscale": [[0.0, "rgb(161, 105, 40)"], [0.16666666666666666, "rgb(189, 146, 90)"], [0.3333333333333333, "rgb(214, 189, 141)"], [0.5, "rgb(237, 234, 194)"], [0.6666666666666666, "rgb(181, 200, 184)"], [0.8333333333333334, "rgb(121, 167, 172)"], [1.0, "rgb(40, 135, 161)"]], "opacity": 0.7, "size": 10}, "mode": "markers", "name": "Cluster #1", "type": "scatter", "x": [-3.063841568720354, -3.094276117762275, -2.2865612847384695, -2.3751946982271073, -2.62562100469272, -3.582641372001104, -2.807063720081658, -2.8996593330239104, -2.8898259968735074, -3.143130966743973, -2.240156896269543, -2.8476737761195197, -2.597497056648763, -2.949299373134846, -3.5300322663493096, -2.4061105404785526, -2.929084726967455, -3.211617215041247, -2.4655557980404503, -2.601955851224737], "y": [-0.3534128354584024, -0.3488427592737965, -0.37250784468529924, -0.4823337172448778, -0.5631607642108339, -1.2727027497272996, -1.5705337870411973, -2.041057007938464, -1.925218613130344, -0.7381610441757953, -1.175465288118865, -0.5560439658826727, -0.6979655372009191, -1.5553089642839844, -0.8825267962042361, -2.592356175042397, -1.274446947904482, 0.2512491044255934, -2.1937983036540953, -1.757229350979274]}], "layout": {"autosize": false, "height": 750, "template": {"data": {"bar": [{"error_x": {"color": "#2a3f5f"}, "error_y": {"color": "#2a3f5f"}, "marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "bar"}], "barpolar": [{"marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "barpolar"}], "carpet": [{"aaxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "baxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "type": "carpet"}], "choropleth": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "choropleth"}], "contour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "contour"}], "contourcarpet": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "contourcarpet"}], "heatmap": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmap"}], "heatmapgl": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmapgl"}], "histogram": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "histogram"}], "histogram2d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2d"}], "histogram2dcontour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2dcontour"}], "mesh3d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "mesh3d"}], "parcoords": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "parcoords"}], "pie": [{"automargin": true, "type": "pie"}], "scatter": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter"}], "scatter3d": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter3d"}], "scattercarpet": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattercarpet"}], "scattergeo": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergeo"}], "scattergl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergl"}], "scattermapbox": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattermapbox"}], "scatterpolar": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolar"}], "scatterpolargl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolargl"}], "scatterternary": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterternary"}], "surface": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "surface"}], "table": [{"cells": {"fill": {"color": "#EBF0F8"}, "line": {"color": "white"}}, "header": {"fill": {"color": "#C8D4E3"}, "line": {"color": "white"}}, "type": "table"}]}, "layout": {"annotationdefaults": {"arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1}, "coloraxis": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "colorscale": {"diverging": [[0, "#8e0152"], [0.1, "#c51b7d"], [0.2, "#de77ae"], [0.3, "#f1b6da"], [0.4, "#fde0ef"], [0.5, "#f7f7f7"], [0.6, "#e6f5d0"], [0.7, "#b8e186"], [0.8, "#7fbc41"], [0.9, "#4d9221"], [1, "#276419"]], "sequential": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "sequentialminus": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]]}, "colorway": ["#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52"], "font": {"color": "#2a3f5f"}, "geo": {"bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white"}, "hoverlabel": {"align": "left"}, "hovermode": "closest", "mapbox": {"style": "light"}, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": {"angularaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "radialaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "scene": {"xaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "yaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "zaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}}, "shapedefaults": {"line": {"color": "#2a3f5f"}}, "ternary": {"aaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "baxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "caxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "title": {"x": 0.05}, "xaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}, "yaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}}}, "title": {"font": {"size": 25}, "text": "hdbscan Cluster"}, "width": 750, "xaxis": {"title": {"text": "Component 1 (36.0% variance explained)"}, "zeroline": false}, "yaxis": {"title": {"text": "Component 2 (19.0% variance explained)"}, "zeroline": false}}}, "text/html": "
"}}, {"output_type": "display_data", "metadata": {}, "data": {"text/plain": "None"}}, {"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Cluster Widget using hdbscan"}, "execution_count": 13}], "source": "dd.cluster(df, method=\"hdbscan\", viz_backend=\"plotly\")"}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"name": "python", "version": "3.7.9", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}, "papermill": {"duration": 22.319741, "end_time": "2020-10-29T02:54:43.278613", "environment_variables": {}, "exception": null, "input_path": "C:\\workspace\\data-describe\\examples\\Cluster_Analysis.ipynb", "output_path": "C:\\workspace\\data-describe\\examples\\Cluster_Analysis.ipynb", "parameters": {}, "start_time": "2020-10-29T02:54:20.958872", "version": "2.1.2"}}, "nbformat": 4, "nbformat_minor": 4}