jankatins/SO 35827734.html

## SO 35827734.html
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<div class=" highlight hl-r"><pre><span class="kn">library</span><span class="p">(</span>NLP<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>tm<span class="p">)</span>

<span class="c1"># here I used the EBook of Ulysses, by James Joyce, but any text file can fit</span>
<span class="c1"># the text is available here: https://www.gutenberg.org/cache/epub/4300/pg4300.txt</span>
book <span class="o">&lt;-</span> <span class="kp">readLines</span><span class="p">(</span><span class="s">&quot;pg4300.txt&quot;</span><span class="p">,</span> encoding<span class="o">=</span><span class="s">&quot;UTF-8&quot;</span><span class="p">)</span>
corpus <span class="o">&lt;-</span> Corpus<span class="p">(</span>VectorSource<span class="p">(</span>book<span class="p">))</span>
corpus <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> content_transformer<span class="p">(</span><span class="kp">tolower</span><span class="p">))</span>
corpus <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> removeNumbers<span class="p">)</span>
corpus <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> removePunctuation<span class="p">)</span>
dtm <span class="o">&lt;-</span> TermDocumentMatrix<span class="p">(</span>corpus<span class="p">)</span>
m <span class="o">&lt;-</span> <span class="kp">as.matrix</span><span class="p">(</span>dtm<span class="p">)</span>

freq <span class="o">&lt;-</span> <span class="kp">rowSums</span><span class="p">(</span>m<span class="p">)</span>
freq.sorted <span class="o">&lt;-</span> <span class="kp">sort</span><span class="p">(</span>freq<span class="p">,</span> decreasing<span class="o">=</span><span class="kc">TRUE</span><span class="p">)</span>

<span class="c1"># first barplot with stop words (ok for both notebook and export)</span>
barplot<span class="p">(</span>freq.sorted<span class="p">[</span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">],</span> xlab<span class="o">=</span><span class="s">&quot;Word&quot;</span><span class="p">,</span> ylab<span class="o">=</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> las<span class="o">=</span><span class="m">2</span><span class="p">)</span>

corpus.sw <span class="o">&lt;-</span> tm_map<span class="p">(</span>corpus<span class="p">,</span> removeWords<span class="p">,</span> stopwords<span class="p">(</span><span class="s">&#39;english&#39;</span><span class="p">))</span>
dtm.sw <span class="o">&lt;-</span> TermDocumentMatrix<span class="p">(</span>corpus.sw<span class="p">)</span>
m.sw <span class="o">&lt;-</span> <span class="kp">as.matrix</span><span class="p">(</span>dtm.sw<span class="p">)</span>
freq.sw <span class="o">&lt;-</span> <span class="kp">rowSums</span><span class="p">(</span>m.sw<span class="p">)</span>
freq.sw.sorted <span class="o">&lt;-</span> <span class="kp">sort</span><span class="p">(</span>freq.sw<span class="p">,</span> decreasing<span class="o">=</span><span class="kc">TRUE</span><span class="p">)</span>

<span class="c1"># second barplot without stop words (ok on ipython notebook but fail when exporting)</span>
barplot<span class="p">(</span>freq.sw.sorted<span class="p">[</span><span class="m">1</span><span class="o">:</span><span class="m">50</span><span class="p">],</span> xlab<span class="o">=</span><span class="s">&quot;Word&quot;</span><span class="p">,</span> ylab<span class="o">=</span><span class="s">&quot;Frequency&quot;</span><span class="p">,</span> las<span class="o">=</span><span class="m">2</span><span class="p">)</span>
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## SO 35827734.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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z2Zx87cQsUwc9WWCGlRYKAJAqQ3gAACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGxwW5nZ2c4HC61KgAAXEWFFru9vb2dnZ2dnZ12u728CgEAsJjYYDcajS4vL7Ofe73ezhv9fn9pdQMAoIIKLXa7u7ujN05PT7OJh4eHmvEAADbBgp0njo+Pi/EuvGnG04AHALAuiwS74XCYtdKdnJyEEE5PT/MbtYeHh51Op+Y6AgAQoVqwa7fbOzs7e3t72a/Zbdnj4+Pw5kZtCOHs7Kz2WgIAMFeF4U52dnZ6vV5400SXxbgxjUZjMBjUWUEAAOLcqFT68vJyd3e3vEyj0bhCfQAAWFBssJvaPjfp4uLiCpUBAGBxXikGAJCICsEu6wxbHNDE8HUAAJsjNtgNh8OsM+yLFy+K07Ph6+qvFwAAFcUGu4cPH4YQzs/Ps8FNMvkYxdrtAADWLjbY9Xq9VqvVbDbHph8fH7darWwYFAAA1qjCM3b7+/uVpgMAsEqxwa7RaMx6pcTZ2Zmx6wAA1i422B0dHQ0Gg4ODg7HpBwcHg8Hg6Oio7ooBAFBN7ADFx8fHZ2dng8Fgsg9so9Eo9qgAAGAtKjxjd3FxcX5+Pjbx/Pzc2yYAADZBtXfFNpvNyHeLAQCwYl4pBgCQCMEOACARscGu3+/vlFpqLQEAmCs22H366achhFarNZphmZUEAGC+2GA3GAxCCN1ud5mVAQBgcRWesfN6CQCATVbhlWJLrQcAAFdU7ZViw+Ewsnyn0yl2reh0OpNlxjpkTJ1PXWUAAJIXG+yyl4bt7e3FFG632ycnJ8UpJycnY++Zbbfbh4eHxSk7OztjwbGuMgAA2yA22OUtYXOHO+n3+71eL4RweXmZdZi9vLwMIQwGg7zdbjgcjpVptVohhHv37uXzqasMAMCWqH+A4mxglMvLy93d3WzK7u5ulu3Ozs6yKQ8fPgwhnJ+f52W63W6j0Sje7a2rDADAlogNdrOGr5scxy4bGCVPWpmxX589exZCaDabxYlHR0chhMePH9dbBgBgS9yofY5TByvO2s9u3bqV/ToYDCa72d68eTOE8Pz583rLAABsiWrBbjgc5v0nRqNRp9N5/vx5zKjF2UNvWclZN0mLPTPqKjPX69evnzx58vLly5IyX375ZQjhp59+ip8tAMDqVQh27XY766lQ1Ov1er1e+SvF2u32YDA4Pz9fpIJL9tVXX92+fTumZPaYIADAxooNdp1Op9frNRqNi4uLTqeTjWZyfHz8/PnzXq/X6XSy8VAmHRwcZKlu7Em4DfHBBx88ffr01atXJWWePn364MGDSg2BAACrFxvszs7OslQ3Nr3b7T579uzs7Gwy2OX3bYs9ZMNER4pcsUmsrjJz3bhx48MPPywv8+2334YQ3nqr/h7EAAA1ig0rg8Eg6206KXspxdjEfr+/t7fXaDRGo9FkAstGJBmb+OLFixDC/v5+vWUAALbEUlqhOp3O4eFhq9WabOHLZN1j+/1+cWI2yt2dO3fqLQMAsCVig12j0ciHFx5zcnJSHHOk3++fnJy0Wq2S3rJ3794NIRweHuY9W7MOFo1GI2/eq6sMAMCWiA129+/fHwwGY+97DW9eNXb//v18Svbm1l6vN/nasfzfm81m9u6vvb297E9Zf9tHjx7l86mrDADAlogNdlmEGgwGOzs7WZfY/BWxrVYr7/E6dle0RLfbHRsAZfJpvLrKAABsgwrP2HW73ckOp+fn58Vbrs1ms+S1Y2OP3I0VnrrQusoAACSv2psndnd3JScAgM1kbDYAgEQIdgAAiYi9FZv1kyjhFi0AwHppsQMASERssJvV0TWE0Gq1NNcBAKxdtV6xky4vL/f29vb394+Pj2upEAAAi7nqrdjd3d2St40BALAy9TxjNxgMapkPAAALu2qw63Q6g8Gg0WjUUhsAABZWz3AnR0dHdVQGAIDF1XAr9vT0VM8JAIC1i22xM6AJAMCGM0AxAEAiBDsAgETU9q7YIvdtAQBWT4sdAEAiKrwrNv+hKBvB7vLycuwFsgAArFhssGu3241GYzK0XVxcNBqNe/fu1V0xAACqiQ12vV5v1ijER0dHXikGALB2FZ6xe/78+dTpZ2dnXikGALB2scGu1Wr1er2Dg4Ox6QcHB4PBwCvFAADWLjbYdbvdEMJgMNj5ucFg0Gq1vFIMAGDtKtyKHY1G5+fnYxMvLy+zzAcAwHrFDlCcaTabRjMBANhMBigGAEhEtWA3HA7zp+tCCJ1Op91uL6diAABUUyHYtdvtvb29sYm9Xq/Sa2QBAFiS2GDX6XR6vV728onT09Ns4vHxcavVyv66rAoCABAnNthloxBfXFyMTe92u41G4+zsrO6KAQBQTWywKxmF2CvFAAA2gV6xAACJiA12JfdbT05OvCsWAGDtYoPd/fv3B4PB5Ltisy6x9+/fr7leAABUFPvmiWaz2Wq1ioOb5D+0Wq1ms7mU2gEAEK3CM3bdbvfy8nJs4vn5uXfFAgBsgmrvit3d3fWuWACAzRTbYndwcODtYQAAmyy2xc5IdQAAG67CcCdLrQcAAFcUG+wuLi6mDncCAMCGiL0Vmw1uMhgM8lFOxuhUAQCwXl4pBgCQiNgWOw1yAAAbTosdAEAiyoLdzs6O3hIAANdFtRa7dru9s7MzHA6XVBsAABbmViwAQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIxJw3T0x9Oeze3t5kSa+mAABYLy12AACJKGux0wgHAHCNaLEDAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRi6cGu0+lMvpQshNDv93emGQ6HJcWmLiKmDABA8pYb7Pr9/snJydQ/vXjxYu6/t9vtw8PD4pTJ5BdTBgBgGywx2HU6nbHIVfT8+fMQwuXl5ejndnd3swLD4bDX6xXLtFqtEMK9e/fymcSUAQDYEmXvil3YcDjc29sLITQajRDCYDCYLPPs2bMQQh7jJj18+DCEcH5+npfpdrvPnj0bDAbD4TCbGFMGAGBLLKXFLstbp6enFxcXs8oMBoOsdW2WLPk1m83ixKOjoxDC48eP48sAAGyJpQS7brc7Go2Oj49nFej3+yGE/f39drudd3rodDrFMoPBIGvwK7p582Z4cxs3sgwAwJZYyq3YubKeE2P9Kk5OTs7OzrJGvlm9H7I7vJmYMnO9fv36yZMnL1++LCnz5ZdfhhB++umn+NkCAKzeeoJd1pzWarW63W4+sd1u93q9TqdT0tRXu6+++ur27dsxJS8vL5ddGQCAq1hPsOt2u8VIl0/s9XpnZ2erDHYffPDB06dPX716VVLm6dOnDx48qNQQCACweusJdrM0Go2sC+2sDq3FZrOYMnPduHHjww8/LC/z7bffhhDeestbOgCAjba5YSUPeUXZw3n7+/vxZQAAtsR6gt3Ud38Nh8NiL9dbt26FN/1nc2dnZyGEO3fuxJcBANgS6wl22Qh27Xa7ODF7XcT9+/ezX+/evRtCODw8zHu/ttvtLPnlN2FjygAAbIn1BLus50Sv19spGAwGp6en+WjDzWYzy397e3tZgeztYY8ePcrnE1MGAGBLrO0Zu/y9rrnLy8ux/rDdbvf8/Hzsv8aa4mLKAABsg6UHu4uLi9FoNPVP2QsqclPTWLPZLJaZOp+YMgAAydvcXrEAAFQi2AEAJEKwAwBIhGAHAJCIzXqlGJkff/zx888/f/nyZUmZd95556OPPnr77bdXVisAYMMJdpvom2+++d3vfje3WL/f//jjj1dQHwDgWhDsNtEPP/wQQvjkk0/ee++9qQW+/vrrzz777LvvvlttvQCAjSbYba533333/fffn/qn77//fsWVAQA2n84TAACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARN9ZdARb3448/fv755y9fviwp884773z00Udvv/32ymoFAKyLYHeNffPNN7/73e/mFuv3+x9//PEK6gMArJdgd4398MMPIYRPPvnkvffem1rg66+//uyzz7777rvV1gsAWA/B7tp7991333///al/+v7771dcGQBgjXSeAABIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIlYerDrdDo7OztT/9Tv93cKlloGACB5yw12/X7/5ORk6p/a7fbh4WFxys7OznA4XEYZAIBtsMRg1+l0xiJXbjgc9nq9EMLl5eVoNBqNRq1WK4Rw79692ssAAGyJpbx5Yjgc7u3thRAajUYIYTAYjBV4+PBhCOH8/Hx3dzeb0u12nz17NhgMhsNhNrGuMgAAW2IpLXZZ3jo9Pb24uJha4NmzZyGEZrNZnHh0dBRCePz4cb1lAAC2xFJa7LrdbrfbLSkwGAyyxryimzdvhhCeP39ebxkAgC2xlGBXblbPhuzubb1l5nr9+vWTJ09evnxZUubLL78MIfz000/xswUAWL01BLuN8tVXX92+fTum5OXl5bIrAwBwFdse7D744IOnT5++evWqpMzTp08fPHhQqSEQAGD11hDsZnVWLTaJ1VVmrhs3bnz44YflZb799tsQwltveUsHALDR1hNWGo3G5BgoL168CCHs7+/XWwYAYEusJ9jdunUrhNDv94sTz87OQgh37typtwwAwJZYT7C7e/duCOHw8DDv2dput7OxS/IbrHWVAQDYEuvpPNFsNlutVq/XG+uR8OjRo9rLAABsibV1COh2u+fn58Upo9ForJmtrjIAANtg6S12s94qFkJoNpuj0aj83+sqAwCQPEN4AAAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABJxY90VYOl+/PHHzz///OXLlyVl3nnnnY8++ujtt99eWa0AgNoJdun75ptvfve7380t1u/3P/744xXUBwBYEsEufT/88EMI4ZNPPnnvvfemFvj6668/++yz7777brX1AgBqJthti3fffff999+f+qfvv/9+xZUBAJZB5wkAgEQIdgAAiRDsAAAS4Rk7/k/kqCh/93d/94c//KGkmJFTAGBdBDv+T+SoKA8ePPjtb39bXsbIKQCwFoId/ydyVJQ//elPJcWMnAIAayTY8TORo6LMKmbkFABYI50nAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJCItQW7fr+/M81wOCwpFjOrlVQfAGDjrC3YvXjxYm6Zdrt9eHhYnDKZ/GLKAABsg7UFu+fPn4cQLi8vRz+3u7ubFRgOh71er1im1WqFEO7du5fPJAKGBwIAACAASURBVKYMAMCWWFuwe/bsWQghj3GTHj58GEI4Pz/Py3S73UajMRgM8ga5mDIAAFtibcFuMBhkrWuzZMmv2WwWJx4dHYUQHj9+HF8GAGBLrCfY9fv9EML+/n673c47PXQ6nWKZwWDQaDTG/vHmzZvhzW3cyDIAAFvixlqWmvWcODk5KU48OTk5Ozu7uLgIIcy6kbq3t5f/HFNmrtevXz958uTly5clZb788ssQwk8//RQ/W+Zu2Hfeeeejjz56++23V1krAEjbeoJd1pzWarW63W4+sd1u93q9TqdzfHy8spp89dVXt2/fjil5eXm57Mqk5Isvvhi7RT6p3+9//PHHq6kPAGyD9QS7brdbjHT5xF6vd3Z2tspg98EHHzx9+vTVq1clZZ4+ffrgwYNKDYF89913IYRPPvnkvffem/zr119//dlnn2VlAIC6rCfYzZJ1aA2ze8sWm81iysx148aNDz/8sLzMt99+G0J46y1v6ajs3Xffff/99yenf//996uvDAAkb3PDSh7yirKH8/b39+PLAABsifUEu6nv/hoOh8Verrdu3Qpv+s/mzs7OQgh37tyJLwMAsCXWE+yyEeza7XZxYva6iPv372e/3r17N4RweHiY935tt9tZ8stvwsaUAQDYEmvrPNF7ozj99PQ070rZbDZbrVav1xvrtfDo0aP855gybKwff/zx888/Lx9rxqgoABBvbZ0nRqNRNr5JPuXy8nKsma3b7d69e/fw8LD4X2PziSnDZvrmm29+97vfzS1mVBQAiLTOXrFTBz0Z02w25wa1mDJsoB9++CHMHhIlGBUFACrarOFO2EKzhkQJRkUBgIo2d7gTAAAq0WLHptPHAgAiCXZsOn0sACCSYMem08cCACIJdlwP+lgAwFw6TwAAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEmGAYhLhlbIAINiRCK+UBQDBjkR4pSwACHYkZe4rZSPv2P7d3/3dH/7wh5Ji7uoCsIEEO7ZL5B3bBw8e/Pa3vy0v464uAJtGsGO7RN6x/dOf/lRSzF1dADaTYMc2mnvHtrxYXub169dPnjxxxxaADSHYweK++OKLZrNZXsYdWwBWRrCDxWV3Y8vv2P75z3+upbtG0P4HwDyCHVxV+R3bGrtrBO1/AJQS7GC5aumuEfTYACCCYAercMXuGmPFAGCqt9ZdAQAA6iHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiDHcC18mPP/4Y8x4LL6gA2E6CHVwnke+x+I//+I+/+Iu/qOs9ZnOLiZIAG0Kwg+sk8j0Wg8GgxveYxRTr9/t///d//+TJE/kPYI0EO7h+5r6got73mJUXy9919sUXXzSbzfKaRzYlyn8AixHsIFn1vsdsVrG8TPYe2/L8F9mU2O/3P/7447nFABgj2AF1Ks9/kU2JWUYEoCrBDli1uW2EOv8CLEawAzZOvZ1/5T9gewh2wMapt/NvXYO/yIjA5hPsgA1VV+ffGgd/iRzVJXKAQDERqJ1gB1xvqxn8pdKoLpEDBOr8C9ROsAO2wipHdYkcIPDPf/6zPiJAvQQ7gMrm5r+SMnmxtbwgTkyEtAl2AOuxlhfEzY2Jwh9ca4IdwDqt+AVxMTHRm3/h+hLsAK6Bul4QVx4Tl/Hm38h7xG4lQy0EO4Cts8o3/0beI67rVnKQ/9hugh0A09Xy5t/Ie8Q13koOdY9KPRqN6hq8UMMkyybYAbC4uu4RRxZby6jUIYS6Bi/UMMmyCXYAXDMrHpU6+7WWwQs1TI4tVDCtnWAHQJrqGpU6vpiGyUrFVtz/ZkuipGAHAJtIw2SmxjS5De/xE+wA4BpLvmGyljQ5ll8TJtgBAGuzmv43Y/k1YW+tuwIAANRDsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABKRQrDr9/s7BeuuDgDAelz7YNdutw8PD4tTdnZ2hsPhuuoDALAu1zvYDYfDXq8XQri8vByNRqPRqNVqhRDu3bu37qoBAKza9Q52Dx8+DCGcn5/v7u5mU7rdbqPRGAwGGu0AgG1zvYPds2fPQgjNZrM48ejoKITw+PHj9dQJAGBNrnewGwwGjUZjbOLNmzdDCM+fP19HjQAA1ubGuiuwuFk3W/f29uJn8vr16ydPnrx8+bKkzJdffhlC+OmnnypVr0RJ6Cz+6ToWG5seU2yj6h9ZbEtWM7LYlmwNq7neiq2l2JZsje1czYRd42BXi6+++ur27dsxJf/nf/7n6ov71a9+FUL493//9/Jif/mXf3mti2WrObfYxtY/stiWrGZksS3ZGlZzvRVbS7Et2RrbtpoJ2xmNRuuuw4KGw+He3l6j0bi4uJic3mq1ut3u3Jm8fv36yy+/fPXqVUmZH3/88b//+7//8R//8Re/+MUV6xyzuF/+8pd/+7d/+5//+Z/XtNgvf/nLRqMxGo3K13Rj6x9ZbEtWM7LYlmwNq3kt6l9vsS3ZGlu1mm+//XbJfBJwjYNdCGFnZ2cy2PX7/cPDw8hgBwCQjOvdeSIb2WRs4osXL0II+/v766gRAMDaXO9gd+vWrRBCv98vTjw7Owsh3LlzZz11AgBYk+sd7O7evRtCODw8zHvIttvtbAyUfMhiAIAtcb2fsQshtNvt7K1iRZeXl4IdALBtrn2wC296S+S/JrBGAAALSCHYAQAQrvszdgAA5AQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEA18DOzs7Ozk6/3193RTaaYMd1cnBw0G63112LBG3+hh0OhztvhBA6nc7yKtzv93dKLWm57XZ79Quty87OTqfTmfqng4ODvP7xxeZevzf5QztrHTMHBwcrq0liTk9PQwiHh4eTH6SDgwMb9v+MWKvLy8vivjg9PW21WovtwfPz8xDC5eVl9mte4Pz8fBk1DyGcnp5O/VOj0aj60Wo0Gq1WK2ahjUZjbrGq2/Dqh0Zxy5cXq3Gjla9mseTUj9lYxWI2bGT9K63m3LpNrmlWbIHVjJRVcu7/ZkdcXbtg7oc2fomRR1OJ8qVMXWiYvdMXKJbv3/Lysz60C9R/NVtj6ue2Flff6ZMmP29TryYxxWq/POVzyD8DYz/P+thsA8FunUouV1XPI/mhlR0n2ZVpsVnFF4s5Qc9dqfxfYoJFo9GYW6yWVBcqJubiP5acXuM32tzQFpMDps5qNO3qErNh4+u/8GpOrVs2Jate9nPxf/MFRYa/UVzMnfyvSZH5L7Ju2a/l17nIJYa4oylz9e+WNZqsdsmfSj60lRaa/9esI32BuWV7qngUFLfz2NExNxhFnoIid3pkxpr1MYj8QlIsVn55Ki43MkrmJi8u+UoJdqxB5OUqPx2M/ftYy0f2X9mxmv1LNueph9ws2awq/css+SlmblTNVyfyrBTmnb+y2dbVThl/SiqeuIsF4sN6vl4xoS1yNSM/ZqPZG3aBLxuRqxlZt+Jno1is+Kf41YzMWJExN0Tkv8i6xSw0conxR1PM1ig/BdVr1ue5+CEc2yDxEbZc5JEeeUIe/Tzb5XObrO3cYBRZscidHjm3vNjYvy9WbNblKSuZr2lklJxq6j+WmDvDay3x1dtkMZerUenh2mq1ph4e2dzyC0Y+8/hT0lTZIiIPm+LpJsR9eQrRF7bywzVmPvEiT0ljFgtD+UYb+3XWpqjaxlnyMVugtgubeikqr9vkh3ns18hZLRAlS9S7C7I61LLEyJJX3xpjp6DIw/wqTSn5p2gUdzaIF3mkR26NvHB5fWKCUfwpKGanx6/mrA1Y/JfIYiHi8hSZEYvGvktXOuuWb6XrLvHV22RTP9yTv4bZ58FZxYqH7mjGxW/M5ClpUnYUFRsY6oproyr3f+cWi7lAxgsRp6RZpp5o6tpokasZ/zGL3P41Xrzj6za3WOSsKuW/uQ9Nxue/mLqNSr8qVF1izN5cIFiPmXsI1GLy+p1XLGY1I4W4I73q1siiz6wvaTHBKL5iMVsjfm7l31qrFou5PM3dFMUpuanbtmQ3bQO9Yq+Bs7OzStN7vV4IYXd3N/v1+fPn2Q+DweDo6Gjqv+zv7w8Gg/Jq7O7uNhqNfKGj0ej4+Hhe3Ws29wMdQuh2uyGEqd3lyrs6zuqEuL+/n/2Qbck7d+6UVzLvv3lychLenF+m3qidpdVqzd0dJau5gJgNG6J3er2fjeKnbszJyUmjyg3BkkPg6Ogo3+ZZ5ff29srnlv3LcDiMr0C58/PzXq9X8oGsd4mRWyNUPwXVJVvxbEfk1+/8ozX347qkI73S1ri4uGg0GoeHh1N7+A4Gg1m3QU5PT/NdUPUUVK7euVVVcnmK2RT5Lsv3dbPZzP6kV+z/b+4JnSUp+bocJh63mvyaPnaLM/+6kzVojz2fkf06dT5j/z63zpGfmbHHJmJ6jNZobufB+EMjTLQQFNdxbGtMPrE0pmQXTJa8Yq/MrEzkx6wWYxWe+xx0ZN2y+UzeMSzOM3JWodb2y9HER2KqSkf63IXGLDFS5NaIPAVFbrSqxRZetXiTW2Ns0cUjvXxrLLDQuS1ekRWL3zIxc6v3Vmzk5Smm8a9Y1UyxF0jVBwNSJditTczlKjPrlFE8uYxdRIsPZ+Qf/cgT9CzFJ3IykcNtxMfBSOW9GuO7i8aIOSWNfn4hKdmS5RUr1m1uaItczfiPWaTInR7fVy6mbpEPmM+dVXz+i9m2kcUi6za51pMilxgpPvTHnILq3WiZqdfvJYk80ku2RiVjC50U3mze+IrVuJrlT7zlp7iqxTJTL0+VbsWOrc7khg2CHesS3wkophN4/kRXyUNgVz9Bj8386qqu5tx+fLP+cTExp6R8oXOvPZFbo8ZesXPnltU5smLlOz3ydF8pseUm72UvMDpDvTE3cqNF1i1ENKDGL3EUMapLpa1RdRyKYp0jezWWFCueuMaicOTWmCvySJ9aOH5rzFro2PRsYnZAVapY5E6PmVuNw52MIi5PkRlxlql1KFE+t+su8dXbfHMvV7Wbe0oqORiKR1d2qs2/bM3tsj73AIs5QcT04wt13GGcXGgoTcxXFCau8XM/CZVWc+rHLPuhUrAr3+n54ip9+a7xEIiZ1VWGVLiKyGBa1+JixjGZLLaMrTHW6eqKxYprNPPDWihTyQqO9Enx5725FYvc6fGrWeMAxXVtipJFj6rEuwWqd40kvnosT/F4m+xSV/XCENnGE9OPL/4CGXlXcQUmexzPDW315oBIkTu95Fy8mn6U5SKjZF3vsYg3t9NrSW2LYr7/5Fbw3TKyM29JsbHrd7m8ZKUvLbXLNuzYGMJTP0K1BKNKO31jxW+KvMDUTXqNVnkZBDsWFCZuvRV7sFdtM4ts4wlxj3vHXEgi7ypWcpUoUKxzZGiLvF7WKHKnzzrbjiZu+cU8OFW+L5a0BSIbP0YROz3ye07Jp3GyDuUf0ZjvP6sU+ZTt1GLl1++p8j2y+mCXVzKvQ3E3LWOJuU3b6UtSPDDLn2YW7Nhcczt4LunkFdOlcexJ27xA5LBPxfN4qD4e0qxgF7kpIu8qlivptDGaHQXmbo1RdONNjXt8VDGjlOz0+JieKT8FzypQafNO1r9EfONHzE4PcTfNK+3QfOLUOYe47z9XqUz8J22y01VMscjr9ywLR5kF3lw8dWtkZWY9CV2p6bdkC4ydQuN3esxb9WIWWl7tUOXylP0wt6myOFtmEezWqbzRKCvTmP12yMWOnLlLHMU96zB25goz+sCH6LeLxgS7mH58kasZom8lx5zHr3gfZOyqFrMKkas5ivuYTa7maFpGidzp8c9BFxda3vGt+F+Tr92c+/1nssIlIhs/Inf68tpLinu2OD1c+RpfvjFnbdsSxccM4ostfP0eOwWFhboZjaYdApEt/WH2CW3yq2P5t+gQfQqN3OmR30ZiFjp3g8RfniJboyup6+G/a0ewW5vy4yH8/Ky08FKqHl2j6Mfdxu41VL0YZKbGgsnl5sVq7NUY4u4qRp7HI6NA+daIvPjN2lBTRX7MIjNK+U6PScMxzxhNXs6L2a4x7bWbJd9/xuYT2XhW9Y5/+c2vUEeHnvIKF/dmzPefzBWbmafWYdLU25Hlxa5i7GtSZGKIj+khoqW/ZFnlMauq4ik0ZqeXr2bVhUaeXiqZXMqkBcZPyC37SdlNINitzWQ7xFTln+9liMxY+ZR8FfIDKf4ckR+Ni7XxXOVwrXRXsdJ5vCQKlGyKJT0REvkxq/SAzqydPjbPBb4uNwqjWozVufHzkXrG/nHqxKlC3KgikXvzijt9strxG23Wi7ZG0d9/rtjMvAJzm7JKTNY//9PUD0D8d7OYlv6SrxDFP5Wf92KMnULn7vTy1ay60MjTywJmtUaPqgxsNGvDJt9uJ9itzazzy5jl3ceZJdTapTH+sK9xSLP4xcXcSo7sB3rFp5oWE/OsTI1tVKuRr9TY9Mbs127Gr2a5fEExjR+RGy1yoaPoQyDmkx8zq0ppfvV3teauQskmndsyN7blRwul+bkt/ZOfybEkFPMtunx1imJ2+gKrWWLqOtZrbGfFj58wd8MmTLBbm8iPV3awRXYeLDnTzf33TRir4iqDoIaKd5wj7yqGuPN4/M2vGrdGvU/ub0Kwm7vrZ2W7+HusMZ+Nqzd+LLDTY65YY/UsN/f7T/xOj//StZqRe2vJlGMbM3JrRLb0j6JHg6/3ZFvjTo8R/zmvdHkqaY2OTGy1b9jrJfHV22St6JeoTv3oj4l81iGmH8DKvuvU2BiZ1X+BDsJh3l3FyPN47YP4z72URt5Hi/yYLSOYxhvbIKMqt6JCIdHW2Fcu/nZP5E6fK/64K9btKqsc4q7xy3iPSEyn+8itUUl5Yog5BCJb+iNXc+rGmVqHutR7pEeeXuIfxSvZVnmByPETBDvWo+TklSs/HsLP01h543n50TXWLjVZsbFic2dYKWbNrfy6xJ/HI69qdT0gEn8fLeZjFp9RYr55R/ZRHf28VWOsJSNe8V/KV7OSet9jEXPTvOqlqLj1xh4+iwl8kdf4yIwVn/9m7cfFmrIi2wjnFog8BOL7D8WYtW2zuf36178eRZ9CI0WuZtVDOGY1y8/wkasT+cFwK5bVmXuITh458cXmflgb0SO3xVyu5n4JW1Kwu+Id56oqncfnRoEaHxAJs5tb5m7zqVuslp1erP/ci1z+X1fP9PGrWWKx7nIL5L/RjJvmC7cxjK1m5IaNvMZHVizyUpptirkPn0UuNPKpssjPQHxMD/Na+iOVnxDu378/quMUusBX0JJDeG59ptYtMkvNbY2u5WvGZjYi1EiwW6kFDon4Oc89csLEjbz8T42JgVsj75Vc5Qip1MG+WO26Nlq8UNN5vMYHRELdwW4UkVEid3rkvgj13TyNX82YpxHqFXnTfIE2hpIXbcUMEDiKDkY13vwqqU9xC8RsjUrP4UXev17Ny7sXHhioRJh9YE5upZhH8Uq2f7z8X6o2ks1qjV79+AnXkWCXiJhnHUJcP4BIkcdq+cmx6gkiMlisuFUvXslppeo1ci1PxcXv9M282RH5NEK9Im+aV2pjiLxKzR0gcBSd5qfOP1T8NjIqzR/xD/adFkY0nFuxMbMSQ+3iv0Is3ONk7hfd3JJO75HiHyifWpOxLbb6rjzXjmB3vU02npcUju/PFSPyyC+eekounOV/rbTQelv16j0dTD37ZKre1ar3yf1IkTv96t1isrWo/XV58U8j1PjdIMT1URhFXLGKBSrF0GKaqZpfIxNnZMwq+Wy0Wq1ZfUSmbo1whZvXo2mJoUYr+wpRspSiBbryXP17+9gMK23qktbo0RYntkiC3dqUHN6Rj0RUks8nZuS2mK9WVb+E5TWZer4o2RpjxSIfJazr1BkZTEdxUaDeB0Qiv7mOtc7mxRYe/C+yE1z8p2iWqsGuUifEkqcR4r8bxOz0UGWAiZgheRe+fz1rgMC5rt7jJ98CWR1mPWM3NnHu1lgg2M1KDPEbNv5Iv+KrqOcqxq8QfQqNHzyrUnfXWY3KMab+4zbcM10SwW5tSo7D4mc9vrF97pETP3Jb5KFV9UvY2OpU+sdM5B3nZdwHzKs9deaRUaD2B0Tiu2vkfWlnFY5so4rc6TG7uN5WjcjHxWKeRqjljn8oXONXf9N8zKydHh/6rzJGTyXxK1X1Vmy+iLl9AkrOe5E7PcR9hQjRX+/nrmbJrBZYzVHcITw522J9Ku30hVujmSTYrdQCj0TU/s0vTGvymRsXQghzO8BPHqvl1YgpNmnu+S4s82I5K5jGNxOu+AGRYhQeaywJE9eeq8vnHFOsxs92fHfjmKcRQvQd5xCx02u/aR7/wZgcIHDqX+eG/ivWbe7noaSSMcsam55NnNqwXb6zZp33imXi+w/FfIUomVXM1iiWialVJmY1F9tNV/nenv1XjUNRbjPBbtXmHjBjh1mo0pV1GRa+5E/OqmR00BJVF3qVB3Xjja1mqJImV/mASJj4/Ey9LVhyuVpgp8cXq+uzHdl4E/80Qr19RGpM85GzKqa0kmfaQkTo32Txw51UPSFMnveyeUbu9JKvEP/wD/8w/aiYMHdBCwwsEL+aC8wtF1lsAfED7G0zW2FtQnTLeY1dWRc2efxXyiIL/+NooWCxwD3iGCXBNNT9To66Lqthoumi+PkJCwXTupR8tqvu9BD3uFXk0wiR3w0qbbRahjuObJic+hGdWv+Y0L8W8dfvpX5Nmvq1Nmanz/0KESNmRSJnFUr35hVP75ny0+PcO84xZfKfr8W3jjUS7DZdvV1Zqz5HP/VYHbs6los5rVxd/NltsZrMPeXV20wYqvc4nrWaxd00tvrFO56RSyz/tFRV8tmuukNDlefoQ8TTCDHfDerd6TGhLX7kkch3FcaE/rVY7/W7/LwXs3kXeBX1FS0wq6uf3vNF52a99mP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+j4+Pw08PasNPo40AALBmNYY7yfucZlV0U1uzTR0xGACANaj3SrGrq6u5HU6zoYYBAFiz2GAX2dv08vJyiYUBAGBx2/uuWAAAaqkR7LLOsMUBTdb2FgoAAOaKDXaj0SjrDPvs2bPi59nwdc0vFwAANcUGu4cPH4YQLi4ussFNMvkYxertAAA2LjbY9fv9TqfTbrdLnx8fH3c6nWwYFAAANqhGG7tbt27V+hwAgHWKDXatVmvWKyXOz8+NXQcAsHGxwe7u3bvD4fDw8LD0+eHh4XA4vHv3btMLBgBAPbEDFB8fH5+fnw+Hw8k+sK1Wq9ijAgCAjajRxu7y8vLi4qL04cXFhbdNAABsg3rvim2325HvFgMAYM28UgwAIBGCHQBAImKD3WAw2Ku00qUEAGCu2GD30UcfhRA6nc54hlUuJAAA88UGu+FwGELo9XqrXBgAABZXo42d10sAAGyzGq8UW+lyAACwpHqvFBuNRitdGgAAFhYb7LKXhh0cHKxyYQAAWFzsmyfyAU1mjWyiYywAwGYZoBgAIBGxNXYq5AAAtpwaOwCARNQLdqPRqPgOsbOzs263u5oFAwCgnhrBrtvtTvaK7ff7XhQLALANYoPd2dlZv99vtVrj8fj09DT78Pj4uNPpZN+uagEBAIgTG+zOz89brdbl5WXp816v12q1zs/Pm14wAADqiQ12w+Hw7t27U7/KXkrR3CIBALAIvWIBABIRG+wqnreenJy0Wq3mFgkAgEXEBrv79+8Ph8PDw8PS51mX2Pv37ze8XAAA1BT75ol2u93pdIqDm+T/6HQ67XZ7JUsHAEC0Gm3ser3e1dVV6cOLi4ter9foIgEAsIjYGrvM/v6+l8YCAGwnvWIBABIh2AEAJCL2UezcF8J6RAsAsFlq7AAAEhEb7MYzhBA6nY7qOgCAjavXK3bS1dXVwcHBrVu3jo+PG1kgAAAWs+yj2P39/Yq3jQEAsDbNtLEbDoeNTAcAgIUtG+zOzs6Gw2Gr1WpkaQAAWFgzw53cvXu3iYUBAGBxDTyKPT091XMCAGDjYmvsDGgCALDlDFAMAJAIwQ4AIBGNvSu2yHNbAID1U2MHAJCIGu+Kzf9RlI1gd3V1VXqBLAAAaxYb7LrdbqvVmgxtl5eXrVbr3r17TS8YAAD1xAa7fr8/axTiu3fveqUYAMDG1Whj9/Tp06mfn5+fe6UYAMDGxQa7TqfT7/cPDw9Lnx8eHg6HQ68UAwDYuNhg1+v1QgjD4XDv54bDYafT8UoxAICNq/EodjweX1xclD68urrKMh8AAJsVO0Bxpt1uG80EAGA7GaAYACAR9YLdaDTKW9eFEM7Ozrrd7moWDACAemoEu263e3BwUPqw3+/Xeo0sAAArEhvszs7O+v1+9vKJ09PT7MPj4+NOp5N9u6oFBAAgTmywy0Yhvry8LH3e6/Vardb5+XnTCwYAQD2xwa5iFGKvFAMA2AZ6xQIAJCI22FU8bz05OfGuWACAjYsNdvfv3x8Oh5Pvis26xN6/f7/h5QIAoKbYYNdutzudTvau2JOTkxBCPppdp9Npt9sLzPvs7Kz42tmpZQaDQSNlAACSV6ONXa/Xu7q6Kn14cXGx2LtiDw8Ps4CY29vbGwwGxU+63e7R0VGpzGg0qlsGAGAX1Os8sb+/P/65xerqBoNB1pE2n042Nl4xoo1Go36/H0K4urrKymRj5t27d69WGQCAHREb7A4PDxt8e9hHH30UQijW/+VjHeeVbQ8fPgwhXFxc7O/vZ59kY+YNh8NaZQAAdkSNceyePHnS1FwvLy/H43GexjKl6Wf/LdUIZmPpffrpp/FlAAB2RI3hTla6HN1udzgcdjqdPO0Nh8PJmd68eTOE8PTp0/gyAAA74kZkucvLy729vcPDw8m3ii1jNBodHBxk/z49PT0+Ps4/n1o+LxxZZq4XL148evTo+fPnFWW++OKLEMKPP/4YP1kAgPWLDXbZMCLZcCdTC4zH4yUX5eTk5Pz8vNngONeXX3753nvvxZSc7BEMALBVYoPdimTdbLN/d7vdfr/f7XYXGz9lMW+//fbjx4+///77ijKPHz9+8OBBrYpAAID1iw12y1fIzdXr9fr9fr/f7/V6pX4VuWK1WUyZuW7cuPHOO+9Ul/nmm29CCC+95L26AMBW266wUuwJkY1aUirw7NmzEMKtW7fiywAA7IiqYJf1lljFXGe9+6vYy/X27dshhNK7KM7Pz0MIH3zwQXwZAIAdUa/GrtvtNvLCrmws4tKIx1mIzEahCyHcuXMnhHB0dJTPLhsSpdVq5Q9hY8oAAOyIzTyKzd4P0e/39wqycezyEU/a7XaW/w4ODrIC2dvDPv7443w6MWUAAHbExtrYXV5eZu+HzV1cXJT6w/Z6vYuLi+Ink++riCkDALALNtl54vj4eFxQejNYpt1uF8tMnU5MGQCA5G1Xr1gAABYm2AEAJEKwAwBIxJw3T0x9OezUl2tp3AYAsFlq7AAAElFVY6cSDgDgGlFjBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgERsMtidnZ3tFZydnU2WGQwGxTJTpxNTBgAgeRsLdt1u9+TkpPjJycnJ4eFhqczR0VHxk729vdFoVLcMAMAu2EywGwwG/X4/hHB1dTUej8fj8dXVVQhhOBzm9Xaj0ahUptPphBDu3buXTyemDADAjthMsPvoo49CCFdXV/v7+9kn+/v7WbY7Pz/PPnn48GEI4eLiIi/T6/VardZwOMwr5GLKAADsiM0Eu+FwGELI01im9N8nT56EENrtdvHDu3fvhhA+/fTT+DIAADvixkbmOh6PJz/M6thu376d/Xc4HLZarVKZmzdvhhCePn0aXwYAYEdsJthNlTWM6/V64aeQN+ng4CD/d0yZuV68ePHo0aPnz59XlPniiy9CCD/++GP8ZAEA1m9bgl232x0OhxcXF2ue75dffvnee+/FlMyaAK7HDz/88Nlnn1XHzVdfffXdd999+eWX17ZUAMCW24pgd3h4mKW6Umu5NXj77bcfP378/fffV5R5/PjxgwcPalUELunrr7/+/e9/P7fYYDB4//3317A8AMC1sOFgNxqNssBU7CEbJjpS5IrVZjFl5rpx48Y777xTXeabb74JIbz00vo6mvzlL38JIXz44Ydvvvnm1AJfffXVJ5988u23365tkQCA7bfJYDcYDI6Ojlqt1uXl5eS32aglpQ+fPXsWQrh161Z8mevr9ddff+utt6Z+9d133615YQCA7bexYHd2dnZyctLpdLLeEpNu3749HA4Hg0Hx+Ww2yt0HH3wQXyZhmuIBAEWbCXaDwaA61YUQ7ty50+/3j46O8qe0WQeLVquVP4SNKZMwTfEAgKLNBLvs7a79fj97IVhR/mS23W53Op1+v1/qtfDxxx/n/44pkzBN8QCAog0Eu8FgEFmy1+vduXMnS4GZyZGNY8qkTVM8ACCzgWDXbrfjs1dM4VoTBABI1WbeFQsAQOMEOwCARAh2AACJ2IpXirFShrsDgB0h2KXPcHcAsCMEu/QZ7g4AdoRgtysMdwcAydN5AgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARHhXLP/nhx9++Oyzz54/f15R5tVXX3333XdffvnltS0VABBPsOP/fP3117///e/nFhsMBu+///4algcAqEuw4//85S9/CSF8+OGHb7755tQCX3311SeffPLtt9+ud7kAgFiCHT/z+uuvv/XWW1O/+u6779a8MABALTpPAAAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACTCmyeo54cffvjss8+eP38+q8Crr7767rvvvvzyy+tcKgAgCHbU9fXXX//+97+vLjMYDN5///31LA8AkBPsqOcvf/lLCOHDDz988803J7/96quvPvnkk2+//XbtywUACHYs5PXXX3/rrbcmP//uu+/WvzAAQEawYyVevHjx6NEjTfEAYJ0EO1bi888/b7fb1WU0xQOAZgl2rETWzE5TPABYJ8GOFdIUDwDWyQDFAACJUGPHxswd6zjoYwEAdQh2bEzMWMdBHwsAiCbYsTHVYx0HfSwAoCbBjg2b1cEi6GMBADXpPAEAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASYbgTtl3kCyp+/etf//GPf/QeCwB2mWDHtot8QcWDBw9+97vfzS3mPRYAJEywY9tFvqDiT3/6U0yxP//5z15QC0CqBDuuh8gXVMwt5gW1ACRMsGO3eEEtAAkT7NhFXlALQJIMdwIAkAjBDgAgEYIdAEAiBDsAgEQIdgAAidArFqaY+x4zgxgDsIUEO5giZhxjgxgDsG0EO5iiehxjgxgDsJ0EO5hp1jjGBjEGYDvpPAEAkAg1drC4Fy9ePHr0SB8LALaEYAeL+/zzz9vtdnWZf//3f/+rv/qrivAX5D8AGiLYweKy/hPVfSyGw+HcDrZBH1sAmiDYwbKq+1hUd7AN+tgC0BzBDtZhVvgL+tgC0By9YgEAEiHYAQAkYiuC3dnZ2d7e3tSvBoPBXsHCZQAAkrf5NnaDweDk5GTqV91ut9/vFz/Z29u7urra39+vVQa23w8//PDZZ58ZFQWAZWw42J2dnc1KdaPRKEtseUrLMty9e/cuLy/jy8C18PXXXxsVBYAlbSzYjUajg4ODEEKr1QohDIfDUoGHDx+GEC4uLvK6t16v9+TJk+FwOBqNsg9jysC1EDkqyp///GcVewDMsrFgl2Wy09PT4+Pjw8PDyQJPnjwJIZSG9b979+5wOPz000+Pj48jy8A1MndUlMiKPa+7ANhNGwt2vV6v1+tVFBgOh1llXtHNmzdDCE+fPo0vAymJrNiLfN2F/AeQmM13nphqNBpN/Tx7ehtfZq65L3EPIXzxxRchhB9//DF+srBScyv21pz/svA3Ho+rzyYZEWDVtjTYrc2XX3753nvvxZS8urpa9cJAs9aZ/waDQZhoFzG1mM4fAKuz68Hu7bfffvz48ffff19R5vHjxw8ePKhVEQjXyJL5r/Su28hiAKzClga7WR1ai9VmMWXmunHjxjvvvFNd5ptvvgkhvPTSVgzmDJsyK/+V3nVbXcxwfQArtaXBLoTQarUmx0B59uxZCOHWrVvxZYDtoVcvwEptb7C7ffv2cDgcDAbFVjvn5+chhA8++CC+DLA99OoFWKntDXZ37tzp9/tHR0fFt0pk45vkD2FjygDbZtt69Qb5D0jF9ga7drvd6XT6/X6p18LHH39cqwxwTa05/+mxCyRge4NdCKHX6925c+fo6Cj/ZDweL1AGSFhT+U+PXSABWxHsLi8vZ33VbrfnBrWYMsCOm5v/ABJgCA8AgEQIdgAAiRDsAAASsRVt7AA2bu5bMQyJAmw/wQ4ghLi3YgwGg9/85jePHj2qzn+//vWv//jHPxo5D1g/wQ4ghHmjouRDonz++efFV91M9eDBg9/97ndz52jkZKBxgh3A/zdrVJR8SJRsuLvq/PenP/2pokzw5gxgZQQ7gNrm5r+KMsGbM4CVESxqFHQAACAASURBVOwANsmbM4AGCXYA14A3ZwAxjGMHAJAINXYAKZg7Dl/QxwJ2gGAHkIKYcfiCPhaQOsEOIAWRfSz+/Oc/x7xgYzwezx2HWeUfbCHBDiAdc/tYRL5gI4QwdxxmA+zBFhLsAHZI5As2sv9WF2t2gOXI97A1W0zoJD2CHcDOiRlgeW6xZgdYjnwPW7PF5oZO4Y9rR7ADYHFNDbAc+R62ZovFhE7dTbheBDsAVi5ygOU1F4t8MP3ixYu5XUk8/GVLCHYA7LS5D6Y///zzuV1Jmnr4G+Q/liPYAUCVrDdJdcVegw9/g+e/LEGwA4D5YnqcNNXiMO+YDHUJdgCwVnPzX+QL4jTsY5JgBwDbJfIFcUZ1YZJgBwDbpdkxYiJHdfnNb37TVOdfw01vkGAHANtozaO6NNj513DTGyTYAUD65nb+aLDzr+GmN0iwAwD+TyOdfzdSrNZ7kBMm2AEAiYh8D3LCXtr0AgAA0AzBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIkQ7AAAEiHYAQAkQrADAEiEYAcAkAjBDgAgEYIdAEAiBDsAgEQIdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHYAAIlIIdgNBoO9gk0vDgDAZlz7YNftdo+Ojoqf7O3tjUajTS0PAMCmXO9gNxqN+v1+COHq6mo8Ho/H406nE0K4d+/ephcNAGDdrnewe/jwYQjh4uJif38/+6TX67VareFwqNIOANg11zvYPXnyJITQbreLH969ezeE8Omnn25mmQAANuR6B7vhcNhqtUof3rx5M4Tw9OnTTSwRAMDG3Nj0Aixu1sPWg4OD+Im8ePHi0aNHz58/ryjzxRdfhBB+/PHHWotXoSJ0Fr+6jsVKn8cU26rljyy2I6sZWWxHtobV3OyCbaTYjmyN3VzNhF3jYNeIL7/88r333osp+V//9V/Lz+6VV14JIfzbv/1bdbG/+Zu/udbFstWcW2xrlz+y2I6sZmSxHdkaVnOzC7aRYjuyNXZtNRO2Nx6PN70MCxqNRgcHB61W6/LycvLzTqfT6/XmTuTFixdffPHF999/X1Hmhx9++M///M9//Md//MUvfrHkMsfM7pe//OXf//3f/8d//Mc1LfbLX/6y1WqNx+PqNd3a5Y8stiOrGVlsR7aG1bwWy99ssR3ZGju1mi+//HLFdBJwjYNdCGFvb28y2A0Gg6Ojo8hgBwCQjOvdeSIb2aT04bNnz0IIt27d2sQSAQBszPUOdrdv3w4hDAaD4ofn5+chhA8++GAzywQAsCHXO9jduXMnhHB0dJT3kO12u9kYKPmQxQAAO+J6t7ELIXS73eytYkVXV1eCHQCwa659sAs/9ZbI/5vAGgEALCCFYAcAQLjubewAAMgJdgAAiRDsAAASIdgBACRCsAMASIRgBwCQCMEOACARgh0AQCIEOwCARAh2AACJEOwAABIh2AEAJEKwAwBIhGAHAJAIwQ4AIBGCHQBAIgQ7AIBECHbArhgMBnuVNr2AAMsS7IBd8dFHH4UQOp3OeIZNLyDAsgQ7YFcMh8MQQq/X2/SCbIusCnM0GmX/zWsuB4PBZhcMWJhgB+vjrlm0t7d3dnY29avDw8MVPRhttVqrmOzyZm2KzOHhYeNzHAwGR0dHIYSrq6vSLI6OjhylW2IjpwnXmmB3PYxGo2IzoLOzs263W3ci8Q2Mut3umtshrT/xrP8+GkI4PT0NIRwdHVVcrHON7PSNWL4pW1a1Vq16FlPnuIpU19RuOjk5mXpInJ2d7e3txWyQuv7whz+EEK6urtrt9mg0Gg6HrVYrfySdfVttgV1weHgYs332ItJMTJnGNTvTJae2iqMiE7NDsyWMKRa505dZmNJhtutmtTVhe3Q6ndIuy/LB5O7LfnkXixWbE2V3tYoGRlNnt8Axs8ARmK9RCOH09HTJqcWYnFFpSeIntYB8gfNbaUnFTq+1KVqt1tw9ni3P1dVV9aLWmmmYcaTVXYumFOc+a00XEHNuhhlHWr6hiv8uliyezrOmsIxQ2EfZYudzyf4bM4W6uyDMPuZLU561yvnUYsrkqq+N8WrNdOGpxZ8mMRtzAbX27MLL2fhcQuEwiznpUpX46m2bBQ7Q7AzPzori1Ta7oxSP3bn3mOK/5y7kxcVFzBpNvVwusJqTm6hYeVB3ahcXF6Fw/86/La5U/H00ZmrFkkXVm7F4+Z78fHKnL7ApQvR9NFe64S020zD7SKs1wciZ5vuuNK/Ji3j1suVlYsJf5LkZoqNA8ZjMKxcnd9/cjDJ5HE5usdKCZcucr3XpqIvZGpG7oNVqzTogmw39xbksmb9/9atf1Z1pI1OLUbrCzD02QvQPm9L2yWR7M5vCrMvX1GKvvfbarFlEKq3g1DkWp9xg/r52El+9bbPAcVy8DpZ+Rk9+VX2PCdH3+MhfgTGXy/g7blHFJWOu/K6WXfJKT99mZbtZ99H4qc1KtJEVZnV3+vL30ZLiLWHqCsbPNP5Ia6oiqmI1O51O/I+EyWIVu69iNy0QBfJpTi5PaXVKBSZPusi6+fDz9FmcQjaXhbfG5DIXv6o4PCI3Woz80G0qf9eaaYNTq5jU5HYu/vl4Rn7NVezN0i4rKu7oN95445VXXplbLFuwRioXKw6z+IYWK6rm3B6C3cYs8MujdPMo/jcmCkTe44vX9AqRl8v4y/1UxYtUpGLdQ7aRi/f10rUs8j46d2p5/pu6/FPr7UpBqnjtjtnpjdxHZ5msO8nWNHKm8WmyKWH2za9WlWf+VzExd+5uijF5bGTH5NRjJj6jTB6Kk/JLTXb0lg7m4plSd2tMXeziss3dBRVTi5ljaTUbzN9zV7OpqdUV/2yn8b0ZWaxC/Go2sv0jn0ddX4LdxsTXMcQEu5hi8Q2MQsTP/ciqxMgLRFFF4okRarYcqriPxk+togIyTOSquZeYmL1Z68q72CV16oUyZqbxR1r8Y+5qkxs5V103HGNWzF3g3Iw065iMP+lignXpiW02u7zWZ9buq9gaMbtgmQNyMXN3U4zIA7LZqdUSeWyUNLI3I4s1stPjF6ypxHwdCXYbU3HkRVbFhRm//KrvMTFnUXUbnbpzjL/jTr32zb0olJatuGAVLYcml2RuxqpuhzQrCk+NWVNLFpdn7k6Pv8DN3WIlU4N1/uGvfvWruTMdxx1p1Y+5a+30Wc96WhMtKRc2eQt84403Ys7NCnVXM8SddPE1pvlKVf/4idka7XZ71btgMZEbLX4hY36NNLvK1QF0co4Vqxk5/eq9mV3r8mtCTLGpB2Td43+8ljM9AYLdxsw61sc/v0dmF5HJCvbSpSQyCsSfOXOLhbjrSOR5WJp4aUPVOvknJ7vwpKqnVmqHFBPsJrfw1HqRmJ2+igvcZBudkuzz+L1ZvW2rH3PX3VOzcmH8Q+Gpe7A65oaIc3NyOuNFuxmFuJMuvsa0rrmhf8ldUDQ3zUT2EYn8bRwpvtFtjOrlDz9vJ1e9mqF+sFtmb+bb4Y033ogpNutnc7z8ryLP9KaeBlxHgt3GxN+YY1rlx0SByDMn8uiPv1zG33HnJp4Y1S2H4sVMLf9vrUexU7dMaYPH7PTlo0xxIXMVobCiUq0408htG5YebqMkpldydZyqKDl1o7322mtTp1PKiPEjFlWLP+kWmHi1mK3RarUiO4bPLRaTZorVQhUifxuP46JArSa8MX1UI1dz7k+1Wvl1+b1ZPGEjizU14kz1HEsFGsnf145gt0nxN+bJ5q7xd6y6J8/UBZgUf7kc1x8HpCLxRC5Y6c/nthxacmrVnSfmXpTz6Rc/jNnpdTds9QLM3TjZzaPBmdZ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   "source": [
    "library(NLP)\n",
    "library(tm)\n",
    "\n",
    "# here I used the EBook of Ulysses, by James Joyce, but any text file can fit\n",
    "# the text is available here: https://www.gutenberg.org/cache/epub/4300/pg4300.txt\n",
    "book <- readLines(\"pg4300.txt\", encoding=\"UTF-8\")\n",
    "corpus <- Corpus(VectorSource(book))\n",
    "corpus <- tm_map(corpus, content_transformer(tolower))\n",
    "corpus <- tm_map(corpus, removeNumbers)\n",
    "corpus <- tm_map(corpus, removePunctuation)\n",
    "dtm <- TermDocumentMatrix(corpus)\n",
    "m <- as.matrix(dtm)\n",
    "\n",
    "freq <- rowSums(m)\n",
    "freq.sorted <- sort(freq, decreasing=TRUE)\n",
    "\n",
    "# first barplot with stop words (ok for both notebook and export)\n",
    "barplot(freq.sorted[1:50], xlab=\"Word\", ylab=\"Frequency\", las=2)\n",
    "\n",
    "corpus.sw <- tm_map(corpus, removeWords, stopwords('english'))\n",
    "dtm.sw <- TermDocumentMatrix(corpus.sw)\n",
    "m.sw <- as.matrix(dtm.sw)\n",
    "freq.sw <- rowSums(m.sw)\n",
    "freq.sw.sorted <- sort(freq.sw, decreasing=TRUE)\n",
    "\n",
    "# second barplot without stop words (ok on ipython notebook but fail when exporting)\n",
    "barplot(freq.sw.sorted[1:50], xlab=\"Word\", ylab=\"Frequency\", las=2)"
   ]
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