From 8d5d6cd4a88d75574ebfd44d6471e211919d2be2 Mon Sep 17 00:00:00 2001 From: laowantong Date: Tue, 11 Apr 2017 17:56:50 +0200 Subject: [PATCH] update notebook to Python 3 --- analysis.ipynb | 1464 +++++++++++++++++++++++++++--------------------- 1 file changed, 813 insertions(+), 651 deletions(-) diff --git a/analysis.ipynb b/analysis.ipynb index 371ee28..a6c8f0d 100644 --- a/analysis.ipynb +++ b/analysis.ipynb @@ -1,15 +1,17 @@ { + "nbformat": 4, "cells": [ { - "cell_type": "markdown", - "metadata": {}, "source": [ " # Analysis of the Pagination Dataset" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "# Table of Contents\n", "* [Preliminaries](#Preliminaries)\n", @@ -30,36 +32,44 @@ "\t\t* [[Fig. 7] Relative quality of the five main heuristics](#[Fig.-7]-Relative-quality-of-the-five-main-heuristics)\n", "\t* [Exact algorithms vs. heuristics](#Exact-algorithms-vs.-heuristics)\n", "\t* [Grouping GA vs. the other heuristics](#Grouping-GA-vs.-the-other-heuristics)\n" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "# Preliminaries" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "This notebook generates every plot and numerical result mentioned or alluded in Section 4 of [_Algorithms for the Pagination Problem, a Bin Packing with Overlapping Items_](http://arxiv.org/abs/1605.00558) (A. Grange, I. Kacem and S. Martin, 2016)." - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## Main parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 29, + ], "metadata": { - "collapsed": false + "deletable": true, + "editable": true }, - "outputs": [], + "cell_type": "markdown" + }, + { "source": [ "from collections import OrderedDict\n", "\n", @@ -79,92 +89,153 @@ "EXCLUDED_SOLVER_NAMES = {\"OverloadAndRemovePresort\"} # excluded from certain plots\n", "solvers = [\"solvers\" + name for name in SOLVER_NAMES.keys()]\n", "times = [\"times\" + name for name in SOLVER_NAMES.keys()]" - ] + ], + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "cell_type": "code", + "outputs": [] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## Tools" - ] - }, - { - "cell_type": "code", - "execution_count": 30, + ], "metadata": { - "collapsed": false + "deletable": true, + "editable": true }, - "outputs": [], + "cell_type": "markdown" + }, + { "source": [ "%matplotlib inline\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.ticker import Locator" - ] - }, - { - "cell_type": "code", + ], "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, - "outputs": [], - "source": [ - "!pip install seaborn" - ] + "cell_type": "code", + "outputs": [] }, { - "cell_type": "code", - "execution_count": 32, + "source": [ + "!pip install seaborn" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, - "outputs": [], + "cell_type": "code", + "outputs": [] + }, + { "source": [ "import seaborn as sns\n", "sns.set_style(\"white\")\n", "sns.set_context(\"paper\", font_scale=2)\n", "sns.set_palette(sns.color_palette(\"Set1\", 5))" - ] - }, - { - "cell_type": "code", - "execution_count": 33, + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, - "outputs": [], + "cell_type": "code", + "outputs": [] + }, + { "source": [ "def plot_linear_regression(x, y):\n", " fit = np.polyfit(x, y, deg=1)\n", " plt.plot(x, fit[0] * x + fit[1])\n", - " print \"Pearson: %.03f.\" % x.corr(y)" - ] + " print(\"Pearson: %.03f.\" % x.corr(y))" + ], + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "cell_type": "code", + "outputs": [] + }, + { + "source": [ + "!pip install pandas --upgrade" + ], + "execution_count": null, + "metadata": { + "collapsed": false + }, + "cell_type": "code", + "outputs": [] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## Reading the instances" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "Create a DataFrame from all the JSON files whose name is comprised between `MIN_PREFIX` and `MAX_PREFIX`." - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 34, + "source": [ + "import os, json\n", + "\n", + "df = []\n", + "indexes = []\n", + "for filename in os.listdir(INPUT_PATH):\n", + " if not filename.endswith(\"json\") or not MIN_PREFIX <= filename <= MAX_PREFIX:\n", + " continue\n", + " with open(os.path.join(INPUT_PATH, filename)) as f:\n", + " instances = json.loads(f.read())\n", + " indexes.extend([(filename, discriminant) for discriminant in range(len(instances))])\n", + " for instance in instances:\n", + " for (k, v) in list(instance.items()):\n", + " if isinstance(v, dict): # flatten any sub-dict with dot notation\n", + " for (sub_key, sub_value) in v.items():\n", + " instance[k + sub_key] = sub_value\n", + " del instance[k]\n", + " df.extend(instances)\n", + "df = pd.DataFrame(df, index=pd.MultiIndex.from_tuples(indexes, names=(\"filename\", \"i\")))\n", + "df[\"best\"] = df[[\"pageCount\", \"cplexOpt\", \"cplexUB\"]].min(axis = 1) # add a column for the best known pagination size\n", + "sorted_df = df.sort_values(by=\"avgMultiplicity\") # for use with a moving window\n", + "print(df.info())\n", + "df.describe()" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "\n", @@ -202,11 +273,13 @@ "timesOverloadAndRemovePresort 10986 non-null float64\n", "best 10986 non-null float64\n", "dtypes: float64(11), int64(14), object(6)\n", - "memory usage: 2.6+ MB\n", + "memory usage: 2.7+ MB\n", "None\n" - ] + ], + "name": "stdout" }, { + "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -338,9 +411,9 @@ " 25%\n", " 5.340000\n", " 20.000000\n", - " 4.000000\n", - " 3.000000\n", - " 5.50000\n", + " NaN\n", + " NaN\n", + " NaN\n", " 2.000000\n", " 8.000000\n", " 0.000000\n", @@ -362,9 +435,9 @@ " 50%\n", " 8.810000\n", " 30.000000\n", - " 4.000000\n", - " 3.000000\n", - " 7.00000\n", + " NaN\n", + " NaN\n", + " NaN\n", " 3.000000\n", " 13.000000\n", " 0.000000\n", @@ -386,9 +459,9 @@ " 75%\n", " 14.720000\n", " 40.000000\n", - " 6.000000\n", - " 4.000000\n", - " 7.25000\n", + " NaN\n", + " NaN\n", + " NaN\n", " 3.000000\n", " 21.000000\n", " 1.000000\n", @@ -441,9 +514,9 @@ "mean 11.737779 30.598034 5.080268 3.697674 6.37500 \n", "std 9.348821 11.276800 2.023415 1.456265 1.59799 \n", "min 1.840000 15.000000 2.000000 2.000000 4.00000 \n", - "25% 5.340000 20.000000 4.000000 3.000000 5.50000 \n", - "50% 8.810000 30.000000 4.000000 3.000000 7.00000 \n", - "75% 14.720000 40.000000 6.000000 4.000000 7.25000 \n", + "25% 5.340000 20.000000 NaN NaN NaN \n", + "50% 8.810000 30.000000 NaN NaN NaN \n", + "75% 14.720000 40.000000 NaN NaN NaN \n", "max 65.640000 50.000000 12.000000 8.000000 8.00000 \n", "\n", " lowerBound pageCount properSymbolCount solversBestFusion \\\n", @@ -499,232 +572,222 @@ "[8 rows x 25 columns]" ] }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 17, + "metadata": {} } - ], - "source": [ - "import os, json\n", - "\n", - "df = []\n", - "indexes = []\n", - "for filename in os.listdir(INPUT_PATH):\n", - " if not filename.endswith(\"json\") or not MIN_PREFIX <= filename <= MAX_PREFIX:\n", - " continue\n", - " with open(os.path.join(INPUT_PATH, filename)) as f:\n", - " instances = json.loads(f.read())\n", - " indexes.extend([(filename, discriminant) for discriminant in range(len(instances))])\n", - " for instance in instances:\n", - " for (k, v) in instance.items():\n", - " if isinstance(v, dict): # flatten any sub-dict with dot notation\n", - " for (sub_key, sub_value) in v.iteritems():\n", - " instance[k + sub_key] = sub_value\n", - " del instance[k]\n", - " df.extend(instances)\n", - "df = pd.DataFrame(df, index=pd.MultiIndex.from_tuples(indexes, names=(\"filename\", \"i\")))\n", - "df[\"best\"] = df[[\"pageCount\", \"cplexOpt\", \"cplexUB\"]].min(axis = 1) # add a column for the best known pagination size\n", - "sorted_df = df.sort(\"avgMultiplicity\") # for use with a moving window\n", - "print df.info()\n", - "df.describe()" ] }, { - "cell_type": "code", - "execution_count": 35, + "source": [ + "print(\"There are a %s instances.\" % len(df))" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "There are a 10986 instances.\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "print \"There are a %s instances.\" % len(df)" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "# Difficulty and average multiplicity" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## [Sec. 4.2] Measuring the difficulty of a given instance" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "**Conjecture 1.** The **difficulty** of a given instance can be approximated by the difference between the maximal and the minimal number of pages in the paginations calculated by the various solvers (including CPLEX when available)." - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "### Number of instances by difficulty" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 36, + "source": [ + "result = df.groupby(df[solvers].max(axis=1) - df[\"best\"]).size()\n", + "result.plot(kind=\"bar\")\n", + "plt.yscale(\"symlog\")\n", + "plt.xlabel(\"Difficulty\")\n", + "plt.ylabel(\"Number of instances (sym-log scale)\")\n", + "plt.show()\n", + "print(\"Number of instances per difficulty:\\n\", result)\n", + "print(\"Average difficulty: %.02f\" % (df[solvers].max(axis=1) - df[\"best\"]).mean())\n", + "print(\"Median difficulty: %.02f\" % (df[solvers].max(axis=1) - df[\"best\"]).median())" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { + "output_type": "display_data", "data": { - "image/png": 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FTz/9FP369YNcLkfr1q0xatQojbNoE+8F0h/8XhD9u0luVDNmzMDp06cxcuRI2Nvbw8bG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\nr0YwGNSUfffuHYaHh1FdXf23HwnRX+EcFVEamEw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e3h6//PKLLpcnIiIiajQkz2kiIiIiepEwNBERERFpgaGJiIiISAsMTURERERaYGgiIiIi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\nvQQAS0tLhIaGYuPGjdi/fz+uXr0KPz+/Gj8oIw8TE5N3fmhNTU1Vatx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"text/plain": [ - "" + "" ] }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} }, { - "name": "stdout", "output_type": "stream", "text": [ "Number of instances per difficulty:\n", - "0 99\n", - "1 1020\n", - "2 1984\n", - "3 2269\n", - "4 2000\n", - "5 1448\n", - "6 1023\n", - "7 559\n", - "8 260\n", - "9 112\n", - "10 76\n", - "11 53\n", - "12 33\n", - "13 22\n", - "14 15\n", - "15 10\n", - "16 2\n", - "17 1\n", + " 0.0 99\n", + "1.0 1020\n", + "2.0 1984\n", + "3.0 2269\n", + "4.0 2000\n", + "5.0 1448\n", + "6.0 1023\n", + "7.0 559\n", + "8.0 260\n", + "9.0 112\n", + "10.0 76\n", + "11.0 53\n", + "12.0 33\n", + "13.0 22\n", + "14.0 15\n", + "15.0 10\n", + "16.0 2\n", + "17.0 1\n", "dtype: int64\n", "Average difficulty: 3.88\n", "Median difficulty: 4.00\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "result = df.groupby(df[solvers].max(axis=1) - df[\"best\"]).size()\n", - "result.plot(kind=\"bar\")\n", - "plt.yscale(\"symlog\")\n", - "plt.xlabel(\"Difficulty\")\n", - "plt.ylabel(\"Number of instances (sym-log scale)\")\n", - "plt.show()\n", - "print \"Number of instances per difficulty:\\n\", result\n", - "print \"Average difficulty: %.02f\" % (df[solvers].max(axis=1) - df[\"best\"]).mean()\n", - "print \"Median difficulty: %.02f\" % (df[solvers].max(axis=1) - df[\"best\"]).median()" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "### Correlation between the difficulty and the size of the best pagination" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "Note that this measure of difficulty is intrinsically correlated to the size of the best pagination:" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 37, + "source": [ + "x = df[solvers].max(axis=1) - df[\"best\"]\n", + "y = df[\"best\"]\n", + "axes = plt.gca()\n", + "axes.set_xlim(-1, 19)\n", + "axes.set_ylim(0, 65)\n", + "plt.xlabel(\"Difficulty\")\n", + "plt.ylabel(\"Best pagination size\")\n", + "plt.scatter(x, y, marker=\"o\", s=1)\n", + "plot_linear_regression(x, y)" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "Pearson: 0.777.\n" - ] + ], + "name": "stdout" }, { + "output_type": "display_data", "data": { - "image/png": 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3watXr1548OCBcaIkhJid2IZ4unTpgrz00ZAPHKS65jjj2eaNpx20eovYXmNT4D0n1KNH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\nhAghhJjN/wc+RCPwN6+VzQAAAABJRU5ErkJggg==\n", 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gT58+Sl+3tLQEYwy3bt3SSL8I6QhjY2Pu+xz1798fpaUnucawsLDAxYudc0+p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\n", "text/plain": [ - "" + "" ] }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "x = df[solvers].max(axis=1) - df[\"best\"]\n", - "y = df[\"best\"]\n", - "axes = plt.gca()\n", - "axes.set_xlim(-1, 19)\n", - "axes.set_ylim(0, 65)\n", - "plt.xlabel(\"Difficulty\")\n", - "plt.ylabel(\"Best pagination size\")\n", - "plt.scatter(x, y, marker=\"o\", s=1)\n", - "plot_linear_regression(x, y)" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## [Sec. 4.3] Predicting the difficulty of a given instance" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "**Conjecture 2.** The difficulty of a given random instance is strongly correlated to the density of its shared symbols, or **average multiplicity**." - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "### [Fig. 4] Number of instances by average multiplicity" - ] - }, - { - "cell_type": "code", - "execution_count": 38, + ], "metadata": { - "collapsed": false, - "scrolled": false + "deletable": true, + "editable": true }, - "outputs": [ - { - "data": { - "image/png": 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oUIFNmzbpJSghskqOBBNCCPG+0TqZK1euHOHh4Xh4eGTYfvjw4dcme0K8DXIk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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "cell_type": "markdown" + }, + { "source": [ "plt.figure(figsize=(10,6))\n", "\n", @@ -754,239 +817,293 @@ "\n", "plt.legend([\"All instances\", \"Submitted to CPLEX\", \"Solved to optimality by CPLEX\"])\n", "plt.savefig(os.path.join(OUTPUT_PATH, \"count_by_multiplicity.pdf\"), bbox_inches='tight')" + ], + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "scrolled": false, + "editable": true + }, + "cell_type": "code", + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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fwMTEBEdHR7Zv3467uzsrV66kcePGNGnShCZNmmBjY5PrQh6ZTfeLiIjAwcGB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\nQgghpI38F4skhT8+kMlcAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } ] }, { - "cell_type": "code", - "execution_count": 39, + "source": [ + "range_width = 1\n", + "ranges = np.arange(1, df[\"avgMultiplicity\"].max() + range_width, range_width)\n", + "slices = pd.cut(df[\"avgMultiplicity\"], ranges)\n", + "instances_per_slice = df.groupby(slices).size()\n", + "for start in (4, 23, 53):\n", + " n = instances_per_slice[range_width * (start - 1)]\n", + " print(\"There are %d instances whose average multiplicity lies between %s and %s.\" % (n, start, start + range_width))" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "There are 1119 instances whose average multiplicity lies between 4 and 5.\n", "There are 107 instances whose average multiplicity lies between 23 and 24.\n", "There are 10 instances whose average multiplicity lies between 53 and 54.\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "range_width = 1\n", - "ranges = np.arange(1, df[\"avgMultiplicity\"].max() + range_width, range_width)\n", - "slices = pd.cut(df[\"avgMultiplicity\"], ranges)\n", - "instances_per_slice = df.groupby(slices).size()\n", - "for start in (4, 23, 53):\n", - " n = instances_per_slice[range_width * (start - 1)]\n", - " print \"There are %d instances whose average multiplicity lies between %s and %s.\" % (n, start, start + range_width)" ] }, { - "cell_type": "code", - "execution_count": 40, + "source": [ + "(a, b) = (1, 9)\n", + "rate = 100.0 * sum(instances_per_slice[a-1:b-1]) / len(df)\n", + "print(\"%0.2f %% of the instances concentrate between average multiplicities %s and %s.\" % (rate, a, b))" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "51.29 % of the instances concentrate between average multiplicities 1 and 9.\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "(a, b) = (1, 9)\n", - "rate = 100.0 * sum(instances_per_slice[a-1:b-1]) / len(df)\n", - "print \"%0.2f %% of the instances concentrate between average multiplicities %s and %s.\" % (rate, a, b)" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "### [Fig. 5] Average difficulty by average multiplicity" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 41, + "source": [ + "plt.figure(figsize=(10, 4))\n", + "x = pd.Series.rolling(sorted_df[\"avgMultiplicity\"], WINDOW, center=True).mean().dropna()\n", + "y = pd.Series.rolling(sorted_df[solvers].max(axis=1) - sorted_df[\"best\"], WINDOW, center=True).mean().dropna()\n", + "axes = plt.gca()\n", + "axes.set_xlim([1, 55])\n", + "plot_linear_regression(x, y)\n", + "plt.plot(x, y)\n", + "plt.xlabel(\"Average multiplicity (rolling mean on %s instances)\" % WINDOW)\n", + "plt.ylabel(\"Average difficulty\")\n", + "plt.grid()\n", + "plt.savefig(os.path.join(OUTPUT_PATH, \"difficulty_by_multiplicity.pdf\"), bbox_inches='tight')" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "Pearson: 0.986.\n" - ] + ], + "name": "stdout" }, { + "output_type": "display_data", "data": { - "image/png": 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zfu/BlnSuX/maz+WlVROklZAmbl4lBrVOnToxdepUBgwY4PpcmkfGt8oswUII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\n", 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FdWws1HExUC1cCNlVWxtx/FjHsCuy7O0tc121Wm2XcV1bD//u7pOl1+tx6tQp6yRHQ1pW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"text/plain": [ - "" + "" ] }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } + ] + }, + { + "source": [ + "The dispersion of the pagination sizes could have been measured in several other ways, for instance with the standard deviation (below). The correlation is not significantly worse:" ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" + }, + { "source": [ - "plt.figure(figsize=(10, 4))\n", - "x = pd.rolling_mean(sorted_df[\"avgMultiplicity\"], WINDOW, center=True).dropna()\n", - "y = pd.rolling_mean(sorted_df[solvers].max(axis=1) - sorted_df[\"best\"], WINDOW, center=True).dropna()\n", + "plt.figure(figsize=(10, 6))\n", + "x = pd.Series.rolling(sorted_df[\"avgMultiplicity\"], WINDOW, center=True).mean().dropna()\n", + "y = pd.Series.rolling(sorted_df[solvers].std(axis=1), WINDOW, center=True).mean().dropna()\n", "axes = plt.gca()\n", "axes.set_xlim([1, 55])\n", "plot_linear_regression(x, y)\n", "plt.plot(x, y)\n", "plt.xlabel(\"Average multiplicity (rolling mean on %s instances)\" % WINDOW)\n", - "plt.ylabel(\"Average difficulty\")\n", + "plt.ylabel(\"Average standard deviation\")\n", "plt.grid()\n", - "plt.savefig(os.path.join(OUTPUT_PATH, \"difficulty_by_multiplicity.pdf\"), bbox_inches='tight')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The dispersion of the pagination sizes could have been measured in several other ways, for instance with the standard deviation (below). The correlation is not significantly worse:" - ] - }, - { - "cell_type": "code", - "execution_count": 42, + "plt.show()" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "Pearson: 0.982.\n" - ] + ], + "name": "stdout" }, { + "output_type": "display_data", "data": { - "image/png": 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QVCoVGzduLPUihRBCCFExpN/IJXrbSXYnZ9C+fhW83NWM7VK3TGuwZ2WhX7L05kLxmZl4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hqJiYmc64+NjYWJiQnHn7ctyM3NhZ+fH+sbCADt27dnB/3qAbS+vj6n3zx79gzt27fnWAJfvHiB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\n", 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vEBjo62iFVL5ERERERK4xHo/JgV8zqRYcwIbkNJZtPUK3lhHMWL0XR46LyPBgJgxuR1Qt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vZKrFWbvX/nP09fzdJ1v9hgXXzD6d/y7+1qlWPMkhvJV+kZ/8UwzLi2bo338KG4+PurauE9ytHR\nUd8hkm2aP5JdmjuSE5o/OZOjX6NPnTqV5557DpPJxP79+4mMjMQwDBYvXmypbtirVy9mzJiR7z88\nRkZGsmrVKubPn2+3f9myZZhMJpo3b57HkUlem74xiN//CeWlHwJ5bMJGq77I2ETGLrW+ne7t5mRT\nUANgxLysVfDcduyyTVvi4X+4OvxlqzavHt0ptWkDJebNxbVx43z/b0dEREREckeOdl51cnJi9OjR\nDBo0iG3btnHixAmio6Nxd3fH19eX5s2b2xS3yAthYWFcv34db29vy3LCDh068N///pejR48yffp0\nXn75xg+8ixYtYsOGDZQoUYI+ffrkebySt9b/fSndPnsbIF+PT6b1x7+ze1x7TCYThmEweeURu8fP\nev4RjlyI5Iv1t6/uGf5sXxICtgLwXbE/GNzzI0Y2KUOxDp9n8pOIiIiISEGS7eQrMTERFxcXAEqU\nKEHPnj1zLaic+vTTT1mxYgU9evRg4sSJAHh7ezNlyhRGjBjB9OnTWbVqFdWqVePMmTMcP34cLy8v\npk+fbrVRtNx7DMN2764r0QkU90pdp3v8kv3CGgDR8cl4uzuz9q+LrPjzvFXfax396P1IRRwcTNSp\nWIR6lYryQCkvWny4ye653BPjSAjYikPRong+/xxlBg7kj2JFc/jpRERERORulu1lh82aNWPs2LE5\n3jz5TjCZTJY/N2vRogVLly6lU6dOREdHs2XLFiIjI+nduze//vqrimfcB+KTbMujXo7MXJGVazGJ\nAPy8839W7eOfrMXTjSvh4JA630wmEzXKF8bV2ZGA99qyfuSjVuMbn97H1D++pfCE8ZQO/INCr7+G\noxIvERERkXtetu98RUVFsWjRIhYtWoSPjw/dunWjW7duebbMcOLEiZa7Wlnpe/DBB/n000/vZGhy\nF7seZ/vsltlILStvNhs2fTe7GpNIxRKenLocbdXe5mH7RVrMUVEk/TiP2O9/gK439o4b8cTD+D75\nFiZn56yGLyIiIiIFWLbvfC1cuJBnnnmGokWLcvbsWaZPn067du3o168fS5YsITo6+vYnEckDJ0Ku\ns2LfOQzD4Fpsok1/WtXChGTru2ILXm7K1GfrW95fuGZdARGgUQXbsqIpISFEfvgRIY38iZo4CfNl\n60IbD/TprsRLRERE5D6U7TtfdevWpW7duvzf//0fO3bs4LfffmPz5s3s3buXffv28eGHH9KmTRu6\ndu1K8+bNcdD+RJJP+s1M3bOriKcLLo6p87D1Q6XZfCQUgK82naB/8we4HHVjo+PtY9rh7OSAb0kv\nPFwciU1MYcLyw9SvbL1Jd0mPG/M66eQpomfNInbpMkhMBJMJt44d8B42DH61rXQoIiIiIveXHFU7\nhNRa/y1atKBFixbExcWxceNGVq5cye7du1m9ejVr1qyhePHidOnShdGjR+dGzCKZdjrsxh3Ytxce\npEIxD5t2gOj4JIJuKrbhfNPeX06ON54d7PHZNsvrepWK0uoBE4kHDhA762vi160HwwAXFzye6YPX\nSy/h/GAVAHbXM/hfeAyVS3jm7gcUERERkQIjx8nXzdzd3enatStdu3YlIiKCpUuXMmPGDMLDw5kz\nZ46SL8lzxy5aVy88fzV16eD/wmPoUr88K/dfAKDtxM3pnqN7Ax9+3HHapv2/PpFcHvcpVw//A4DJ\nywvP/v3wGvQ8jmXKWI01mUz4lvTK0WcRERERkYItV5MvgCtXrrB27Vo2bNjA/v37SU5OLXDg5+eX\n25cSuS0XJ/vLXVv4leK5x6pYkq+bNXqguNX7Pk0q2U2+IgY+jwvgULIEXoMH49mvLw6FC+dK3CIi\nIiJy78mV5Cs6Opr169ezevVqAgMDSUlJwTAMSpQoQZcuXejevTvVq1fPjUvJPWDOtmBOhEQxoVcd\nS3n2O2Xr0VC77SW8XSnpbVssA8C3pPXSwKKeLnbHOVauzNUnOlJt5Ks4eWo5oYiIiIhkLNvJV3x8\nPJs3b2b16tVs376dpKQkDMPAxcWFdu3a0b17d5o1a4ajo2NuxisFWHKKmWdm7OTcldSlf888GknN\nCkWsxuw4fpk35h/gxdYP8nyLKhmeb9EfZzh/NZbXn6hh1T7ix300ebAEzzxamQ2HQuwe+1TjSjg7\nOeDoYCLllhLzN2/CnHL1GjFz5gAPWY1pVcxMiS2/c+HQIUxubhnGKSIiIiICOUi+mjRpQnx8PMa/\neyTVrVuXHj168MQTT+Dt7Z1rAcq946kvd3DxWpzl/dQ1x/jhxcZWY96YfwCAbzafvG3yNXXtMSB1\n/60Pe9cBYGdQGIGnrhB46gpd6pdP99hyRdwBbBIvgF6PVCT5/Hmiv/mW2PkLMOLiYPB3VmOGPvsY\nJv1iQURERESyINvJV1xcHOXKlaNbt250796dSpUqZTg+NDSU0qXtb0Yr94ebEy+AIxcird6nJfJp\nImMTKexhf8nfzTYdDmHT4RCWvNrc6hmvDlO2WF5XKe3FqdAbFQ6dHO0/C/b942UoO2Usob/+Cikp\n4OCAe/durOpWjs6/XgRg19j2ODiYSElJsXsOERERERF7sp18zZ07F39//wzHGIbB1q1b+eWXX9i+\nfTuHDx/O7uXkPvB/i/6yer/lSCjdG/rYHWv3jtXn25nWr4HlfXLKjTGTnq5L7y923DaGIr07Ewfg\n5opnv754DXkRp4oVAehxwZFiXi53/Dk1EREREbk3ZTv5yijxunTpEkuWLGHp0qWEhoZiGAYmk35g\nlYylbXqc5u+zEekmXzEJyXbbo+Ptt7u72E51w2y2aTMVKYzXgAF4Pv8cjiVKWPWN7vKQzXgRERER\nkczKtVLzZrOZzZs3s2jRInbu3InZbLYsIytRogQ9e/bMrUtJAZScYpvo3E6V0unvixUdn2S3/b3F\nf9ltd3O2XmYYs3Ah0TO/5pNribzZ430AmrnHUiZwDw6qXCgiIiIid0COk6/z58+zePFili1bRnh4\nOIDlTtejjz7KU089Rdu2bXFyyvUtxaQACb+eYHldraw3QZeuAxCbkMyyvecIComyOWbDoRCebepr\n93wjfvwTAL9yhWw2UrbHzdmRDzpXY+yqIF4+uJSI79amxlK9Gs+USOCUdxk+6NMGBzfNUxERERG5\nM7L1k2ZycjKbNm1i8eLF7N69G8MwrIolFClShMWLF+PjY3/JmNx/4pNuFKf4rG8DOn0SAMCPO04z\nZ1uw3WOcHO0vVe3y3wDC/k3mMpN4AcRMmUKtH+cxPyYO15QkXB5phNewYbi1ac2rDvaLb4iIiIiI\n5KYsJV9nzpxh0aJFrFixgqtXr1oSrkKFCtG+fXu6dOnCgAEDcHNzU+IlVtJy8wdKeVHc68bmxukl\nXoBVdUKAg2eu8dIPgTbjNrzdmvaTNts9h39KOEOXTCb6+jUACrdvh9ewobg2apTVjyAiIiIikiOZ\nSr5Wr17NL7/8wt69e4HUZYWurq60bNmSLl268Nhjj+HicvuS4HL/Wrr3LADBl6NvMxJcnRxISDZb\n7dMVEZNoN/ECKOTunO653pr9Njg54fFUb7yGvoRztWpZjFxEREREJHdkKvkaNWoUJpMJd3d3mjZt\nSvv27WndujWeKkwgmbQk8Fymx77W0Y9JK49YlZOfsML+NgXvda8JwOf9GvDqvD9t+r1efAGvF17A\nsVzZLEYsIiIiIpK7svSwy0MPPUT16tXx8fFR4iV3zImQ1GIcy/beSNh2BoXZHdupVmlif/2Nyi/3\nt7T95591TPY+x7qhDSg89n0lXiIiIiJyV8jUna8hQ4awcuVK9u3bx59//smMGTMoXrw4HTp0oHPn\nztStW/dOxyl3MbPZwGTCai+3y1HxOJpMFPd2tXvMsLZV+WrTCZv2BcObsu/0lUxdt5F7AqGPtSDl\nTOqSRv7deq7752OoWL5Y1j6EiIiIiMgdlqnk67XXXuO1115j9+7dLF++nI0bNxIeHs7PP//Mzz//\nTPny5encuTOdO3e+0/HKXSY5xcxTX+6gWhlvJvWpB8CSPWf575qjAPzxweNW4797ITVD6t/8AbvJ\nl28pL5L+3ROsbqWi6V53+IElPPrXZlKSE3GuWROvYUPZ+URrYpIzfgZMRERERCS/ZKnaYZMmTWjS\npAmxsbGsW7eO5cuXs2/fPs6fP8/XX3/N119/DUBCQgKXL1+mVKlSdyRouXtcjIjj4rXUP0nJZpyd\nHCyJF8Dyvefo0ehG5ctinvbvhAG80/VhAFycUlfDppWnt7dBc+s/1+HarBlew4fi2ry55a5bIeVd\nIiIiInKXytY+Xx4eHvTs2ZOePXty4cIFli9fzm+//cbZs6nLvyIiImjVqhVNmjShZ8+etG3bVtUQ\n71E3be/G5+uP8Uanh6z6J686YpV8lS3iZnk9uvNDzNkezDeDHqGop6sl6Ur732MXo4g8cpxz388D\nr+YA1Ag5QT+XUEquWYVLnTp36mOJiIiIiOS6bCVfNytfvjwvv/wyL7/8Mvv27WP58uWsX7+e6Oho\nduzYwc6dO/Hy8qJjx46MHz8+N2KWu4j5poqESwLPMbKDn82YtAIaYP1cWI9GPlaJWRoXJ0fL663P\nv8a0li9Y3n/7diecfH1zHLeIiIiISF7LUrXD22nYsCEfffQRO3bs4JNPPqFp06aYTCauX7/O4sWL\nc/NScpdIumVJ4Io/z9uM2ZVOpcJbGWYzcRs3EfXcQEubk5srsa4eN94r8RIRERGRAirHd77scXNz\no0uXLnTp0oXQ0FBWrFjBihUr7sSlJI8ZhmF19yoh2Tr5+u/qo7cewncBJzM+Z1IScSt+5frMmSQf\nDwJHF3h4IADbBr8LJ67mPHARERERkXyWq3e+7CldujRDhgxh7dq1d/pScof9cz6CxydvZvXBC5a2\nxOSU2x6XlGLYbTfHxBD97XeEPtqMayNfI/l4EE5VqlBy8keWMQFKvERERETkHnFH7nzJvem/q48S\nFZfMhOWHaVatJIU9XEhIsq1EeDspV64Q88NsoufMwYiIBMC5fn28hw/FrX17TA4OMHa9zXFLXm2e\n488gIiIiIpJflHxJph29GGV5verABUoVcmPMkr/tjm31UGm2HAm1aY/4v/eIXfgLRnw8AK6tW+M9\nfCgu/v5Wyxl7+1dk8Z6zVseWTGfDZhERERGRgkDJl2Saq5OD5RmvLzcEZTjW09X+1IqZMxccHXHv\n2RPvYS/hXKOG3XEVinrYtLk6O9oZKSIiIiJSMCj5kky7tbhGRuxtjDx/4Sg8Bz2P14sv4FShQobH\nP1qtBJ+tu+l91RKZvraIiIiIyN1IyZdkys37ednTuV55Vh24UYgj5fdNUPJhqzGVdm/HsVjRTF3P\ny83Z6r27i+56iYiIiEjBdserHcq94dEPNmTY3656Mav3ez0rUDkqxKots4kXgLeb9e8FHB1M6YwU\nERERESkYlHxJrrg2YqTV+5plPfnk7e7ZPp+To/XU3HAoJJ2RIiIiIiIFg5IvyRXuly+x9Mhs6hRO\nvUP16oCW+JQunM9RiYiIiIjcPfTMl1iZuekEc7cHM+oJP3r7VwLAMDJ+3uuRuIs0/uFzXBvUZ5Zh\nkJBkxi0XntHaNba9ZbljhWK21Q9FRERERAoS3fkSK3O3BwPw6ZpjlrabqxxO+vUjXtwxz+qYL6Y8\nh2uD+gCYTCarxGvGwIYA9GlSKcuxODiYeLKRDwCzX2yc5eNFRERERO4muvMl6bp0LZYi+//gwjez\nwa8vANXiwqjXugMDBtXh031XaV+rbIbnaOBbnID32uKWzT263uz8EG90qmG1AbOIiIiISEGk5EvS\n1WPadgBmHvwb/KCIKZkygX/gUDj1Wa63OpfJ1Hmym3ilUeIlIiIiIvcCLTu8jxmGQfepWxm98AAA\n5rg4u+OG9pkCQIThZEm8REREREQka5R83cdCIuMJiYxn69HLzJk4l+AmLfI7JBERERGRe5aSr/vY\n2eNnLK9nxZehb7cJ+RiNiIiIiMi9rcAmX4GBgdSoUYMlS5Zk6bjo6Gg+++wzOl9V5bQAACAASURB\nVHbsSJ06dWjRogXjxo3j6tWrdyjSu0/S0aNcfeVVtk2cmaXjqpT2ukMRiYiIiIjc+wpk8hUcHMzr\nr7+e5eNiYmLo378/X3/9NWazmVatWuHp6cnChQvp2bMnoaGhdyDau4NhGCT88Qfh/QZwuW174pYt\nI7RQySyd44VWD96h6ERERERE7n0FLvnavXs3ffv2JTw8PMvHfvHFFxw5coQePXqwdu1apk2bxpo1\na3juuecICQlh/PjxdyDi/GWYzcStW0dY1+6EP9mbhM2bMRUpjPerI9jh2yjd47o3qGDTVq9S0TsZ\nqoiIiIjIPa3AJF9Xr15l3LhxDBo0iKioKMqVK5el46Ojo1m0aBHu7u68++67ODjc+OhvvvkmPj4+\nbN68mXPnzuV26PnCSEwkZuFCLrdqw9VBL5C0fz+O5cpReNxYygTuodBbb2Z4/NtdH2bn2PZWbd5u\nzncyZBERERGRe1qBSb5mzZrFwoULqVy5MnPnzsXf3z9Lx+/du5e4uDgaNWqEt7e3VZ+DgwOtWrUC\nYOvWrbkWc34wX7/O9VmzCGnyKBGj3iT55Emcqlej6LTPKL1rB14vDMbB0zNT53J0MDFjYCP+82hl\n5g19FAcH7bclIiIiIpJdBWaT5YoVKzJu3Dh69+6No6NjlgttnDhxAoCqVava7X/wwQcxDIOgoKAc\nx5ofUsLCiP7ue2J+nIcRFQWAyyON8Bo2DLc2rTE5WOfZp0KvZ+q8DXyL0cC3WK7HKyIiIiJyvykw\nyVffvn1zdPzly5cxmUyULGm/yERae3aeJctPyadPc33WN8QuXgwJCQC4tW+H17ChuDayfqbLMAya\nfrCBwh4uvNqhuqV9yavN2XMynE9WH83T2EVERERE7icFJvnKqbi4OADc3d3t9ru5uQEQGxubZzHl\nROLffxM9YyZxa9aA2QxOTng81RuvoS/hXK2a3WO2Hw/DbMC1mEQW/XHW0l6hmAflG/lw6FwE6/6+\nRM9GPnn1MURERERE7hv3TfLl6OgIgMmU8XNLZrM5S+dNSUnJdkxZZRgGidt3EDNzFok7dwJg8vTE\n/T/P4Dl4EI5ly2YY0/tL/rK8PnIh0vI6bfy7XR+i1yM+VC/rnaefq6BK+zvS35VkleaO5ITmj2SX\n5o7khOZP7rhvki8PDw8A4uPj7fantaeNy4zExEQOHjyY8+BuJyUFt1278Vy2DOdTwalNhQsT26Uz\nsU90xPDygtBQCA3FbBjsPpvA/osJvNCoEG5OqclmUopBfJL9xPLWz/D35Tv7ce41hw4dyu8QpIDS\n3JGc0PyR7NLckZzQ/LEvISEBV1fX2467b5Kv0qVLYxhGus90hYWFAVCqVKlMn9PFxYW6devmSnz2\nGPHxxC1eTMzX35JyNnWZoGPFingOeQH33r0x/btU8mb9Zu0m+HIMAKPWXGHn+20BWHXgAnDFZryb\ns8Md/Qz3spSUFA4dOkStWrUsd1ZFMkNzR3JC80eyS3NHckLzJ2OZSbzgPkq+0qocnjx50m7/iRMn\nMJlMVEvnean03InJZ46IIGbuj0T/MBvzv8mic82aeA0binunJzA5pf/PlpZ4pdl2PJxWD5UmOCzG\n7vi3uz6s/4ByyNHRUX+Hki2aO5ITmj+SXZo7khOaPzlz3yRfDRs2xN3dncDAQKKjo/Hy8rL0mc1m\ntmzZgslkonnz5vkWY8rFS0R/+y0xP8/HiElNllybNcNr+FBcmze/7fNq9rzzy0H++OBxfrmpwMbN\n4hK0bldEREREJC8UmE2WsyIsLIzg4GDLUkJIrWbYq1cvoqOjGTt2LElJSZa+KVOmcP78edq2bUul\nSpXyI2RiFi0m5NGmRH/zLUZcHO6dO1NyzSpK/LIAt8cey1bilSbgaGi6fZuPpN8nIiIiIiK55568\n8/Xpp5+yYsUKevTowcSJEy3tr776Knv27GHNmjUcOHCAWrVqceLECYKDg/Hx8eH999/Pt5hTLl4E\nRwc8nu6L90sv4uTrm2vnfnvhQTrXK//vc1/WRjxe3c4RIiIiIiKS2+7JO18mk8ny52ZeXl7Mnz+f\n5557DpPJREBAAMnJyfTt25eFCxdSokSJfIoYvF8dQbmTJyg6eWKuJl5pbk682tYsY3n9YGkve8NF\nRERERCSXFdg7XxMnTrS6q5XZPi8vL9566y3eeuutOxleluVkWeHN3F0ciU9KYXDLKny75ZRNv6OD\nifFP1iY5xYxfucK5dl0REREREcnYPXnn636VYjaIS0zBMGBQywftjins4YyDg4lJfeox8LEH8jhC\nEREREZH7l5Kve8iFa7FW7xcMb2ozplIJz7wKR0REREREbqLkq4D76+w1QiLiADAM6z7fUl7UqVjE\nqm1om6p5FZqIiIiIiNxEyVcBdiIkiiHfB9L9s20YhsGklf/YjOnf3HppYS2fIjZjRERERETkzlPy\nVUClmA36zdxteT9nWzAH/nfNZlyNcoUsr1e/0VIFNkRERERE8kmBrXZ4v/tk1RGr919vPknpwm6E\nRsZbtRfzcuW1jn54uzlR3Ns1L0MUEREREZGbKPkqoFb8ed6mLS3x+vjpOlbtTzeulCcxiYiIiIhI\n+rTs8B50a+ENERERERHJf0q+CiCzOePsSsmXiIiIiMjdR8lXAfToBxssrwP+r61Nf9uaZfIyHBER\nERERyQQlXwXMqgMXrN67uTgyY2DDfIpGREREREQySwU3CpDP1x1jwe4zNu3FvW5UMWxevWRehiQi\nIiIiIpmkO18FiL3EC8Dbzdny+tC5iLwKR0REREREskDJVwE25Zl6AFb7d0XEJuVXOCIiIiIikgEl\nXwVEXGKy1fspz9TjMb9SNuMWj2iWVyGJiIiIiEgW6JmvAiLypjtaVUp72SReu8a2JzYxGa+bliCK\niIiIiMjdQ3e+CojohBt3vua99KhNv4ODSYmXiIiIiMhdTMlXAXE9LvXO16NVS+DgYMrnaERERERE\nJKuUfBUQ83acBsDDVStFRUREREQKIiVfd6G9wVdoPHY9O4PCLG27ToQDsOlwSH6FJSIiIiIiOaDk\n6y5z4H9XeWXuPgBG/byfM+ExXI6Mz+eoREREREQkp7SG7S4zdPZeq/dPf7nD6v30AQ3zMhwRERER\nEckluvN1l4hPSqHX59tvO67hA8XzIBoREREREcltSr7uEuv+usj5q7EZjun1iE8eRSMiIiIiIrlN\nyddd4kp0gtX7fs18bca8+rhfXoUjIiIiIiK5TMnXXeLCtTjL6zlDmjCoZRWbMc5O+ucSERERESmo\nVHDjLjGg+QPU9ilCtwYVMJlSN1Fe+1YrOk7ZAkCnuuXyMzwREREREckhJV93iUolPKlUwtOqrain\nCy38SmEAY3rUyp/AREREREQkVyj5ustNfqZefocgIiIiIiK5QA8RiYiIiIiI5AElXyIiIiIiInlA\nyZeIiIiIiEgeUPIlIiIiIiKSB5R8iYiIiIiI5AElXyIiIiIiInlAyZeIiIiIiEgeUPIlIiIiIiKS\nB5R8iYiIiIiI5AElXyIiIiIiInlAyZeIiIiIiEgeUPIlIiIiIiKSB5zyO4CsCgwMZNasWRw7doz4\n+HiqVavGgAED6NixY6bP0bVrV4KCguz2mUwm1qxZg6+vb26FLCIiIiIiUrCSr99++43Ro0fj5ORE\n48aNcXR0ZPfu3bz22mucOnWKl19++bbnSExMJDg4mMKFC9OiRQubfpPJhLe3950IX0RERERE7mMF\nJvm6cuUK77//Ph4eHvz888/4+fkBcPr0afr168dXX31FmzZtqFGjRobnCQoKIjk5mSZNmjBlypS8\nCF1ERERERKTgPPP1008/kZCQQN++fS2JF4Cvry+vv/46ZrOZuXPn3vY8R44cAeDhhx++Y7GKiIiI\niIjcqsAkX1u3bgWgTZs2Nn1t27bFZDKxZcuW257nyJEjmEwmatasmesxioiIiIiIpKfAJF+nTp0C\noFq1ajZ9hQoVokSJEkRFRXH58uUMz5N25ys0NJSBAwfi7+9P/fr1GTBgADt27Mj9wEVERERERCgg\nyVdkZCQJCQl4enri5uZmd0zJkiWB1GfD0mM2mwkKCsIwDN555x0iIyPx9/enfPnyBAYGMnjwYObM\nmXMnPoKIiIiIiNznCkTBjbi4OIB0E6+b+2JiYtIdc+rUKRISEnB3d2fatGlW1Q7Xrl3Lm2++ySef\nfELDhg21LFFERERERHJVgUi+HBxSb9CZTKbbjjUMI92+qlWrsnPnTmJjY6lQoYJVX8eOHTl48CBz\n585l/vz5fPzxxxleJywsjOTkZLvPoMn9wTAMEhMTcXFxydTcFEmjuSM5ofkj2aW5Izmh+ZOxS5cu\n4ejoeNtxBWLZoYeHBwAJCQnpjomPj7cam55ixYrZJF5pWrVqBcDhw4dvG5OLi0um/oLl3mUymXB1\nddUXkGSZ5o7khOaPZJfmjuSE5k/GnJyccHV1vf24PIglx7y8vPD09OT69euWjPtWYWFhwI1nv7Ij\n7di0RC4j+/bty/Z1RERERETk/lMg7nxB6pJBuFH18GaRkZGEh4dTqFAhSpUqle45NmzYwBtvvMGS\nJUvs9p87dw6A0qVL50LEIiIiIiIiNxSY5Kt58+YYhsGmTZts+jZu3IhhGLRs2TLDc0RGRrJq1Srm\nz59vt3/ZsmWYTCaaN2+eGyGLiIiIiIhYFJjkq1evXri7uzN79mwOHDhgaQ8ODmbatGmYTCaef/55\nS3tYWBjBwcGW5YgAHTp0oHDhwhw9epTp06dbnX/RokVs2LCB4sWL06dPnzv/gURERERE5L5iMjIq\nD3iXWbJkCe+//z4mkwl/f39cXFzYvXs3iYmJjBo1isGDB1vGvv3226xYsYIePXowceJES/vWrVsZ\nMWIECQkJVK5cmWrVqnHmzBmOHz+Ol5cX3333HXXr1s2PjyciIiIiIvewAlFwI02vXr0oW7Ys33zz\nDX/99ReOjo7UrFmT5557jrZt21qNNZlMlj83a9GiBUuXLmXmzJns2bOHLVu2ULx4cXr37s1LL71E\n+fLl8/IjiYiIiIjIfaJA3fkSEREREREpqArMM18iIiIiIiIFWYFadiiSXwIDAxkwYAATJkygV69e\nNv1XrlxhxowZ7Nixg9DQUEqWLEmHDh0YOnQonp6e+RCx5CfDMFi0aBHLli3j5MmTJCUlUa5cOdq2\nbcuQIUPw9va2Gq/5IzdbtGgRCxcu5NSpUzg7O1O9enWeeuopunXrZjNWc0fSk5iYyJNPPsmJEyfY\nuHEjPj4+Vv2aO3KzTZs28fLLL6fb36lTJz799FPLe82f7NOyQ5HbCA4Opn///ly5csVu8hUWFsbT\nTz/NpUuXqFatGpUrV+bQoUNcvHiR6tWrM3/+fH0R3UcMw+CVV15h06ZNuLu7U7t2bdzd3Tl06BBX\nrlyhUqVKLFiwgGLFigGaP2Jt/PjxzJ8/H3d3dxo0aICDgwP79u0jNjaWJ598ko8++sgyVnNHMjJp\n0iTmzJmDyWRiw4YNVsmX5o7c6vPPP2fWrFk0atSIMmXK2PTXrVuX//znP4DmT44ZIpKuXbt2GU2a\nNDGqV69u+Pn5GYsXL7YZM3z4cMPPz8+YNm2apS0pKckYOXKk4efnZ3z00Ud5GbLks0WLFhnVq1c3\nnnjiCePixYuW9piYGGPo0KFG9erVjZEjR1raNX8kTUBAgFG9enWjVatWRkhIiKU9JCTEaNmypeHn\n52ds27bN0q65I+nZtWuX4efnZ/lz9uxZq37NHbnVkCFDDD8/P+PkyZO3Hav5kzN65kvEjqtXrzJu\n3DgGDRpEVFQU5cqVszvu7Nmz/P7775QtW5ZXXnnF0u7k5MSECRPw9PRk8eLFxMXF5VXoks+WL1+O\nyWRi9OjRlC1b1tLu4eHBRx99hMlkYtOmTSQmJmr+iJWVK1diMpkYMWIEpUuXtrSXLl2aZ599FsMw\n2LZtG6DvHknf9evXeffdd6lcuTLFixe36dfcEXv++ecf3NzceOCBBzIcp/mTc0q+ROyYNWsWCxcu\npHLlysydOxd/f3+747Zt24ZhGLRo0QIHB+v/nLy8vPD39yc+Pp4//vgjL8KWu0ChQoWoUqUKderU\nsekrWrQohQoVIjk5mWvXrmn+iJXJkyezatUqOnToYNMXExMDpP6AA/rukfSNGzeOsLAwJk+ejIuL\ni02/5o7c6sqVK4SFhVGjRg2bLZpupfmTc0q+ROyoWLEi48aNY+XKlTRo0CDdcSdOnMBkMlG1alW7\n/Q8++CAAQUFBdyROufvMmjWLVatWUbhwYZu+c+fOERkZibOzM0WLFtX8ESuOjo5UqVIFNzc3q/YD\nBw4wf/58nJyc6Nq1K6DvHrFv1apVrF69miFDhlC7dm27YzR35Fb//PMPAGXKlGHKlCl06NCB2rVr\n06ZNGyZPnkxUVJRlrOZPzqnaoYgdffv2zdS4y5cvA1CqVCm7/SVLlsQwDMLDw3MtNim40ipFtWrV\nChcXF80fydCoUaMIDg7m6NGjFC1alE8//ZQaNWoA+u4RW5cuXWL8+PHUrFmTYcOGpTtOc0dudeTI\nEQDWrFmDt7c3DRs2pGzZshw+fJjZs2ezefNm5s+fT/HixTV/coHufInkQNqa5lt/U53G1dUVgNjY\n2DyLSe5Oc+bMYd26dbi7u/Paa68Bmj+SvoiICFavXs2xY8cwmUyYTCaCgoIw/i1QrLkjtxo9ejQJ\nCQlMnjwZR0fHdMdp7sitjhw5gslkomXLlgQEBDBz5kxmz57Nhg0baNKkCWfOnOG9994DNH9yg+58\nieRA2v/B3W6NtNlszotw5C41Z84cJk2ahIODAx9//DGVK1cGNH8kfR4eHuzatQtXV1f279/Phx9+\nyIwZMwgLC2P8+PGaO2Llhx9+YO/evYwePZoqVapkOFZzR2716aefcv78ecqVK2dJniD1OeXJkyfz\n+OOPExAQwMWLFzV/coHufInkgIeHBwDx8fF2+xMSEgC038V9bMqUKUyaNAknJycmTpxIx44dLX2a\nP5IeFxcXihUrhqenJ82bN+e7777D3d2dpUuXcv78ec0dsTh+/DjTpk2jYcOGDBw48LbjNXfkVs7O\nzvj6+lolXmlKlSrFww8/DKQ+G6b5k3O68yWSA2nloNNb2xwWFobJZKJkyZJ5GZbcBRISEnjjjTfY\nuHEj7u7uTJ06lVatWlmN0fyRzPLx8aFevXrs3r2bY8eOae6IxdSpU0lMTMRkMvHmm29a9V27dg1I\n3XDZw8ODl156SXNHsqxEiRJA6pJDzZ+cU/IlkgNVq1bFMAxOnjxpt//EiRMAVKtWLS/DknwWHR3N\n4MGDOXjwICVKlGDmzJnUqlXLZpzmj9xs6tSpnD17lkmTJtl9niKtbHhSUpLmjljExsZiMpnYu3dv\numM2b94MwFNPPaW5I1YSExOZMGEC165dY+rUqXa3Jzh37hyQWg0xLi5O8yeHtOxQJAeaN2+OyWQi\nICDA8iB8mujoaPbs2YObmxuNGjXKpwglryUnJ/Piiy9y8OBBKlWqxMKFC+0mXqD5I9a2bdvG+vXr\n2bRpk03f9evXOXjwIAA1a9bU3BGLefPmcfToUbt/0jZ637BhA0ePHqVRo0aaO2LFxcWFrVu38vvv\nv7N9+3ab/mPHjnHs2DG8vb2pW7eu5k8uUPIlkgPlypWjVatWnDt3jilTpljak5KSGDNmDLGxsfTp\n0wcvL698jFLy0pdffsn+/fspWbIk8+bNo0KFCumO1fyRm/Xp0wfDMJg8eTJnzpyxtEdFRfHGG28Q\nERFBu3bt8PHx0dyRbNPckVulffd8/PHHnD9/3tIeHh7Ou+++i9lsZvDgwbi4uGj+5AKTcWvaKiI2\n3nnnHVasWMGECRPo1auXVV9ISAh9+vQhNDQUX19fqlatyqFDh7h06RI1a9bkxx9/xN3dPZ8il7wU\nERFBq1atiI+Pp3r16uluQgmpc6pYsWKaP2JhGAajRo1i7dq1ODs706BBA5ycnPj777+Jiori4Ycf\nZvbs2Xh7ewP67pHba926NZcuXWLDhg34+PhY2jV35GaJiYkMHTrUUmG1QYMGODs7ExgYSFxcHB06\ndGDq1KmWCoeaPzmj5EskEzJKviD1AdMvv/ySgIAAIiMjKVeuHB06dGDw4MGq+HMf2bhxIyNGjLjt\nOJPJxPr16y0/DGn+yM2WLl3KokWLCAoKAqBy5cp07tyZfv362TyPobkjGWndujUhISFW3zdpNHfk\nZmazmZ9++okVK1Zw+vRpHBwcqFq1Kk899RQ9e/a0Ga/5k31KvkRERERERPKAnvkSERERERHJA0q+\nRERERERE8oCSLxERERERkTyg5EtERERERCQPKPkSERERERHJA0q+RERERERE8oCSLxERERERkTyg\n5EtERERERCQPKPkSERERERHJA0q+RERERERE8oCSLxHgs88+w8/PDz8/P1avXp3f4UgeSfs3/+ef\nf2z6Tp06ZdPWr18//Pz8mD17do6vbe9cgYGB+Pn5Ub9+/Ryd+8svv8TPz4+XXnrJpi8lJYUzZ87k\n6PxZ8cUXX1C7dm3Onz9/R68zffp0m8984cIF/Pz8qFGjBhEREZb2t99+Gz8/Pz788MM7GpPc+159\n9VX8/Pys5tethg8fbvmusfenRo0aJCYm2hwXHh7O+++/T8uWLalZsyYtWrTg3XffzfJ/S7n1vZJT\nwcHB+Xr9u1WfPn3o2bMnKSkp+R2K5BElXyLAypUrMZlMmEwmfvnll/wOR/KQyWSyeh8fH8+kSZPo\n1q1bpsbn5rXT2nJ6jbRz3HqevXv30q1bN1auXJmj82fW4cOH+eabb+jfvz8VKlTIk2tmRm78HYss\nWLCA9evX33YuBQUFYTKZqFOnDg0aNLD7x8HB+sex0NBQevXqxaJFi4iJicHPz4/4+HiWLVtG9+7d\n7f7CKCP5OeeDgoJ45pln+Pbbb/Pl+ne7d955hyNHjvDVV1/ldyiSR5zyOwCR/LZ7924uXrxIw4YN\nOXLkCHv37uXMmTNUqlQpv0OTfHDy5EnmzJlj9weVTz75hLi4OIoXL35Hrl2nTh3WrFlj84NYVvXt\n25dOnTrh4eFh1f7999/bvaN3p3zwwQd4eHgwZMiQPLtmZowaNYoXX3yRwoUL53coUkD99NNPfPTR\nR7cdFxsby/nz53F1dc3SL/ZGjhxJaGgoTzzxBB9//DFubm4kJiYyfvx4lixZwogRI1i3bh3Ozs63\nPVdufa9k1y+//MKBAweoXLlyvlz/blenTh3at2/Pd999R/fu3fHx8cnvkOQO050vue8tX74ck8lE\n48aNadq0KQCLFi3K56jkblSmTBl8fX0pVKjQHTm/q6srvr6+OU78ixQpgq+vL6VLl86lyLJuzZo1\nHDp0iGeffRZvb+98i8OeEiVK4OvrS7FixfI7FClgrl69yqhRozK9ZDUoKAjDMHjggQcyfY09e/Zw\n4MABihcvzsSJE3FzcwPAxcWF8ePHU716dS5evMiKFSsydb7c+l6RO2fo0KEkJCQwderU/A5F8oCS\nL7mvxcbGsnHjRgCaNWtG+/btMQyDFStWkJycnM/RSX4wDCO/Q7gnzJw5EwcHB3r37p3foYjkil27\ndtGuXTtWr15N4cKFGTNmzG2PCQoKAuDBBx/M9HXSfiH4xBNP4OrqatWX9t+UYRh6PvkeUqNGDR5+\n+GHWr1/P6dOn8zscucOUfMl9bd26dZZlZHXr1qV169a4urpy9epVNm3aZDV2z549+Pn5Ua9ePeLj\n4+2e7+DBg/j5+fHII4/YPEC9atUqBgwYgL+/P7Vr16Z9+/Z8+OGHhIaG2pxn+fLl+Pn5MWbMGLZt\n20aHDh2oVasWbdq0ISAgwDLu1KlTjB07lk6dOtGgQQNq1qxJs2bNGDp0KNu2bUv3c2/evJkBAwbQ\npEkT6tevT9++fQkICLA8mN2/f3+bY5KTk5k/fz59+vShYcOG1KlTh06dOjFt2jSioqIy+mu2kVZs\n4u+//yYwMJBBgwbxyCOPUL9+fZ555hm2b98OQEJCAtOmTaNdu3bUqlWLli1bMnnyZBISEqzOZ6/Y\nws1++OGHdD/XrXH17t3bsuQw7YH4ixcvWsVtr0hG//79iY2N5eOPP6Zly5bUqVOHDh06MHXq1Awf\nxr/Z7R6M3759O8OHD6dFixbUrFmTxx57jNGjR9s8yH7r30faedPmTlr/O++8Q0BAwG3n9YEDB/Dz\n86NFixaZSk737dvHiRMnaNCgAeXKlbPqSyuC8fjjj3Pu3Dn69u1L7dq1adq0KdOnT7eMS0pK4qef\nfuLpp5+mQYMG1K5dm8cff5yJEydy+fLl28aQEXsFN26Oy2w2M2/ePHr06EG9evVo2LAhAwcOZOvW\nremeMzv/TdmTNv6FF14gPj6ezz77jPbt21O7dm1atmzJhx9+SGxsLJD69zxo0CAaNmxIvXr16Nu3\nL3v37k333Fn5Dkqzfft2Ro4cSevWralTpw5169albdu2vPvuuxkWpdm/fz8HDx5k6NChNG7cmNq1\na9OpUydmzJiR7jzLyPHjx3n77bdp1aoVtWrVwt/fn0GDBrFu3Tq741u3bk2NGjUIDQ1l69atDBgw\ngEceeYS6devSo0cPfvzxxywXODhx4gSxsbF0+v/2zj2spuz/4+9dSVcqhqlUEvY5TciUcSuFcYso\nTK4jgzIYl5rx/brEzLjN16ivIc2YhvEwxiBR1EwzBtNQYQhhRIUUXaiUbjqns35/ePb+nd3Zp845\nkfmyXs/T8/Tstdfaa62z1tr7s9Znvdfo0UhISICXl5dG+WYYBt26ddP4OZcvXwYAteNA7969ATzr\nlwqFosn01I0ruv5W1dXV2LZtG/z8/ODq6gpXV1eMGDECn332Ge7du8ffx/WpH3/8EQzD8O+1hn1B\n2/cYJyi0fft2FBUVYdWqVfD29kaPHj3g5eWFVatWobCwUG19/Pzzz5g9UlwU5AAAHulJREFUezY8\nPDzg4uKCoUOH4vPPP1c7rmRkZGDx4sX8/R4eHggJCcG1a9dE79e0fhri6+sLhUKB/fv3q72H8mpA\njS/Kaw03wzhy5EgAgKmpKby9vUEIQUxMjODevn37wsbGBrW1tTh58qRoekePHgXDMBg1ahQMDQ0B\nPDNaFi1ahE8++QTnz5+HsbExunfvjocPH2Lv3r0YO3Ysrly5Ipre9evXsWDBAlRUVKBr164oKSmB\nVCoFACQmJmLcuHE4ePAgSkpK0LlzZ9jb26OiogKnTp1CcHCw6CC+adMmzJ8/n89Lly5dcPXqVXz4\n4YfYvXu3aD4qKysxY8YMrFmzBhkZGbCwsICTkxPy8vKwfft2+Pn5aa2gxzAMYmNjMXPmTGRkZKBT\np07Q19fHpUuXMG/ePCQnJ2Pq1KmIjo6Gnp4ebG1tUVRUhF27duFf//qXVs/SFJZlIZVKeQPDzc0N\n7u7ugtlndZvWnz59isDAQPzwww/Q09ODk5MT8vPzER0djffeew/3799vVt7WrVuHoKAgnDx5EgqF\nAhKJBDU1NYiPj8fEiRNx48YNtXHNzc3h5ubG73GysbGBm5sbHB0d4enpifbt26O2tlZlwoEjLi4O\nDMNg7NixGm3a/+WXX8AwDDw8PNTeU1VVhQ8++ADXr19H165d8fTpU35PSHl5OSZNmoR169YhIyMD\nHTp0QLdu3VBYWIjdu3fD19cXFy5caDIf6mhMfEChUGDRokVYv349CgsL0aVLFxBCcPbsWcydOxdH\njx5ViaNLn2qKqqoqTJ48GdHR0dDX14etrS2Ki4uxd+9eLFiwgDekMjIyYG9vDz09PVy4cAGzZs1S\naQu6jkFr1qxBUFAQfv31VxBC0L17d7Rr1w4PHjzA4cOHMXHiRPz999+i9ZuUlIRp06YhJSUFHTt2\nRPv27XH79m1ERkZi/vz5WtVFTEwMJkyYgPj4eFRWVkIikcDU1BSpqalYsmQJPv74Y7VGyK5duzB3\n7lx+jDEzM0NmZiY2bNiATz/9VKt89OzZE7GxsYiIiMAbb7yhUZybN28CAOzs7HDgwAEsWbIEgYGB\n+OSTT5CQkKCSb0IIr2aobu+Pra0tAKCurq5RI0MTtP2tnj59iunTp2Pbtm3IyclBp06d0KVLFzx8\n+BD79+8XiIG0bt0abm5u6NChAwghaN++Pdzc3MCyLJ+eLu8xrv/euXMHfn5+iI2NRevWrdG5c2cU\nFxcjJiYGAQEBKC0tFcTj+kFoaChSU1NhaGiI7t27o7S0FD/99BMmTJiAgoICQZydO3di0qRJ+O23\n3yCTySCRSEAIQVJSEgICAvDTTz/pXD8N4cbLX375RYtfkPI/CaFQXlPy8/OJRCIhEomEXLp0ib9+\n/PhxwrIskUqlJC8vTxDnq6++IizLkvnz56ukJ5fLSf/+/YlEIiEXL17kr//nP/8hLMuSkSNHkitX\nrvDXa2pqyNq1awnLsmTgwIHk8ePHfNjhw4cJy7JEIpGQ4OBg8vTpU0IIIWVlZYQQQkpKSkjv3r2J\nRCIh0dHRpL6+no9bUlJCgoOD+XSV+f333wnLsqRHjx4kMTGRv15aWkrmzJnDP/P9998XxFu4cCFh\nWZYEBASQnJwc/vrjx4/J4sWLCcuyZMyYMUQulzdS4//P9OnT+WeFhYWRmpoaQgghT548If7+/kQi\nkRCpVEoGDx5Mrl27xsc7cOAAH0/5t4mMjCQsy5K5c+eKPm/nzp2EZVmVcnFpKT/j6tWr/HWxfEsk\nEvL999/z186dO0dYliUsy5K33nqLHDlyhA978OAB8ff3JyzLkhkzZmicVu/evQX3cu2hV69e5Nix\nY/z16upqEhoaSliWJUOGDGmyPubOnUskEgmJjIwUXOfaaHBwsEqZ6+rqyDvvvEMkEgnJyspSCRfD\nx8eHSCQScvbsWZWw/Px8vn4HDx5MCgsLCSGEVFVVEZlMRgghZNasWXyfyczM5OOWl5fz7a1v376k\nqKio0TIrP4vrO4QQsmzZMiKRSMjatWtV7mVZlvTs2ZMcPnyYD6usrOTz5O3tLSiPrn1KHcrtqV+/\nfiQ9PZ0Pi4uL48OkUinZsGEDX2ePHz8mY8aMIRKJhCxbtkyQpi5jUHJyMmFZlri6upKUlBRBerdu\n3SJDhw4lEomEhISECMK4vs2yLAkNDRWkuX//fr4+UlNTNaqPv/76i0ilUiKRSMjWrVtJXV0dH/bH\nH3+QPn36EIlEQsLDwwXxBg8ezD9rw4YNpLa2lhBCiEKhIJs3b+bDcnNzNcqHGOralzJc/rjxWvmP\nZVkyYcIEUlxczN9fVlbGp3n//n21zxYbu9ShblzR5bfau3cvYVmWjBo1StD/njx5QoKDg4lEIiEf\nfPCB4Dlr1qwhLMuqtEtd32NcX2dZlvj7+5Ps7Gw+7MqVK8TNzY1IJBLy1Vdficbr27evoEylpaUk\nMDCQsCxLpk6dyl8/ceIEYVmWvP3224Jxn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"text/plain": [ - "" + "" ] }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } - ], - "source": [ - "plt.figure(figsize=(10, 6))\n", - "x = pd.rolling_mean(sorted_df[\"avgMultiplicity\"], WINDOW, center=True).dropna()\n", - "y = pd.rolling_mean(sorted_df[solvers].std(axis=1), WINDOW, center=True).dropna()\n", - "axes = plt.gca()\n", - "axes.set_xlim([1, 55])\n", - "plot_linear_regression(x, y)\n", - "plt.plot(x, y)\n", - "plt.xlabel(\"Average multiplicity (rolling mean on %s instances)\" % WINDOW)\n", - "plt.ylabel(\"Average standard deviation\")\n", - "plt.grid()\n", - "plt.show()" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "# [Sec. 4.4] Discussion" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## [Sec. 4.4.1] Behavior of the integer program" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 43, + "source": [ + "cplex_instances = df[df[\"cplexOpt\"].notnull() | df[\"cplexLB\"].notnull() | df[\"cplexUB\"].notnull()]\n", + "print(\"%s instances (%.2f %%) submitted to CPLEX.\" % (len(cplex_instances), 100.0 * len(cplex_instances)/len(df)))" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "342 instances (3.11 %) submitted to CPLEX.\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "cplex_instances = df[df[\"cplexOpt\"].notnull() | df[\"cplexLB\"].notnull() | df[\"cplexUB\"].notnull()]\n", - "print \"%s instances (%.2f %%) submitted to CPLEX.\" % (len(cplex_instances), 100.0 * len(cplex_instances)/len(df))" ] }, { - "cell_type": "code", - "execution_count": 44, + "source": [ + "print(\"CPLEX's success in less than one hour: %s instances (%.1f %%).\" % (df[\"cplexOpt\"].count(), 100.0 * df[\"cplexOpt\"].count() / len(cplex_instances)))" + ], + "execution_count": null, "metadata": { "collapsed": false, - "scrolled": true + "deletable": true, + "scrolled": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "CPLEX's success in less than one hour: 43 instances (12.6 %).\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "print \"CPLEX's success in less than one hour: %s instances (%.1f %%).\" % (df[\"cplexOpt\"].count(), 100.0 * df[\"cplexOpt\"].count() / len(cplex_instances))" ] }, { - "cell_type": "code", - "execution_count": 45, + "source": [ + "for above in (13, 20):\n", + " cplex_instances_above = cplex_instances[df[\"avgMultiplicity\"] > above]\n", + " print(\"CPLEX's success in less than one hour above an average multiplicity of %s: %.1f %%.\" % (above, 100.0 * cplex_instances_above[\"cplexOpt\"].count() / len(cplex_instances_above)))" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "CPLEX's success in less than one hour above an average multiplicity of 13: 3.8 %.\n", "CPLEX's success in less than one hour above an average multiplicity of 20: 0.0 %.\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "for above in (13, 20):\n", - " cplex_instances_above = cplex_instances[df[\"avgMultiplicity\"] > above]\n", - " print \"CPLEX's success in less than one hour above an average multiplicity of %s: %.1f %%.\" % (above, 100.0 * cplex_instances_above[\"cplexOpt\"].count() / len(cplex_instances_above))" ] }, { - "cell_type": "code", - "execution_count": 46, + "source": [ + "cplex_results = df[df[\"cplexOpt\"].notnull() | df[\"cplexUB\"].notnull()][[\"cplexOpt\",\"cplexUB\",\"pageCount\"]]\n", + "print(\"All the %s instances for which CPLEX has found either a solution, either an upper bound:\" % len(cplex_results))\n", + "cplex_results" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "All the 51 instances for which CPLEX has found either a solution, either an upper bound:\n" - ] + ], + "name": "stdout" }, { + "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -1011,69 +1128,69 @@ " \n", " C015_A020_T020_P00.json\n", " 0\n", - " 2\n", + " 2.0\n", " NaN\n", " 2\n", " \n", " \n", " 1\n", - " 4\n", + " 4.0\n", " NaN\n", " 4\n", " \n", " \n", " 2\n", - " 8\n", + " 8.0\n", " NaN\n", " 8\n", " \n", " \n", " 3\n", - " 2\n", + " 2.0\n", " NaN\n", " 2\n", " \n", " \n", " 4\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 5\n", - " 8\n", + " 8.0\n", " NaN\n", " 8\n", " \n", " \n", " C015_A020_T050_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 4\n", " NaN\n", - " 7\n", + " 7.0\n", " 6\n", " \n", " \n", " C015_A020_T080_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", @@ -1081,30 +1198,30 @@ " C015_A050_T020_P00.json\n", " 0\n", " NaN\n", - " 8\n", + " 8.0\n", " 8\n", " \n", " \n", " 1\n", - " 7\n", + " 7.0\n", " NaN\n", " 7\n", " \n", " \n", " 2\n", " NaN\n", - " 7\n", + " 7.0\n", " 7\n", " \n", " \n", " 3\n", " NaN\n", - " 8\n", + " 8.0\n", " 8\n", " \n", " \n", " 5\n", - " 7\n", + " 7.0\n", " NaN\n", " 7\n", " \n", @@ -1112,12 +1229,12 @@ " C015_A050_T050_P00.json\n", " 0\n", " NaN\n", - " 6\n", + " 6.0\n", " 6\n", " \n", " \n", " 3\n", - " 5\n", + " 5.0\n", " NaN\n", " 6\n", " \n", @@ -1125,135 +1242,135 @@ " C015_A050_T080_P00.json\n", " 2\n", " NaN\n", - " 7\n", + " 7.0\n", " 8\n", " \n", " \n", " C020_A025_T025_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 1\n", - " 4\n", + " 4.0\n", " NaN\n", " 5\n", " \n", " \n", " 3\n", - " 2\n", + " 2.0\n", " NaN\n", " 2\n", " \n", " \n", " 4\n", - " 4\n", + " 4.0\n", " NaN\n", " 4\n", " \n", " \n", " C020_A025_T055_P00.json\n", " 0\n", - " 4\n", + " 4.0\n", " NaN\n", " 4\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " C020_A025_T085_P00.json\n", " 3\n", - " 4\n", + " 4.0\n", " NaN\n", " 4\n", " \n", " \n", " C025_A030_T030_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 1\n", - " 5\n", + " 5.0\n", " NaN\n", " 5\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 4\n", - " 5\n", + " 5.0\n", " NaN\n", " 5\n", " \n", " \n", " C025_A030_T060_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " C025_A030_T090_P00.json\n", " 0\n", - " 4\n", + " 4.0\n", " NaN\n", " 4\n", " \n", " \n", " 3\n", - " 4\n", + " 4.0\n", " NaN\n", " 4\n", " \n", " \n", " C025_A060_T030_P00.json\n", " 4\n", - " 5\n", + " 5.0\n", " NaN\n", " 5\n", " \n", " \n", " C030_A035_T035_P00.json\n", " 0\n", - " 2\n", + " 2.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " C030_A035_T065_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", @@ -1261,19 +1378,19 @@ " C030_A035_T095_P00.json\n", " 0\n", " NaN\n", - " 4\n", + " 4.0\n", " 4\n", " \n", " \n", " C035_A040_T040_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", @@ -1281,59 +1398,59 @@ " C035_A040_T100_P00.json\n", " 3\n", " NaN\n", - " 4\n", + " 4.0\n", " 5\n", " \n", " \n", " C040_A045_T045_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " C040_A045_T075_P00.json\n", " 0\n", - " 4\n", + " 4.0\n", " NaN\n", " 4\n", " \n", " \n", " C045_A050_T050_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " C045_A050_T080_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 4\n", " \n", " \n", " C050_A055_T055_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", " \n", " 3\n", - " 3\n", + " 3.0\n", " NaN\n", " 3\n", " \n", @@ -1344,104 +1461,87 @@ "text/plain": [ " cplexOpt cplexUB pageCount\n", "filename i \n", - "C015_A020_T020_P00.json 0 2 NaN 2\n", - " 1 4 NaN 4\n", - " 2 8 NaN 8\n", - " 3 2 NaN 2\n", - " 4 3 NaN 3\n", - " 5 8 NaN 8\n", - "C015_A020_T050_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3\n", - " 4 NaN 7 6\n", - "C015_A020_T080_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3\n", - "C015_A050_T020_P00.json 0 NaN 8 8\n", - " 1 7 NaN 7\n", - " 2 NaN 7 7\n", - " 3 NaN 8 8\n", - " 5 7 NaN 7\n", - "C015_A050_T050_P00.json 0 NaN 6 6\n", - " 3 5 NaN 6\n", - "C015_A050_T080_P00.json 2 NaN 7 8\n", - "C020_A025_T025_P00.json 0 3 NaN 3\n", - " 1 4 NaN 5\n", - " 3 2 NaN 2\n", - " 4 4 NaN 4\n", - "C020_A025_T055_P00.json 0 4 NaN 4\n", - " 3 3 NaN 3\n", - "C020_A025_T085_P00.json 3 4 NaN 4\n", - "C025_A030_T030_P00.json 0 3 NaN 3\n", - " 1 5 NaN 5\n", - " 3 3 NaN 3\n", - " 4 5 NaN 5\n", - "C025_A030_T060_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3\n", - "C025_A030_T090_P00.json 0 4 NaN 4\n", - " 3 4 NaN 4\n", - "C025_A060_T030_P00.json 4 5 NaN 5\n", - "C030_A035_T035_P00.json 0 2 NaN 3\n", - " 3 3 NaN 3\n", - "C030_A035_T065_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3\n", - "C030_A035_T095_P00.json 0 NaN 4 4\n", - "C035_A040_T040_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3\n", - "C035_A040_T100_P00.json 3 NaN 4 5\n", - "C040_A045_T045_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3\n", - "C040_A045_T075_P00.json 0 4 NaN 4\n", - "C045_A050_T050_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3\n", - "C045_A050_T080_P00.json 0 3 NaN 4\n", - "C050_A055_T055_P00.json 0 3 NaN 3\n", - " 3 3 NaN 3" + "C015_A020_T020_P00.json 0 2.0 NaN 2\n", + " 1 4.0 NaN 4\n", + " 2 8.0 NaN 8\n", + " 3 2.0 NaN 2\n", + " 4 3.0 NaN 3\n", + " 5 8.0 NaN 8\n", + "C015_A020_T050_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3\n", + " 4 NaN 7.0 6\n", + "C015_A020_T080_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3\n", + "C015_A050_T020_P00.json 0 NaN 8.0 8\n", + " 1 7.0 NaN 7\n", + " 2 NaN 7.0 7\n", + " 3 NaN 8.0 8\n", + " 5 7.0 NaN 7\n", + "C015_A050_T050_P00.json 0 NaN 6.0 6\n", + " 3 5.0 NaN 6\n", + "C015_A050_T080_P00.json 2 NaN 7.0 8\n", + "C020_A025_T025_P00.json 0 3.0 NaN 3\n", + " 1 4.0 NaN 5\n", + " 3 2.0 NaN 2\n", + " 4 4.0 NaN 4\n", + "C020_A025_T055_P00.json 0 4.0 NaN 4\n", + " 3 3.0 NaN 3\n", + "C020_A025_T085_P00.json 3 4.0 NaN 4\n", + "C025_A030_T030_P00.json 0 3.0 NaN 3\n", + " 1 5.0 NaN 5\n", + " 3 3.0 NaN 3\n", + " 4 5.0 NaN 5\n", + "C025_A030_T060_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3\n", + "C025_A030_T090_P00.json 0 4.0 NaN 4\n", + " 3 4.0 NaN 4\n", + "C025_A060_T030_P00.json 4 5.0 NaN 5\n", + "C030_A035_T035_P00.json 0 2.0 NaN 3\n", + " 3 3.0 NaN 3\n", + "C030_A035_T065_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3\n", + "C030_A035_T095_P00.json 0 NaN 4.0 4\n", + "C035_A040_T040_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3\n", + "C035_A040_T100_P00.json 3 NaN 4.0 5\n", + "C040_A045_T045_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3\n", + "C040_A045_T075_P00.json 0 4.0 NaN 4\n", + "C045_A050_T050_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3\n", + "C045_A050_T080_P00.json 0 3.0 NaN 4\n", + "C050_A055_T055_P00.json 0 3.0 NaN 3\n", + " 3 3.0 NaN 3" ] }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 34, + "metadata": {} } - ], - "source": [ - "cplex_results = df[df[\"cplexOpt\"].notnull() | df[\"cplexUB\"].notnull()][[\"cplexOpt\",\"cplexUB\",\"pageCount\"]]\n", - "print \"All the %s instances for which CPLEX has found either a solution, either an upper bound:\" % len(cplex_results)\n", - "cplex_results" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## [Sec. 4.4.2] Comparison of the heuristic methods" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "### [Fig. 6] Performance of the main heuristics" - ] - }, - { - "cell_type": "code", - "execution_count": 47, + ], "metadata": { - "collapsed": false + "deletable": true, + "editable": true }, - "outputs": [ - { - "data": { - "image/png": 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ZtGrVihkzZshAiEpyL1hA7oiHIz6+3p5d5P3zX3iXLyd5zWqwWMLejUzYK4QQ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\nybkkN8/69et59dVXcTgcReZfu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WH27Nms53Z1dR2XHCtXrkRKSgoqKyshEolQXV2NGzdu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\nD+uiO+z+9L2ZAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "cell_type": "markdown" + }, + { "source": [ - "x = pd.rolling_mean(sorted_df[\"avgMultiplicity\"], WINDOW, center=True)\n", + "x = pd.Series.rolling(sorted_df[\"avgMultiplicity\"], WINDOW, center=True).mean()\n", "plt.figure(figsize=(10,5))\n", "axes = plt.gca()\n", "axes.set_xlim([2, 52])\n", @@ -1449,7 +1549,7 @@ " solver_name = time[len(\"times\"):]\n", " if solver_name in EXCLUDED_SOLVER_NAMES:\n", " continue\n", - " y = pd.rolling_mean(sorted_df[time], WINDOW, center=True)\n", + " y = pd.Series.rolling(sorted_df[time], WINDOW, center=True).mean()\n", " plt.plot(x, y, label=SOLVER_NAMES[solver_name])\n", "plt.yscale('log')\n", "plt.xlabel(\"Average multiplicity (rolling mean on %s instances)\" % WINDOW)\n", @@ -1458,23 +1558,57 @@ "plt.savefig(os.path.join(OUTPUT_PATH, \"speed_by_multiplicity.pdf\"), bbox_inches='tight')\n", "plt.legend(loc=7) # legend not plotted for the paper version\n", "plt.show()" + ], + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "cell_type": "code", + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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hIa5168m7ZfRvHX9f8MHrpXDCxCrvFwvkHWXM6hI0wDfrc0TxCUtsLKEDB+I9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\n9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ZW0tDSqV6+ORqPB19e3orp5RTJTQtxoruoj4q5du9KlSxd++eUXvvvuO3bv3u34Ku7F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+ "text/plain": [ + "" + ] + }, + "metadata": {} + } ] }, { - "cell_type": "code", - "execution_count": 48, + "source": [ + "contents = [\n", + " df[times].min().map('{:,.2f}'.format),\n", + " df[times].max().map('{:,.2f}'.format),\n", + " df[times].mean().map('{:,.2f}'.format),\n", + " df[times].std().map('{:,.2f}'.format)\n", + "]\n", + "digest = pd.DataFrame(contents, index = [\"min\", \"max\", \"mean\", \"std\"])\n", + "digest.columns = SOLVER_NAMES.values()\n", + "print(\"Basic aggregations on execution times (in seconds):\")\n", + "digest" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "Basic aggregations on execution times (in seconds):\n" - ] + ], + "name": "stdout" }, { + "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -1545,58 +1679,34 @@ "std 1.10 0.05 0.04 " ] }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 37, + "metadata": {} } - ], - "source": [ - "contents = [\n", - " df[times].min().map('{:,.2f}'.format),\n", - " df[times].max().map('{:,.2f}'.format),\n", - " df[times].mean().map('{:,.2f}'.format),\n", - " df[times].std().map('{:,.2f}'.format)\n", - "]\n", - "digest = pd.DataFrame(contents, index = [\"min\", \"max\", \"mean\", \"std\"])\n", - "digest.columns = SOLVER_NAMES.values()\n", - "print \"Basic aggregations on execution times (in seconds):\"\n", - "digest" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "### [Fig. 7] Relative quality of the five main heuristics" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "The outcomes are plotted at $y = \\frac{\\mathrm{best~size}}{\\mathrm{size}}$, with $y=1$ corresponding to the best known solution (which is either the optimal or the best feasible solution found by CPLEX, or the smallest approximation calculated for the given instance)." - ] - }, - { - "cell_type": "code", - "execution_count": 49, + ], "metadata": { - "collapsed": false + "deletable": true, + "editable": true }, - "outputs": [ - { - "data": { - "image/png": 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JkybPAjI2pnHjxhw/fjzDa+7cucOgQYN0ymrUqEFcXBxnz56lWbNm+Pv7Y2Zm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\ndubevXv6sc6cnJxQFIX169fTvXt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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "cell_type": "markdown" + }, + { "source": [ - "x = pd.rolling_mean(sorted_df[\"avgMultiplicity\"], WINDOW, center=True)\n", + "x = pd.Series.rolling(sorted_df[\"avgMultiplicity\"], WINDOW, center=True).mean()\n", "plt.figure(figsize=(10,7))\n", "axes = plt.gca()\n", "axes.set_xlim([2, 52])\n", @@ -1608,7 +1718,7 @@ " if solver_name in EXCLUDED_SOLVER_NAMES:\n", " continue\n", " ratio = sorted_df[\"best\"] / sorted_df[solver]\n", - " y = pd.rolling_mean(ratio, WINDOW, center=True)\n", + " y = pd.Series.rolling(ratio, WINDOW, center=True).mean()\n", " plt.plot(x, y, label=SOLVER_NAMES[solver_name])\n", "plt.xlabel(\"Average multiplicity (rolling mean on %s instances)\" % WINDOW)\n", "plt.ylabel(\"Average pagination size vs. best known result\")\n", @@ -1622,55 +1732,94 @@ "legend.set_bbox_to_anchor(bb)\n", "\n", "plt.savefig(os.path.join(OUTPUT_PATH, \"relative_size_by_multiplicity.pdf\"), bbox_inches='tight')" + ], + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "cell_type": "code", + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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I3bp16d+/P+XLl0/zumzdupUpU6Zw+PBhEhMTKV++PJ9//jlz5sxh/vz5zJgx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RAAAg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\n3hh6F0Q1Lo50vaP8h+tv0y0ZrKvHxliplFouXXmd5cFlMnFBPOFnsPfWrp8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ZgocFIpNL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7Zt28by5cvp1KkTAQEBbN++nddee43Q0FD+/PNPysvL6dy5YalxCQkJCQkJif8ACnOhPFmc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\nk358fDz9+/fn999/x8LCgsqVKxMaGsq8efN45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EVFUaE2zlGxRggZEJ/Px8uX\nL3H+/Hm9STe/ffuG48ePQy6Xw97e/rcpCMj41tjYCKVSiYqKCpw4cYIbND8SwcHBWLRoEYqLi8ds\nSofRQNcUIWSk8vPzMXHiRJMITSL/LQoYIYQM6NChQ3j16hUePXoEoVDIxQg3NjZCpVLB2toaFy5c\n4JLgyP8HlmW5aRcYhsHKlSv/SCz+6dOnsXHjRmRnZ/8WZDJe0DVFCBmJyspKPH78GKmpqWMW0kVG\nDxVrhJABzZ07F6Wlpbh58ybKysrw+fNnaDQazJw5E0FBQdi6dSsXu06GbiSBEKZAIBBwxURISMgf\nK6zc3d2RkpKC3NxcJCYmjssvInRNEUJGQiqVwtPTE0lJSWO9K2QUUMAIIYQQQgghhJggGrNGCCGE\nEEIIISaIijVCCCGEEEIIMUFUrBFCCCGEEEKICaJijRBCCCGEEEJMEBVrhBBCCCGEEGKCqFgjhBBC\nCCGEEBNExRohhBBCCCGEmCAq1gghhBBCCCHEBFGxRgghhBBCCCEm6B+R/SD4aLOuiQAAAABJRU5E\nrkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## Exact algorithms vs. heuristics" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "The column `pageCount` gives the smallest pagination size found by the various **heuristics**:" - ] - }, - { - "cell_type": "code", - "execution_count": 50, + ], "metadata": { - "collapsed": false + "deletable": true, + "editable": true }, - "outputs": [], + "cell_type": "markdown" + }, + { "source": [ "assert len(df[df[\"pageCount\"] != df[solvers].min(axis=1)]) == 0" - ] + ], + "execution_count": null, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "cell_type": "code", + "outputs": [] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "Hence, the optimal value found by CPLEX may be lesser than this one:" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 51, + "source": [ + "suboptimal_instances_1 = df[df[\"cplexOpt\"] < df[\"pageCount\"]][[\"cplexOpt\", \"pageCount\"] + solvers]\n", + "suboptimal_instances_1.columns = [\"cplexOpt\", \"pageCount\"] + list(SOLVER_NAMES.values())\n", + "print(\"The optimal solution is better than the best approximation for these %s instances:\" % len(suboptimal_instances_1))\n", + "suboptimal_instances_1" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "The optimal solution is better than the best approximation for these 4 instances:\n" - ] + ], + "name": "stdout" }, { + "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -1705,7 +1854,7 @@ " \n", " C015_A050_T050_P00.json\n", " 3\n", - " 5\n", + " 5.0\n", " 6\n", " 6\n", " 7\n", @@ -1717,7 +1866,7 @@ " \n", " C020_A025_T025_P00.json\n", " 1\n", - " 4\n", + " 4.0\n", " 5\n", " 5\n", " 5\n", @@ -1729,7 +1878,7 @@ " \n", " C030_A035_T035_P00.json\n", " 0\n", - " 2\n", + " 2.0\n", " 3\n", " 3\n", " 3\n", @@ -1741,7 +1890,7 @@ " \n", " C045_A050_T080_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " 4\n", " 4\n", " 4\n", @@ -1757,10 +1906,10 @@ "text/plain": [ " cplexOpt pageCount Grouping GA Standard GA \\\n", "filename i \n", - "C015_A050_T050_P00.json 3 5 6 6 7 \n", - "C020_A025_T025_P00.json 1 4 5 5 5 \n", - "C030_A035_T035_P00.json 0 2 3 3 3 \n", - "C045_A050_T080_P00.json 0 3 4 4 4 \n", + "C015_A050_T050_P00.json 3 5.0 6 6 7 \n", + "C020_A025_T025_P00.json 1 4.0 5 5 5 \n", + "C030_A035_T035_P00.json 0 2.0 3 3 3 \n", + "C045_A050_T080_P00.json 0 3.0 4 4 4 \n", "\n", " Overload-and-Remove \\\n", "filename i \n", @@ -1784,41 +1933,46 @@ "C045_A050_T080_P00.json 0 5 " ] }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 41, + "metadata": {} } - ], - "source": [ - "suboptimal_instances_1 = df[df[\"cplexOpt\"] < df[\"pageCount\"]][[\"cplexOpt\", \"pageCount\"] + solvers]\n", - "suboptimal_instances_1.columns = [\"cplexOpt\", \"pageCount\"] + SOLVER_NAMES.values()\n", - "print \"The optimal solution is better than the best approximation for these %s instances:\" % len(suboptimal_instances_1)\n", - "suboptimal_instances_1" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "It may happen that the upper bound found by CPLEX is less than the best page count found by the heuristics. In this case, we know that there exists a better pagination (although CPLEX cannot prove its optimality):" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 52, + "source": [ + "suboptimal_instances_2 = df[df[\"cplexUB\"] < df[\"pageCount\"]][[\"cplexUB\", \"pageCount\"] + solvers]\n", + "suboptimal_instances_2.columns = [\"cplexOpt\", \"pageCount\"] + list(SOLVER_NAMES.values())\n", + "print(\"For %s more instances, we know that the best approximation is not optimal:\" % len(suboptimal_instances_2))\n", + "suboptimal_instances_2" + ], + "execution_count": null, "metadata": { "collapsed": false, - "scrolled": false + "deletable": true, + "scrolled": false, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "For 2 more instances, we know that the best approximation is not optimal:\n" - ] + ], + "name": "stdout" }, { + "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -1853,7 +2007,7 @@ " \n", " C015_A050_T080_P00.json\n", " 2\n", - " 7\n", + " 7.0\n", " 8\n", " 8\n", " 10\n", @@ -1865,7 +2019,7 @@ " \n", " C035_A040_T100_P00.json\n", " 3\n", - " 4\n", + " 4.0\n", " 5\n", " 5\n", " 5\n", @@ -1881,8 +2035,8 @@ "text/plain": [ " cplexOpt pageCount Grouping GA Standard GA \\\n", "filename i \n", - "C015_A050_T080_P00.json 2 7 8 8 10 \n", - "C035_A040_T100_P00.json 3 4 5 5 5 \n", + "C015_A050_T080_P00.json 2 7.0 8 8 10 \n", + "C035_A040_T100_P00.json 3 4.0 5 5 5 \n", "\n", " Overload-and-Remove \\\n", "filename i \n", @@ -1900,33 +2054,35 @@ "C035_A040_T100_P00.json 3 6 " ] }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 42, + "metadata": {} } - ], - "source": [ - "suboptimal_instances_2 = df[df[\"cplexUB\"] < df[\"pageCount\"]][[\"cplexUB\", \"pageCount\"] + solvers]\n", - "suboptimal_instances_2.columns = [\"cplexOpt\", \"pageCount\"] + SOLVER_NAMES.values()\n", - "print \"For %s more instances, we know that the best approximation is not optimal:\" % len(suboptimal_instances_2)\n", - "suboptimal_instances_2" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "The column `best` gives the minimum pagination sizes found by the heuristics and CPLEX (including the upper bound):" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 53, + "source": [ + "df[df[\"best\"] < df[\"pageCount\"]][[\"best\", \"pageCount\"]]" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { + "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -1949,37 +2105,37 @@ " \n", " C015_A050_T050_P00.json\n", " 3\n", - " 5\n", + " 5.0\n", " 6\n", " \n", " \n", " C015_A050_T080_P00.json\n", " 2\n", - " 7\n", + " 7.0\n", " 8\n", " \n", " \n", " C020_A025_T025_P00.json\n", " 1\n", - " 4\n", + " 4.0\n", " 5\n", " \n", " \n", " C030_A035_T035_P00.json\n", " 0\n", - " 2\n", + " 2.0\n", " 3\n", " \n", " \n", " C035_A040_T100_P00.json\n", " 3\n", - " 4\n", + " 4.0\n", " 5\n", " \n", " \n", " C045_A050_T080_P00.json\n", " 0\n", - " 3\n", + " 3.0\n", " 4\n", " \n", " \n", @@ -1989,66 +2145,88 @@ "text/plain": [ " best pageCount\n", "filename i \n", - "C015_A050_T050_P00.json 3 5 6\n", - "C015_A050_T080_P00.json 2 7 8\n", - "C020_A025_T025_P00.json 1 4 5\n", - "C030_A035_T035_P00.json 0 2 3\n", - "C035_A040_T100_P00.json 3 4 5\n", - "C045_A050_T080_P00.json 0 3 4" + "C015_A050_T050_P00.json 3 5.0 6\n", + "C015_A050_T080_P00.json 2 7.0 8\n", + "C020_A025_T025_P00.json 1 4.0 5\n", + "C030_A035_T035_P00.json 0 2.0 3\n", + "C035_A040_T100_P00.json 3 4.0 5\n", + "C045_A050_T080_P00.json 0 3.0 4" ] }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 43, + "metadata": {} } - ], - "source": [ - "df[df[\"best\"] < df[\"pageCount\"]][[\"best\", \"pageCount\"]]" ] }, { - "cell_type": "code", - "execution_count": 54, + "source": [ + "count = len(suboptimal_instances_1) + len(suboptimal_instances_2)\n", + "print(\"All in all, ILP improved on the heuristics in %s cases\" % count, end=\" \")\n", + "print(\"(%.02f %% of the %s selected instances).\" % (100.0 * count / len(cplex_instances), len(cplex_instances)))" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "All in all, ILP improved on the heuristics in 6 cases (1.75 % of the 342 selected instances).\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "count = len(suboptimal_instances_1) + len(suboptimal_instances_2)\n", - "print \"All in all, ILP improved on the heuristics in %s cases\" % count,\n", - "print \"(%.02f %% of the %s selected instances).\" % (100.0 * count / len(cplex_instances), len(cplex_instances))" ] }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## Grouping GA vs. the other heuristics" - ] + ], + "metadata": { + "deletable": true, + "editable": true + }, + "cell_type": "markdown" }, { - "cell_type": "code", - "execution_count": 55, + "source": [ + "prefix = [\"avgMultiplicity\", \"pageCount\"]\n", + "columns = [\n", + " \"solversGeneticGroup\",\n", + " \"solversGeneticStandard\",\n", + " \"solversOverloadAndRemove\",\n", + " \"solversOverloadAndRemovePresort\"\n", + "]\n", + "bad_gga = df[df[\"pageCount\"] < df[\"solversGeneticGroup\"]][prefix + columns]\n", + "for column in columns[1:]:\n", + " bad_gga[column] = bad_gga[column][bad_gga[column] < bad_gga[\"solversGeneticGroup\"]]\n", + "bad_gga.columns = prefix + [SOLVER_NAMES[column[len(\"solvers\"):]] for column in columns]\n", + "print(\"In %.02f %% of the cases,\" % (100.0 - 100.0 * len(bad_gga) / len(df)),)\n", + "print(\"Grouping GA was the best heuristics, except on these %s instances\" % len(bad_gga), end=\" \")\n", + "print(\"(greater values erased for clarity, sorted by increasing average multiplicity).\")\n", + "bad_gga.sort_values(by=\"avgMultiplicity\").fillna(\"\")" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ - "In 99.64 % of the cases, Grouping GA was the best heuristics, except on these 40 instances (greater values erased for clarity, sorted by increasing average multiplicity).\n" - ] + "In 99.64 % of the cases,\n", + "Grouping GA was the best heuristics, except on these 40 instances (greater values erased for clarity, sorted by increasing average multiplicity).\n" + ], + "name": "stdout" }, { + "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -2609,72 +2787,56 @@ "C015_A045_T100_P00.json 5 " ] }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 48, + "metadata": {} } - ], - "source": [ - "prefix = [\"avgMultiplicity\", \"pageCount\"]\n", - "columns = [\n", - " \"solversGeneticGroup\",\n", - " \"solversGeneticStandard\",\n", - " \"solversOverloadAndRemove\",\n", - " \"solversOverloadAndRemovePresort\"\n", - "]\n", - "bad_gga = df[df[\"pageCount\"] < df[\"solversGeneticGroup\"]][prefix + columns]\n", - "for column in columns[1:]:\n", - " bad_gga[column] = bad_gga[column][bad_gga[column] < bad_gga[\"solversGeneticGroup\"]]\n", - "bad_gga.columns = prefix + [SOLVER_NAMES[column[len(\"solvers\"):]] for column in columns]\n", - "print \"In %.02f %% of the cases,\" % (100.0 - 100.0 * len(bad_gga) / len(df)),\n", - "print \"Grouping GA was the best heuristics, except on these %s instances\" % len(bad_gga),\n", - "print \"(greater values erased for clarity, sorted by increasing average multiplicity).\"\n", - "bad_gga.sort(\"avgMultiplicity\").fillna(\"\")" ] }, { - "cell_type": "code", - "execution_count": 56, + "source": [ + "for column in bad_gga.columns[len(prefix) + 1:]:\n", + " count = bad_gga[column].count()\n", + " print(\"%s produced a better pagination than Grouping GA on %s instances (%.03f %%).\" % (column, count, (100.0 * count / len(df))))" + ], + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, + "cell_type": "code", "outputs": [ { - "name": "stdout", "output_type": "stream", "text": [ "Standard GA produced a better pagination than Grouping GA on 4 instances (0.036 %).\n", "Overload-and-Remove produced a better pagination than Grouping GA on 22 instances (0.200 %).\n", "Overload-and-Remove (with presort) produced a better pagination than Grouping GA on 24 instances (0.218 %).\n" - ] + ], + "name": "stdout" } - ], - "source": [ - "for column in bad_gga.columns[len(prefix) + 1:]:\n", - " count = bad_gga[column].count()\n", - " print \"%s produced a better pagination than Grouping GA on %s instances (%.03f %%).\" % (column, count, (100.0 * count / len(df)))" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", "language": "python", - "name": "python2" + "display_name": "Python [Root]", + "name": "Python [Root]" }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, + "version": "3.5.2", "file_extension": ".py", - "mimetype": "text/x-python", "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" - } + "pygments_lexer": "ipython3", + "mimetype": "text/x-python", + "codemirror_mode": { + "version": 3, + "name": "ipython" + }, + "nbconvert_exporter": "python" + }, + "anaconda-cloud": {} }, - "nbformat": 4, "nbformat_minor": 0 -} +} \ No newline at end of file