diff --git a/EDA/Exploratory_Data_Analysis.ipynb b/EDA/Exploratory_Data_Analysis.ipynb index a0980df..b35a534 100644 --- a/EDA/Exploratory_Data_Analysis.ipynb +++ b/EDA/Exploratory_Data_Analysis.ipynb @@ -15,8 +15,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:53:38.383696Z", - "start_time": "2025-12-02T07:53:38.363095Z" + "end_time": "2025-12-03T06:49:55.116021Z", + "start_time": "2025-12-03T06:49:55.027358Z" } }, "cell_type": "code", @@ -31,7 +31,7 @@ ], "id": "498a4928e6383010", "outputs": [], - "execution_count": 141 + "execution_count": 1 }, { "metadata": { @@ -47,8 +47,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:12.034939Z", - "start_time": "2025-12-02T07:41:12.010746Z" + "end_time": "2025-12-03T06:49:55.191347Z", + "start_time": "2025-12-03T06:49:55.144Z" } }, "cell_type": "code", @@ -252,18 +252,18 @@ "" ] }, - "execution_count": 102, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 102 + "execution_count": 2 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:12.207424Z", - "start_time": "2025-12-02T07:41:12.181835Z" + "end_time": "2025-12-03T06:49:55.244983Z", + "start_time": "2025-12-03T06:49:55.208685Z" } }, "cell_type": "code", @@ -403,18 +403,18 @@ "" ] }, - "execution_count": 103, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 103 + "execution_count": 3 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:12.363855Z", - "start_time": "2025-12-02T07:41:12.347452Z" + "end_time": "2025-12-03T06:49:55.286171Z", + "start_time": "2025-12-03T06:49:55.257877Z" } }, "cell_type": "code", @@ -445,7 +445,7 @@ ] } ], - "execution_count": 104 + "execution_count": 4 }, { "metadata": { @@ -461,8 +461,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:12.668642Z", - "start_time": "2025-12-02T07:41:12.661129Z" + "end_time": "2025-12-03T06:49:55.302130Z", + "start_time": "2025-12-03T06:49:55.296599Z" } }, "cell_type": "code", @@ -478,18 +478,18 @@ " dtype='object')" ] }, - "execution_count": 105, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 105 + "execution_count": 5 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:12.838718Z", - "start_time": "2025-12-02T07:41:12.819982Z" + "end_time": "2025-12-03T06:49:55.330063Z", + "start_time": "2025-12-03T06:49:55.317042Z" } }, "cell_type": "code", @@ -509,13 +509,13 @@ ], "id": "1ef4c3ffeed9ad07", "outputs": [], - "execution_count": 106 + "execution_count": 6 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:13.010092Z", - "start_time": "2025-12-02T07:41:12.988176Z" + "end_time": "2025-12-03T06:49:55.367677Z", + "start_time": "2025-12-03T06:49:55.345634Z" } }, "cell_type": "code", @@ -719,12 +719,12 @@ "" ] }, - "execution_count": 107, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 107 + "execution_count": 7 }, { "metadata": {}, @@ -735,8 +735,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:13.312147Z", - "start_time": "2025-12-02T07:41:13.302002Z" + "end_time": "2025-12-03T06:49:55.394481Z", + "start_time": "2025-12-03T06:49:55.380456Z" } }, "cell_type": "code", @@ -752,18 +752,18 @@ " dtype='object')" ] }, - "execution_count": 108, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 108 + "execution_count": 8 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:13.465663Z", - "start_time": "2025-12-02T07:41:13.460150Z" + "end_time": "2025-12-03T06:49:55.425695Z", + "start_time": "2025-12-03T06:49:55.411077Z" } }, "cell_type": "code", @@ -774,13 +774,13 @@ ], "id": "2928f62c47bc9fd4", "outputs": [], - "execution_count": 109 + "execution_count": 9 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:13.669491Z", - "start_time": "2025-12-02T07:41:13.652140Z" + "end_time": "2025-12-03T06:49:55.456366Z", + "start_time": "2025-12-03T06:49:55.434111Z" } }, "cell_type": "code", @@ -958,7 +958,7 @@ ] } ], - "execution_count": 110 + "execution_count": 10 }, { "metadata": {}, @@ -969,8 +969,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:14.013120Z", - "start_time": "2025-12-02T07:41:13.994732Z" + "end_time": "2025-12-03T06:49:55.487291Z", + "start_time": "2025-12-03T06:49:55.471956Z" } }, "cell_type": "code", @@ -1119,18 +1119,18 @@ "" ] }, - "execution_count": 111, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 111 + "execution_count": 11 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:14.198775Z", - "start_time": "2025-12-02T07:41:14.188737Z" + "end_time": "2025-12-03T06:49:55.512572Z", + "start_time": "2025-12-03T06:49:55.497129Z" } }, "cell_type": "code", @@ -1148,18 +1148,18 @@ "dtype: int64" ] }, - "execution_count": 112, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 112 + "execution_count": 12 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:14.365249Z", - "start_time": "2025-12-02T07:41:14.348181Z" + "end_time": "2025-12-03T06:49:55.540684Z", + "start_time": "2025-12-03T06:49:55.532684Z" } }, "cell_type": "code", @@ -1177,12 +1177,12 @@ "dtype: int64" ] }, - "execution_count": 113, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 113 + "execution_count": 13 }, { "metadata": { @@ -1198,8 +1198,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:14.726318Z", - "start_time": "2025-12-02T07:41:14.700624Z" + "end_time": "2025-12-03T06:49:55.571876Z", + "start_time": "2025-12-03T06:49:55.553888Z" } }, "cell_type": "code", @@ -1313,18 +1313,18 @@ "" ] }, - "execution_count": 114, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 114 + "execution_count": 14 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:15.496243Z", - "start_time": "2025-12-02T07:41:14.869024Z" + "end_time": "2025-12-03T06:49:56.321010Z", + "start_time": "2025-12-03T06:49:55.581044Z" } }, "cell_type": "code", @@ -1339,7 +1339,7 @@ "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data", @@ -1348,13 +1348,13 @@ } } ], - "execution_count": 115 + "execution_count": 15 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:15.559038Z", - "start_time": "2025-12-02T07:41:15.502786Z" + "end_time": "2025-12-03T06:49:56.590242Z", + "start_time": "2025-12-03T06:49:56.336281Z" } }, "cell_type": "code", @@ -1675,10 +1675,10 @@ ], "scatter": [ { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "marker": { + "line": { + "color": "#283442" + } }, "type": "scatter" } @@ -1708,14 +1708,14 @@ "bar": [ { "error_x": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "error_y": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -1763,13 +1763,12 @@ ], "scattergl": [ { - "type": "scattergl", "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" + "line": { + "color": "#283442" } - } + }, + "type": "scattergl" } ], "scatter3d": [ @@ -1836,18 +1835,18 @@ "carpet": [ { "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "type": "carpet" } @@ -1856,18 +1855,18 @@ { "cells": { "fill": { - "color": "#EBF0F8" + "color": "#506784" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "header": { "fill": { - "color": "#C8D4E3" + "color": "#2a3f5f" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "type": "table" @@ -1877,7 +1876,7 @@ { "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -1911,42 +1910,42 @@ "#FECB52" ], "font": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "hovermode": "closest", "hoverlabel": { "align": "left" }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", "polar": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "angularaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "radialaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, "ternary": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "aaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "baxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "caxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, @@ -2089,79 +2088,89 @@ ] }, "xaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "yaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { - "color": "#2a3f5f" + "color": "#f2f5fa" } }, "annotationdefaults": { - "arrowcolor": "#2a3f5f", + "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { - "bgcolor": "white", - "landcolor": "#E5ECF6", - "subunitcolor": "white", + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", "showland": true, "showlakes": true, - "lakecolor": "white" + "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, "mapbox": { - "style": "light" + "style": "dark" } } }, @@ -2205,13 +2214,13 @@ } } ], - "execution_count": 116 + "execution_count": 16 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:15.793955Z", - "start_time": "2025-12-02T07:41:15.576060Z" + "end_time": "2025-12-03T06:49:56.815831Z", + "start_time": "2025-12-03T06:49:56.609025Z" } }, "cell_type": "code", @@ -2536,10 +2545,10 @@ ], "scatter": [ { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "marker": { + "line": { + "color": "#283442" + } }, "type": "scatter" } @@ -2569,14 +2578,14 @@ "bar": [ { "error_x": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "error_y": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -2624,13 +2633,12 @@ ], "scattergl": [ { - "type": "scattergl", "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" + "line": { + "color": "#283442" } - } + }, + "type": "scattergl" } ], "scatter3d": [ @@ -2697,18 +2705,18 @@ "carpet": [ { "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "type": "carpet" } @@ -2717,18 +2725,18 @@ { "cells": { "fill": { - "color": "#EBF0F8" + "color": "#506784" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "header": { "fill": { - "color": "#C8D4E3" + "color": "#2a3f5f" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "type": "table" @@ -2738,7 +2746,7 @@ { "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -2772,42 +2780,42 @@ "#FECB52" ], "font": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "hovermode": "closest", "hoverlabel": { "align": "left" }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", "polar": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "angularaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "radialaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, "ternary": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "aaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "baxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "caxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, @@ -2950,79 +2958,89 @@ ] }, "xaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "yaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { - "color": "#2a3f5f" + "color": "#f2f5fa" } }, "annotationdefaults": { - "arrowcolor": "#2a3f5f", + "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { - "bgcolor": "white", - "landcolor": "#E5ECF6", - "subunitcolor": "white", + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", "showland": true, "showlakes": true, - "lakecolor": "white" + "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, "mapbox": { - "style": "light" + "style": "dark" } } }, @@ -3379,10 +3397,10 @@ ], "scatter": [ { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "marker": { + "line": { + "color": "#283442" + } }, "type": "scatter" } @@ -3412,14 +3430,14 @@ "bar": [ { "error_x": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "error_y": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -3467,13 +3485,12 @@ ], "scattergl": [ { - "type": "scattergl", "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" + "line": { + "color": "#283442" } - } + }, + "type": "scattergl" } ], "scatter3d": [ @@ -3540,18 +3557,18 @@ "carpet": [ { "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "type": "carpet" } @@ -3560,18 +3577,18 @@ { "cells": { "fill": { - "color": "#EBF0F8" + "color": "#506784" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "header": { "fill": { - "color": "#C8D4E3" + "color": "#2a3f5f" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "type": "table" @@ -3581,7 +3598,7 @@ { "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -3615,42 +3632,42 @@ "#FECB52" ], "font": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "hovermode": "closest", "hoverlabel": { "align": "left" }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", "polar": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "angularaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "radialaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, "ternary": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "aaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "baxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "caxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, @@ -3793,79 +3810,89 @@ ] }, "xaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "yaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { - "color": "#2a3f5f" + "color": "#f2f5fa" } }, "annotationdefaults": { - "arrowcolor": "#2a3f5f", + "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { - "bgcolor": "white", - "landcolor": "#E5ECF6", - "subunitcolor": "white", + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", "showland": true, "showlakes": true, - "lakecolor": "white" + "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, "mapbox": { - "style": "light" + "style": "dark" } } }, @@ -4222,10 +4249,10 @@ ], "scatter": [ { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "marker": { + "line": { + "color": "#283442" + } }, "type": "scatter" } @@ -4255,14 +4282,14 @@ "bar": [ { "error_x": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "error_y": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -4310,13 +4337,12 @@ ], "scattergl": [ { - "type": "scattergl", "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" + "line": { + "color": "#283442" } - } + }, + "type": "scattergl" } ], "scatter3d": [ @@ -4383,18 +4409,18 @@ "carpet": [ { "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "type": "carpet" } @@ -4403,18 +4429,18 @@ { "cells": { "fill": { - "color": "#EBF0F8" + "color": "#506784" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "header": { "fill": { - "color": "#C8D4E3" + "color": "#2a3f5f" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "type": "table" @@ -4424,7 +4450,7 @@ { "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -4458,42 +4484,42 @@ "#FECB52" ], "font": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "hovermode": "closest", "hoverlabel": { "align": "left" }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", "polar": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "angularaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "radialaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, "ternary": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "aaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "baxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "caxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, @@ -4636,79 +4662,89 @@ ] }, "xaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "yaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { - "color": "#2a3f5f" + "color": "#f2f5fa" } }, "annotationdefaults": { - "arrowcolor": "#2a3f5f", + "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { - "bgcolor": "white", - "landcolor": "#E5ECF6", - "subunitcolor": "white", + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", "showland": true, "showlakes": true, - "lakecolor": "white" + "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, "mapbox": { - "style": "light" + "style": "dark" } } }, @@ -5065,10 +5101,10 @@ ], "scatter": [ { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "marker": { + "line": { + "color": "#283442" + } }, "type": "scatter" } @@ -5098,14 +5134,14 @@ "bar": [ { "error_x": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "error_y": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -5153,13 +5189,12 @@ ], "scattergl": [ { - "type": "scattergl", "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" + "line": { + "color": "#283442" } - } + }, + "type": "scattergl" } ], "scatter3d": [ @@ -5226,18 +5261,18 @@ "carpet": [ { "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "type": "carpet" } @@ -5246,18 +5281,18 @@ { "cells": { "fill": { - "color": "#EBF0F8" + "color": "#506784" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "header": { "fill": { - "color": "#C8D4E3" + "color": "#2a3f5f" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "type": "table" @@ -5267,7 +5302,7 @@ { "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -5301,42 +5336,42 @@ "#FECB52" ], "font": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "hovermode": "closest", "hoverlabel": { "align": "left" }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", "polar": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "angularaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "radialaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, "ternary": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "aaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "baxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "caxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, @@ -5479,79 +5514,89 @@ ] }, "xaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "yaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { - "color": "#2a3f5f" + "color": "#f2f5fa" } }, "annotationdefaults": { - "arrowcolor": "#2a3f5f", + "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { - "bgcolor": "white", - "landcolor": "#E5ECF6", - "subunitcolor": "white", + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", "showland": true, "showlakes": true, - "lakecolor": "white" + "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, "mapbox": { - "style": "light" + "style": "dark" } } }, @@ -5908,10 +5953,10 @@ ], "scatter": [ { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "marker": { + "line": { + "color": "#283442" + } }, "type": "scatter" } @@ -5941,14 +5986,14 @@ "bar": [ { "error_x": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "error_y": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -5996,13 +6041,12 @@ ], "scattergl": [ { - "type": "scattergl", "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" + "line": { + "color": "#283442" } - } + }, + "type": "scattergl" } ], "scatter3d": [ @@ -6069,18 +6113,18 @@ "carpet": [ { "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "type": "carpet" } @@ -6089,18 +6133,18 @@ { "cells": { "fill": { - "color": "#EBF0F8" + "color": "#506784" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "header": { "fill": { - "color": "#C8D4E3" + "color": "#2a3f5f" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "type": "table" @@ -6110,7 +6154,7 @@ { "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -6144,42 +6188,42 @@ "#FECB52" ], "font": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "hovermode": "closest", "hoverlabel": { "align": "left" }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", "polar": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "angularaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "radialaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, "ternary": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "aaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "baxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "caxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, @@ -6322,79 +6366,89 @@ ] }, "xaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "yaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { - "color": "#2a3f5f" + "color": "#f2f5fa" } }, "annotationdefaults": { - "arrowcolor": "#2a3f5f", + "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { - "bgcolor": "white", - "landcolor": "#E5ECF6", - "subunitcolor": "white", + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", "showland": true, "showlakes": true, - "lakecolor": "white" + "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, "mapbox": { - "style": "light" + "style": "dark" } } }, @@ -6438,13 +6492,13 @@ } } ], - "execution_count": 117 + "execution_count": 17 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:16.860754Z", - "start_time": "2025-12-02T07:41:15.817487Z" + "end_time": "2025-12-03T06:49:57.728821Z", + "start_time": "2025-12-03T06:49:56.841914Z" } }, "cell_type": "code", @@ -6460,7 +6514,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\672425753.py:2: UserWarning:\n", + "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_29308\\672425753.py:2: UserWarning:\n", "\n", "\n", "\n", @@ -6480,7 +6534,7 @@ "text/plain": [ "
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" 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" 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" 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" 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" + "image/png": 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" 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" 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" 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" 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S6arCtB79+/whyW/Y3CWTnBD+G7f4QM1PJbfLTXqjkRp9PbO0AIcy7hrjy/Dcth/HrQX+rhMHna210b7ztaJeh1tCpKDEH7z8gca4NcrlaVG3Y227S0ti1GlEa4O/gFlPaYl66pdlIYfTLWp1+Nzm8882Z9wsvcCviQS9v1urJRHc+mdEHNyklqxPTlWGBDCOzxaLiRob7cHz0zyQccjOS0+i45fqqKnFnFC+QJCVug+5BUlq9Us2G8W0CZEG70jxF4BB2Uk0OMdC3xibT9v2X6CPTlfT4ZIG+qqiSYTxqYOzaGJBqiLrsSD+IRBBzPjgdJX4cOZCzRnDc/CmGSXcLcYXHlk3xOGmZKPush+MoovOzR++XnGb8xGHpESjlgqyLHSqtJ54N66H4VY2/gCUal04DLX892rZAiaKqnXaCNo3oHkg4/M5rFcy2ezOsIONw+0jUwRTCURTXoqJbh/ZiyYVptPbxyvE/GG7T1SIYnn+7zucblCAnoRABDGhxuqkAxfqxG1+s+QPWehZeq2W9EYSLTyXawFzhVGbA9ASt7h+Z0Jv+qK4lt79qlK0GHFX77fH9w5OnQEQC/CpAzHh/aIq0SIxIDORCjNa1/YAQHy3dF3ZN53mju8tRqJxMfrWA5dErRRArEAgAtlxE7o0QoprDABAmfjLDrcMcRcgj07724GSYO0agNwQiEB2PCqFjcxLFgXCAKBcPKfUN8fliyJwHq7/flGl3IcEICAQgax4pNPJiiZx++p+6XIfDgD0gD5pZrrjil7i9mfnaulUpf89AEBOCEQgK56AkUcs90kzieJLAFAHnrRxQkGquP364TIxcSeAnBCIQDY8Sd2Bi/6RZeP6+N8YAUA9bhqSJbrJeQJUDkUAckIgAtmcrrSK9ZR4ArlhORa5DwcAZJjq4faRuWKNQB6Of/BCrdyHBCqGQASykVqHRuWnkB6TtAGoEq9dNz7QQrzhwzMYdQaywacQyIJX4pYKKcf2TpH7cABARtcNzBQTgvKiy/86h1YikAcCEcjiVKVVTMQoFvZEMTWAqvEaeLcMyxa3PzhVJRbLBehpCEQgi5MV/okYeRVsAICJfdNE91mT00MHL9bLfTigQghE0ON44VCpu2wIiqnhMrjI1n/RRHCR+6ihK3ix4LvG9Ra3PztXg1oi6HFY3BV63LlqGzk9PrIk6CgvBd1lEEqv9QecarubIvlI1Go1hI6W+DZtWA5t/uycGH16pKSeRvfGdBzQcxCIoMd9Ve7vLhucbREffAAtWwqsLi8dvVBLDrcn7P0sJgMN7oUC/Xhm1Gvpmv4Z9PbxCvrkbI0YgYr3COgp6DKDHuXz+YJLdQzJQf0QtI3DkN3lDfviiiA8QWzXEvHir9VWF52ttsl9OKAiCETQo0rrHaJokt/wCtMT5T4cAIgx/N4woleyuH0wMFcZQE9AIIIedb7G/42vb7pZdI10FxTlAsQvaW6yE+WNZHW65T4cUAnUEEGPOldjDQai7oKiXIDofrEgCv/bQjS+WPRKMVGv5AQqbXDQl5caaFK/9K7/UoAOIBBBj+FhtMU19m4PRGooypXrgwrUQ+4vFmP7pNKbx8rFEj9XFaahuBq6HQIR9JjSejs5PV6xmCtPwNZTRbnhStDHR1Gu3B9UoA5yf7EY0ctC735VIYqrL9Tau/VLFABDIIIecyYwYqQg3UxafNuL2w8qUBe5vlgk6HU0NMdCh0sa6FhZAwIRdDsUVUOPOVvV/fVDaoJh6fJD8X73Gpbrn8n+RFmjmLIDoDuhhQh6rH5IGmFWmIHh9hD/0HXZ/fpnJoph+I1ODxXX2mlEMr5MQfdBIIIecaqikRzuQP2QxSj34QB0Gbouu59eq6XB2UnBbrMRBRhtBt0HgQh6BK9LJNUPYbQIKIlSi/djxfDcZBGIuNvMi24z6EaoIYIecbLMv35Z71ST3IcCAHHabXYuUIcI0B0QiKBHnKzwB6K8FAQiAIisa3JItn/dw8OXsJQHdB8EIuh2TQ43ldU7xO1eKd0//xAAKMvgHP9os69KG+Q+FFAwWQORw+GgpUuX0sSJE2nKlCm0cePGNh979OhRmjNnDo0ZM4Zmz55Nhw8fDtm+c+dOmjZtmti+cOFCqq6uvuzvWbFiBX3ve9+L+nOBtl2o889OnZlkIJNBJ/fhAECc6ZfBc5cRVTU5qbrJKffhgELJGohWr14tgs2mTZto2bJltGbNGnrzzTdbPc5qtdL8+fNFcNq2bRuNGzeOFixYIO5nhw4doscee4weeughevXVV6m+vp6WLFnS6vfs27ePXnnllR55bvC14sBwe9QPAUBnJ2ksSPMPuT+FOiJQWiDiMLN161YRZEaOHEk333wzPfjgg7Rly5ZWj921axclJCTQ4sWLaeDAgWKfpKSkYHjavHkzzZw5k2bNmkXDhg0TQev999+n4uLi4O9wOp30i1/8gsaOHdujzxNITLvP8lMxhwgAdM7ALH8d0anKJrkPBRRKtkB0/PhxcrvdorVHMmHCBDp48CB5vaFDWPk+3iYN1+br8ePH04EDB4LbufVIkpeXR/n5+eJ+yfr162no0KF07bXX9sCzAwnPLnuhNtBClIYWIgDonIFZ/gldz9XYyOXB1JagoEBUUVFB6enpZDR+PUlfVlaWqCuqra1t9dicnJyQ+zIzM6m0tFTcLi8vb3f7qVOnRFfZ5brRoHs1ONzU6PCI/n8UVANAZ2UlGSkt0SBmvT8XWBcRQBETM9pstpAwxKSfuXsrnMdKj7Pb7W1u5xYK7ipbtGiRCFxdofb5BKXnL9ZuCnOfkjpHcLkOnkvE7oz8m10kf0/O/ZrvH8laDvHy/Lq6X/PXTzjnJ96eX1f3C/f8yH2ccu2n4eH3ucn0rzPVotuMZ7AObsP7c+jrB4IiOR+yBSKuCWoZfKSfTSZTWI+VHtfWdrPZLIqsPR4Pfetb3+ryMWdmJpPaWWuslJRoIr0xvGBTdc7f2je0V0pE+7GkBD0ZDLq42o+XJ0lKMin2+UVjv47OT6wcp1z7tXV+Yu045dhvaCAQna2xkcUSeP/Xa8mcaKTMdKyRyPA51XmyBaLc3FyqqakRdUR6vT7YNcYhJyUlpdVjKysrQ+7jn6Vusra2Z2dni0DEI9m45oi5XC4RkLh26e9//7uoNQpXVVUDqXnmeF6UkjRaarLaw27pOR8ogByQlRjRfuLvefTkcpnjaj+90UhNTfawXifx+Py6sh9/U+MP+47Oj9zHKdd+HZ2fWDlOufbj89M/K0lc89D7S5UNlGIykMugJZvVSVVer+gRUCs+LxyG1P451dZ5ielANHz4cBGEuDBaKojeu3cvjRo1irTa0NImnltow4YN4sXOBdV8zUPo//M//zO4nfe96667xM8lJSXiwvdfeeWVoktN8pe//EUUW//6179uVXfUEX6RqfmFJp67JnAewtynvNHfZcZvZFabM6JVwZv/3XjYr7P7x8vz6/J+vsh+T9w9v67uF+b5kf045drPR2Ies7zkBLpU76Cz1TYalW+QNqn+/VmC8xCHRdXcncXD5JcvXy7mEdq9e7eYmPHee+8NthZJQWbGjBlibqGVK1dSUVGRuOa6Ih5qz+bOnUs7duwQw/h59BoPz586dSoVFBSI1qPCwsLgJTU1VbRC8W2pZQq6h9XpoSanfyHLvhlozgaArpPeS87VYD4iUNDEjDzqi+cgmjdvnphBmgufp0+fLrbxzNU8/xCzWCy0bt26YCsQt/DwMPrERP9/GNz99cQTT9DatWtFOOLQs2rVKjmfGnCoDbQOZSQayIwZqgEgCgrT/fOZncdIM4gyWZtIuJXomWeeEZeWTpw4EfLz6NGjafv27W3+Lg5KUpdZezh0Qc+Qussw3B4AooVnrOZyxjq7m2ptLuplwPsLRAcWd4VuU9HgH/mHQAQA0WLUaykvxT/C7Hw1us0gehCIoPtbiJIxQzUARE/fQLcZz1oNEC0IRNAteCRgZWBVarQQAUA0FWYE6ohqbKoeag/RhUAE3YL79l0eH+m0GspMCp1FHACgK/oE6ojqA3VEANGAQATdoqLRGVx/iEMRAEC0GHRayk32tzwX13w9zxxAVyAQQbfWD2Vb0DoEAN3TSsSKa1FHBNGBQATd2kKUY0H9EABEX+80/2CNYhRWQ5QgEEG3KG9ACxEAdJ/eqf5AVFrvIFtgRnyArkAggqhze71UEyh0zEYLEQB0A17YNcWkF+uYHS9rkPtwQAEQiCDqaq0usbigUaclSwKW7ACA7m0lOlqKQARdh0AEUVdl9bcOZSQZSKPBCDMA6N7C6qMlCETQdQhEEHVVgQkZMf8QAPREYfWx0nryYoJG6CIEIoi6aikQJSIQAUD34VGsBp2GGh0eOluFdc2gaxCIoFu7zAAAugtP+irVEX1ZUi/34UCcQyCCqOJ1hdBCBAA93W2GwmroKgQiiCqry0N2t1fcTk9ECxEAdK/eqYHCagQi6CIEIoiqqiZ/d1maWS/WGwIA6E75gS6zkxVN5Ax8GQPoDHxiQVRJ3WUZ6C4DgB7AX754gka310cnK5vkPhyIYwhE0C1D7jMw5B4AegDPdTYkxyJuo9sMugKBCKKqyioVVKN+CAB6xtBcBCLoOgQiiKrqQA0RJmUEgJ4itRAdw5pm0AUIRBDVRV1rA4u6ooYIAHrKkNxkcX2myko2F1a+h85BIILoLupKWNQVAHoWt0jnWIzk9fHK941yHw7EKQQiiJpqaYbqRCzqCgA9a3gvfysRus2gsxCIIGqk7jJMyAgAPW1EIBChsBo6C4EIot5ClGZGIAKAnjU0UFj9VTnmIoLOQSCCqEELEQDIZVggEJ2rsZIdhdXQCQhEEDU1gRaidLQQAUAPy7IkiPpFLqwuwozV0AkIRBAVHq+P6u2BLjO0EAGAjPMRnSjHSDOIHAIRRAWHIf5mptNqKDlBL/fhAICK64gQiKAzEIggKmqk+iEzhtwDgNyBCF1mEDkEIojapIwMI8wAQO5AdKqyidzcZA0QAQQiiG5BNeqHAEAmfdJMlGjQkcPtpXPVVrkPB+IMAhFEtcsMLUQAIBetRkODs5PEbdQRQaQQiCAqMAcRAMQCFFZDZyEQQZf5fD7MQQQAMWFIjr+F6KsKFFZDZBCIoMsaHR5RwMhjy1IRiAAgBlqITpY3ii9rAOFCIIKodZelmPRiHiIAgJ7EM334Lxrqn5lE/DZUZ3eL9RX5vrYuAM1hBj2I3hxEqB8CgB6m1/rDTbXdTVJ7UH6qmS7U2mhfST1N7Jve5r4Wo47wrgUSBCLoMql+CCPMAKCncau01eWloxdqyeH2L+qaYtKJ63+eqCBXGwu9GvU6mlCYThkJenStgYBABF1WJ61hhkAEADLhMGR3ecXtjESjuC6ptwfvA+gIaoigy+oCXWYoqAaAWJBjSRDXFQ1OuQ8F4ggCEXRZnc0trtFCBACxINvibyGqbHKSF91hECYEIugSt9dLDQ5/IEo1owcWAOSXlmgQxdY8HYi0ziJARxCIoEvqA61DBq1GrCEEABALS3hkJflbiSoa0W0G4UEggqgUVHP9EOb1AIBYkZ3sD0TljQ65DwXiBAIRdEltoIUI3WUAEIuF1ZVoIYIwIRBBl2CEGQDEoqxAYTVaiCBcCEQQlWU70kwIRAAQey1EPHGsy4O5iKBjCETQJbxeEEOXGQDEkiSjjswGrVjOo6oJ3WbQMQQi6BJ0mQFALOJBHtnSBI2oI4IwIBBBp3EzdJPTv05QKrrMACBGJ2isQB0RhAGBCDqtPtBdZtRpRdM0AEAsQQsRRAKfYtDlgmquH8IcRAAQuy1ECETQMQQi6HL9ENYwA4BYDkS8vJDN5e/eB2gLAhF0fVJG1A8BQAxK0Oso1eQfAYsJGqEjCEQQhWU7MOQeAGK7jggTNEJMByKHw0FLly6liRMn0pQpU2jjxo1tPvbo0aM0Z84cGjNmDM2ePZsOHz4csn3nzp00bdo0sX3hwoVUXV0d3FZVVUU//OEPacKECXTttdfSr371K3K7/a0b0HkYcg8AsQ51RBAXgWj16tUi2GzatImWLVtGa9asoTfffLPV46xWK82fP18Ep23bttG4ceNowYIF4n526NAheuyxx+ihhx6iV199lerr62nJkiXB/R9++GFqbGwU2/7whz/Q3//+d3r++ed79LkqelLGQJM0AECswdB7CJdsn2QcZrZu3UobNmygkSNHisvJkydpy5YtNGPGjJDH7tq1ixISEmjx4sViNBOHnz179ojwdNddd9HmzZtp5syZNGvWrGDQuvHGG6m4uJhyc3MpMzOTFi1aRIWFhWL7LbfcQnv37pXleStpDiJrYA6iFNQQAUAcDL33+XwYEQux10J0/Phx0W3FrT0S7tI6ePAgeb2h687wfbxNeiHz9fjx4+nAgQPB7dx6JMnLy6P8/Hxxv9FopF//+tfBMMSh67333qOrrrqqh56pMjUEWocMWg3mIAKAmJWZZCSthsjh9orRZgAx10JUUVFB6enpIrBIsrKyRF1RbW0tZWRkhDx20KBBIftzqw+HG1ZeXk45OTmttpeWlobc993vfpc+//xz0Rp1zz33RHzMav9iIT1/vpYmZUwxG0gb5onhh3XmFMbLfs33FwsodfPfi7f9mr9+wjk/8fb8urpfuOdH7uOUa7+Ozk9b++m1GspINFJlk1OMNGs+Krb56zLehZwfCIrkfHQqEHFXVEFBAXWFzWYLCUNM+tnpdIb1WOlxdru93e2Sn//851RXV0dPPfUU/eQnP6HnnnsuomPOzEwmtbPWWCkp0UQOX6P4OSPJSBaLqd19khL0ZDDoxH56Y/irTsfjfvwtNCnJFPPHKed+HZ2fWDlOufZr6/zE2nHKtV/L8xPOfvnpZhGI6pze4PtVgl5L5kQjZaYnkpLgc6rzOhWIuMZnxIgRdNttt4naHa7TiRTXBLUMLNLPJpMprMdKj2tru9lsDrlv2LBh4vqXv/wl3X333XThwgXq06dP2MdcVdVAvgi++SuNltudNVpqstqpvM4m7ksyaKmx0d7+fh49uVxmsZ/dGf4bZDzupzcaqanJHtbrJB6fX1f2429q/GHW0fmR+zjl2q+j8xMrxynXfm2dn3D+XlqCTlxfqrEG369cBi3ZrE6q8npFbVG84/PDYUjtn1NtnZduC0QffPABvfXWW/TGG2+I+pyxY8fSrbfeKoJS866u9nCIqqmpEXVEer0+2DXGISclJaXVYysrK0Pu45+lbrK2tmdnZ4vRZVyAzcem1fprXaTuN/77kQQifpGp+YUmnrvGfy3NQcQF1b5Izl8n/2487NfZ/ePl+XV5P19kvyfunl9X9wvz/Mh+nHLt18H5ae/vcR0R41ai5o/xKfB9XWnPpyd1qhqWQ8/cuXPp5Zdfpvfff1+0FHHo4HmAHnjgAdq+fbvo5mrP8OHDRRCSCqMZj/waNWpUMLhIeG6h/fv3B1M8X+/bt0/cL21vPmqspKREXPh+Po4f//jHosBacuTIEdLpdNS/f//OPH3ghV2lWaoxKSMAxLgsKRAFRpoBXE6Xhwdxqw5fuICZR4clJSXRa6+9RlOnTqW33367zf24O4uHyS9fvlzMI7R7924xMeO9994b/L1cG8S4dYfnFlq5ciUVFRWJaw463F3HOJzt2LFDDOPn0Ws8PJ//Ptc5cSvR9OnT6cknnxSTO37xxRdi2D4XWFsslq4+fVL7HEQYcg8AsS490T/SzOnxUqMDa5rB5XXq6/2xY8fEHEB8uXjxIl1zzTV0//33ixYiDkTsT3/6Ez3++OMijLSFJ0/kQDRv3jwRTniuIOnxPHP1qlWrxDxDvG3dunVi8kYOW0OHDqX169dTYqK/GI6H7j/xxBP07LPPiqJpno2aA5CEa4b4wsfIOIj99Kc/7cxTByLy+nzBYfeYlBEAYp1Oq6H0RANVNbmosslByXjfgsvo1KuCQwrP+3PfffeJ1hsePt8SzxvEo9Haw61EzzzzjLi0dOLEiZCfR48eLbri2jsmvlxOcnKyCFcQHU0OD3l4gjMisiTgjQUA4qPbzB+InNQ/0//FHaC5Tn2aPf3006KI2mAwtBrZJdUSTZo0SVxAeWoDa5jxtyz+5gUAEOv8hdVNVIU1zSCaNUSPPvooNTQ0tLqfJ0rk+X1A2b4eYYbWIQCIs8LqJgQiuLywP9H++te/ijodXjaDq/S5TudyuJ4IlK02MMIMBdUAEC+yAmuaVTb5v9ABdDoQfec736HBgweLkWRcBM0FzKmpqcHtHJS4JmjIkCHh/kqIU3WBLjMUVANAvMhI9H+Bs7k8ZHW6yWQIXd0AIKJPtCuvvFJcv/vuu2LxVKwarO5AhC4zAIgXBp2W0swGUQPJ8xHxskMAzYX9icZD5Hn+Hh4Cv2bNmnYfixFdylaHLjMAiEOZSYFA1OQk9GVA1CdmBPWOMsMs1QAQT7KSpDoiFFZDa2F/ojVv9UELkHpZHW6yu/0LKKLLDADiSZbF301WhUAE0WohampqEou6nj59WhRZ81IZvMArF17zzNWgXGUNDnGdoNdSgt6/gjQAQDxovsgrQFQCES+3wYu6clH166+/LtYs46UxsrKyaMWKFZ35lRAnyuv968uhdQgA4k1Wkr/ukdczs7uwphmE6tSnGochXumeV4v/1a9+RTfeeKOYuXrEiBF05513duZXQpwoq/e3ECEQAUC84Vbt5AQ9NTjcVIEZqyEaLUQ8MSMv28Gr0X/yySd0ww03iPt5YVVpwVVQpvKGQAsR1jADgDjuNkMggpY69ak2efJksZI9hx+tVivWLuNgxCvM33TTTZ35lRAnygMtRMkYcg8AcVpYfbbaShWN/vcygC61EHG9EHePGY1GWrt2rZibiFen55YinqsIlF9UjS4zAIjnNc3QQgQtdepTLTk5mX7+85+H3Hffffd15ldBvHaZIRABQBxCIIK2dOpTzeVy0f/93//Rl19+SW63W9QUNYd5ipSJ/51RVA0ASqgh4iWIeF0zQj0kdKXLjLvFVq5cSTU1Na3CECh7lXtnYFLGZAQiAIhDiUYdJRp0xJ9cF2psch8OxJBOfaq98847onbo2muvjf4RQcwqC3SXJRl1pNdi1RcAiN/C6vM1NjpXbaVJBWlyHw7ECG1na4hyc3OjfzQQFwXVqWgdAgAFdJsVo4UIuhqIfvCDH4gus1OnTokaIlAHqX4o1Ywh9wAQ/4XV3EIEIOnUV/0NGzZQeXk53X777ZfdfuzYsc78WohxpdKQe6xyDwAKaCE6X40WIvhapz7Znn766c7sBgoJRKmYlBEAFNBCdKnOJgaKGHQauQ8J4jUQXXXVVeK6sbGRzp8/T4MGDSKn0ykmaATlKgss7IoaIgCIZ5YEHZn0WrK7vaK4emAWlpyCTtYQcfjhiRk5GN19991UVlZGjz76KD3wwANiPTNQ+CzVqCECgDim0WjESDPGy3gAdDoQrV69moqKimj79u2UkJAg7lu0aJGYl+ipp57CmVUgj9dH5RhlBgAKkW3xf3adrmqS+1AgngPR22+/LSZnHDp0aPA+vs2Lu+7ZsyeaxwcxoqrJSR4fkU6jwaSMABD3sgMtRGeq0EIEXQhETU1NZDabW93v9XrJ4/F05ldCnHSXZVqMpNWgABEA4hsCEUQlEN10003029/+VhRVS4qLi0V3Ga94D8oNRLkp/mZmAAAlBKJzNVZye7EEFXQyEP3iF78gvV5PkyZNIpvNRrNnz6abb76ZUlJS6PHHH4/+UULMBKKcFJPchwIA0GU8wWyCXksuj48u1flH0IK6daoYpLa2lu68804aOXKkqB06d+4cXXfddTRgwIDoHyHE1BxEucloIQKA+Mdd/wXpZiqqaKIzVU3UN711GQioS0SB6JNPPqFVq1bRyZMnQ1a55yGMr7/+uhh6P3HixO44TpAZWogAQGn6ZiSKQHS6yko3DJL7aCBuusw+/PBDevDBB2nYsGH0l7/8hT799FM6cuQIffbZZ/TSSy+J1qH777+f9u/f371HDPIGIrQQAYBCFAZahTAXEUTUQrR27Vq677776JFHHgm5PzU1VdQS8YVv//nPf6b169fj7Cq4hehihUvuwwEA6LKCDP8M1RhpBhG1EB0/flzUDbVnzpw5dPToUZxZheG1fngeIoZRZgCgFIUZX7cQeZuVgYA6hR2I7Ha7aAFqT3p6OlVXV0fjuCCGlDf6W4d4REYalu0AAIXITzWTXqshm8tLpfX+9zlQr7ADERdRa7XtP5yLq5sXW4PCusssCeLfGABACXRaTXB02RnUEaleRKPM3njjjXZXtG9oaIjGMUGMwaSMAKBUAzKTxCgzriO6tn+G3IcD8RCI8vPzaePGjR0+Li8vr6vHBLEaiDDCDAAUpn+mv7D6LAqrVS/sQPTee+9175FAzAeiXmghAgCFGRAIRNxKBOrWqaU7QKWBCC1EAKAw/TOTxPWZ6ibUwKocAhF0CF1mAKBUXFSt0xA1OjxUGZheBNQJgQgiCERYtgMAlMWo11KfNP9IM3SbqRsCEbTL5vJQvd0tbmOUGQAoubAaM1arGwIRtKssMFlZklFHyQkRzdIAABAXEIiAIRBBu0ob7OIa9UMAoFTBQITJGVUNgQjahYJqAFC6ARmBkWZoIVI1BCJoFwIRAKhhkVdelKjW5qIaK0aaqRUCEbQLgQgAlM5k0FF+qn8ULUaaqRcCEbRLWgE6LwVD7gFAuVBYDQhE0K5SLNsBACrQPwOBSO0QiKBNPI09uswAQE0tRKcx0ky1EIigTVxg6HB7RbFhjgWBCACUv8grWojUC4EIOuwuy0wyiuntAQCUql8gEFU1Oane7pL7cEAG+JSDDguqUT8EAEqXZNQHSwPQSqROCETQYQsR6ocAQA0w0kzdEIigw3XMEIgAQFUjzVBYrUqyBiKHw0FLly6liRMn0pQpU2jjxo1tPvbo0aM0Z84cGjNmDM2ePZsOHz4csn3nzp00bdo0sX3hwoVUXV0d3FZfX0+PPfYYXXPNNTR58mR69NFHxX3QvrLAOma9MAcRAKhppBlaiFRJ1kC0evVqEWw2bdpEy5YtozVr1tCbb77Z6nFWq5Xmz58vgtO2bdto3LhxtGDBAnE/O3TokAg8Dz30EL366qsi7CxZsiS4P//u48eP0/r16+mFF16gU6dO0c9//vMefa5xPQcRWogAQAUw0kzd9HL9YQ4zW7dupQ0bNtDIkSPF5eTJk7RlyxaaMWNGyGN37dpFCQkJtHjxYtJoNCL87NmzR4Snu+66izZv3kwzZ86kWbNmBYPWjTfeSMXFxZSZmUlvvfUWvfLKK3TFFVeI7dwqdc8994gWKv69cHkoqgYANekX6DLj+deanG5RaA3qIVsLEbfYuN1u0dojmTBhAh08eJC8Xm/IY/k+3sZhiPH1+PHj6cCBA8Ht3HokycvLo/z8fHG/Vqul5557joYPHx7yOz0eDzU1NXXzs4xfTreXKpv8ixyihQgA1CDVbBDTjLCz1Ta5DwfUEogqKiooPT2djEb/i49lZWWJVpva2tpWj83JyQm5j1t+SktLxe3y8vI2t5tMJrr++utD/s7LL79MQ4cOpYyMjG56dvGvvNHfOpSg11Ka2SD34QAA9PBIM3xhVhvZ2gNtNltISGHSz06nM6zHSo+z2+3tbm+Ou9feeOMNev755yM+5kADlSo0X7JDq5Va5ih43ZlTofT9mu9Pvu7/e/G2X/PXTzjnJ96eX1f3C/f8yH2ccu3X0fnpzN9r/rpsXkf0xflaUUcUT+/5IecHgiI5H7IFIq7daRlYpJ+5VSecx0qPa2u72WwOuY/rk5566ilRcM2j2iKVmZlMatF0rk5c981Moqysr5+3tcZKSYkm0htDuzXbk5SgJ4NBp4r9eKmTpCSTYp9fNPbr6PzEynHKtV9b5yfWjlOu/Vqen87+PW79NicaKTPd3yIkGdU3nV7bf4kuNDhD3vvihZo+p6JNtkCUm5tLNTU1oo5Ir9cHu8Y45KSkpLR6bGVlZch9/LPUTdbW9uzs7ODPPLqMi625MHvevHmdOuaqqgbyRfDNP56dvOTvtsww6aiyskHcFi1FGi01We1kd4b/xqP16MnlMqtiP73RSE1N9rBeJ/H4/LqyH39T4w+zjs6P3Mcp134dnZ9YOU659mvr/HT277kMWrJZnVTl9YqFrCU5Jp24Pn6pLvjeFw/4/HAYUtPnVCTnJaZriLjImYOQVBjN9u7dS6NGjRKF0M3x3EL79+8Pvmj5et++feJ+aTvvKykpKREXafv27dtFGOKWoQceeKDTx8x/Xi2X4AizZFPI/cHzQOFfQs6fgveLdP94e35d3i/M14/sxynXfh2cn5g5Trn2a+P8dOXvSb+3+WVAZpLYdqneQY0Ot+zvxZFcgucBF2p5XmI6EHF3Fg+TX758uZhHaPfu3WJixnvvvTfYWsS1QYyH4fPcQitXrqSioiJxzXVFPNSezZ07l3bs2CGG8fPoNW4Fmjp1KhUUFIgC7SeeeILuvPNOuu2228TvlS480gw6qCHCkHsAUBEeRJIVGGl2uhLzEamJrBMzcosNzz/EXVgrVqygRYsW0fTp08U2rvHh+YeYxWKhdevWiVYgnneIh9PzJIuJif6+Xx66z6Fn7dq1IhylpqbSqlWrxLaPPvpIzHnErUT8O5tfuBUJLg/rmAGAWg3K8rcSFVVipJmayDrrFLcSPfPMM+LS0okTJ0J+Hj16tAg1beGgxJeWuFWILxA+7pKU1jHDHEQAoDYDs5Lo03M1dAqBSFWwuCu00uBwk9Xl705ECxEAqM3ALH/vAwKRuiAQQStSQXW62UAmg3/EBQCAWgzKlrrMrCEj0EDZEIig7UVdUVANACrUPyNRTNpYa3NRtdUl9+FAD0EggjZbiNBdBgBqxC3jBen+iX1RWK0eCETQSlmDf7qDXinhzbgMAKDEwmqGOiL1QCCCVr6elBEtRACgTgMDi7wiEKkHAhG0ghoiAFA7qbD6FCZnVA0EImhzlmq0EAGAWg0MLOFxuqqJvBhppgoIRBDC7fVRRaO0bAdqiABAnfqkm8mo05DN5aVLdf66SlA2BCIIUdnoIK+PSK/VUEaiQe7DAQCQBb8H9g+0EqGOSB0QiKDNIfdaDc/EAQCg7hmrMfReHRCIIAQKqgEAQhd5RWG1OiAQQYjS+sAcRCioBgCVG4BV71VF1tXuIXZbiFBQDQBKx1UB/sqAy5cHDM62iOvzNTZyeXxk1PvbELC+mTIhEEEIDLkHALUUTWs0Gqq2u6mteKM3aMmSoKNGh4cOlTUEW4wsRh1hyInyIBDB5WepRg0RACiYTqshq8tLRy/UksPtafNxGYlGanTY6J2jZTS6dwoZ9TqaUJhOGQl6tBQpDGqIoI0WInSZAYDycRiyu7xtXjKTjOJxPBcR/+xsJzxBfEMggqBGh5saHG5xGyvdAwAQZVv8gag8MGEtKBcCEbTqLks16SnRqJP7cAAAZJdj8X85rGx0yn0o0M0QiCDoUmDIfX4qussAAFhWoIWozu5ut9YI4h8CEQRJ6/XkYcg9AIBgNugoOcE//qgCrUSKhkAEQSVoIQIAaCUnOVBHFBh0AsqEQARBaCECAGhNGmQijcIFZUIgglaBKD8VI8wAACQ5CESqgEAEQSWBUWZoIQIA+FpuYKQZ1xB5vJiMUakQiEBosH89BxFqiAAAvpaeaCCDTkNur4+qrSisVioEIggZcp9uNohRFQAA4MdrnknzEZXUodtMqRCIQCiRCqrROgQA0GZhdWmD/70SlAeBCEInZUT9EABA24EoUGsJyoNABAJGmAEAdDzSjAMRVrlXJgQiEDDCDACg/UVeNRqiJqeHqppQWK1ECETQooUIgQgAoCWDTkuZif4Zq09VNMl9ONANEIhANP8Gl+1ACxEAQLt1REWVCERKhEAEVG93i2Zg1isFNUQAAO0GovJGuQ8FugECEQRHmGUkGsiEOYgAAC5L+sJ4El1mioRABME5iFA/BADQcSDiVe9rMGO14iAQAV2o9Qei3ghEAABtStDrKDPJIG4fK0O3mdIgEAFdqLOJ695pZrkPBQAgpkkt6cfKGuQ+FIgyBCIIthD1QQsRAEC7pJG4x0oRiJQGgQjoYq2/hagPWogAANqVnya1EKHLTGkQiFTO5fFSaYN/luqCwH/oAABweTybv4aIyhocVI3CakVBIFI5XrLD6yMy6bWUmeSfhRUAAC4vQa+lPun+1nS0EikLApHKXQh0l/VOM5GGF+oBAIB2Dc6xiGvUESkLApHKfV1QjfohAIBwDAkEouNoIVIUBCKVa95CBAAA4QeiI6UNYi1IUAYEIpWTAhFGmAEAhGdQdhLpNESVTU5RXA3KgECkchcCy3b0QQsRAEBYeM1HqY7ocAnqiJQCgUjFvD4fXZICEWqIAADCdkWvFHGNQKQcCEQqVtnoJIfbK5p+8wKLFgIAQMeuyE8W14dL6uU+FIgSBCIVk9Yw65ViIr0OLwUAgHBdkedvITpe3khuj1fuw4EowKegigWH3KN+CAAgIn3TzZRi0otW9pOVTXIfDkQBApGKYQ0zAIDO0Wo0NKKXv9vsy0uoI1ICBCIVO1/jbyHqjVXuAQAiNirPH4iOlKKOSAkQiFTsXI1VXBdmJMp9KAAAcVtHhJFmyoBApOIh9+dr/F1mhYGFCgEAIHwjA11m/F5aa3XJfTjQRQhEKlXe4PAPuddq0GUGANAJqWYD9Q+0sB+8VCf34UAXIRCp1Llqf+tQQRqG3AMAdNbYPv5uswMXUUcU72T9JHQ4HLR06VKaOHEiTZkyhTZu3NjmY48ePUpz5syhMWPG0OzZs+nw4cMh23fu3EnTpk0T2xcuXEjV1dWtfgcvwvcf//EftG3bNlK7s9WB+qF01A8BAHTW2N6p4vrARbQQxTtZA9Hq1atFsNm0aRMtW7aM1qxZQ2+++Warx1mtVpo/f74IThxmxo0bRwsWLBD3s0OHDtFjjz1GDz30EL366qtUX19PS5YsCfkdXq+XnnrqKfroo4967PnFsnNS/VAG6ocAALoaiI6VNZLN5ZH7cCAeAxGHma1bt4ogM3LkSLr55pvpwQcfpC1btrR67K5duyghIYEWL15MAwcOFPskJSUFw9PmzZtp5syZNGvWLBo2bJgIWu+//z4VFxeL7WVlZTRv3jx67733KCXF37ypdufQQgQA0GW87FGOxUgerw/LeMQ52QLR8ePHye12i9YeyYQJE+jgwYOiNac5vo+3aTQa8TNfjx8/ng4cOBDczq1Hkry8PMrPzxf3syNHjoj7/va3v1Fysn9UgNqhhQgAoOv48+jrbjMEoniml+sPV1RUUHp6OhmNxuB9WVlZoq6otraWMjIyQh47aNCgkP0zMzPp5MmT4nZ5eTnl5OS02l5aWipu33TTTeLSVYE8FvdsTg+VNTjE7X6ZiWE/L+lxfN2ZU6H0/ZrvT77u/3vxtl/z10845yfenl9X9wv3/Mh9nHLt19H56cnjbP56ZuP6pNLbJypEHZFcnxMh5weCIjkfsgUim80WEoaY9LPT6QzrsdLj7HZ7u9ujJTNTGa1LhwPFf+mJBhpU8HXwDIe1xkpJiSbSG8NfzDApQU8Gg04V+/FUBklJJsU+v2js19H5iZXjlGu/ts5PrB2nXPu1PD89fZwJei2ZE42U2azcYOoVefTMu0Vigsa09CRZR+4q5XNKDrIFIq4JahlYpJ9NJlNYj5Ue19Z2szm63UFVVQ3ki+Cbf6w6eKZSXBekmamyMvwZVrVa/iqlpSarnezO8N9AtB49uVxmVeynNxqpqcke1uskHp9fV/bjb2r8YdbR+ZH7OOXar6PzEyvHKdd+bZ2fnj5Ol0FLNquTqrxeMXKZZeqJkhP01OBw00dHS2lkYEmPnsTnh8OQUj6non1eYjoQ5ebmUk1Njagj0uv1wa4xDjktC5/5sZWV/g9xCf8sdZO1tT07Ozuqx8wvMiW80M5VfT1DdSTPRzxWEzgPnfi7St+vs/vHy/Pr8n6+yH5P3D2/ru4X5vmR/Tjl2q+D89OTx+lr8XmgIQ2N6Z1CH56upr3FtcFFX+WglM8pOcjWrjd8+HARhKTCaLZ3714aNWoUabWhh8VzC+3fvz+Yxvl637594n5pO+8rKSkpERdpO4TCGmYAANF1Zd80cf35+Vq5DwXiLRBxdxYPk1++fLmYR2j37t1iYsZ777032FrEtUFsxowZYm6hlStXUlFRkbjmuiIeas/mzp1LO3bsEMP4efQaD8+fOnUqFRQUyPX04mKWaqxhBgAQ3UC0/0IduTzhd8FB7JB1YkaePJHnIOI5glasWEGLFi2i6dOni208czXPP8QsFgutW7dOtALdddddYjj9+vXrKTHR38LBQ/efeOIJWrt2rQhHqamptGrVKjmfWkwv6nomMAdRP7QQAQBExcCsJEo3G8ju9oriaog/stUQSa1EzzzzjLi0dOLEiZCfR48eTdu3b2/zd3FQ4ktHeHJGNbtYaxcjoYw6DfVBCxEAQFRoNRqa2DeN3jlRQZ+frxFD8SG+YFVPlSmqbBLX/TOTSM+jxgAAICo4EDHUEcUnBCKVORUIRIOy0F0GABBNVwUC0ZclDVjXLA4hEKk0EHF/NwAARE/vVJNY24zXNePiaogvCEQq7TJDIAIAiP66ZtJos3+dQ7dZvEEgUhEupi4OLOo6CIEIACDqJhWmi+uPz1bLfSgQIQQiFTlbbSWPzz/FfLYldO03AADousn90kmnITpTZaVLdf659CA+IBCptKCam3YBACC6UkwGGp3vX37q4zNoJYonCEQqUlSB+iEAgO52Tf8Mcf0RAlFcQSBSkVNVCEQAAN1tyoDM4HxEdgy/jxsIRCpsIUJBNQBA9xmYlUg5FqMYyLIXw+/jBgKRSjTY3VTe6BS30UIEANB9uEZTaiX6+DS6zeIFApFKfFXRKK57JSdQsknWJewAAFRTR/Th6Sry+XxyHw6EAYFIJY6W+ldfHt4rWe5DAQBQvEmFaWTSa+lSvYNOlPu/kEJsQyBSiaOl/v8gh+da5D4UAADFMxl0dO0AfyvRu19Vyn04EAYEIpU4VuZvIRqBFiIAgB5x0+Ascf3eyUp0m8UBBCIVqLO56GJgxlS0EAEA9AxuITLqNHS+xkanKq1yHw50AIFIRa1DfdJMYhZVAADofklGPU3u5+82e+9khdyHAx1AIFKBY2X++qERueguAwCQo9sMdUSxD4FIBTDCDAAgengpSP9F0+HlhkFZpNdq6HSVNbieJMQmBCIVtRChfggAoGs43HDQqba7qdrR8cWlIbqyMF3su/NoudyHD+3ADH0KV9XkpLIGB/Ha9sMQiAAAukSn1ZDV5aWjF2rJ4Q5vnbK+6Sb65AzRG0fLaNF1/UnLb8gQcxCIVFJQ3S8jURT4AQBA13EYsru8YT22b7qZzAat+IL6+fkamhRoMYLYgi4zhfvyUr24HtELrUMAAHLQa7V0RV6KuP33I2VyHw60AYFI4fYFVloe1ydV7kMBAFCtsX1SgpM0Njrcch8OXAYCkYLZXR46EhhhNq5PmtyHAwCgWr1TTWIuOIfbS7tPYE6iWIRApGAchlweH2UlGakgzST34QAAqBaPTJsxMlfc3nrgEpbyiEEIRAq2r9jfXTa+T6r4jxEAAOQzY3guJei19FVFEx0K1HdC7EAgUrB9F1E/BAAQK1LMBpo+LCfYSgSxBYFIoVweb3CE2fgCBCIAgFjwrXH5waU8Kpucch8ONINApODlOrh4L81soP4ZiXIfDgAAiAlyk2lUXjK5vT7afqhE7sOBZhCIVDDcHvVDAACx45vjeovr1/ZfIpsrvNmuofshECnU5+drgwXVAAAQO6YNzRbD8GttLrQSxRAEIgXiSb+kFqJr+mfIfTgAANBigdh5VxWI25u/uEBOd3hLgED3QiBSoE/P1pDH66PCdLNYQwcAAGLLbSNyKcdipIpGJ+08iuU8YgECkQJ9cLpKXE8ZkCn3oQAAwGUY9Vr63pX+VqJNn51HK1EMQCBSGG4Z+uh0tbh93UB0lwEAxKpZo3pRtsVIl+odmJcoBiAQKQzPPVRnd1OKSU9jeqOgGgAgVpkMOvrPa/qJ2y98ep7qbC65D0nVEIgU2l12db90UbgHAACx67aRuTQ4O4kaHG4RikA+CEQKwosFfnDK3112/UDUDwEAxDqdVkM/un6AuM3dZmerrHIfkmohECnIifJGOlNtJaNOQ1f3Q/0QAEA8mNQvnaYMyBCzV6985yvy+nxyH5IqIRApyOuH/UM3bxiURckmvdyHAwAAYVr8b4PIbNDSgYv1mKxRJghECsFDNt86Xi5u33FFrtyHAwAAEchLMdHCKf3F7T/uOUNlDQ65D0l1EIgUVEzNo8t4oq+r+qbLfTgAABChu8fmi4Vfm5we+sWu46ILDXoOApHCustuHZErivQAACC+8Hv38pnDKNGgE8svPf/JObkPSVUQiBSgvMFBn5z1jy67fSS6ywAA4hUvt7T05sHi9sZPz9NnZ2vkPiTVQCBSAF4ckFtWx/VJpcKMRLkPBwAAuuCW4TliFmvuMFv692MYit9DEIjiXLXVSdsCIxL+Y5J/XRwAAIhvP71xII3KS6F6u5t+tO1Lqmpyyn1IiodAFOe2fHGRHG4vjeiVTJMKUUwNAKCUZT1+M2sE9UkzibXOfrz9MDXY3XIflqIhEMWxWpuL/jewIOADk/uSRoNiagCAWMVv0f6LJqxLRlICPTt7FKWZDXSsrJEW/u8hrHfWjRCI4hgX3FldHrEOznUDMDM1AECs4rUlOeRU291U7Qj/Ykk00rNzvg5F/7X1EFWi+6xbYDrjOHWkpJ5e3X9R3F54XX+0DgEAxPiQeqvLS0cv1JLD7Ql7P6NeRxMK02ndt8bQD147SF9VNNF9W/bTb2aNpKE5lm49ZrVBC1Eccnm89NTbJ8XIshnDc+ja/mgdAgCIBxyG7C5v2BdnIDwNzEqi5789lvplmMUs1g++coDePOZfnQCiA4EoDr342XkqqmyiVJOefjLVv0oyAAAoW0G6mTbOHUeTC9PJ7vbS47uOixmtGx0oto4GBKI48/bxctrwyXlx++GbBlF6olHuQwIAgB7CC3f/7q4raP7VhcSLErxxrJy+9dIX9M7xCvL5sNRHVyAQxZEDF+poxZsnxO1vj+8tussAAEB9Bdrfv6aQ1n9rjBiWX97opCU7j9E9z39Gh0vq5T68uIVAFCd4aY4f/99hcnp8NHVQJv33DegqAwBQ83D9sX3S6H/mTaTvX11IRp2GPj5VRfdtOUA/2X5YrIWGFqM4CkQOh4OWLl1KEydOpClTptDGjRvbfOzRo0dpzpw5NGbMGJo9ezYdPnw4ZPvOnTtp2rRpYvvChQuputq/thfjF8Wvf/1rmjx5Ml111VW0evVq8nq9FA/42F/Zd5H+e9thanR4aFzvFHry1mFYwBUAQAU6Gq5v9fpozsQ+9Pw94+nWK3qJbrQPTlfTglcP0j1/2UdbD1wSc9ZBjA+752DCwWbTpk106dIl+tnPfkb5+fk0Y8aMkMdZrVaaP38+3XHHHfT000/TK6+8QgsWLKB33nmHEhMT6dChQ/TYY4/RihUraNiwYbRy5UpasmQJrVu3Tuz/4osvisC0Zs0acrvd9Mgjj1BmZiY98MADFMtOlDXSr/9RRAcu+ptA7xiZS49OG0xGPRr2AADUIJLh+v82PJcGZpjp4zPVdOhSPZ2saKLV7xbRb/9xSqxkcP2gTDEqOTc5oceOP57IFog45GzdupU2bNhAI0eOFJeTJ0/Sli1bWgWiXbt2UUJCAi1evFgkZQ4/e/bsoTfffJPuuusu2rx5M82cOZNmzZoVDFo33ngjFRcXU0FBAb388sv0wx/+ULREsYcffpj+8Ic/xGQgcnt99MmZarE+2Uenq8Xifia9Vsw19K1x+ZhvCABAxcP128KfDAa3l5IT9DR9WA5NG5pNtXY3/fOrSjpR3kgfnakWF9YrOYHG9E6h0fmp4rp/RiK+aMsZiI4fPy5aa8aNGxe8b8KECfTcc8+J7iyt9ut/nIMHD4ptUhjg6/Hjx9OBAwdEIOLt3//+94OPz8vLEy1NfL/RaKSSkhK68sorQ/7OxYsXqby8nHJy5C1Mrre7xIuVk/z+C3X0RXGt6BqT3DIsmxZdPwCJHgAAwpZo1IkWo+9PLqRTlY30flEVfXCqio6UNlBpg4NKj1fQW8crxGO5my0/1USF6YlUmGGm3qlmyrIYKSvJf8lMMlKCCgKTbIGooqKC0tPTRWCRZGVlibqi2tpaysjICHnsoEGDQvbnLi9uUWKXCza8vbS0VOzLmm/nv8N4u5yB6EyVle7dvE/MJ9EcT9F+24hcmjW6F/XLSJTt+AAAIP4NyEwSl/sn9SWr0yNGoh28VE+HLtbT4dJ68SX8Qq1dXD46c/nfwYHIbNCJoJVk1FFi4DZfuM7Jf9GKLj6+3fJaFIVzO5b/f8GfpU4P/v08cjpDxqlkZAtENpstJAwx6Wen0xnWY6XH2e32Nrfztua/u72/0xFutIpm0T6/kHqnmcQLhl+sQ3MtNLEgVUzHHotF0/4XMJHFpCeDLvyp5xONevENROn7JSXoSW/QkcasC+t1Em/Pr6v78euHX/MdnR+5j1Ou/To6P7FynHLt19b5ibXjlGu/lueHl/zQaVp/bllMOprcP11cpIE71U0uOldjo+JaGxXX2Kik3kHVVidVNTmp2uoil8cXLOmot7vFpTs02N30g+v6RfV3RlJlIlsg4pqgloFE+tlkMoX1WOlxbW03m80h4Ycf1/zv8PZIZGQkUzRlZibTuw/fSPFm9lWde8FeUeD/DxD7YT/sh/2wX8/sFw7uNBlS2G2/Pm7I1imYm5tLNTU1oo5Iwt1bHHJSUlJaPbaysjLkPv5Z6u5qa3t2drbYJv3u5n+H8XYAAAAA2QLR8OHDSa/Xi8Joyd69e2nUqFEhBdWM5xbav39/cJIpvt63b5+4X9rO+0q4iJovfD8HIi6wbr6db/N9chdUAwAAgMoDEXdX8TD55cuXi3mEdu/eLSZmvPfee4OtOFL9Dw/Dr6+vF/MLFRUViWuuK+Kh9mzu3Lm0Y8cOMYyfR6/x8PypU6eKIffSdp6Y8bPPPhOX3/zmN8G/AwAAAKDxyTi3N4caDkRvv/02WSwWMS/QfffdJ7YNHTqUVq1aJYbVMw5Ny5Yto1OnToltPAnjiBEjgr9r27Zt9Oyzz1JdXR1de+219OSTT4pRbMzj8Yi5ifgxOp2O7r77bvrpT3+KOX0AAABA/kAEAAAAEAuUP9MSAAAAQAcQiAAAAED1EIgAAABA9RCIICy8pMrSpUvFArlTpkwRIwLV7J133hHF/c0vvIAwO3r0KM2ZM0dM+zB79mw6fPgwqQVPenr77beL0ZwSXmSZB0uMHTuWbr31Vvrwww9D9vn444/FPny+ePQnP15N5+epp55q9VriBaslO3fupGnTponzs3DhQqqu9i/QqSRlZWXiv5+rrrqKrrvuOjGght9zGF4/7Z8fvH6iiIuqATryxBNP+O644w7f4cOHfW+//bZv3LhxvjfeeMOnVn/60598CxYs8JWXlwcvdXV1vqamJt+1117re/rpp31FRUW+J5980nfNNdeI+5XObrf7Fi5c6BsyZIjv008/Ffd5vV7xuvnpT38qzsdzzz3nGzNmjO/ixYtiO1+PHTvW98ILL/i++uor349+9CPf7bffLvZTw/lh9913n2/dunUhryWr1Sq2HTx40Dd69Gjf9u3bfceOHfN997vf9c2fP9+nJPxv/c1vftP34IMPitfA559/7rv55pvFf0N4/bR/fpjaXz/RhEAEHeIP81GjRoW8ia9du1b8x6VW/Ab9m9/8ptX9W7du9d10003BN2S+5jevv/3tbz4lO3nypO8b3/iG+PBq/oH/8ccfiw+s5oFw3rx5vmeffVbc/v3vfx/yOuI3cg7bzV9rSj4/7LrrrvN98MEHl93vkUce8f3sZz8L/nzp0iXf0KFDfefPn/cpBQcdPicVFRXB+15//XXflClT8Prp4Pwwtb9+ogldZtAhnuySl1gZN25c8L4JEybQwYMHyev1khrxfFj9+rVe043PCZ8baY4rvh4/fnzIjOxK9K9//YsmTZpEr776aqvzwfOFJSYmBu/j8yOdD97O3bDNJ2wdOXKk4s5XW+ensbFRdIdc7rV0ufOTl5cnZtnn+5WCl1B6/vnnKYsX1GpxbvD6af/84PUTXbIt7grxg2cN50kupYVyGf/HyX3YtbW1lJGRQWrCLatnzpwRtQzr1q0TE3/ybOrcx8/natCgQSGPz8zMpJMnT5KSfec737ns/Xw+Wi6Rw+ejtLQ0rO1KPz8crDk0P/fcc7Rnzx5KS0uj+++/n+68806xvby8XPHnh9eu5LoYCX/J4hqYyZMn4/XTwfnB6ye6EIggrBnFm4chJv3MRaJqc+nSpeA5+f3vf08XLlwQhY281Exb50qN54l1dD7Ufr5Onz4tPtAGDBhA3/3ud+nzzz+nxx9/XMzcf/PNN4vXlNrOz69+9SsxMOF///d/6aWXXsLrp53zc+TIEbx+ogiBCDqUkJDQ6j8g6WeTyURq07t3bzFKKDU1VbwZ8ULF/K3tkUceEaNALneu1HiepNcOtyK2dT7aem3xt2I14PUcb7zxRvHNng0bNozOnj1Lr7zyivhAa+v8cNeQUj/sN23aRL/73e9oyJAheP10cH4GDx6M108UoYYIOpSbm0s1NTWijkjCTdX8pqTUN56O8BtQ87XwBg4cKLoQub+/srIy5LH8c8tmazW9dto7H21t5/OoBvwakj7MJPxtn+tC1HZ+eP3JF198UXzo33LLLeI+vH7aPz94/UQXAhF0iFtA9Hp9SKHi3r17adSoUaTVqu8l9MEHH4gCWW6ulxw7dky8MXHB5/79+0WdEePrffv2iTlA1IifNzfrc9N989eOdD74mn+W8Dnl7gC1nK8//OEPwQWtmw9i4A+1y52fkpIScVHa+VmzZg39z//8D/32t7+l2267LXg/Xj/tnx+8fqIsqmPWQLEef/xx32233SbmtXjnnXd848eP97311ls+NWpoaBBDXX/yk5/4Tp065fvnP/8phsCuX79ebJs8ebKYf4iHWvM1z0ukhnmIJM2Hlbvdbt+tt97q++///m8xhwrPl8LDqKV5ZIqLi8WUDny/NI8MD01X0jwy7Z0f/u9pxIgRvueff9537tw535YtW3xXXHGFb9++fWI7X48cOdL32muvBeeR4fmvlISHlQ8fPtz3u9/9LmQuHb7g9dP++cHrJ7oQiCAsPL/H4sWLxZsRf/i/+OKLPjXjN1+eEI3PBweeP/7xj8E3YX6TmjVrlnijvvvuu31HjhzxqUnLeXbOnj3ru+eee8QbNYfqjz76KOTxHCinT58uJpDjOWaUPkdKy/PDXzD4Q5xfLzNmzGj1RYPnsLrhhhvEa40ndqyurvYpCYcZPieXuzC1v346Oj9qf/1Ek4b/L9qtTgAAAADxRH0FIAAAAAAtIBABAACA6iEQAQAAgOohEAEAAIDqIRABAACA6iEQAQAAgOohEAEAAIDqIRABAACA6iEQAUBM4XXheP23rvre975Hf/zjH6NyTACgfAhEABBTFi5cSGfPnpX7MABAZRCIAAAAQPUQiAAgZnA318WLF2nJkiX06KOP0qlTp+iBBx6g8ePH03XXXUdr1qwhr9cbfPw//vEPuvPOO2n06NF066230ttvvx3x33zqqafohz/8YfDnP//5z3TFFVeQw+EQP585c4ZGjRpFVquVnE6nePykSZPE5eGHH6ba2trgvnv37qW5c+fSmDFjaOzYsfT973+fysvLxbZt27bRt7/9bdECNmHCBPp//+//dfFsAUA0IRABQMzgmp9evXrR0qVLadGiRfSd73yHcnJyaOvWrbRs2TLavHkzvfzyy+Kxn3zyiXjMv//7v9OOHTtozpw59OMf/5gOHz4c0d/koPX555+TtM4133a73fTll1+Knz/++GMRYBITE+m3v/2t+P0bNmwQx9HY2Eg/+tGPxOMaGhpowYIFdO2119LOnTvphRdeoPPnz9P69euDf2v//v00aNAgeu2112jKlClRPHMA0FX6Lv8GAIAoSUtLI51OR8nJyfTuu++S2WymJ598kvR6PQ0cOJAqKipo7dq1dN9999GWLVvolltuEbdZ//796dChQ7Rx40YRXMJ11VVXiTBz8uRJGjBgAB04cECEFS7snjhxoghEHJpsNpsIZH/7299o6NChYt/Vq1eLlqITJ05QRkYG/dd//Rfdf//9pNFoqKCggKZPny6OScL3/+AHPyCTydQNZw8AugKBCABiEneXjRw5UoQhybhx40Qoqq+vF9u5C6o53s6BJRIcurgF6F//+hfZ7Xbq3bs33XDDDfTRRx+Rx+MR93MrUHFxMblcrlZ/k7vwuAicQ9KsWbPopZdeEiPlioqKRFDi7j5JZmYmwhBAjEIgAoCYlJCQ0Oo+qX6Ig0pb25vXGIWLu7k4+HDdEAcYDkhcr8TdZtxVNmTIEBFy2F//+ldxX3McdMrKymj27NkixF1zzTX0zW9+k/75z3/SwYMH231OABAbUEMEADGJu8COHDkiWmWa1+Bw1xR3rfH25mFD2s73R0qqI+KiaO4mGzZsmKgj4johqdaHu8C4O4+LqAsLC8XFYrHQqlWrqKqqit555x1KTU2ldevW0bx588Tv4VYlqTYJAGIbAhEAxBRufTl9+jRdf/31YlTXL37xC9E9tnv3blF0zaO4uBaHa4feeust2rRpk+iy4q4qDiW8PVIcgLRaLe3Zs0e0DvFt7n7btWuXCEuMww8Xbi9fvpw+++wz0SW2ePFiOnfuHPXp00eEtEuXLolibw5CXEzNo974OQBA7EMgAoCYwoGGC6a55eX5558XI7W4NoeLq7nl5aGHHhKP46HtXNT8yiuv0O233y5qh37/+9/T1VdfHfHf5IDF3VxZWVmUn58v7uMWHg5GfL+EpwLg38/D9LlLjOubOPhwy9HMmTPpG9/4htjGXWccmn72s5+JMIdQBBD7ND605wIAAIDKoYUIAAAAVA+jzABA0XhmaJ5LqC0rVqwQXV0AoG7oMgMAReOlM3hSxbbwkHkumAYAdUMgAgAAANVDDREAAACoHgIRAAAAqB4CEQAAAKgeAhEAAACoHgIRAAAAqB4CEQAAAKgeAhEAAACoHgIRAAAAkNr9f+FcFkK2SQB2AAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data", @@ -6617,7 +6671,7 @@ } } ], - "execution_count": 118 + "execution_count": 18 }, { "metadata": { @@ -6633,8 +6687,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:16.921705Z", - "start_time": "2025-12-02T07:41:16.867340Z" + "end_time": "2025-12-03T06:49:57.807428Z", + "start_time": "2025-12-03T06:49:57.746661Z" } }, "cell_type": "code", @@ -6962,10 +7016,10 @@ ], "scatter": [ { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 + "marker": { + "line": { + "color": "#283442" + } }, "type": "scatter" } @@ -6995,14 +7049,14 @@ "bar": [ { "error_x": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "error_y": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -7050,13 +7104,12 @@ ], "scattergl": [ { - "type": "scattergl", "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" + "line": { + "color": "#283442" } - } + }, + "type": "scattergl" } ], "scatter3d": [ @@ -7123,18 +7176,18 @@ "carpet": [ { "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" }, "type": "carpet" } @@ -7143,18 +7196,18 @@ { "cells": { "fill": { - "color": "#EBF0F8" + "color": "#506784" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "header": { "fill": { - "color": "#C8D4E3" + "color": "#2a3f5f" }, "line": { - "color": "white" + "color": "rgb(17,17,17)" } }, "type": "table" @@ -7164,7 +7217,7 @@ { "marker": { "line": { - "color": "#E5ECF6", + "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { @@ -7198,42 +7251,42 @@ "#FECB52" ], "font": { - "color": "#2a3f5f" + "color": "#f2f5fa" }, "hovermode": "closest", "hoverlabel": { "align": "left" }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", "polar": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "angularaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "radialaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, "ternary": { - "bgcolor": "#E5ECF6", + "bgcolor": "rgb(17,17,17)", "aaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "baxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" }, "caxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#506784", + "linecolor": "#506784", "ticks": "" } }, @@ -7376,79 +7429,89 @@ ] }, "xaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "yaxis": { - "gridcolor": "white", - "linecolor": "white", + "gridcolor": "#283442", + "linecolor": "#506784", "ticks": "", "title": { "standoff": 15 }, - "zerolinecolor": "white", + "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "linecolor": "white", + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", "showbackground": true, "ticks": "", - "zerolinecolor": "white", + "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { - "color": "#2a3f5f" + "color": "#f2f5fa" } }, "annotationdefaults": { - "arrowcolor": "#2a3f5f", + "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { - "bgcolor": "white", - "landcolor": "#E5ECF6", - "subunitcolor": "white", + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", "showland": true, "showlakes": true, - "lakecolor": "white" + "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, "mapbox": { - "style": "light" + "style": "dark" } } }, @@ -7540,13 +7603,13 @@ } } ], - "execution_count": 119 + "execution_count": 19 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:17.091487Z", - "start_time": "2025-12-02T07:41:16.933243Z" + "end_time": "2025-12-03T06:49:57.992358Z", + "start_time": "2025-12-03T06:49:57.842150Z" } }, "cell_type": "code", @@ -7559,7 +7622,7 @@ "" ] }, - "execution_count": 120, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -7568,7 +7631,7 @@ "text/plain": [ "
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" 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}, "metadata": {}, "output_type": "display_data", @@ -7577,7 +7640,20 @@ } } ], - "execution_count": 120 + "execution_count": 20 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.015840Z", + "start_time": "2025-12-03T06:49:57.999295Z" + } + }, + "cell_type": "code", + "source": "", + "id": "fd76e6ad678154cf", + "outputs": [], + "execution_count": null }, { "metadata": { @@ -7599,8 +7675,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:17.106900Z", - "start_time": "2025-12-02T07:41:17.097348Z" + "end_time": "2025-12-03T06:49:58.031492Z", + "start_time": "2025-12-03T06:49:58.020527Z" } }, "cell_type": "code", @@ -7610,13 +7686,13 @@ ], "id": "696e6742831495bc", "outputs": [], - "execution_count": 121 + "execution_count": 21 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:17.122233Z", - "start_time": "2025-12-02T07:41:17.113275Z" + "end_time": "2025-12-03T06:49:58.047184Z", + "start_time": "2025-12-03T06:49:58.040Z" } }, "cell_type": "code", @@ -7634,13 +7710,13 @@ ] } ], - "execution_count": 122 + "execution_count": 22 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:17.137891Z", - "start_time": "2025-12-02T07:41:17.129250Z" + "end_time": "2025-12-03T06:49:58.062472Z", + "start_time": "2025-12-03T06:49:58.059180Z" } }, "cell_type": "code", @@ -7660,7 +7736,7 @@ ] } ], - "execution_count": 123 + "execution_count": 23 }, { "metadata": { @@ -7676,8 +7752,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:17.169116Z", - "start_time": "2025-12-02T07:41:17.147432Z" + "end_time": "2025-12-03T06:49:58.089413Z", + "start_time": "2025-12-03T06:49:58.076308Z" } }, "cell_type": "code", @@ -7803,18 +7879,18 @@ "" ] }, - "execution_count": 124, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 124 + "execution_count": 24 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:41:17.201752Z", - "start_time": "2025-12-02T07:41:17.179128Z" + "end_time": "2025-12-03T06:49:58.120321Z", + "start_time": "2025-12-03T06:49:58.100923Z" } }, "cell_type": "code", @@ -7828,7 +7904,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\2182184859.py:1: SettingWithCopyWarning:\n", + "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_29308\\2182184859.py:1: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -7965,18 +8041,18 @@ "" ] }, - "execution_count": 125, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 125 + "execution_count": 25 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:47:56.128686Z", - "start_time": "2025-12-02T07:47:56.115575Z" + "end_time": "2025-12-03T06:49:58.153685Z", + "start_time": "2025-12-03T06:49:58.140924Z" } }, "cell_type": "code", @@ -8095,26 +8171,31 @@ "" ] }, - "execution_count": 136, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 136 + "execution_count": 26 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.169378Z", + "start_time": "2025-12-03T06:49:58.164313Z" + } + }, "cell_type": "code", - "outputs": [], - "execution_count": null, "source": "", - "id": "44b5cdc843caf3fa" + "id": "44b5cdc843caf3fa", + "outputs": [], + "execution_count": null }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:50:46.755683Z", - "start_time": "2025-12-02T07:50:46.740514Z" + "end_time": "2025-12-03T06:49:58.200896Z", + "start_time": "2025-12-03T06:49:58.183854Z" } }, "cell_type": "code", @@ -8226,18 +8307,18 @@ "" ] }, - "execution_count": 140, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 140 + "execution_count": 27 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:48:51.856233Z", - "start_time": "2025-12-02T07:48:51.836789Z" + "end_time": "2025-12-03T06:49:58.235695Z", + "start_time": "2025-12-03T06:49:58.221596Z" } }, "cell_type": "code", @@ -8250,18 +8331,18 @@ "8.23125" ] }, - "execution_count": 138, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 138 + "execution_count": 28 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:49:40.750177Z", - "start_time": "2025-12-02T07:49:40.730213Z" + "end_time": "2025-12-03T06:49:58.251361Z", + "start_time": "2025-12-03T06:49:58.244931Z" } }, "cell_type": "code", @@ -8275,12 +8356,12 @@ "dtype: float64" ] }, - "execution_count": 139, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 139 + "execution_count": 29 }, { "metadata": {}, @@ -8319,8 +8400,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:57:59.796311Z", - "start_time": "2025-12-02T07:57:59.779015Z" + "end_time": "2025-12-03T06:49:58.274713Z", + "start_time": "2025-12-03T06:49:58.264159Z" } }, "cell_type": "code", @@ -8330,13 +8411,13 @@ ], "id": "454c1eeca1ad515f", "outputs": [], - "execution_count": 143 + "execution_count": 30 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:58:15.603674Z", - "start_time": "2025-12-02T07:58:15.590653Z" + "end_time": "2025-12-03T06:49:58.305636Z", + "start_time": "2025-12-03T06:49:58.285349Z" } }, "cell_type": "code", @@ -8352,18 +8433,18 @@ "(-9.646334154906233, 1.0385050034401234e-19)" ] }, - "execution_count": 144, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], - "execution_count": 144 + "execution_count": 31 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-12-02T07:58:26.574863Z", - "start_time": "2025-12-02T07:58:26.561930Z" + "end_time": "2025-12-03T06:49:58.321385Z", + "start_time": "2025-12-03T06:49:58.313873Z" } }, "cell_type": "code", @@ -8384,7 +8465,7 @@ ] } ], - "execution_count": 145 + "execution_count": 32 }, { "metadata": {}, @@ -8400,12 +8481,2114 @@ "id": "e6e289f65bbcaa7a" }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.355482Z", + "start_time": "2025-12-03T06:49:58.347463Z" + } + }, "cell_type": "code", + "source": [ + "df_failure = df[df.target == 1]\n", + "x = df_failure.id\n", + "y = df_failure.air_temperature\n", + "y1 = df_failure.process_temperature" + ], + "id": "6218adabc32f446d", "outputs": [], - "execution_count": null, + "execution_count": 33 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.497720Z", + "start_time": "2025-12-03T06:49:58.362271Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20, 10))\n", + "plt.scatter(x,y, label=\"Air Temperature\")\n", + "plt.scatter(x,y1, label=\"Process Temperature\")\n", + "plt.title(\"Air Temperature vs. Process Temperature on Machine Failure\")\n", + "plt.legend()\n", + "plt.show()" + ], + "id": "72d588c885b5622b", + "outputs": [ + { + "data": { + "text/plain": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 34 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.512546Z", + "start_time": "2025-12-03T06:49:58.505257Z" + } + }, + "cell_type": "code", + "source": "", + "id": "3d1029a1c399c273", + "outputs": [], + "execution_count": null + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.527883Z", + "start_time": "2025-12-03T06:49:58.516566Z" + } + }, + "cell_type": "code", "source": "", - "id": "6218adabc32f446d" + "id": "842c8b352b092816", + "outputs": [], + "execution_count": null + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.550035Z", + "start_time": "2025-12-03T06:49:58.533097Z" + } + }, + "cell_type": "code", + "source": [ + "df_running = df[df.target == 0]\n", + "x = df_running.id\n", + "y = df_running.air_temperature\n", + "y1 = df_running.process_temperature" + ], + "id": "be436a59921b0720", + "outputs": [], + "execution_count": 35 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T06:49:58.738673Z", + "start_time": "2025-12-03T06:49:58.556238Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20, 10))\n", + "plt.scatter(x, y, label=\"Air Temperature\")\n", + "plt.scatter(x, y1, label=\"Process Temperature\")\n", + "plt.title(\"Air Temperature vs. Process Temperature on Active Running Machine\")\n", + "plt.legend()\n", + "plt.show()" + ], + "id": "7ded98968ee8102e", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 44 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T07:02:29.634409Z", + "start_time": "2025-12-03T07:02:29.578828Z" + } + }, + "cell_type": "code", + "source": [ + "counts = df_rotation_failure['failure_type'].value_counts()\n", + "plt.figure(figsize=(10, 6))\n", + "plt.pie(\n", + " counts.values,\n", + " labels=counts.index,\n", + " autopct='%1.1f%%',\n", + " colors=sns.color_palette('pastel')\n", + ")\n", + "plt.title(\"Distribution of Failure Types\")\n", + "plt.show()" + ], + "id": "9e003ef3a2812e6a", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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rpmtorquefailure_typetarget
160128260.7Overstrain Failure1
161141252.3Overstrain Failure1
242134858.8Overstrain Failure1
248136256.8Overstrain Failure1
249140556.2Overstrain Failure1
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190 rows × 4 columns

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" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 45 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T07:04:18.787151Z", + "start_time": "2025-12-03T07:04:18.776840Z" + } + }, + "cell_type": "code", + "source": [ + "rpm_min = df_specific_failures[\"rpm\"].min()\n", + "rpm_max = df_specific_failures[\"rpm\"].max()\n", + "\n", + "print(\"RPM range for Heat Dissipation & Overstrain Failures:\", rpm_min, \"to\", rpm_max)\n" + ], + "id": "e128ea7bd0638d0", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RPM range for Heat Dissipation & Overstrain Failures: 1181 to 1515\n" + ] + } + ], + "execution_count": 51 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T07:07:20.422167Z", + "start_time": "2025-12-03T07:07:20.411707Z" + } + }, + "cell_type": "code", + "source": "df.rpm.max(), df.rpm.min()", + "id": "3779ac31f86b805a", + "outputs": [ + { + "data": { + "text/plain": [ + "(2886, 1168)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 56 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T07:09:44.857907Z", + "start_time": "2025-12-03T07:09:44.842263Z" + } + }, + "cell_type": "code", + "source": "df.loc[df[\"target\"] == 1].groupby(\"failure_type\")[\"rpm\"].agg([\"min\",\"max\",\"mean\"])\n", + "id": "792e3bfb2b274120", + "outputs": [ + { + "data": { + "text/plain": [ + " min max mean\n", + "failure_type \n", + "Heat Dissipation Failure 1212 1379 1337.964286\n", + "No Failure 1363 1710 1507.666667\n", + "Overstrain Failure 1181 1515 1354.243590\n", + "Power Failure 1200 2886 1763.968421\n", + "Tool Wear Failure 1323 2271 1570.666667" + ], + "text/html": [ + "
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minmaxmean
failure_type
Heat Dissipation Failure121213791337.964286
No Failure136317101507.666667
Overstrain Failure118115151354.243590
Power Failure120028861763.968421
Tool Wear Failure132322711570.666667
\n", + "
" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 58 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "- The RPM range for Heat Dissipation & Overstrain Failures is 1181 to 1515.\n", + "\n", + "- This means these failures are not actually occurring above 2000 rpm in your dataset.\n", + "\n", + "- Instead, they cluster in the mid‑range rotational speeds (~ 1200–1500 rpm)." + ], + "id": "faec1a55ea73fd6c" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T07:11:54.238429Z", + "start_time": "2025-12-03T07:11:54.091705Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20, 10))\n", + "sns.boxplot(data = df, x=\"failure_type\", y=\"rpm\", hue=\"target\")\n", + "plt.show()" + ], + "id": "cb114be7bab4a90", + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 61 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + " - Heat Dissipation and Overstrain failures are more frequent in the 1180–1500 rpm band, not at extreme speeds.\n", + "\n", + " - This challenges the assumption that \"higher RPM = more failures\"" + ], + "id": "499c3988e83fb44" + }, + { + "metadata": {}, + "cell_type": "code", + "outputs": [], + "execution_count": null, + "source": "", + "id": "510429fbf83fc61" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-02T10:15:32.691882Z", + "start_time": "2025-12-02T10:15:32.672833Z" + } + }, + "cell_type": "markdown", + "source": "### Tool wear and Torque Speed by Target", + "id": "75862c80c9a8bbcd" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T13:53:46.872122Z", + "start_time": "2025-12-03T13:53:46.861745Z" + } + }, + "cell_type": "code", + "source": [ + "val_count = df[\"product_quality\"].value_counts()\n", + "val_count" + ], + "id": "7c0aada41820a19b", + "outputs": [ + { + "data": { + "text/plain": [ + "product_quality\n", + "L 6000\n", + "M 2997\n", + "H 1003\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 64 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T13:54:15.027339Z", + "start_time": "2025-12-03T13:54:14.950458Z" + } + }, + "cell_type": "code", + "source": "sns.barplot(val_count)", + "id": "68cd10c4ab64187a", + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 65 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T13:57:05.494849Z", + "start_time": "2025-12-03T13:57:05.355874Z" + } + }, + "cell_type": "code", + "source": "sns.histplot(df_failure, x=\"product_quality\", hue=\"failure_type\", multiple=\"stack\")", + "id": "a8a3538c1b4e719b", + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 69 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-12-03T13:56:41.837668Z", + "start_time": "2025-12-03T13:56:41.823143Z" + } + }, + "cell_type": "markdown", + "source": [ + "- Tool Wear Failure frequency is higher in products with more wear stress, not just wear time.\n", + "\n", + "- This suggests a correlation between wear values and failure type, especially for Tool Wear Failure." + ], + "id": "8b29b1d2bd6a810b" }, { "metadata": {}, @@ -8413,7 +10596,7 @@ "outputs": [], "execution_count": null, "source": "", - "id": "90fa683b9365ad25" + "id": "fefa6a6deec99e98" } ], "metadata": {