{
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     "shell.execute_reply": "2024-04-26T11:51:17.896883Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"tK5JXE\"></div>\n",
       "            <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
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       "                }; \n",
       "                window.letsPlotCall = function(f) {\n",
       "                    window.letsPlotCallQueue.push(f);\n",
       "                };\n",
       "                (function() {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    script.type = \"text/javascript\";\n",
       "                    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.3.2/js-package/distr/lets-plot.min.js\";\n",
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       "                        div.style.color = 'darkred';\n",
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       "                    };\n",
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       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from lets_plot import *\n",
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:51:17.928775Z",
     "iopub.status.busy": "2024-04-26T11:51:17.928775Z",
     "iopub.status.idle": "2024-04-26T11:51:17.945454Z",
     "shell.execute_reply": "2024-04-26T11:51:17.944600Z"
    }
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:51:17.945454Z",
     "iopub.status.busy": "2024-04-26T11:51:17.945454Z",
     "iopub.status.idle": "2024-04-26T11:51:17.961336Z",
     "shell.execute_reply": "2024-04-26T11:51:17.960602Z"
    }
   },
   "outputs": [],
   "source": [
    "x_a = np.random.normal(-0.5, 1, 100)\n",
    "y_a = np.random.normal(0, 1, 100)\n",
    "cat_a = ['A' for x in range(100)]\n",
    "\n",
    "x_b = np.random.normal(0.5, 1, 100)\n",
    "y_b = np.random.normal(0, 1, 100)\n",
    "cat_b = ['B' for x in range(100)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:51:17.961336Z",
     "iopub.status.busy": "2024-04-26T11:51:17.961336Z",
     "iopub.status.idle": "2024-04-26T11:51:17.976565Z",
     "shell.execute_reply": "2024-04-26T11:51:17.976565Z"
    }
   },
   "outputs": [],
   "source": [
    "data = {}\n",
    "data['x'] = np.concatenate((x_a, x_b))\n",
    "data['y'] = np.concatenate((y_a, y_b))\n",
    "data['cat'] = np.concatenate((cat_a, cat_b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:51:17.976565Z",
     "iopub.status.busy": "2024-04-26T11:51:17.976565Z",
     "iopub.status.idle": "2024-04-26T11:51:18.102431Z",
     "shell.execute_reply": "2024-04-26T11:51:18.102431Z"
    }
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   "outputs": [
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       "\"alpha\":0.8,\n",
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       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"9tdEp8\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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       "       })();\n",
       "   </script>"
      ],
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       "<lets_plot.plot.core.PlotSpec at 0x1c4f9136710>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p = ggplot(data, aes('x', fill='cat'))\n",
    "p + geom_point(aes(y='y', color='cat'), size=3, alpha=0.8) + \\\n",
    "    ggtitle('Scatter plot')"
   ]
  },
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