programs/figures_2_kings.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parallels of 2 Kings 19-25\n",
    "## Similarity plots of 2 Kings 19-25 and its parallels in Isaiah, Jeremiah, 2 Chronicles\n",
    "\n",
    "# 0. About\n",
    "\n",
    "## 0.1 Author\n",
    "Martijn Naaijer.\n",
    "\n",
    "## 0.2 Dependencies\n",
    "The plots below are based on data computed by the notebook [kings_ii](kings_ii.html),\n",
    "which in turn depends on the notebook [parallels](parallels.html).\n",
    "\n",
    "These notebooks are listed on the tool page [parallel](https://shebanq.ancient-data.org/tools?goto=parallel) of SHEBANQ from where they can be downloaded.\n",
    "\n",
    "## 0.3 Publications\n",
    "The plots of this notebook are included in\n",
    "\n",
    "Naaijer, Martijn and Dirk Roorda (2016). *Parallel Texts in the Hebrew Bible, New Methods and Visualizations*.\n",
    "Preprint on [arxiv](http://arxiv.org/abs/1603.01541). To be published in the \n",
    "[Journal of Datamining and Digitial Humanities](http://jdmdh.episciences.org).\n",
    "\n",
    "# 1. Results\n",
    "This notebook contains the R scripts that were used to make the figures in the article.\n",
    "The data comes out of the [kings_ii](kings_ii.html) notebook, and is a list of over 200,000 similarity measures between the sentences of 2 Kings 19-25 and those of its parallel chapters in Isaiah, Jeremiah and 2 Chronicles.\n",
    "\n",
    "# 2. Implementation\n",
    "\n",
    "## 2.1 Technical\n",
    "This notebook uses the R package *vioplot*, which depends on *sm*, which needs a Fortran compiler to be installed.\n",
    "On Mac OS X it is necessary to install such a compiler first. In this notebook, we installed one from \n",
    "[gcc.gnu](https://gcc.gnu.org/wiki/GFortranBinaries)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: sm\n",
      "Package 'sm', version 2.2-5.4: type help(sm) for summary information\n"
     ]
    }
   ],
   "source": [
    "REPO = 'http://cran.xl-mirror.nl/'\n",
    "#install.packages('vioplot', repos=REPO)\n",
    "library(vioplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 Row selection\n",
    "\n",
    "The rows of the similarity file consist of tab-separated lines with 9 fields:\n",
    "4 fields to specify one sentence of the comparison (book, chapter, verse, sentence number within verse), 4 more fields to specify the other sentence, and the 9th field holds the similarity (in percents) between the two sentences.\n",
    "\n",
    "The rows are ordered in such a way that the sentences in our reference chapters 2 Kings 19-25 are listed first, and after that the other sentences. All sentences are ordered by book, chapter, verse and sentence number.\n",
    "\n",
    "The similarities are specified only once per pair of sentences.\n",
    "There are no similarities with sentences in 2 Kings outside the chapters 19-25.\n",
    "\n",
    "So all similarities with verses in 2 Kings 19-25 occur in rows that have as book of the first sentence: ``2_Kings``.\n",
    "\n",
    "We store these rows in ``dat2``.\n",
    "\n",
    "We are not interested in similarities inside 2 Kings 19-25. These are exactly the rows where the book of the second sentence is ``2_Kings``. We store the remaining interesting rows in ``dat3``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dat <- read.table(\"kings_similarities.tsv\", sep = '\\t' ,header = TRUE)\n",
    "dat2 <- dat[dat$book_1 == '2_Kings',]\n",
    "dat3 <- dat2[dat2$book_2 != '2_Kings',]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Figures\n",
    "\n",
    "## Figure 1\n",
    "\n",
    "Overview of the distribution of all interesting similarities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "   2.00   24.00   29.00   29.26   34.00  100.00 "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot(dat3$sim, ylab = 'Similarity')\n",
    "summary(dat3$sim)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 2\n",
    "(This one needs the package *vioplot*.)\n",
    "A more sophisticated overview of the interesting similarities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vioplot(dat3$sim, names = '', col = 'white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 3\n",
    "\n",
    "Overview of the interesting similarities with the sentences of 2 Kings 19-25, separated by the books of the sentences outside 2 Kings 19-25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jer <- dat3[dat3$book_2 =='Jeremiah',]\n",
    "jes <- dat3[dat3$book_2 =='Isaiah',]\n",
    "chr <- dat3[dat3$book_2 =='2_Chronicles',]\n",
    "boxplot(jes$sim, jer$sim, chr$sim, names = c('Isaiah', 'Jeremiah', '2 Chronicles'),  ylab = 'Similarity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 4\n",
    "\n",
    "The same view as in Figure 3, but now restricted to those similarities that exceed a certain threshold (60% or more)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jer60 <- jer[jer$sim > 59,]\n",
    "jes60 <- jes[jes$sim > 59,]\n",
    "chr60 <- chr[chr$sim > 59,]\n",
    "boxplot(jes60$sim, jer60$sim, chr60$sim, names = c('Isaiah', 'Jeremiah', '2 Chronicles'), ylab = 'Similarity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 5 and t-test\n",
    "\n",
    "Here we constrain the similarities even more, to those of 80% and more.\n",
    "We also give the results of the t-test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tWelch Two Sample t-test\n",
       "\n",
       "data:  jes80$sim and jer80$sim\n",
       "t = 3.4953, df = 110.46, p-value = 0.0006826\n",
       "alternative hypothesis: true difference in means is not equal to 0\n",
       "95 percent confidence interval:\n",
       " 1.455433 5.266286\n",
       "sample estimates:\n",
       "mean of x mean of y \n",
       " 95.84615  92.48529 \n"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "\tWelch Two Sample t-test\n",
       "\n",
       "data:  jes80$sim and chr80$sim\n",
       "t = 4.5639, df = 145.75, p-value = 1.058e-05\n",
       "alternative hypothesis: true difference in means is not equal to 0\n",
       "95 percent confidence interval:\n",
       " 2.329075 5.887043\n",
       "sample estimates:\n",
       "mean of x mean of y \n",
       " 95.84615  91.73810 \n"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "\tWelch Two Sample t-test\n",
       "\n",
       "data:  jer80$sim and chr80$sim\n",
       "t = 0.65498, df = 144.47, p-value = 0.5135\n",
       "alternative hypothesis: true difference in means is not equal to 0\n",
       "95 percent confidence interval:\n",
       " -1.507599  3.001997\n",
       "sample estimates:\n",
       "mean of x mean of y \n",
       " 92.48529  91.73810 \n"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jer80 <- jer[jer$sim > 79,]\n",
    "jes80 <- jes[jes$sim > 79,]\n",
    "chr80 <- chr[chr$sim > 79,]\n",
    "boxplot(jes80$sim, jer80$sim, chr80$sim, names = c('Isaiah', 'Jeremiah', '2 Chronicles'), ylab = 'Similarity')\n",
    "\n",
    "t.test(jes80$sim, jer80$sim)\n",
    "t.test(jes80$sim, chr80$sim)\n",
    "t.test(jer80$sim, chr80$sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.2.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}