machinelearning

3dLinear.ipynb (197067B)

---

 {
  "cells": [
   {
    "cell_type": "code",
    "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
     "import numpy as np\n",
     "import plotly.express as px\n",
     "\n",
     "X = np.linspace(0,20,1000)\n",
     "y = X * 2 + np.random.randn(1000) * 10\n",
     "z = X * 2 + np.random.randn(1000) * 10\n",
     "\n",
     "y_actual = X*2\n",
     "z_actual = X*2"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
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        "config": {
         "plotlyServerURL": "https://plot.ly"
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          "name": "",
          "scene": "scene",
          "showlegend": false,
          "type": "scatter3d",
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             "type": "histogram2dcontour"
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             "type": "mesh3d"
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           ],
           "pie": [
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             "type": "pie"
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           ],
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            {
             "fillpattern": {
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              "solidity": 0.2
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             "type": "scatter"
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             "type": "scattergl"
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           ],
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             "type": "scattermapbox"
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           ],
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             "type": "scatterpolar"
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             "header": {
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          "layout": {
           "annotationdefaults": {
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           "autotypenumbers": "strict",
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           "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
           }
          }
         }
        }
       }
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "fig = px.scatter_3d(x=X,y=y,z=z, color_discrete_sequence=['purple'])\n",
     "\n",
     "fig.add_scatter3d(x=X,y=y_actual,z=z_actual, name='Actual')\n",
     "\n",
     "fig.update_traces(marker_size = 2)"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
     "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.11.2"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }