Web scraping

Dr. Mine Dogucu

A Brief Introduction to HTML & CSS

Hypertext Markup Language

Cascading Style Sheets

An ugly web page

HTML document outline

Paragraphs

Hyperlinks

<a href="https://www.r-project.org/">R</a>

<a> </a>

HTML tag

href

attribute (name)

https://www.r-project.org/

attribute (value)

R

content

Spans

Styling

Web Scraping

library(rvest)
library(tidyverse)

rvest package has several functions that help with web scraping.

robotstxt::paths_allowed("http://www.criterion.com")

[1] TRUE

robotstxt::paths_allowed("http://www.facebook.com")

[1] FALSE

What we see

What we want

The first five rows of the .csv file we would like to achieve.

Selector Gadget

Selector Gadget extension can help us select CSS classes.

We should use `.R` files as opposed to `.qmd`.

Criterion Collection is a video distribution company that is known for “important movies”.

page <- read_html("https://www.criterion.com/shop/browse/list?sort=spine_number")

Even though it is hard to see all the data we want is stored in the object called page.

page

{html_document}
<html class="no-js" lang="en">
[1] <head>\n<meta http-equiv="Content-Type" content="text/html; charset=UTF-8 ...
[2] <body class="criterion-collection page__storebrowsing default wildsand__b ...

Scraping Spine Numbers

page |> 
  html_nodes(".g-spine")

{xml_nodeset (1727)}
 [1] <th class="g-spine">Spine #</th>
 [2] <td class="g-spine">\n\t\t1\n\t</td>
 [3] <td class="g-spine">\n\t\t2\n\t</td>
 [4] <td class="g-spine">\n\t\t3\n\t</td>
 [5] <td class="g-spine">\n\t\t4\n\t</td>
 [6] <td class="g-spine">\n\t\t5\n\t</td>
 [7] <td class="g-spine">\n\t\t6\n\t</td>
 [8] <td class="g-spine">\n\t\t7\n\t</td>
 [9] <td class="g-spine">\n\t\t8\n\t</td>
[10] <td class="g-spine">\n\t\t9\n\t</td>
[11] <td class="g-spine">\n\t\t10\n\t</td>
[12] <td class="g-spine">\n\t\t11\n\t</td>
[13] <td class="g-spine">\n\t\t12\n\t</td>
[14] <td class="g-spine">\n\t\t13\n\t</td>
[15] <td class="g-spine">\n\t\t14\n\t</td>
[16] <td class="g-spine">\n\t\t15\n\t</td>
[17] <td class="g-spine">\n\t\t16\n\t</td>
[18] <td class="g-spine">\n\t\t17\n\t</td>
[19] <td class="g-spine">\n\t\t18\n\t</td>
[20] <td class="g-spine">\n\t\t19\n\t</td>
...

Scraping Spine Numbers

page  |>  
  html_nodes(".g-spine") |> 
  html_text()

   [1] "Spine #"        "\n\t\t1\n\t"    "\n\t\t2\n\t"    "\n\t\t3\n\t"   
   [5] "\n\t\t4\n\t"    "\n\t\t5\n\t"    "\n\t\t6\n\t"    "\n\t\t7\n\t"   
   [9] "\n\t\t8\n\t"    "\n\t\t9\n\t"    "\n\t\t10\n\t"   "\n\t\t11\n\t"  
  [13] "\n\t\t12\n\t"   "\n\t\t13\n\t"   "\n\t\t14\n\t"   "\n\t\t15\n\t"  
  [17] "\n\t\t16\n\t"   "\n\t\t17\n\t"   "\n\t\t18\n\t"   "\n\t\t19\n\t"  
  [21] "\n\t\t20\n\t"   "\n\t\t21\n\t"   "\n\t\t22\n\t"   "\n\t\t23\n\t"  
  [25] "\n\t\t24\n\t"   "\n\t\t25\n\t"   "\n\t\t26\n\t"   "\n\t\t27\n\t"  
  [29] "\n\t\t28\n\t"   "\n\t\t29\n\t"   "\n\t\t30\n\t"   "\n\t\t31\n\t"  
  [33] "\n\t\t32\n\t"   "\n\t\t33\n\t"   "\n\t\t34\n\t"   "\n\t\t35\n\t"  
  [37] "\n\t\t36\n\t"   "\n\t\t37\n\t"   "\n\t\t38\n\t"   "\n\t\t39\n\t"  
  [41] "\n\t\t40\n\t"   "\n\t\t41\n\t"   "\n\t\t42\n\t"   "\n\t\t43\n\t"  
  [45] "\n\t\t44\n\t"   "\n\t\t45\n\t"   "\n\t\t46\n\t"   "\n\t\t47\n\t"  
  [49] "\n\t\t48\n\t"   "\n\t\t49\n\t"   "\n\t\t50\n\t"   "\n\t\t51\n\t"  
  [53] "\n\t\t52\n\t"   "\n\t\t53\n\t"   "\n\t\t54\n\t"   "\n\t\t55\n\t"  
  [57] "\n\t\t56\n\t"   "\n\t\t57\n\t"   "\n\t\t58\n\t"   "\n\t\t59\n\t"  
  [61] "\n\t\t60\n\t"   "\n\t\t61\n\t"   "\n\t\t62\n\t"   "\n\t\t63\n\t"  
  [65] "\n\t\t64\n\t"   "\n\t\t65\n\t"   "\n\t\t66\n\t"   "\n\t\t67\n\t"  
  [69] "\n\t\t68\n\t"   "\n\t\t69\n\t"   "\n\t\t70\n\t"   "\n\t\t71\n\t"  
  [73] "\n\t\t72\n\t"   "\n\t\t73\n\t"   "\n\t\t74\n\t"   "\n\t\t75\n\t"  
  [77] "\n\t\t76\n\t"   "\n\t\t77\n\t"   "\n\t\t78\n\t"   "\n\t\t79\n\t"  
  [81] "\n\t\t80\n\t"   "\n\t\t81\n\t"   "\n\t\t82\n\t"   "\n\t\t83\n\t"  
  [85] "\n\t\t84\n\t"   "\n\t\t85\n\t"   "\n\t\t86\n\t"   "\n\t\t87\n\t"  
  [89] "\n\t\t88\n\t"   "\n\t\t88\n\t"   "\n\t\t89\n\t"   "\n\t\t90\n\t"  
  [93] "\n\t\t91\n\t"   "\n\t\t92\n\t"   "\n\t\t93\n\t"   "\n\t\t94\n\t"  
  [97] "\n\t\t95\n\t"   "\n\t\t96\n\t"   "\n\t\t97\n\t"   "\n\t\t98\n\t"  
 [101] "\n\t\t99\n\t"   "\n\t\t100\n\t"  "\n\t\t101\n\t"  "\n\t\t102\n\t" 
 [105] "\n\t\t103\n\t"  "\n\t\t104\n\t"  "\n\t\t105\n\t"  "\n\t\t106\n\t" 
 [109] "\n\t\t107\n\t"  "\n\t\t108\n\t"  "\n\t\t109\n\t"  "\n\t\t110\n\t" 
 [113] "\n\t\t111\n\t"  "\n\t\t112\n\t"  "\n\t\t113\n\t"  "\n\t\t114\n\t" 
 [117] "\n\t\t115\n\t"  "\n\t\t116\n\t"  "\n\t\t117\n\t"  "\n\t\t118\n\t" 
 [121] "\n\t\t119\n\t"  "\n\t\t120\n\t"  "\n\t\t121\n\t"  "\n\t\t122\n\t" 
 [125] "\n\t\t123\n\t"  "\n\t\t124\n\t"  "\n\t\t125\n\t"  "\n\t\t126\n\t" 
 [129] "\n\t\t127\n\t"  "\n\t\t128\n\t"  "\n\t\t129\n\t"  "\n\t\t130\n\t" 
 [133] "\n\t\t131\n\t"  "\n\t\t132\n\t"  "\n\t\t133\n\t"  "\n\t\t134\n\t" 
 [137] "\n\t\t135\n\t"  "\n\t\t136\n\t"  "\n\t\t137\n\t"  "\n\t\t138\n\t" 
 [141] "\n\t\t139\n\t"  "\n\t\t140\n\t"  "\n\t\t141\n\t"  "\n\t\t142\n\t" 
 [145] "\n\t\t143\n\t"  "\n\t\t144\n\t"  "\n\t\t145\n\t"  "\n\t\t146\n\t" 
 [149] "\n\t\t147\n\t"  "\n\t\t148\n\t"  "\n\t\t149\n\t"  "\n\t\t150\n\t" 
 [153] "\n\t\t151\n\t"  "\n\t\t152\n\t"  "\n\t\t153\n\t"  "\n\t\t154\n\t" 
 [157] "\n\t\t155\n\t"  "\n\t\t156\n\t"  "\n\t\t157\n\t"  "\n\t\t158\n\t" 
 [161] "\n\t\t159\n\t"  "\n\t\t160\n\t"  "\n\t\t161\n\t"  "\n\t\t162\n\t" 
 [165] "\n\t\t163\n\t"  "\n\t\t164\n\t"  "\n\t\t165\n\t"  "\n\t\t166\n\t" 
 [169] "\n\t\t167\n\t"  "\n\t\t168\n\t"  "\n\t\t169\n\t"  "\n\t\t170\n\t" 
 [173] "\n\t\t171\n\t"  "\n\t\t172\n\t"  "\n\t\t173\n\t"  "\n\t\t174\n\t" 
 [177] "\n\t\t175\n\t"  "\n\t\t176\n\t"  "\n\t\t177\n\t"  "\n\t\t178\n\t" 
 [181] "\n\t\t179\n\t"  "\n\t\t180\n\t"  "\n\t\t181\n\t"  "\n\t\t182\n\t" 
 [185] "\n\t\t183\n\t"  "\n\t\t184\n\t"  "\n\t\t185\n\t"  "\n\t\t186\n\t" 
 [189] "\n\t\t187\n\t"  "\n\t\t188\n\t"  "\n\t\t189\n\t"  "\n\t\t190\n\t" 
 [193] "\n\t\t191\n\t"  "\n\t\t192\n\t"  "\n\t\t193\n\t"  "\n\t\t194\n\t" 
 [197] "\n\t\t195\n\t"  "\n\t\t196\n\t"  "\n\t\t197\n\t"  "\n\t\t198\n\t" 
 [201] "\n\t\t199\n\t"  "\n\t\t200\n\t"  "\n\t\t201\n\t"  "\n\t\t202\n\t" 
 [205] "\n\t\t203\n\t"  "\n\t\t204\n\t"  "\n\t\t205\n\t"  "\n\t\t206\n\t" 
 [209] "\n\t\t207\n\t"  "\n\t\t208\n\t"  "\n\t\t209\n\t"  "\n\t\t210\n\t" 
 [213] "\n\t\t211\n\t"  "\n\t\t213\n\t"  "\n\t\t214\n\t"  "\n\t\t215\n\t" 
 [217] "\n\t\t216\n\t"  "\n\t\t217\n\t"  "\n\t\t218\n\t"  "\n\t\t219\n\t" 
 [221] "\n\t\t220\n\t"  "\n\t\t221\n\t"  "\n\t\t222\n\t"  "\n\t\t223\n\t" 
 [225] "\n\t\t224\n\t"  "\n\t\t225\n\t"  "\n\t\t226\n\t"  "\n\t\t227\n\t" 
 [229] "\n\t\t228\n\t"  "\n\t\t229\n\t"  "\n\t\t230\n\t"  "\n\t\t231\n\t" 
 [233] "\n\t\t232\n\t"  "\n\t\t233\n\t"  "\n\t\t234\n\t"  "\n\t\t235\n\t" 
 [237] "\n\t\t236\n\t"  "\n\t\t237\n\t"  "\n\t\t238\n\t"  "\n\t\t239\n\t" 
 [241] "\n\t\t240\n\t"  "\n\t\t241\n\t"  "\n\t\t242\n\t"  "\n\t\t243\n\t" 
 [245] "\n\t\t244\n\t"  "\n\t\t245\n\t"  "\n\t\t246\n\t"  "\n\t\t247\n\t" 
 [249] "\n\t\t248\n\t"  "\n\t\t249\n\t"  "\n\t\t250\n\t"  "\n\t\t251\n\t" 
 [253] "\n\t\t252\n\t"  "\n\t\t253\n\t"  "\n\t\t254\n\t"  "\n\t\t255\n\t" 
 [257] "\n\t\t256\n\t"  "\n\t\t257\n\t"  "\n\t\t258\n\t"  "\n\t\t259\n\t" 
 [261] "\n\t\t260\n\t"  "\n\t\t261\n\t"  "\n\t\t262\n\t"  "\n\t\t263\n\t" 
 [265] "\n\t\t264\n\t"  "\n\t\t265\n\t"  "\n\t\t266\n\t"  "\n\t\t267\n\t" 
 [269] "\n\t\t268\n\t"  "\n\t\t269\n\t"  "\n\t\t270\n\t"  "\n\t\t271\n\t" 
 [273] "\n\t\t272\n\t"  "\n\t\t273\n\t"  "\n\t\t274\n\t"  "\n\t\t275\n\t" 
 [277] "\n\t\t276\n\t"  "\n\t\t277\n\t"  "\n\t\t278\n\t"  "\n\t\t279\n\t" 
 [281] "\n\t\t280\n\t"  "\n\t\t281\n\t"  "\n\t\t282\n\t"  "\n\t\t283\n\t" 
 [285] "\n\t\t284\n\t"  "\n\t\t285\n\t"  "\n\t\t286\n\t"  "\n\t\t287\n\t" 
 [289] "\n\t\t288\n\t"  "\n\t\t289\n\t"  "\n\t\t290\n\t"  "\n\t\t291\n\t" 
 [293] "\n\t\t292\n\t"  "\n\t\t293\n\t"  "\n\t\t294\n\t"  "\n\t\t295\n\t" 
 [297] "\n\t\t296\n\t"  "\n\t\t297\n\t"  "\n\t\t298\n\t"  "\n\t\t299\n\t" 
 [301] "\n\t\t300\n\t"  "\n\t\t301\n\t"  "\n\t\t302\n\t"  "\n\t\t303\n\t" 
 [305] "\n\t\t304\n\t"  "\n\t\t305\n\t"  "\n\t\t306\n\t"  "\n\t\t307\n\t" 
 [309] "\n\t\t308\n\t"  "\n\t\t309\n\t"  "\n\t\t310\n\t"  "\n\t\t311\n\t" 
 [313] "\n\t\t312\n\t"  "\n\t\t313\n\t"  "\n\t\t314\n\t"  "\n\t\t315\n\t" 
 [317] "\n\t\t316\n\t"  "\n\t\t317\n\t"  "\n\t\t318\n\t"  "\n\t\t319\n\t" 
 [321] "\n\t\t320\n\t"  "\n\t\t321\n\t"  "\n\t\t322\n\t"  "\n\t\t323\n\t" 
 [325] "\n\t\t324\n\t"  "\n\t\t325\n\t"  "\n\t\t326\n\t"  "\n\t\t327\n\t" 
 [329] "\n\t\t328\n\t"  "\n\t\t329\n\t"  "\n\t\t330\n\t"  "\n\t\t331\n\t" 
 [333] "\n\t\t332\n\t"  "\n\t\t333\n\t"  "\n\t\t334\n\t"  "\n\t\t335\n\t" 
 [337] "\n\t\t336\n\t"  "\n\t\t337\n\t"  "\n\t\t338\n\t"  "\n\t\t339\n\t" 
 [341] "\n\t\t340\n\t"  "\n\t\t341\n\t"  "\n\t\t342\n\t"  "\n\t\t343\n\t" 
 [345] "\n\t\t344\n\t"  "\n\t\t345\n\t"  "\n\t\t346\n\t"  "\n\t\t347\n\t" 
 [349] "\n\t\t348\n\t"  "\n\t\t349\n\t"  "\n\t\t350\n\t"  "\n\t\t351\n\t" 
 [353] "\n\t\t352\n\t"  "\n\t\t353\n\t"  "\n\t\t354\n\t"  "\n\t\t355\n\t" 
 [357] "\n\t\t356\n\t"  "\n\t\t357\n\t"  "\n\t\t358\n\t"  "\n\t\t359\n\t" 
 [361] "\n\t\t360\n\t"  "\n\t\t361\n\t"  "\n\t\t362\n\t"  "\n\t\t363\n\t" 
 [365] "\n\t\t364\n\t"  "\n\t\t365\n\t"  "\n\t\t366\n\t"  "\n\t\t367\n\t" 
 [369] "\n\t\t368\n\t"  "\n\t\t369\n\t"  "\n\t\t370\n\t"  "\n\t\t371\n\t" 
 [373] "\n\t\t372\n\t"  "\n\t\t373\n\t"  "\n\t\t374\n\t"  "\n\t\t375\n\t" 
 [377] "\n\t\t376\n\t"  "\n\t\t377\n\t"  "\n\t\t378\n\t"  "\n\t\t379\n\t" 
 [381] "\n\t\t380\n\t"  "\n\t\t381\n\t"  "\n\t\t382\n\t"  "\n\t\t383\n\t" 
 [385] "\n\t\t384\n\t"  "\n\t\t385\n\t"  "\n\t\t386\n\t"  "\n\t\t387\n\t" 
 [389] "\n\t\t388\n\t"  "\n\t\t389\n\t"  "\n\t\t390\n\t"  "\n\t\t391\n\t" 
 [393] "\n\t\t392\n\t"  "\n\t\t393\n\t"  "\n\t\t394\n\t"  "\n\t\t395\n\t" 
 [397] "\n\t\t396\n\t"  "\n\t\t397\n\t"  "\n\t\t398\n\t"  "\n\t\t399\n\t" 
 [401] "\n\t\t400\n\t"  "\n\t\t401\n\t"  "\n\t\t402\n\t"  "\n\t\t403\n\t" 
 [405] "\n\t\t404\n\t"  "\n\t\t405\n\t"  "\n\t\t406\n\t"  "\n\t\t407\n\t" 
 [409] "\n\t\t408\n\t"  "\n\t\t409\n\t"  "\n\t\t410\n\t"  "\n\t\t411\n\t" 
 [413] "\n\t\t412\n\t"  "\n\t\t413\n\t"  "\n\t\t414\n\t"  "\n\t\t415\n\t" 
 [417] "\n\t\t416\n\t"  "\n\t\t417\n\t"  "\n\t\t418\n\t"  "\n\t\t419\n\t" 
 [421] "\n\t\t420\n\t"  "\n\t\t421\n\t"  "\n\t\t422\n\t"  "\n\t\t423\n\t" 
 [425] "\n\t\t424\n\t"  "\n\t\t425\n\t"  "\n\t\t426\n\t"  "\n\t\t427\n\t" 
 [429] "\n\t\t428\n\t"  "\n\t\t429\n\t"  "\n\t\t430\n\t"  "\n\t\t431\n\t" 
 [433] "\n\t\t432\n\t"  "\n\t\t433\n\t"  "\n\t\t434\n\t"  "\n\t\t435\n\t" 
 [437] "\n\t\t436\n\t"  "\n\t\t437\n\t"  "\n\t\t438\n\t"  "\n\t\t439\n\t" 
 [441] "\n\t\t440\n\t"  "\n\t\t441\n\t"  "\n\t\t442\n\t"  "\n\t\t443\n\t" 
 [445] "\n\t\t444\n\t"  "\n\t\t445\n\t"  "\n\t\t446\n\t"  "\n\t\t447\n\t" 
 [449] "\n\t\t448\n\t"  "\n\t\t449\n\t"  "\n\t\t450\n\t"  "\n\t\t451\n\t" 
 [453] "\n\t\t452\n\t"  "\n\t\t453\n\t"  "\n\t\t454\n\t"  "\n\t\t455\n\t" 
 [457] "\n\t\t456\n\t"  "\n\t\t457\n\t"  "\n\t\t458\n\t"  "\n\t\t459\n\t" 
 [461] "\n\t\t460\n\t"  "\n\t\t461\n\t"  "\n\t\t462\n\t"  "\n\t\t463\n\t" 
 [465] "\n\t\t464\n\t"  "\n\t\t465\n\t"  "\n\t\t466\n\t"  "\n\t\t467\n\t" 
 [469] "\n\t\t468\n\t"  "\n\t\t469\n\t"  "\n\t\t470\n\t"  "\n\t\t471\n\t" 
 [473] "\n\t\t472\n\t"  "\n\t\t473\n\t"  "\n\t\t474\n\t"  "\n\t\t475\n\t" 
 [477] "\n\t\t476\n\t"  "\n\t\t477\n\t"  "\n\t\t478\n\t"  "\n\t\t479\n\t" 
 [481] "\n\t\t480\n\t"  "\n\t\t481\n\t"  "\n\t\t482\n\t"  "\n\t\t483\n\t" 
 [485] "\n\t\t484\n\t"  "\n\t\t485\n\t"  "\n\t\t486\n\t"  "\n\t\t487\n\t" 
 [489] "\n\t\t488\n\t"  "\n\t\t489\n\t"  "\n\t\t490\n\t"  "\n\t\t491\n\t" 
 [493] "\n\t\t492\n\t"  "\n\t\t493\n\t"  "\n\t\t494\n\t"  "\n\t\t495\n\t" 
 [497] "\n\t\t496\n\t"  "\n\t\t497\n\t"  "\n\t\t498\n\t"  "\n\t\t499\n\t" 
 [501] "\n\t\t500\n\t"  "\n\t\t501\n\t"  "\n\t\t502\n\t"  "\n\t\t503\n\t" 
 [505] "\n\t\t504\n\t"  "\n\t\t505\n\t"  "\n\t\t506\n\t"  "\n\t\t507\n\t" 
 [509] "\n\t\t508\n\t"  "\n\t\t509\n\t"  "\n\t\t510\n\t"  "\n\t\t511\n\t" 
 [513] "\n\t\t512\n\t"  "\n\t\t513\n\t"  "\n\t\t514\n\t"  "\n\t\t515\n\t" 
 [517] "\n\t\t516\n\t"  "\n\t\t517\n\t"  "\n\t\t518\n\t"  "\n\t\t519\n\t" 
 [521] "\n\t\t520\n\t"  "\n\t\t521\n\t"  "\n\t\t522\n\t"  "\n\t\t523\n\t" 
 [525] "\n\t\t524\n\t"  "\n\t\t525\n\t"  "\n\t\t526\n\t"  "\n\t\t527\n\t" 
 [529] "\n\t\t528\n\t"  "\n\t\t529\n\t"  "\n\t\t530\n\t"  "\n\t\t531\n\t" 
 [533] "\n\t\t532\n\t"  "\n\t\t533\n\t"  "\n\t\t534\n\t"  "\n\t\t535\n\t" 
 [537] "\n\t\t536\n\t"  "\n\t\t537\n\t"  "\n\t\t538\n\t"  "\n\t\t539\n\t" 
 [541] "\n\t\t540\n\t"  "\n\t\t541\n\t"  "\n\t\t542\n\t"  "\n\t\t543\n\t" 
 [545] "\n\t\t544\n\t"  "\n\t\t545\n\t"  "\n\t\t546\n\t"  "\n\t\t547\n\t" 
 [549] "\n\t\t548\n\t"  "\n\t\t549\n\t"  "\n\t\t550\n\t"  "\n\t\t551\n\t" 
 [553] "\n\t\t552\n\t"  "\n\t\t553\n\t"  "\n\t\t554\n\t"  "\n\t\t555\n\t" 
 [557] "\n\t\t556\n\t"  "\n\t\t557\n\t"  "\n\t\t558\n\t"  "\n\t\t559\n\t" 
 [561] "\n\t\t560\n\t"  "\n\t\t561\n\t"  "\n\t\t562\n\t"  "\n\t\t563\n\t" 
 [565] "\n\t\t564\n\t"  "\n\t\t565\n\t"  "\n\t\t566\n\t"  "\n\t\t567\n\t" 
 [569] "\n\t\t568\n\t"  "\n\t\t569\n\t"  "\n\t\t570\n\t"  "\n\t\t571\n\t" 
 [573] "\n\t\t572\n\t"  "\n\t\t573\n\t"  "\n\t\t574\n\t"  "\n\t\t575\n\t" 
 [577] "\n\t\t576\n\t"  "\n\t\t577\n\t"  "\n\t\t578\n\t"  "\n\t\t579\n\t" 
 [581] "\n\t\t580\n\t"  "\n\t\t581\n\t"  "\n\t\t582\n\t"  "\n\t\t583\n\t" 
 [585] "\n\t\t584\n\t"  "\n\t\t585\n\t"  "\n\t\t586\n\t"  "\n\t\t587\n\t" 
 [589] "\n\t\t588\n\t"  "\n\t\t589\n\t"  "\n\t\t590\n\t"  "\n\t\t591\n\t" 
 [593] "\n\t\t592\n\t"  "\n\t\t593\n\t"  "\n\t\t594\n\t"  "\n\t\t595\n\t" 
 [597] "\n\t\t596\n\t"  "\n\t\t597\n\t"  "\n\t\t598\n\t"  "\n\t\t599\n\t" 
 [601] "\n\t\t600\n\t"  "\n\t\t601\n\t"  "\n\t\t602\n\t"  "\n\t\t603\n\t" 
 [605] "\n\t\t604\n\t"  "\n\t\t605\n\t"  "\n\t\t606\n\t"  "\n\t\t607\n\t" 
 [609] "\n\t\t608\n\t"  "\n\t\t609\n\t"  "\n\t\t610\n\t"  "\n\t\t611\n\t" 
 [613] "\n\t\t612\n\t"  "\n\t\t613\n\t"  "\n\t\t614\n\t"  "\n\t\t615\n\t" 
 [617] "\n\t\t616\n\t"  "\n\t\t617\n\t"  "\n\t\t618\n\t"  "\n\t\t619\n\t" 
 [621] "\n\t\t620\n\t"  "\n\t\t621\n\t"  "\n\t\t622\n\t"  "\n\t\t623\n\t" 
 [625] "\n\t\t624\n\t"  "\n\t\t625\n\t"  "\n\t\t626\n\t"  "\n\t\t627\n\t" 
 [629] "\n\t\t628\n\t"  "\n\t\t629\n\t"  "\n\t\t630\n\t"  "\n\t\t631\n\t" 
 [633] "\n\t\t632\n\t"  "\n\t\t633\n\t"  "\n\t\t634\n\t"  "\n\t\t635\n\t" 
 [637] "\n\t\t636\n\t"  "\n\t\t637\n\t"  "\n\t\t638\n\t"  "\n\t\t639\n\t" 
 [641] "\n\t\t640\n\t"  "\n\t\t641\n\t"  "\n\t\t642\n\t"  "\n\t\t643\n\t" 
 [645] "\n\t\t644\n\t"  "\n\t\t645\n\t"  "\n\t\t646\n\t"  "\n\t\t647\n\t" 
 [649] "\n\t\t648\n\t"  "\n\t\t649\n\t"  "\n\t\t650\n\t"  "\n\t\t651\n\t" 
 [653] "\n\t\t652\n\t"  "\n\t\t653\n\t"  "\n\t\t654\n\t"  "\n\t\t655\n\t" 
 [657] "\n\t\t656\n\t"  "\n\t\t657\n\t"  "\n\t\t658\n\t"  "\n\t\t659\n\t" 
 [661] "\n\t\t660\n\t"  "\n\t\t661\n\t"  "\n\t\t662\n\t"  "\n\t\t663\n\t" 
 [665] "\n\t\t664\n\t"  "\n\t\t665\n\t"  "\n\t\t666\n\t"  "\n\t\t667\n\t" 
 [669] "\n\t\t668\n\t"  "\n\t\t669\n\t"  "\n\t\t670\n\t"  "\n\t\t671\n\t" 
 [673] "\n\t\t672\n\t"  "\n\t\t673\n\t"  "\n\t\t674\n\t"  "\n\t\t675\n\t" 
 [677] "\n\t\t676\n\t"  "\n\t\t677\n\t"  "\n\t\t678\n\t"  "\n\t\t679\n\t" 
 [681] "\n\t\t680\n\t"  "\n\t\t681\n\t"  "\n\t\t682\n\t"  "\n\t\t683\n\t" 
 [685] "\n\t\t684\n\t"  "\n\t\t685\n\t"  "\n\t\t686\n\t"  "\n\t\t687\n\t" 
 [689] "\n\t\t688\n\t"  "\n\t\t689\n\t"  "\n\t\t690\n\t"  "\n\t\t691\n\t" 
 [693] "\n\t\t692\n\t"  "\n\t\t693\n\t"  "\n\t\t694\n\t"  "\n\t\t695\n\t" 
 [697] "\n\t\t696\n\t"  "\n\t\t697\n\t"  "\n\t\t698\n\t"  "\n\t\t699\n\t" 
 [701] "\n\t\t700\n\t"  "\n\t\t701\n\t"  "\n\t\t702\n\t"  "\n\t\t703\n\t" 
 [705] "\n\t\t704\n\t"  "\n\t\t705\n\t"  "\n\t\t706\n\t"  "\n\t\t707\n\t" 
 [709] "\n\t\t708\n\t"  "\n\t\t709\n\t"  "\n\t\t710\n\t"  "\n\t\t711\n\t" 
 [713] "\n\t\t712\n\t"  "\n\t\t713\n\t"  "\n\t\t714\n\t"  "\n\t\t715\n\t" 
 [717] "\n\t\t716\n\t"  "\n\t\t717\n\t"  "\n\t\t718\n\t"  "\n\t\t719\n\t" 
 [721] "\n\t\t720\n\t"  "\n\t\t721\n\t"  "\n\t\t722\n\t"  "\n\t\t723\n\t" 
 [725] "\n\t\t724\n\t"  "\n\t\t725\n\t"  "\n\t\t726\n\t"  "\n\t\t727\n\t" 
 [729] "\n\t\t728\n\t"  "\n\t\t729\n\t"  "\n\t\t730\n\t"  "\n\t\t731\n\t" 
 [733] "\n\t\t732\n\t"  "\n\t\t733\n\t"  "\n\t\t734\n\t"  "\n\t\t735\n\t" 
 [737] "\n\t\t736\n\t"  "\n\t\t737\n\t"  "\n\t\t738\n\t"  "\n\t\t739\n\t" 
 [741] "\n\t\t740\n\t"  "\n\t\t741\n\t"  "\n\t\t742\n\t"  "\n\t\t743\n\t" 
 [745] "\n\t\t744\n\t"  "\n\t\t745\n\t"  "\n\t\t746\n\t"  "\n\t\t747\n\t" 
 [749] "\n\t\t748\n\t"  "\n\t\t749\n\t"  "\n\t\t750\n\t"  "\n\t\t751\n\t" 
 [753] "\n\t\t752\n\t"  "\n\t\t753\n\t"  "\n\t\t754\n\t"  "\n\t\t755\n\t" 
 [757] "\n\t\t756\n\t"  "\n\t\t757\n\t"  "\n\t\t758\n\t"  "\n\t\t759\n\t" 
 [761] "\n\t\t760\n\t"  "\n\t\t761\n\t"  "\n\t\t762\n\t"  "\n\t\t763\n\t" 
 [765] "\n\t\t764\n\t"  "\n\t\t765\n\t"  "\n\t\t766\n\t"  "\n\t\t767\n\t" 
 [769] "\n\t\t768\n\t"  "\n\t\t769\n\t"  "\n\t\t770\n\t"  "\n\t\t771\n\t" 
 [773] "\n\t\t772\n\t"  "\n\t\t773\n\t"  "\n\t\t774\n\t"  "\n\t\t775\n\t" 
 [777] "\n\t\t776\n\t"  "\n\t\t777\n\t"  "\n\t\t778\n\t"  "\n\t\t779\n\t" 
 [781] "\n\t\t780\n\t"  "\n\t\t781\n\t"  "\n\t\t782\n\t"  "\n\t\t783\n\t" 
 [785] "\n\t\t784\n\t"  "\n\t\t785\n\t"  "\n\t\t786\n\t"  "\n\t\t787\n\t" 
 [789] "\n\t\t788\n\t"  "\n\t\t789\n\t"  "\n\t\t790\n\t"  "\n\t\t791\n\t" 
 [793] "\n\t\t792\n\t"  "\n\t\t793\n\t"  "\n\t\t794\n\t"  "\n\t\t795\n\t" 
 [797] "\n\t\t796\n\t"  "\n\t\t797\n\t"  "\n\t\t798\n\t"  "\n\t\t799\n\t" 
 [801] "\n\t\t800\n\t"  "\n\t\t801\n\t"  "\n\t\t802\n\t"  "\n\t\t803\n\t" 
 [805] "\n\t\t804\n\t"  "\n\t\t805\n\t"  "\n\t\t806\n\t"  "\n\t\t807\n\t" 
 [809] "\n\t\t808\n\t"  "\n\t\t809\n\t"  "\n\t\t810\n\t"  "\n\t\t811\n\t" 
 [813] "\n\t\t812\n\t"  "\n\t\t813\n\t"  "\n\t\t814\n\t"  "\n\t\t815\n\t" 
 [817] "\n\t\t816\n\t"  "\n\t\t817\n\t"  "\n\t\t818\n\t"  "\n\t\t819\n\t" 
 [821] "\n\t\t820\n\t"  "\n\t\t821\n\t"  "\n\t\t822\n\t"  "\n\t\t823\n\t" 
 [825] "\n\t\t824\n\t"  "\n\t\t825\n\t"  "\n\t\t826\n\t"  "\n\t\t827\n\t" 
 [829] "\n\t\t828\n\t"  "\n\t\t829\n\t"  "\n\t\t830\n\t"  "\n\t\t831\n\t" 
 [833] "\n\t\t832\n\t"  "\n\t\t833\n\t"  "\n\t\t834\n\t"  "\n\t\t835\n\t" 
 [837] "\n\t\t836\n\t"  "\n\t\t837\n\t"  "\n\t\t838\n\t"  "\n\t\t839\n\t" 
 [841] "\n\t\t840\n\t"  "\n\t\t841\n\t"  "\n\t\t842\n\t"  "\n\t\t843\n\t" 
 [845] "\n\t\t844\n\t"  "\n\t\t845\n\t"  "\n\t\t846\n\t"  "\n\t\t847\n\t" 
 [849] "\n\t\t848\n\t"  "\n\t\t849\n\t"  "\n\t\t850\n\t"  "\n\t\t851\n\t" 
 [853] "\n\t\t852\n\t"  "\n\t\t853\n\t"  "\n\t\t854\n\t"  "\n\t\t855\n\t" 
 [857] "\n\t\t856\n\t"  "\n\t\t857\n\t"  "\n\t\t858\n\t"  "\n\t\t859\n\t" 
 [861] "\n\t\t860\n\t"  "\n\t\t861\n\t"  "\n\t\t862\n\t"  "\n\t\t863\n\t" 
 [865] "\n\t\t864\n\t"  "\n\t\t865\n\t"  "\n\t\t866\n\t"  "\n\t\t867\n\t" 
 [869] "\n\t\t868\n\t"  "\n\t\t869\n\t"  "\n\t\t870\n\t"  "\n\t\t871\n\t" 
 [873] "\n\t\t872\n\t"  "\n\t\t873\n\t"  "\n\t\t874\n\t"  "\n\t\t875\n\t" 
 [877] "\n\t\t876\n\t"  "\n\t\t877\n\t"  "\n\t\t878\n\t"  "\n\t\t879\n\t" 
 [881] "\n\t\t880\n\t"  "\n\t\t881\n\t"  "\n\t\t882\n\t"  "\n\t\t883\n\t" 
 [885] "\n\t\t884\n\t"  "\n\t\t885\n\t"  "\n\t\t886\n\t"  "\n\t\t887\n\t" 
 [889] "\n\t\t888\n\t"  "\n\t\t889\n\t"  "\n\t\t890\n\t"  "\n\t\t891\n\t" 
 [893] "\n\t\t892\n\t"  "\n\t\t893\n\t"  "\n\t\t894\n\t"  "\n\t\t895\n\t" 
 [897] "\n\t\t896\n\t"  "\n\t\t897\n\t"  "\n\t\t898\n\t"  "\n\t\t899\n\t" 
 [901] "\n\t\t900\n\t"  "\n\t\t901\n\t"  "\n\t\t902\n\t"  "\n\t\t903\n\t" 
 [905] "\n\t\t904\n\t"  "\n\t\t905\n\t"  "\n\t\t906\n\t"  "\n\t\t907\n\t" 
 [909] "\n\t\t908\n\t"  "\n\t\t909\n\t"  "\n\t\t910\n\t"  "\n\t\t911\n\t" 
 [913] "\n\t\t912\n\t"  "\n\t\t913\n\t"  "\n\t\t914\n\t"  "\n\t\t915\n\t" 
 [917] "\n\t\t916\n\t"  "\n\t\t917\n\t"  "\n\t\t918\n\t"  "\n\t\t919\n\t" 
 [921] "\n\t\t920\n\t"  "\n\t\t921\n\t"  "\n\t\t922\n\t"  "\n\t\t923\n\t" 
 [925] "\n\t\t924\n\t"  "\n\t\t925\n\t"  "\n\t\t926\n\t"  "\n\t\t927\n\t" 
 [929] "\n\t\t928\n\t"  "\n\t\t929\n\t"  "\n\t\t930\n\t"  "\n\t\t931\n\t" 
 [933] "\n\t\t932\n\t"  "\n\t\t933\n\t"  "\n\t\t934\n\t"  "\n\t\t935\n\t" 
 [937] "\n\t\t936\n\t"  "\n\t\t937\n\t"  "\n\t\t938\n\t"  "\n\t\t939\n\t" 
 [941] "\n\t\t940\n\t"  "\n\t\t941\n\t"  "\n\t\t942\n\t"  "\n\t\t943\n\t" 
 [945] "\n\t\t944\n\t"  "\n\t\t945\n\t"  "\n\t\t946\n\t"  "\n\t\t947\n\t" 
 [949] "\n\t\t948\n\t"  "\n\t\t949\n\t"  "\n\t\t950\n\t"  "\n\t\t951\n\t" 
 [953] "\n\t\t952\n\t"  "\n\t\t953\n\t"  "\n\t\t954\n\t"  "\n\t\t955\n\t" 
 [957] "\n\t\t956\n\t"  "\n\t\t957\n\t"  "\n\t\t958\n\t"  "\n\t\t959\n\t" 
 [961] "\n\t\t960\n\t"  "\n\t\t961\n\t"  "\n\t\t962\n\t"  "\n\t\t963\n\t" 
 [965] "\n\t\t964\n\t"  "\n\t\t965\n\t"  "\n\t\t966\n\t"  "\n\t\t967\n\t" 
 [969] "\n\t\t968\n\t"  "\n\t\t969\n\t"  "\n\t\t970\n\t"  "\n\t\t971\n\t" 
 [973] "\n\t\t972\n\t"  "\n\t\t973\n\t"  "\n\t\t974\n\t"  "\n\t\t975\n\t" 
 [977] "\n\t\t976\n\t"  "\n\t\t977\n\t"  "\n\t\t978\n\t"  "\n\t\t979\n\t" 
 [981] "\n\t\t980\n\t"  "\n\t\t981\n\t"  "\n\t\t982\n\t"  "\n\t\t983\n\t" 
 [985] "\n\t\t984\n\t"  "\n\t\t985\n\t"  "\n\t\t986\n\t"  "\n\t\t987\n\t" 
 [989] "\n\t\t988\n\t"  "\n\t\t989\n\t"  "\n\t\t990\n\t"  "\n\t\t991\n\t" 
 [993] "\n\t\t992\n\t"  "\n\t\t993\n\t"  "\n\t\t994\n\t"  "\n\t\t995\n\t" 
 [997] "\n\t\t996\n\t"  "\n\t\t997\n\t"  "\n\t\t998\n\t"  "\n\t\t999\n\t" 
[1001] "\n\t\t1000\n\t" "\n\t\t1001\n\t" "\n\t\t1002\n\t" "\n\t\t1003\n\t"
[1005] "\n\t\t1004\n\t" "\n\t\t1005\n\t" "\n\t\t1006\n\t" "\n\t\t1007\n\t"
[1009] "\n\t\t1008\n\t" "\n\t\t1009\n\t" "\n\t\t1010\n\t" "\n\t\t1011\n\t"
[1013] "\n\t\t1012\n\t" "\n\t\t1013\n\t" "\n\t\t1014\n\t" "\n\t\t1015\n\t"
[1017] "\n\t\t1016\n\t" "\n\t\t1017\n\t" "\n\t\t1018\n\t" "\n\t\t1019\n\t"
[1021] "\n\t\t1020\n\t" "\n\t\t1021\n\t" "\n\t\t1022\n\t" "\n\t\t1023\n\t"
[1025] "\n\t\t1024\n\t" "\n\t\t1025\n\t" "\n\t\t1026\n\t" "\n\t\t1027\n\t"
[1029] "\n\t\t1028\n\t" "\n\t\t1029\n\t" "\n\t\t1030\n\t" "\n\t\t1031\n\t"
[1033] "\n\t\t1032\n\t" "\n\t\t1033\n\t" "\n\t\t1034\n\t" "\n\t\t1035\n\t"
[1037] "\n\t\t1036\n\t" "\n\t\t1037\n\t" "\n\t\t1038\n\t" "\n\t\t1039\n\t"
[1041] "\n\t\t1040\n\t" "\n\t\t1041\n\t" "\n\t\t1042\n\t" "\n\t\t1043\n\t"
[1045] "\n\t\t1044\n\t" "\n\t\t1045\n\t" "\n\t\t1046\n\t" "\n\t\t1047\n\t"
[1049] "\n\t\t1048\n\t" "\n\t\t1049\n\t" "\n\t\t1050\n\t" "\n\t\t1051\n\t"
[1053] "\n\t\t1052\n\t" "\n\t\t1053\n\t" "\n\t\t1054\n\t" "\n\t\t1055\n\t"
[1057] "\n\t\t1056\n\t" "\n\t\t1057\n\t" "\n\t\t1058\n\t" "\n\t\t1059\n\t"
[1061] "\n\t\t1060\n\t" "\n\t\t1061\n\t" "\n\t\t1062\n\t" "\n\t\t1063\n\t"
[1065] "\n\t\t1064\n\t" "\n\t\t1065\n\t" "\n\t\t1066\n\t" "\n\t\t1067\n\t"
[1069] "\n\t\t1068\n\t" "\n\t\t1069\n\t" "\n\t\t1070\n\t" "\n\t\t1071\n\t"
[1073] "\n\t\t1072\n\t" "\n\t\t1073\n\t" "\n\t\t1074\n\t" "\n\t\t1075\n\t"
[1077] "\n\t\t1076\n\t" "\n\t\t1077\n\t" "\n\t\t1078\n\t" "\n\t\t1079\n\t"
[1081] "\n\t\t1080\n\t" "\n\t\t1081\n\t" "\n\t\t1082\n\t" "\n\t\t1083\n\t"
[1085] "\n\t\t1084\n\t" "\n\t\t1085\n\t" "\n\t\t1086\n\t" "\n\t\t1087\n\t"
[1089] "\n\t\t1088\n\t" "\n\t\t1089\n\t" "\n\t\t1090\n\t" "\n\t\t1091\n\t"
[1093] "\n\t\t1092\n\t" "\n\t\t1093\n\t" "\n\t\t1094\n\t" "\n\t\t1095\n\t"
[1097] "\n\t\t1096\n\t" "\n\t\t1097\n\t" "\n\t\t1098\n\t" "\n\t\t1099\n\t"
[1101] "\n\t\t1100\n\t" "\n\t\t1101\n\t" "\n\t\t1102\n\t" "\n\t\t1103\n\t"
[1105] "\n\t\t1104\n\t" "\n\t\t1105\n\t" "\n\t\t1106\n\t" "\n\t\t1107\n\t"
[1109] "\n\t\t1108\n\t" "\n\t\t1109\n\t" "\n\t\t1110\n\t" "\n\t\t1111\n\t"
[1113] "\n\t\t1112\n\t" "\n\t\t1113\n\t" "\n\t\t1114\n\t" "\n\t\t1115\n\t"
[1117] "\n\t\t1116\n\t" "\n\t\t1117\n\t" "\n\t\t1118\n\t" "\n\t\t1119\n\t"
[1121] "\n\t\t1120\n\t" "\n\t\t1121\n\t" "\n\t\t1122\n\t" "\n\t\t1123\n\t"
[1125] "\n\t\t1124\n\t" "\n\t\t1125\n\t" "\n\t\t1126\n\t" "\n\t\t1127\n\t"
[1129] "\n\t\t1128\n\t" "\n\t\t1129\n\t" "\n\t\t1130\n\t" "\n\t\t1131\n\t"
[1133] "\n\t\t1132\n\t" "\n\t\t1133\n\t" "\n\t\t1134\n\t" "\n\t\t1135\n\t"
[1137] "\n\t\t1136\n\t" "\n\t\t1137\n\t" "\n\t\t1138\n\t" "\n\t\t1139\n\t"
[1141] "\n\t\t1140\n\t" "\n\t\t1141\n\t" "\n\t\t1142\n\t" "\n\t\t1143\n\t"
[1145] "\n\t\t1144\n\t" "\n\t\t1145\n\t" "\n\t\t1146\n\t" "\n\t\t1147\n\t"
[1149] "\n\t\t1148\n\t" "\n\t\t1149\n\t" "\n\t\t1150\n\t" "\n\t\t1151\n\t"
[1153] "\n\t\t1152\n\t" "\n\t\t1153\n\t" "\n\t\t1154\n\t" "\n\t\t1155\n\t"
[1157] "\n\t\t1156\n\t" "\n\t\t1157\n\t" "\n\t\t1158\n\t" "\n\t\t1159\n\t"
[1161] "\n\t\t1160\n\t" "\n\t\t1161\n\t" "\n\t\t1162\n\t" "\n\t\t1163\n\t"
[1165] "\n\t\t1164\n\t" "\n\t\t1165\n\t" "\n\t\t1166\n\t" "\n\t\t1167\n\t"
[1169] "\n\t\t1168\n\t" "\n\t\t1169\n\t" "\n\t\t1170\n\t" "\n\t\t1171\n\t"
[1173] "\n\t\t1172\n\t" "\n\t\t1173\n\t" "\n\t\t1174\n\t" "\n\t\t1175\n\t"
[1177] "\n\t\t1176\n\t" "\n\t\t1177\n\t" "\n\t\t1178\n\t" "\n\t\t1179\n\t"
[1181] "\n\t\t1180\n\t" "\n\t\t1181\n\t" "\n\t\t1182\n\t" "\n\t\t1183\n\t"
[1185] "\n\t\t1184\n\t" "\n\t\t1185\n\t" "\n\t\t1186\n\t" "\n\t\t1187\n\t"
[1189] "\n\t\t1188\n\t" "\n\t\t1189\n\t" "\n\t\t1190\n\t" "\n\t\t1191\n\t"
[1193] "\n\t\t1192\n\t" "\n\t\t1193\n\t" "\n\t\t1194\n\t" "\n\t\t1195\n\t"
[1197] "\n\t\t1196\n\t" "\n\t\t1197\n\t" "\n\t\t1198\n\t" "\n\t\t1199\n\t"
[1201] "\n\t\t1200\n\t" "\n\t\t1201\n\t" "\n\t\t1202\n\t" "\n\t\t1203\n\t"
[1205] "\n\t\t1204\n\t" "\n\t\t1205\n\t" "\n\t\t1206\n\t" "\n\t\t1207\n\t"
[1209] "\n\t\t1208\n\t" "\n\t\t1209\n\t" "\n\t\t1210\n\t" "\n\t\t1211\n\t"
[1213] "\n\t\t1212\n\t" "\n\t\t1213\n\t" "\n\t\t1214\n\t" "\n\t\t1215\n\t"
[1217] "\n\t\t1216\n\t" "\n\t\t1217\n\t" "\n\t\t1218\n\t" "\n\t\t1219\n\t"
[1221] "\n\t\t1220\n\t" "\n\t\t1221\n\t" "\n\t\t1222\n\t" "\n\t\t1223\n\t"
[1225] "\n\t\t1224\n\t" "\n\t\t1225\n\t" "\n\t\t1226\n\t" "\n\t\t1227\n\t"
[1229] "\n\t\t1228\n\t" "\n\t\t1229\n\t" "\n\t\t1230\n\t" "\n\t\t1231\n\t"
[1233] "\n\t\t1232\n\t" "\n\t\t1233\n\t" "\n\t\t1234\n\t" "\n\t\t1235\n\t"
[1237] "\n\t\t1236\n\t" "\n\t\t1237\n\t" "\n\t\t1238\n\t" "\n\t\t1239\n\t"
[1241] "\n\t\t1240\n\t" "\n\t\t1241\n\t" "\n\t\t1242\n\t" "\n\t\t1243\n\t"
[1245] "\n\t\t1244\n\t" "\n\t\t1245\n\t" "\n\t\t1246\n\t" "\n\t\t1247\n\t"
[1249] "\n\t\t1248\n\t" "\n\t\t1249\n\t" "\n\t\t1250\n\t" "\n\t\t1251\n\t"
[1253] "\n\t\t1252\n\t" "\n\t\t1253\n\t" "\n\t\t1254\n\t" "\n\t\t1255\n\t"
[1257] "\n\t\t1256\n\t" "\n\t\t1257\n\t" "\n\t\t1258\n\t" "\n\t\t1259\n\t"
[1261] "\n\t\t1260\n\t" "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1265] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1269] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1273] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1277] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1281] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1285] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1289] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1293] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1297] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1301] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1305] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1309] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1313] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1317] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1321] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1325] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1329] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1333] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1337] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1341] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1345] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1349] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1353] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1357] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1361] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1365] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1369] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1373] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1377] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1381] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1385] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1389] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1393] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1397] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1401] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1405] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1409] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1413] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1417] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1421] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1425] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1429] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1433] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1437] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1441] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1445] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1449] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1453] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1457] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1461] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1465] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1469] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1473] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1477] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1481] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1485] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1489] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1493] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1497] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1501] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1505] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1509] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1513] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1517] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1521] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1525] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1529] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1533] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1537] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1541] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1545] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1549] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1553] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1557] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1561] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1565] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1569] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1573] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1577] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1581] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1585] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1589] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1593] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1597] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1601] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1605] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1609] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1613] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1617] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1621] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1625] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1629] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1633] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1637] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1641] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1645] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1649] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1653] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1657] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1661] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1665] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1669] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1673] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1677] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1681] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1685] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1689] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1693] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1697] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1701] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1705] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1709] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1713] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1717] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1721] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"    
[1725] "\n\t\t\n\t"     "\n\t\t\n\t"     "\n\t\t\n\t"

Scraping Spine Numbers

page  |>  
  html_nodes(".g-spine") |> 
  html_text() |> 
  str_remove_all("\n")

   [1] "Spine #"    "\t\t1\t"    "\t\t2\t"    "\t\t3\t"    "\t\t4\t"   
   [6] "\t\t5\t"    "\t\t6\t"    "\t\t7\t"    "\t\t8\t"    "\t\t9\t"   
  [11] "\t\t10\t"   "\t\t11\t"   "\t\t12\t"   "\t\t13\t"   "\t\t14\t"  
  [16] "\t\t15\t"   "\t\t16\t"   "\t\t17\t"   "\t\t18\t"   "\t\t19\t"  
  [21] "\t\t20\t"   "\t\t21\t"   "\t\t22\t"   "\t\t23\t"   "\t\t24\t"  
  [26] "\t\t25\t"   "\t\t26\t"   "\t\t27\t"   "\t\t28\t"   "\t\t29\t"  
  [31] "\t\t30\t"   "\t\t31\t"   "\t\t32\t"   "\t\t33\t"   "\t\t34\t"  
  [36] "\t\t35\t"   "\t\t36\t"   "\t\t37\t"   "\t\t38\t"   "\t\t39\t"  
  [41] "\t\t40\t"   "\t\t41\t"   "\t\t42\t"   "\t\t43\t"   "\t\t44\t"  
  [46] "\t\t45\t"   "\t\t46\t"   "\t\t47\t"   "\t\t48\t"   "\t\t49\t"  
  [51] "\t\t50\t"   "\t\t51\t"   "\t\t52\t"   "\t\t53\t"   "\t\t54\t"  
  [56] "\t\t55\t"   "\t\t56\t"   "\t\t57\t"   "\t\t58\t"   "\t\t59\t"  
  [61] "\t\t60\t"   "\t\t61\t"   "\t\t62\t"   "\t\t63\t"   "\t\t64\t"  
  [66] "\t\t65\t"   "\t\t66\t"   "\t\t67\t"   "\t\t68\t"   "\t\t69\t"  
  [71] "\t\t70\t"   "\t\t71\t"   "\t\t72\t"   "\t\t73\t"   "\t\t74\t"  
  [76] "\t\t75\t"   "\t\t76\t"   "\t\t77\t"   "\t\t78\t"   "\t\t79\t"  
  [81] "\t\t80\t"   "\t\t81\t"   "\t\t82\t"   "\t\t83\t"   "\t\t84\t"  
  [86] "\t\t85\t"   "\t\t86\t"   "\t\t87\t"   "\t\t88\t"   "\t\t88\t"  
  [91] "\t\t89\t"   "\t\t90\t"   "\t\t91\t"   "\t\t92\t"   "\t\t93\t"  
  [96] "\t\t94\t"   "\t\t95\t"   "\t\t96\t"   "\t\t97\t"   "\t\t98\t"  
 [101] "\t\t99\t"   "\t\t100\t"  "\t\t101\t"  "\t\t102\t"  "\t\t103\t" 
 [106] "\t\t104\t"  "\t\t105\t"  "\t\t106\t"  "\t\t107\t"  "\t\t108\t" 
 [111] "\t\t109\t"  "\t\t110\t"  "\t\t111\t"  "\t\t112\t"  "\t\t113\t" 
 [116] "\t\t114\t"  "\t\t115\t"  "\t\t116\t"  "\t\t117\t"  "\t\t118\t" 
 [121] "\t\t119\t"  "\t\t120\t"  "\t\t121\t"  "\t\t122\t"  "\t\t123\t" 
 [126] "\t\t124\t"  "\t\t125\t"  "\t\t126\t"  "\t\t127\t"  "\t\t128\t" 
 [131] "\t\t129\t"  "\t\t130\t"  "\t\t131\t"  "\t\t132\t"  "\t\t133\t" 
 [136] "\t\t134\t"  "\t\t135\t"  "\t\t136\t"  "\t\t137\t"  "\t\t138\t" 
 [141] "\t\t139\t"  "\t\t140\t"  "\t\t141\t"  "\t\t142\t"  "\t\t143\t" 
 [146] "\t\t144\t"  "\t\t145\t"  "\t\t146\t"  "\t\t147\t"  "\t\t148\t" 
 [151] "\t\t149\t"  "\t\t150\t"  "\t\t151\t"  "\t\t152\t"  "\t\t153\t" 
 [156] "\t\t154\t"  "\t\t155\t"  "\t\t156\t"  "\t\t157\t"  "\t\t158\t" 
 [161] "\t\t159\t"  "\t\t160\t"  "\t\t161\t"  "\t\t162\t"  "\t\t163\t" 
 [166] "\t\t164\t"  "\t\t165\t"  "\t\t166\t"  "\t\t167\t"  "\t\t168\t" 
 [171] "\t\t169\t"  "\t\t170\t"  "\t\t171\t"  "\t\t172\t"  "\t\t173\t" 
 [176] "\t\t174\t"  "\t\t175\t"  "\t\t176\t"  "\t\t177\t"  "\t\t178\t" 
 [181] "\t\t179\t"  "\t\t180\t"  "\t\t181\t"  "\t\t182\t"  "\t\t183\t" 
 [186] "\t\t184\t"  "\t\t185\t"  "\t\t186\t"  "\t\t187\t"  "\t\t188\t" 
 [191] "\t\t189\t"  "\t\t190\t"  "\t\t191\t"  "\t\t192\t"  "\t\t193\t" 
 [196] "\t\t194\t"  "\t\t195\t"  "\t\t196\t"  "\t\t197\t"  "\t\t198\t" 
 [201] "\t\t199\t"  "\t\t200\t"  "\t\t201\t"  "\t\t202\t"  "\t\t203\t" 
 [206] "\t\t204\t"  "\t\t205\t"  "\t\t206\t"  "\t\t207\t"  "\t\t208\t" 
 [211] "\t\t209\t"  "\t\t210\t"  "\t\t211\t"  "\t\t213\t"  "\t\t214\t" 
 [216] "\t\t215\t"  "\t\t216\t"  "\t\t217\t"  "\t\t218\t"  "\t\t219\t" 
 [221] "\t\t220\t"  "\t\t221\t"  "\t\t222\t"  "\t\t223\t"  "\t\t224\t" 
 [226] "\t\t225\t"  "\t\t226\t"  "\t\t227\t"  "\t\t228\t"  "\t\t229\t" 
 [231] "\t\t230\t"  "\t\t231\t"  "\t\t232\t"  "\t\t233\t"  "\t\t234\t" 
 [236] "\t\t235\t"  "\t\t236\t"  "\t\t237\t"  "\t\t238\t"  "\t\t239\t" 
 [241] "\t\t240\t"  "\t\t241\t"  "\t\t242\t"  "\t\t243\t"  "\t\t244\t" 
 [246] "\t\t245\t"  "\t\t246\t"  "\t\t247\t"  "\t\t248\t"  "\t\t249\t" 
 [251] "\t\t250\t"  "\t\t251\t"  "\t\t252\t"  "\t\t253\t"  "\t\t254\t" 
 [256] "\t\t255\t"  "\t\t256\t"  "\t\t257\t"  "\t\t258\t"  "\t\t259\t" 
 [261] "\t\t260\t"  "\t\t261\t"  "\t\t262\t"  "\t\t263\t"  "\t\t264\t" 
 [266] "\t\t265\t"  "\t\t266\t"  "\t\t267\t"  "\t\t268\t"  "\t\t269\t" 
 [271] "\t\t270\t"  "\t\t271\t"  "\t\t272\t"  "\t\t273\t"  "\t\t274\t" 
 [276] "\t\t275\t"  "\t\t276\t"  "\t\t277\t"  "\t\t278\t"  "\t\t279\t" 
 [281] "\t\t280\t"  "\t\t281\t"  "\t\t282\t"  "\t\t283\t"  "\t\t284\t" 
 [286] "\t\t285\t"  "\t\t286\t"  "\t\t287\t"  "\t\t288\t"  "\t\t289\t" 
 [291] "\t\t290\t"  "\t\t291\t"  "\t\t292\t"  "\t\t293\t"  "\t\t294\t" 
 [296] "\t\t295\t"  "\t\t296\t"  "\t\t297\t"  "\t\t298\t"  "\t\t299\t" 
 [301] "\t\t300\t"  "\t\t301\t"  "\t\t302\t"  "\t\t303\t"  "\t\t304\t" 
 [306] "\t\t305\t"  "\t\t306\t"  "\t\t307\t"  "\t\t308\t"  "\t\t309\t" 
 [311] "\t\t310\t"  "\t\t311\t"  "\t\t312\t"  "\t\t313\t"  "\t\t314\t" 
 [316] "\t\t315\t"  "\t\t316\t"  "\t\t317\t"  "\t\t318\t"  "\t\t319\t" 
 [321] "\t\t320\t"  "\t\t321\t"  "\t\t322\t"  "\t\t323\t"  "\t\t324\t" 
 [326] "\t\t325\t"  "\t\t326\t"  "\t\t327\t"  "\t\t328\t"  "\t\t329\t" 
 [331] "\t\t330\t"  "\t\t331\t"  "\t\t332\t"  "\t\t333\t"  "\t\t334\t" 
 [336] "\t\t335\t"  "\t\t336\t"  "\t\t337\t"  "\t\t338\t"  "\t\t339\t" 
 [341] "\t\t340\t"  "\t\t341\t"  "\t\t342\t"  "\t\t343\t"  "\t\t344\t" 
 [346] "\t\t345\t"  "\t\t346\t"  "\t\t347\t"  "\t\t348\t"  "\t\t349\t" 
 [351] "\t\t350\t"  "\t\t351\t"  "\t\t352\t"  "\t\t353\t"  "\t\t354\t" 
 [356] "\t\t355\t"  "\t\t356\t"  "\t\t357\t"  "\t\t358\t"  "\t\t359\t" 
 [361] "\t\t360\t"  "\t\t361\t"  "\t\t362\t"  "\t\t363\t"  "\t\t364\t" 
 [366] "\t\t365\t"  "\t\t366\t"  "\t\t367\t"  "\t\t368\t"  "\t\t369\t" 
 [371] "\t\t370\t"  "\t\t371\t"  "\t\t372\t"  "\t\t373\t"  "\t\t374\t" 
 [376] "\t\t375\t"  "\t\t376\t"  "\t\t377\t"  "\t\t378\t"  "\t\t379\t" 
 [381] "\t\t380\t"  "\t\t381\t"  "\t\t382\t"  "\t\t383\t"  "\t\t384\t" 
 [386] "\t\t385\t"  "\t\t386\t"  "\t\t387\t"  "\t\t388\t"  "\t\t389\t" 
 [391] "\t\t390\t"  "\t\t391\t"  "\t\t392\t"  "\t\t393\t"  "\t\t394\t" 
 [396] "\t\t395\t"  "\t\t396\t"  "\t\t397\t"  "\t\t398\t"  "\t\t399\t" 
 [401] "\t\t400\t"  "\t\t401\t"  "\t\t402\t"  "\t\t403\t"  "\t\t404\t" 
 [406] "\t\t405\t"  "\t\t406\t"  "\t\t407\t"  "\t\t408\t"  "\t\t409\t" 
 [411] "\t\t410\t"  "\t\t411\t"  "\t\t412\t"  "\t\t413\t"  "\t\t414\t" 
 [416] "\t\t415\t"  "\t\t416\t"  "\t\t417\t"  "\t\t418\t"  "\t\t419\t" 
 [421] "\t\t420\t"  "\t\t421\t"  "\t\t422\t"  "\t\t423\t"  "\t\t424\t" 
 [426] "\t\t425\t"  "\t\t426\t"  "\t\t427\t"  "\t\t428\t"  "\t\t429\t" 
 [431] "\t\t430\t"  "\t\t431\t"  "\t\t432\t"  "\t\t433\t"  "\t\t434\t" 
 [436] "\t\t435\t"  "\t\t436\t"  "\t\t437\t"  "\t\t438\t"  "\t\t439\t" 
 [441] "\t\t440\t"  "\t\t441\t"  "\t\t442\t"  "\t\t443\t"  "\t\t444\t" 
 [446] "\t\t445\t"  "\t\t446\t"  "\t\t447\t"  "\t\t448\t"  "\t\t449\t" 
 [451] "\t\t450\t"  "\t\t451\t"  "\t\t452\t"  "\t\t453\t"  "\t\t454\t" 
 [456] "\t\t455\t"  "\t\t456\t"  "\t\t457\t"  "\t\t458\t"  "\t\t459\t" 
 [461] "\t\t460\t"  "\t\t461\t"  "\t\t462\t"  "\t\t463\t"  "\t\t464\t" 
 [466] "\t\t465\t"  "\t\t466\t"  "\t\t467\t"  "\t\t468\t"  "\t\t469\t" 
 [471] "\t\t470\t"  "\t\t471\t"  "\t\t472\t"  "\t\t473\t"  "\t\t474\t" 
 [476] "\t\t475\t"  "\t\t476\t"  "\t\t477\t"  "\t\t478\t"  "\t\t479\t" 
 [481] "\t\t480\t"  "\t\t481\t"  "\t\t482\t"  "\t\t483\t"  "\t\t484\t" 
 [486] "\t\t485\t"  "\t\t486\t"  "\t\t487\t"  "\t\t488\t"  "\t\t489\t" 
 [491] "\t\t490\t"  "\t\t491\t"  "\t\t492\t"  "\t\t493\t"  "\t\t494\t" 
 [496] "\t\t495\t"  "\t\t496\t"  "\t\t497\t"  "\t\t498\t"  "\t\t499\t" 
 [501] "\t\t500\t"  "\t\t501\t"  "\t\t502\t"  "\t\t503\t"  "\t\t504\t" 
 [506] "\t\t505\t"  "\t\t506\t"  "\t\t507\t"  "\t\t508\t"  "\t\t509\t" 
 [511] "\t\t510\t"  "\t\t511\t"  "\t\t512\t"  "\t\t513\t"  "\t\t514\t" 
 [516] "\t\t515\t"  "\t\t516\t"  "\t\t517\t"  "\t\t518\t"  "\t\t519\t" 
 [521] "\t\t520\t"  "\t\t521\t"  "\t\t522\t"  "\t\t523\t"  "\t\t524\t" 
 [526] "\t\t525\t"  "\t\t526\t"  "\t\t527\t"  "\t\t528\t"  "\t\t529\t" 
 [531] "\t\t530\t"  "\t\t531\t"  "\t\t532\t"  "\t\t533\t"  "\t\t534\t" 
 [536] "\t\t535\t"  "\t\t536\t"  "\t\t537\t"  "\t\t538\t"  "\t\t539\t" 
 [541] "\t\t540\t"  "\t\t541\t"  "\t\t542\t"  "\t\t543\t"  "\t\t544\t" 
 [546] "\t\t545\t"  "\t\t546\t"  "\t\t547\t"  "\t\t548\t"  "\t\t549\t" 
 [551] "\t\t550\t"  "\t\t551\t"  "\t\t552\t"  "\t\t553\t"  "\t\t554\t" 
 [556] "\t\t555\t"  "\t\t556\t"  "\t\t557\t"  "\t\t558\t"  "\t\t559\t" 
 [561] "\t\t560\t"  "\t\t561\t"  "\t\t562\t"  "\t\t563\t"  "\t\t564\t" 
 [566] "\t\t565\t"  "\t\t566\t"  "\t\t567\t"  "\t\t568\t"  "\t\t569\t" 
 [571] "\t\t570\t"  "\t\t571\t"  "\t\t572\t"  "\t\t573\t"  "\t\t574\t" 
 [576] "\t\t575\t"  "\t\t576\t"  "\t\t577\t"  "\t\t578\t"  "\t\t579\t" 
 [581] "\t\t580\t"  "\t\t581\t"  "\t\t582\t"  "\t\t583\t"  "\t\t584\t" 
 [586] "\t\t585\t"  "\t\t586\t"  "\t\t587\t"  "\t\t588\t"  "\t\t589\t" 
 [591] "\t\t590\t"  "\t\t591\t"  "\t\t592\t"  "\t\t593\t"  "\t\t594\t" 
 [596] "\t\t595\t"  "\t\t596\t"  "\t\t597\t"  "\t\t598\t"  "\t\t599\t" 
 [601] "\t\t600\t"  "\t\t601\t"  "\t\t602\t"  "\t\t603\t"  "\t\t604\t" 
 [606] "\t\t605\t"  "\t\t606\t"  "\t\t607\t"  "\t\t608\t"  "\t\t609\t" 
 [611] "\t\t610\t"  "\t\t611\t"  "\t\t612\t"  "\t\t613\t"  "\t\t614\t" 
 [616] "\t\t615\t"  "\t\t616\t"  "\t\t617\t"  "\t\t618\t"  "\t\t619\t" 
 [621] "\t\t620\t"  "\t\t621\t"  "\t\t622\t"  "\t\t623\t"  "\t\t624\t" 
 [626] "\t\t625\t"  "\t\t626\t"  "\t\t627\t"  "\t\t628\t"  "\t\t629\t" 
 [631] "\t\t630\t"  "\t\t631\t"  "\t\t632\t"  "\t\t633\t"  "\t\t634\t" 
 [636] "\t\t635\t"  "\t\t636\t"  "\t\t637\t"  "\t\t638\t"  "\t\t639\t" 
 [641] "\t\t640\t"  "\t\t641\t"  "\t\t642\t"  "\t\t643\t"  "\t\t644\t" 
 [646] "\t\t645\t"  "\t\t646\t"  "\t\t647\t"  "\t\t648\t"  "\t\t649\t" 
 [651] "\t\t650\t"  "\t\t651\t"  "\t\t652\t"  "\t\t653\t"  "\t\t654\t" 
 [656] "\t\t655\t"  "\t\t656\t"  "\t\t657\t"  "\t\t658\t"  "\t\t659\t" 
 [661] "\t\t660\t"  "\t\t661\t"  "\t\t662\t"  "\t\t663\t"  "\t\t664\t" 
 [666] "\t\t665\t"  "\t\t666\t"  "\t\t667\t"  "\t\t668\t"  "\t\t669\t" 
 [671] "\t\t670\t"  "\t\t671\t"  "\t\t672\t"  "\t\t673\t"  "\t\t674\t" 
 [676] "\t\t675\t"  "\t\t676\t"  "\t\t677\t"  "\t\t678\t"  "\t\t679\t" 
 [681] "\t\t680\t"  "\t\t681\t"  "\t\t682\t"  "\t\t683\t"  "\t\t684\t" 
 [686] "\t\t685\t"  "\t\t686\t"  "\t\t687\t"  "\t\t688\t"  "\t\t689\t" 
 [691] "\t\t690\t"  "\t\t691\t"  "\t\t692\t"  "\t\t693\t"  "\t\t694\t" 
 [696] "\t\t695\t"  "\t\t696\t"  "\t\t697\t"  "\t\t698\t"  "\t\t699\t" 
 [701] "\t\t700\t"  "\t\t701\t"  "\t\t702\t"  "\t\t703\t"  "\t\t704\t" 
 [706] "\t\t705\t"  "\t\t706\t"  "\t\t707\t"  "\t\t708\t"  "\t\t709\t" 
 [711] "\t\t710\t"  "\t\t711\t"  "\t\t712\t"  "\t\t713\t"  "\t\t714\t" 
 [716] "\t\t715\t"  "\t\t716\t"  "\t\t717\t"  "\t\t718\t"  "\t\t719\t" 
 [721] "\t\t720\t"  "\t\t721\t"  "\t\t722\t"  "\t\t723\t"  "\t\t724\t" 
 [726] "\t\t725\t"  "\t\t726\t"  "\t\t727\t"  "\t\t728\t"  "\t\t729\t" 
 [731] "\t\t730\t"  "\t\t731\t"  "\t\t732\t"  "\t\t733\t"  "\t\t734\t" 
 [736] "\t\t735\t"  "\t\t736\t"  "\t\t737\t"  "\t\t738\t"  "\t\t739\t" 
 [741] "\t\t740\t"  "\t\t741\t"  "\t\t742\t"  "\t\t743\t"  "\t\t744\t" 
 [746] "\t\t745\t"  "\t\t746\t"  "\t\t747\t"  "\t\t748\t"  "\t\t749\t" 
 [751] "\t\t750\t"  "\t\t751\t"  "\t\t752\t"  "\t\t753\t"  "\t\t754\t" 
 [756] "\t\t755\t"  "\t\t756\t"  "\t\t757\t"  "\t\t758\t"  "\t\t759\t" 
 [761] "\t\t760\t"  "\t\t761\t"  "\t\t762\t"  "\t\t763\t"  "\t\t764\t" 
 [766] "\t\t765\t"  "\t\t766\t"  "\t\t767\t"  "\t\t768\t"  "\t\t769\t" 
 [771] "\t\t770\t"  "\t\t771\t"  "\t\t772\t"  "\t\t773\t"  "\t\t774\t" 
 [776] "\t\t775\t"  "\t\t776\t"  "\t\t777\t"  "\t\t778\t"  "\t\t779\t" 
 [781] "\t\t780\t"  "\t\t781\t"  "\t\t782\t"  "\t\t783\t"  "\t\t784\t" 
 [786] "\t\t785\t"  "\t\t786\t"  "\t\t787\t"  "\t\t788\t"  "\t\t789\t" 
 [791] "\t\t790\t"  "\t\t791\t"  "\t\t792\t"  "\t\t793\t"  "\t\t794\t" 
 [796] "\t\t795\t"  "\t\t796\t"  "\t\t797\t"  "\t\t798\t"  "\t\t799\t" 
 [801] "\t\t800\t"  "\t\t801\t"  "\t\t802\t"  "\t\t803\t"  "\t\t804\t" 
 [806] "\t\t805\t"  "\t\t806\t"  "\t\t807\t"  "\t\t808\t"  "\t\t809\t" 
 [811] "\t\t810\t"  "\t\t811\t"  "\t\t812\t"  "\t\t813\t"  "\t\t814\t" 
 [816] "\t\t815\t"  "\t\t816\t"  "\t\t817\t"  "\t\t818\t"  "\t\t819\t" 
 [821] "\t\t820\t"  "\t\t821\t"  "\t\t822\t"  "\t\t823\t"  "\t\t824\t" 
 [826] "\t\t825\t"  "\t\t826\t"  "\t\t827\t"  "\t\t828\t"  "\t\t829\t" 
 [831] "\t\t830\t"  "\t\t831\t"  "\t\t832\t"  "\t\t833\t"  "\t\t834\t" 
 [836] "\t\t835\t"  "\t\t836\t"  "\t\t837\t"  "\t\t838\t"  "\t\t839\t" 
 [841] "\t\t840\t"  "\t\t841\t"  "\t\t842\t"  "\t\t843\t"  "\t\t844\t" 
 [846] "\t\t845\t"  "\t\t846\t"  "\t\t847\t"  "\t\t848\t"  "\t\t849\t" 
 [851] "\t\t850\t"  "\t\t851\t"  "\t\t852\t"  "\t\t853\t"  "\t\t854\t" 
 [856] "\t\t855\t"  "\t\t856\t"  "\t\t857\t"  "\t\t858\t"  "\t\t859\t" 
 [861] "\t\t860\t"  "\t\t861\t"  "\t\t862\t"  "\t\t863\t"  "\t\t864\t" 
 [866] "\t\t865\t"  "\t\t866\t"  "\t\t867\t"  "\t\t868\t"  "\t\t869\t" 
 [871] "\t\t870\t"  "\t\t871\t"  "\t\t872\t"  "\t\t873\t"  "\t\t874\t" 
 [876] "\t\t875\t"  "\t\t876\t"  "\t\t877\t"  "\t\t878\t"  "\t\t879\t" 
 [881] "\t\t880\t"  "\t\t881\t"  "\t\t882\t"  "\t\t883\t"  "\t\t884\t" 
 [886] "\t\t885\t"  "\t\t886\t"  "\t\t887\t"  "\t\t888\t"  "\t\t889\t" 
 [891] "\t\t890\t"  "\t\t891\t"  "\t\t892\t"  "\t\t893\t"  "\t\t894\t" 
 [896] "\t\t895\t"  "\t\t896\t"  "\t\t897\t"  "\t\t898\t"  "\t\t899\t" 
 [901] "\t\t900\t"  "\t\t901\t"  "\t\t902\t"  "\t\t903\t"  "\t\t904\t" 
 [906] "\t\t905\t"  "\t\t906\t"  "\t\t907\t"  "\t\t908\t"  "\t\t909\t" 
 [911] "\t\t910\t"  "\t\t911\t"  "\t\t912\t"  "\t\t913\t"  "\t\t914\t" 
 [916] "\t\t915\t"  "\t\t916\t"  "\t\t917\t"  "\t\t918\t"  "\t\t919\t" 
 [921] "\t\t920\t"  "\t\t921\t"  "\t\t922\t"  "\t\t923\t"  "\t\t924\t" 
 [926] "\t\t925\t"  "\t\t926\t"  "\t\t927\t"  "\t\t928\t"  "\t\t929\t" 
 [931] "\t\t930\t"  "\t\t931\t"  "\t\t932\t"  "\t\t933\t"  "\t\t934\t" 
 [936] "\t\t935\t"  "\t\t936\t"  "\t\t937\t"  "\t\t938\t"  "\t\t939\t" 
 [941] "\t\t940\t"  "\t\t941\t"  "\t\t942\t"  "\t\t943\t"  "\t\t944\t" 
 [946] "\t\t945\t"  "\t\t946\t"  "\t\t947\t"  "\t\t948\t"  "\t\t949\t" 
 [951] "\t\t950\t"  "\t\t951\t"  "\t\t952\t"  "\t\t953\t"  "\t\t954\t" 
 [956] "\t\t955\t"  "\t\t956\t"  "\t\t957\t"  "\t\t958\t"  "\t\t959\t" 
 [961] "\t\t960\t"  "\t\t961\t"  "\t\t962\t"  "\t\t963\t"  "\t\t964\t" 
 [966] "\t\t965\t"  "\t\t966\t"  "\t\t967\t"  "\t\t968\t"  "\t\t969\t" 
 [971] "\t\t970\t"  "\t\t971\t"  "\t\t972\t"  "\t\t973\t"  "\t\t974\t" 
 [976] "\t\t975\t"  "\t\t976\t"  "\t\t977\t"  "\t\t978\t"  "\t\t979\t" 
 [981] "\t\t980\t"  "\t\t981\t"  "\t\t982\t"  "\t\t983\t"  "\t\t984\t" 
 [986] "\t\t985\t"  "\t\t986\t"  "\t\t987\t"  "\t\t988\t"  "\t\t989\t" 
 [991] "\t\t990\t"  "\t\t991\t"  "\t\t992\t"  "\t\t993\t"  "\t\t994\t" 
 [996] "\t\t995\t"  "\t\t996\t"  "\t\t997\t"  "\t\t998\t"  "\t\t999\t" 
[1001] "\t\t1000\t" "\t\t1001\t" "\t\t1002\t" "\t\t1003\t" "\t\t1004\t"
[1006] "\t\t1005\t" "\t\t1006\t" "\t\t1007\t" "\t\t1008\t" "\t\t1009\t"
[1011] "\t\t1010\t" "\t\t1011\t" "\t\t1012\t" "\t\t1013\t" "\t\t1014\t"
[1016] "\t\t1015\t" "\t\t1016\t" "\t\t1017\t" "\t\t1018\t" "\t\t1019\t"
[1021] "\t\t1020\t" "\t\t1021\t" "\t\t1022\t" "\t\t1023\t" "\t\t1024\t"
[1026] "\t\t1025\t" "\t\t1026\t" "\t\t1027\t" "\t\t1028\t" "\t\t1029\t"
[1031] "\t\t1030\t" "\t\t1031\t" "\t\t1032\t" "\t\t1033\t" "\t\t1034\t"
[1036] "\t\t1035\t" "\t\t1036\t" "\t\t1037\t" "\t\t1038\t" "\t\t1039\t"
[1041] "\t\t1040\t" "\t\t1041\t" "\t\t1042\t" "\t\t1043\t" "\t\t1044\t"
[1046] "\t\t1045\t" "\t\t1046\t" "\t\t1047\t" "\t\t1048\t" "\t\t1049\t"
[1051] "\t\t1050\t" "\t\t1051\t" "\t\t1052\t" "\t\t1053\t" "\t\t1054\t"
[1056] "\t\t1055\t" "\t\t1056\t" "\t\t1057\t" "\t\t1058\t" "\t\t1059\t"
[1061] "\t\t1060\t" "\t\t1061\t" "\t\t1062\t" "\t\t1063\t" "\t\t1064\t"
[1066] "\t\t1065\t" "\t\t1066\t" "\t\t1067\t" "\t\t1068\t" "\t\t1069\t"
[1071] "\t\t1070\t" "\t\t1071\t" "\t\t1072\t" "\t\t1073\t" "\t\t1074\t"
[1076] "\t\t1075\t" "\t\t1076\t" "\t\t1077\t" "\t\t1078\t" "\t\t1079\t"
[1081] "\t\t1080\t" "\t\t1081\t" "\t\t1082\t" "\t\t1083\t" "\t\t1084\t"
[1086] "\t\t1085\t" "\t\t1086\t" "\t\t1087\t" "\t\t1088\t" "\t\t1089\t"
[1091] "\t\t1090\t" "\t\t1091\t" "\t\t1092\t" "\t\t1093\t" "\t\t1094\t"
[1096] "\t\t1095\t" "\t\t1096\t" "\t\t1097\t" "\t\t1098\t" "\t\t1099\t"
[1101] "\t\t1100\t" "\t\t1101\t" "\t\t1102\t" "\t\t1103\t" "\t\t1104\t"
[1106] "\t\t1105\t" "\t\t1106\t" "\t\t1107\t" "\t\t1108\t" "\t\t1109\t"
[1111] "\t\t1110\t" "\t\t1111\t" "\t\t1112\t" "\t\t1113\t" "\t\t1114\t"
[1116] "\t\t1115\t" "\t\t1116\t" "\t\t1117\t" "\t\t1118\t" "\t\t1119\t"
[1121] "\t\t1120\t" "\t\t1121\t" "\t\t1122\t" "\t\t1123\t" "\t\t1124\t"
[1126] "\t\t1125\t" "\t\t1126\t" "\t\t1127\t" "\t\t1128\t" "\t\t1129\t"
[1131] "\t\t1130\t" "\t\t1131\t" "\t\t1132\t" "\t\t1133\t" "\t\t1134\t"
[1136] "\t\t1135\t" "\t\t1136\t" "\t\t1137\t" "\t\t1138\t" "\t\t1139\t"
[1141] "\t\t1140\t" "\t\t1141\t" "\t\t1142\t" "\t\t1143\t" "\t\t1144\t"
[1146] "\t\t1145\t" "\t\t1146\t" "\t\t1147\t" "\t\t1148\t" "\t\t1149\t"
[1151] "\t\t1150\t" "\t\t1151\t" "\t\t1152\t" "\t\t1153\t" "\t\t1154\t"
[1156] "\t\t1155\t" "\t\t1156\t" "\t\t1157\t" "\t\t1158\t" "\t\t1159\t"
[1161] "\t\t1160\t" "\t\t1161\t" "\t\t1162\t" "\t\t1163\t" "\t\t1164\t"
[1166] "\t\t1165\t" "\t\t1166\t" "\t\t1167\t" "\t\t1168\t" "\t\t1169\t"
[1171] "\t\t1170\t" "\t\t1171\t" "\t\t1172\t" "\t\t1173\t" "\t\t1174\t"
[1176] "\t\t1175\t" "\t\t1176\t" "\t\t1177\t" "\t\t1178\t" "\t\t1179\t"
[1181] "\t\t1180\t" "\t\t1181\t" "\t\t1182\t" "\t\t1183\t" "\t\t1184\t"
[1186] "\t\t1185\t" "\t\t1186\t" "\t\t1187\t" "\t\t1188\t" "\t\t1189\t"
[1191] "\t\t1190\t" "\t\t1191\t" "\t\t1192\t" "\t\t1193\t" "\t\t1194\t"
[1196] "\t\t1195\t" "\t\t1196\t" "\t\t1197\t" "\t\t1198\t" "\t\t1199\t"
[1201] "\t\t1200\t" "\t\t1201\t" "\t\t1202\t" "\t\t1203\t" "\t\t1204\t"
[1206] "\t\t1205\t" "\t\t1206\t" "\t\t1207\t" "\t\t1208\t" "\t\t1209\t"
[1211] "\t\t1210\t" "\t\t1211\t" "\t\t1212\t" "\t\t1213\t" "\t\t1214\t"
[1216] "\t\t1215\t" "\t\t1216\t" "\t\t1217\t" "\t\t1218\t" "\t\t1219\t"
[1221] "\t\t1220\t" "\t\t1221\t" "\t\t1222\t" "\t\t1223\t" "\t\t1224\t"
[1226] "\t\t1225\t" "\t\t1226\t" "\t\t1227\t" "\t\t1228\t" "\t\t1229\t"
[1231] "\t\t1230\t" "\t\t1231\t" "\t\t1232\t" "\t\t1233\t" "\t\t1234\t"
[1236] "\t\t1235\t" "\t\t1236\t" "\t\t1237\t" "\t\t1238\t" "\t\t1239\t"
[1241] "\t\t1240\t" "\t\t1241\t" "\t\t1242\t" "\t\t1243\t" "\t\t1244\t"
[1246] "\t\t1245\t" "\t\t1246\t" "\t\t1247\t" "\t\t1248\t" "\t\t1249\t"
[1251] "\t\t1250\t" "\t\t1251\t" "\t\t1252\t" "\t\t1253\t" "\t\t1254\t"
[1256] "\t\t1255\t" "\t\t1256\t" "\t\t1257\t" "\t\t1258\t" "\t\t1259\t"
[1261] "\t\t1260\t" "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1266] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1271] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1276] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1281] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1286] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1291] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1296] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1301] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1306] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1311] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1316] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1321] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1326] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1331] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1336] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1341] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1346] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1351] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1356] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1361] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1366] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1371] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1376] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1381] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1386] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1391] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1396] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1401] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1406] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1411] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1416] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1421] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1426] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1431] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1436] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1441] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1446] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1451] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1456] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1461] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1466] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1471] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1476] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1481] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1486] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1491] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1496] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1501] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1506] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1511] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1516] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1521] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1526] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1531] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1536] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1541] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1546] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1551] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1556] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1561] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1566] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1571] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1576] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1581] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1586] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1591] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1596] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1601] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1606] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1611] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1616] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1621] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1626] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1631] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1636] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1641] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1646] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1651] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1656] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1661] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1666] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1671] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1676] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1681] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1686] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1691] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1696] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1701] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1706] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1711] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1716] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1721] "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"     "\t\t\t"    
[1726] "\t\t\t"     "\t\t\t"

Scraping Spine Numbers

spine <- page  |>  
  html_nodes(".g-spine") |> 
  html_text() |> 
  str_remove_all("\n")

Scraping Titles

title <- page |> 
  html_nodes(".g-title") |> 
  html_text() |> 
  str_remove_all("\n")

Scraping Directors

director <- page |> 
  html_nodes(".g-director") |> 
  html_text() |> 
  str_remove_all("\n")

Scraping Years

year <- page |> 
  html_nodes(".g-year") |> 
  html_text() |> 
  str_remove_all("\n")

Putting Everything in a Tibble

criterion <- tibble(spine = spine,
                    title = title,
                    director = director,
                    year = year) |> 
  slice(-1) |> 
  mutate(spine = as.numeric(spine),
         year = as.numeric(year))

Writing the Dataset

readr::write_csv(criterion, here::here("data/criterion.csv"))

Considerations

Finding data online does not grant permission to scrape and use the data

Is it ethical? Be especially mindful when using data from human subjects. Check out Institutional Review Board for regulations on doing research with human subjects data.
Is it legal? Check terms of use. Commercial use may not be permitted.

Web scraping

A Brief Introduction to HTML & CSS

An ugly web page

HTML document outline

Paragraphs

Hyperlinks

Spans

Styling

Web Scraping

What we see

What we want

Selector Gadget

We should use .R files as opposed to .qmd.

Scraping Spine Numbers

Scraping Spine Numbers

Scraping Spine Numbers

Scraping Spine Numbers

Scraping Titles

Scraping Directors

Scraping Years

Putting Everything in a Tibble

Writing the Dataset

Considerations

We should use `.R` files as opposed to `.qmd`.