Sentiment_Analysis_without_data_cleaning_updated.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "afbf94cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import nltk\n",
    "from wordcloud import WordCloud\n",
    "from collections import Counter\n",
    "df = pd.read_csv(\"IMDB Dataset.csv\")\n",
    "\n",
    "positivedf = df[df['sentiment'] == 'positive']#Positive Reviews\n",
    "negativedf = df[df['sentiment'] == 'negative']#Negative Reviews\n",
    "\n",
    "#positivedf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f04ebf0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bars = [\"Positive\", \"Negative\"]\n",
    "hight = [len(positivedf), len(negativedf)]\n",
    "x_pos = np.arange(len(bars))\n",
    "\n",
    "plt.bar(x_pos, hight, color=['blue', 'red'], width = 0.3)\n",
    "plt.xlabel(\"Sentiment\")\n",
    "plt.ylabel(\"Reviews\")\n",
    "plt.xticks(x_pos, bars)\n",
    "plt.title(\"Number of Reviews\")\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5868f4a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of positive reviews is:  25000\n",
      "Number of negative reviews is:  25000\n"
     ]
    }
   ],
   "source": [
    "num_pos_rev = []\n",
    "num_neg_rev = []\n",
    "# length of words in post\n",
    "for i in positivedf['review']:\n",
    "    num_pos_rev.append(len(i))\n",
    "for i in negativedf['review']:\n",
    "    num_neg_rev.append(len(i))\n",
    "\n",
    "print(\"Number of positive reviews is: \",len(num_pos_rev))\n",
    "print(\"Number of negative reviews is: \",len(num_neg_rev))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "37509613",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Word cloud\n",
    "def word_Cloud(df,max_words, dfname):\n",
    "    text = \" \".join(df['review'])\n",
    "    wordcloud = WordCloud(background_color=\"black\", max_words=max_words).generate(text)\n",
    "\n",
    "    plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(\"Most Common \" + str(max_words) + \" Words in the \" + dfname)\n",
    "    plt.show()\n",
    "    \n",
    "word_Cloud(df,30, \"Data Frame\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "904c48da",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_Cloud(df,50, \"Data Frame\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "c8325666",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_Cloud(df,100, \"Data Frame\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "9327abf4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_Cloud(positivedf,100, \"Positive Data Frame\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "d1b2f679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_Cloud(negativedf,100, \"Negative Data Frame\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e60ee9de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 Most common positive words: \n",
      "[('the', 291927), ('and', 165943), ('a', 155775), ('of', 149178), ('to', 128343), ('is', 108168), ('in', 90427), ('that', 62449), ('I', 62223), ('it', 53378), ('this', 51614), ('/><br', 48976), ('as', 46574), ('with', 43291), ('was', 42155), ('for', 41076), ('The', 32911), ('but', 32342), ('his', 31695), ('on', 30605), ('film', 28858), ('are', 28365), ('movie', 26370), ('you', 24931), ('not', 24819), ('have', 23992), ('be', 23149), ('he', 22817), ('by', 22706), ('an', 21459)]\n",
      "\n",
      "10 Most common Negative words: \n",
      "[('the', 276808), ('a', 151185), ('and', 135976), ('of', 134447), ('to', 133507), ('is', 94888), ('in', 79554), ('I', 70275), ('that', 64369), ('this', 62112), ('it', 54538), ('/><br', 51998), ('was', 50503), ('for', 39843), ('with', 39278), ('as', 36556), ('The', 34406), ('movie', 34392), ('but', 33940), ('on', 30592), ('have', 30017), ('are', 28148), ('be', 27390), ('not', 27321), ('you', 25766), ('film', 25419), ('his', 22503), ('at', 22014), ('like', 20363), ('they', 20075)]\n"
     ]
    }
   ],
   "source": [
    "#Count Frequency of All words in the positive and neagtive reviews\n",
    "\n",
    "positivejoin = Counter((\" \".join(positivedf['review']).split()))\n",
    "print(\"10 Most common positive words: \")\n",
    "print(positivejoin.most_common(30))\n",
    "print(\"\")\n",
    "\n",
    "negativejoin = Counter((\" \".join(negativedf['review']).split()))\n",
    "print(\"10 Most common Negative words: \")\n",
    "print(negativejoin.most_common(30))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c3a8ba42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique Positive words:\n",
      "279534\n",
      "Unique Negative words:\n",
      "273968\n"
     ]
    }
   ],
   "source": [
    "unpositive = set(\" \".join(positivedf['review']).split())\n",
    "print(\"Unique Positive words:\")\n",
    "print(len(unpositive))\n",
    "############################################\n",
    "unNegative = set(\" \".join(negativedf['review']).split())\n",
    "print(\"Unique Negative words:\")\n",
    "print(len(unNegative))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9a00305d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is for neg\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is for pos\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2817941c9d0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# number of letters in \n",
    "num_chr_pos = []\n",
    "num_chr_neg = []\n",
    "# length of words in post\n",
    "for i in positivedf['review']:\n",
    "    num_chr_pos.append(len(i))\n",
    "for i in negativedf['review']:\n",
    "    num_chr_neg.append(len(i))\n",
    "\n",
    "#WORKING\n",
    "#print(num_chr_pos)\n",
    "#print(num_chr_neg)\n",
    "\n",
    "num_chr_pos = sorted(num_chr_pos)\n",
    "num_chr_neg = sorted(num_chr_neg)\n",
    "\n",
    "# print(num_chr_pos)\n",
    "# print(num_chr_neg)\n",
    "print(\"this is for neg\")\n",
    "plt.plot(num_chr_neg)\n",
    "plt.show()\n",
    "print(\"this is for pos\")\n",
    "plt.plot(num_chr_pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4586bb53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[138, 174, 130, 96, 180, 398, 117, 140, 228, 133, 180, 332, 151, 145, 122, 105, 253, 369, 95, 310, 259, 123, 176, 262, 76, 143, 99, 194, 211, 210, 165, 171, 153, 47, 180, 336, 143, 199, 300, 221, 284, 271, 608, 137, 149, 257, 426, 75, 147, 297, 138, 193, 352, 190, 137, 186, 130, 189, 766, 180, 309, 140, 196, 40, 87, 95, 281, 205, 162, 123, 400, 134, 160, 125, 188, 421, 253, 271, 393, 287, 569, 251, 139, 282, 181, 177, 200, 93, 845, 138, 214, 74, 487, 76, 231, 116, 356, 248, 154, 274, 283, 761, 220, 127, 545, 283, 65, 287, 97, 524, 139, 174, 198, 177, 119, 100, 193, 107, 137, 564, 47, 130, 139, 109, 168, 108, 291, 231, 73, 145, 170, 125, 134, 139, 201, 135, 119, 127, 215, 343, 350, 376, 130, 421, 147, 267, 918, 120, 177, 560, 152, 219, 182, 654, 179, 98, 164, 175, 129, 443, 132, 155, 155, 137, 91, 124, 83, 114, 78, 424, 297, 344, 716, 54, 251, 118, 124, 572, 162, 113, 128, 283, 336, 185, 151, 377, 128, 344, 233, 149, 421, 35, 197, 187, 993, 352, 135, 286, 283, 75, 280, 207, 36, 342, 232, 138, 184, 304, 193, 150, 202, 371, 186, 141, 681, 122, 18, 116, 60, 187, 639, 307, 406, 158, 403, 521, 154, 220, 354, 179, 122, 310, 414, 181, 194, 178, 166, 81, 122, 140, 653, 303, 125, 142, 664, 212, 66, 255, 185, 264, 680, 205, 277, 213, 71, 190, 119, 323, 142, 212, 167, 146, 217, 194, 133, 85, 126, 154, 156, 137, 159, 883, 115, 391, 354, 355, 856, 151, 101, 155, 65, 164, 126, 51, 230, 68, 351, 119, 349, 131, 166, 187, 421, 126, 133, 93, 128, 586, 126, 337, 159, 145, 232, 124, 138, 92, 482, 231, 394, 131, 308, 159, 735, 191, 151, 267, 123, 268, 94, 137, 363, 217, 118, 201, 274, 309, 147, 477, 137, 114, 359, 107, 493, 175, 176, 142, 372, 770, 185, 291, 409, 149, 61, 43, 224, 179, 61, 602, 146, 164, 184, 740, 184, 239, 203, 275, 179, 734, 277, 189, 213, 448, 169, 917, 394, 169, 161, 191, 206, 446, 126, 267, 537, 135, 121, 136, 143, 124, 150, 30, 145, 159, 132, 438, 146, 149, 241, 147, 179, 158, 191, 107, 489, 99, 221, 129, 130, 197, 164, 262, 117, 66, 274, 133, 183, 349, 253, 373, 114, 168, 127, 145, 244, 190, 220, 640, 127, 444, 254, 331, 195, 120, 204, 192, 130, 228, 123, 248, 154, 131, 79, 251, 225, 128, 126, 188, 300, 502, 123, 171, 375, 129, 134, 46, 126, 181, 80, 171, 350, 112, 82, 121, 160, 255, 131, 433, 119, 213, 52, 143, 53, 175, 92, 111, 139, 96, 495, 599, 138, 261, 65, 109, 108, 46, 134, 176, 100, 133, 138, 420, 352, 117, 197, 257, 320, 254, 176, 124, 142, 136, 114, 249, 115, 509, 142, 70, 308, 215, 615, 130, 184, 136, 125, 135, 216, 346, 195, 46, 144, 165, 132, 144, 113, 434, 438, 351, 66, 151, 62, 142, 314, 394, 140, 920, 142, 147, 112, 96, 131, 46, 190, 55, 121, 196, 164, 118, 136, 51, 206, 70, 142, 194, 61, 135, 79, 189, 473, 104, 438, 89, 167, 320, 128, 349, 225, 164, 114, 471, 147, 220, 129, 133, 137, 234, 135, 144, 365, 131, 120, 157, 146, 154, 150, 189, 168, 125, 246, 191, 168, 25, 170, 118, 130, 271, 133, 140, 307, 211, 142, 121, 132, 140, 168, 295, 124, 187, 75, 159, 411, 131, 179, 113, 280, 388, 133, 333, 121, 433, 176, 139, 266, 365, 108, 117, 106, 137, 235, 134, 132, 101, 221, 481, 470, 280, 123, 106, 247, 360, 430, 232, 142, 124, 177, 159, 179, 52, 103, 224, 165, 124, 39, 151, 275, 78, 125, 173, 249, 129, 267, 103, 158, 275, 313, 204, 389, 246, 170, 171, 233, 186, 111, 70, 222, 136, 387, 358, 165, 160, 227, 185, 154, 226, 259, 161, 123, 164, 350, 198, 115, 243, 312, 47, 181, 918, 151, 121, 94, 111, 263, 225, 323, 367, 82, 89, 18, 133, 524, 167, 126, 166, 176, 153, 94, 426, 166, 142, 38, 200, 94, 403, 874, 237, 703, 152, 170, 552, 359, 142, 558, 99, 94, 71, 367, 186, 140, 549, 100, 156, 561, 140, 376, 133, 163, 176, 113, 131, 477, 510, 346, 371, 137, 134, 80, 789, 161, 218, 514, 173, 69, 506, 71, 121, 429, 178, 120, 108, 111, 144, 246, 580, 422, 253, 220, 278, 282, 250, 130, 351, 160, 135, 79, 720, 141, 165, 222, 259, 394, 556, 403, 264, 607, 129, 134, 124, 494, 179, 53, 290, 256, 137, 102, 134, 393, 107, 113, 95, 154, 119, 57, 126, 114, 503, 132, 337, 172, 121, 128, 171, 150, 462, 150, 131, 124, 185, 364, 137, 195, 86, 127, 116, 160, 169, 141, 157, 48, 898, 185, 94, 215, 95, 187, 224, 128, 629, 160, 204, 140, 203, 119, 336, 615, 263, 296, 726, 137, 340, 116, 440, 345, 432, 114, 182, 273, 197, 151, 135, 321, 534, 110, 113, 101, 960, 112, 92, 123, 172, 77, 70, 199, 710, 156, 133, 231, 154, 156, 50, 261, 226, 114, 164, 251, 222, 236, 26, 132, 161, 148, 361, 379, 174, 374, 130, 365, 208, 202, 156, 169, 179, 180, 74, 161, 131, 77, 37, 266, 570, 262, 167, 108, 231, 353, 137, 187, 54, 185, 342, 274, 226, 183, 209, 553, 128, 117, 493, 44, 186, 161, 220, 87, 481, 114, 422, 135, 169, 253, 167, 171, 543, 170, 127, 73, 262, 411, 120, 145, 184, 206, 53, 134, 192, 210, 273, 560, 138, 133, 140, 119, 192, 69, 629, 314, 77, 230, 124, 114, 183, 473, 209, 790, 411, 125, 85, 187, 244, 198, 75, 246, 164, 125, 387, 500, 298, 358, 242, 135, 248, 150, 85, 118, 286, 217, 221, 110, 154, 160, 402, 136, 128, 106, 401, 145, 273, 614, 162, 86, 170, 170, 211, 148, 356, 351, 123, 88, 160, 296, 284, 46, 141, 291, 272, 315, 139, 596, 197, 127, 618, 219, 76, 214, 771, 199, 166, 300, 129, 746, 133, 108, 83, 84, 165, 217, 90, 46, 82, 595, 178, 690, 281, 127, 141, 147, 411, 95, 112, 140, 153, 129, 181, 303, 53, 228, 196, 775, 214, 161, 343, 158, 863, 125, 148, 421, 163, 462, 131, 192, 278, 146, 294, 118, 237, 176, 403, 89, 90, 906, 114, 182, 164, 246, 557, 49, 297, 136, 168, 670, 150, 123, 157, 219, 216, 202, 177, 118, 256, 116, 569, 435, 95, 543, 128, 896, 239, 177, 324, 122, 158, 124, 517, 295, 518, 124, 126, 119, 152, 225, 128, 105, 160, 444, 210, 165, 186, 263, 129, 111, 174, 261, 232, 34, 292, 124, 201, 165, 110, 57, 215, 455, 361, 150, 144, 85, 169, 108, 460, 260, 151, 661, 292, 540, 177, 123, 168, 147, 117, 499, 125, 187, 142, 310, 460, 254, 143, 175, 115, 587, 432, 446, 457, 126, 134, 139, 180, 106, 83, 149, 516, 228, 261, 247, 128, 145, 540, 90, 397, 320, 149, 287, 79, 181, 515, 207, 173, 134, 529, 306, 267, 37, 235, 92, 181, 233, 177, 167, 518, 129, 108, 174, 117, 384, 126, 139, 144, 324, 161, 158, 475, 163, 158, 209, 52, 187, 242, 247, 223, 205, 511, 136, 289, 108, 154, 212, 395, 240, 178, 96, 256, 920, 166, 111, 235, 208, 158, 277, 74, 77, 308, 199, 122, 218, 325, 77, 220, 63, 114, 449, 633, 260, 138, 108, 189, 195, 138, 55, 380, 435, 127, 141, 138, 766, 97, 559, 373, 233, 489, 103, 127, 385, 114, 193, 127, 217, 164, 298, 164, 629, 354, 154, 293, 206, 709, 289, 145, 76, 365, 114, 205, 132, 306, 198, 130, 127, 220, 331, 157, 231, 225, 82, 300, 690, 194, 303, 151, 551, 460, 131, 147, 142, 109, 92, 140, 100, 226, 198, 297, 316, 199, 168, 95, 461, 150, 53, 138, 132, 906, 245, 766, 160, 141, 137, 160, 194, 246, 78, 177, 229, 344, 389, 77, 108, 90, 193, 141, 183, 135, 321, 92, 157, 173, 119, 135, 211, 428, 726, 411, 773, 57, 123, 147, 156, 344, 116, 123, 283, 264, 203, 498, 845, 129, 128, 115, 181, 137, 142, 501, 873, 260, 287, 111, 218, 157, 113, 119, 98, 401, 118, 116, 171, 488, 69, 779, 524, 422, 44, 149, 656, 188, 142, 199, 265, 280, 252, 224, 153, 153, 142, 242, 200, 194, 119, 178, 233, 300, 686, 161, 130, 188, 257, 302, 409, 383, 175, 86, 793, 74, 304, 163, 588, 106, 344, 112, 47, 129, 199, 364, 266, 455, 131, 403, 98, 343, 120, 229, 730, 125, 204, 105, 121, 167, 642, 132, 152, 75, 389, 182, 41, 86, 102, 197, 240, 285, 180, 136, 157, 139, 247, 213, 138, 420, 59, 182, 354, 79, 405, 235, 232, 330, 147, 170, 61, 144, 271, 407, 208, 348, 123, 44, 133, 119, 470, 162, 751, 74, 124, 44, 137, 253, 854, 120, 126, 505, 210, 122, 159, 143, 61, 343, 130, 231, 290, 278, 114, 83, 343, 275, 67, 180, 90, 51, 189, 194, 345, 164, 113, 87, 86, 133, 170, 127, 351, 134, 132, 297, 220, 710, 120, 221, 73, 225, 242, 761, 200, 176, 252, 338, 344, 95, 89, 159, 236, 262, 219, 157, 177, 141, 603, 80, 113, 210, 120, 138, 406, 106, 203, 86, 146, 208, 482, 695, 47, 200, 287, 243, 166, 376, 296, 285, 247, 116, 834, 131, 134, 213, 714, 510, 264, 148, 220, 280, 167, 72, 150, 199, 40, 687, 162, 277, 84, 238, 120, 255, 181, 176, 485, 136, 123, 301, 202, 118, 128, 51, 93, 270, 123, 138, 169, 67, 159, 163, 169, 358, 163, 149, 282, 128, 120, 118, 161, 157, 135, 126, 311, 303, 387, 293, 241, 173, 120, 78, 281, 124, 264, 419, 467, 210, 236, 108, 110, 330, 234, 133, 103, 247, 183, 42, 67, 612, 115, 243, 214, 69, 484, 360, 129, 291, 189, 128, 210, 186, 154, 207, 259, 199, 134, 204, 147, 320, 278, 111, 355, 469, 364, 171, 79, 207, 53, 473, 187, 869, 375, 293, 470, 175, 230, 116, 57, 452, 382, 337, 136, 193, 100, 99, 113, 123, 149, 221, 149, 754, 304, 69, 854, 183, 132, 312, 94, 458, 140, 299, 56, 320, 173, 158, 282, 202, 135, 149, 213, 355, 48, 108, 149, 66, 432, 60, 206, 219, 277, 366, 171, 503, 256, 854, 78, 135, 822, 401, 346, 171, 32, 178, 183, 657, 143, 244, 816, 118, 158, 298, 217, 59, 582, 277, 195, 426, 52, 135, 275, 119, 253, 408, 175, 150, 213, 300, 164, 122, 392, 128, 126, 147, 304, 152, 143, 127, 288, 130, 106, 558, 170, 152, 174, 108, 129, 277, 199, 179, 271, 269, 328, 449, 163, 154, 220, 105, 634, 449, 237, 123, 109, 445, 148, 49, 310, 296, 322, 197, 279, 154, 147, 186, 30, 217, 141, 135, 52, 687, 213, 134, 222, 49, 159, 96, 188, 150, 14, 836, 36, 263, 440, 116, 788, 206, 116, 122, 78, 245, 307, 97, 116, 377, 303, 348, 207, 367, 482, 156, 640, 206, 134, 114, 306, 158, 82, 141, 403, 268, 662, 135, 400, 212, 84, 112, 123, 784, 88, 196, 174, 378, 1001, 51, 435, 150, 179, 397, 267, 195, 153, 518, 127, 156, 296, 170, 226, 120, 206, 393, 145, 66, 184, 34, 84, 282, 88, 355, 136, 81, 209, 104, 139, 176, 56, 126, 324, 145, 147, 155, 212, 170, 97, 292, 178, 69, 219, 67, 463, 588, 834, 284, 153, 395, 58, 107, 156, 343, 128, 322, 597, 64, 201, 147, 108, 132, 164, 613, 291, 102, 163, 240, 172, 147, 124, 199, 115, 169, 137, 87, 354, 354, 171, 96, 306, 56, 306, 124, 248, 1010, 218, 113, 127, 117, 176, 800, 145, 51, 341, 337, 147, 275, 110, 414, 160, 147, 130, 194, 164, 77, 55, 62, 129, 228, 115, 175, 77, 398, 149, 125, 168, 321, 206, 130, 71, 69, 93, 227, 275, 59, 351, 121, 399, 211, 146, 116, 306, 358, 90, 67, 164, 118, 366, 75, 214, 689, 215, 50, 236, 122, 214, 260, 133, 62, 42, 157, 147, 170, 272, 217, 215, 142, 650, 105, 164, 293, 143, 151, 90, 61, 276, 126, 143, 200, 76, 151, 167, 171, 181, 429, 144, 378, 83, 112, 318, 156, 248, 409, 81, 51, 240, 110, 147, 148, 216, 96, 217, 131, 325, 427, 86, 121, 292, 114, 126, 322, 218, 175, 197, 993, 145, 577, 198, 358, 304, 488, 111, 107, 156, 559, 139, 361, 107, 350, 405, 133, 211, 366, 243, 260, 564, 351, 154, 150, 116, 153, 236, 120, 166, 112, 919, 555, 225, 172, 142, 307, 38, 122, 316, 141, 62, 254, 183, 232, 135, 119, 216, 92, 186, 321, 120, 410, 389, 363, 260, 375, 123, 145, 90, 142, 686, 100, 215, 166, 297, 229, 615, 263, 26, 449, 200, 63, 318, 127, 183, 151, 143, 214, 132, 252, 118, 133, 379, 789, 118, 157, 87, 597, 146, 129, 214, 219, 466, 280, 58, 538, 328, 275, 138, 137, 426, 133, 329, 387, 130, 169, 378, 224, 127, 113, 250, 155, 75, 356, 468, 184, 76, 168, 283, 137, 123, 74, 151, 511, 127, 60, 156, 352, 246, 234, 145, 740, 63, 172, 500, 126, 121, 238, 130, 135, 269, 995, 381, 232, 191, 174, 199, 195, 302, 182, 142, 229, 351, 303, 152, 64, 113, 131, 135, 140, 170, 236, 238, 146, 197, 190, 372, 239, 187, 680, 115, 158, 134, 390, 671, 249, 226, 661, 167, 205, 146, 195, 153, 357, 138, 83, 128, 673, 297, 131, 130, 152, 313, 150, 317, 75, 133, 131, 70, 120, 83, 49, 786, 133, 580, 126, 144, 818, 218, 486, 150, 117, 168, 128, 360, 196, 191, 165, 348, 178, 141, 476, 206, 180, 291, 440, 182, 128, 503, 76, 286, 244, 138, 174, 322, 307, 556, 146, 178, 193, 282, 135, 396, 489, 315, 181, 795, 55, 144, 883, 313, 93, 561, 714, 159, 340, 138, 239, 204, 517, 156, 127, 609, 218, 297, 135, 130, 196, 360, 232, 95, 221, 156, 117, 199, 143, 128, 199, 74, 189, 171, 46, 148, 136, 148, 228, 637, 233, 490, 299, 139, 161, 486, 705, 365, 438, 126, 132, 149, 593, 162, 467, 88, 592, 149, 338, 80, 143, 125, 683, 619, 297, 210, 194, 170, 201, 222, 176, 318, 125, 655, 131, 60, 403, 124, 154, 65, 142, 339, 561, 379, 512, 95, 122, 330, 131, 175, 263, 193, 73, 173, 115, 146, 160, 96, 121, 69, 376, 914, 139, 108, 425, 592, 132, 109, 219, 354, 106, 308, 81, 52, 854, 168, 179, 109, 120, 114, 510, 147, 198, 351, 342, 219, 469, 310, 123, 142, 119, 486, 241, 570, 134, 250, 119, 136, 113, 103, 291, 298, 75, 106, 236, 175, 154, 529, 674, 177, 210, 104, 91, 201, 156, 133, 298, 251, 141, 60, 137, 660, 106, 172, 203, 131, 163, 112, 372, 166, 132, 214, 142, 107, 164, 128, 118, 600, 40, 267, 513, 361, 461, 544, 256, 301, 134, 297, 184, 84, 144, 51, 252, 163, 476, 206, 226, 117, 184, 195, 135, 316, 234, 483, 114, 135, 71, 160, 148, 135, 136, 127, 112, 304, 138, 163, 384, 57, 346, 108, 121, 240, 314, 254, 143, 162, 120, 121, 187, 245, 266, 333, 410, 251, 566, 185, 605, 100, 62, 65, 138, 153, 142, 697, 150, 388, 323, 169, 613, 299, 118, 145, 326, 168, 456, 525, 253, 389, 192, 179, 291, 213, 130, 126, 165, 149, 124, 134, 188, 142, 230, 144, 161, 276, 88, 411, 267, 92, 91, 224, 203, 233, 713, 56, 57, 112, 101, 196, 148, 119, 107, 103, 129, 154, 468, 188, 461, 374, 318, 200, 768, 125, 190, 136, 127, 226, 584, 548, 158, 148, 116, 271, 223, 151, 113, 127, 166, 167, 356, 155, 535, 81, 166, 294, 179, 106, 127, 302, 201, 425, 104, 761, 142, 272, 403, 253, 156, 60, 227, 116, 234, 210, 998, 216, 150, 805, 336, 368, 90, 162, 402, 156, 256, 740, 957, 70, 626, 273, 124, 141, 216, 139, 251, 132, 131, 325, 641, 670, 99, 160, 232, 137, 72, 131, 953, 120, 392, 208, 113, 245, 56, 436, 343, 286, 820, 573, 598, 152, 298, 142, 51, 155, 261, 384, 410, 177, 116, 113, 534, 57, 294, 380, 315, 263, 177, 377, 195, 536, 43, 156, 131, 651, 158, 142, 359, 366, 421, 264, 242, 147, 191, 218, 162, 129, 208, 152, 155, 335, 245, 106, 131, 138, 119, 412, 392, 332, 122, 148, 188, 372, 156, 200, 177, 635, 132, 71, 101, 137, 332, 162, 125, 565, 329, 155, 105, 132, 171, 278, 200, 83, 146, 127, 140, 317, 124, 393, 191, 262, 65, 239, 303, 123, 182, 269, 775, 259, 195, 702, 142, 314, 132, 150, 129, 157, 197, 452, 487, 196, 342, 140, 115, 190, 160, 127, 155, 144, 113, 88, 88, 354, 156, 182, 188, 213, 61, 129, 558, 115, 48, 419, 418, 302, 110, 198, 200, 170, 106, 248, 145, 126, 100, 408, 304, 254, 172, 130, 109, 263, 222, 190, 320, 173, 477, 207, 261, 171, 113, 140, 197, 636, 162, 279, 290, 221, 443, 184, 278, 156, 151, 168, 58, 302, 108, 219, 127, 489, 278, 135, 258, 349, 303, 145, 78, 100, 257, 145, 175, 477, 228, 156, 112, 311, 134, 63, 199, 117, 176, 201, 140, 76, 136, 178, 96, 607, 167, 59, 67, 703, 275, 217, 358, 459, 111, 51, 326, 294, 123, 117, 179, 214, 218, 116, 617, 117, 172, 322, 142, 602, 666, 131, 190, 294, 395, 160, 226, 120, 530, 178, 77, 203, 176, 123, 189, 551, 824, 143, 101, 844, 239, 563, 178, 263, 156, 484, 487, 118, 495, 390, 126, 177, 322, 168, 131, 667, 235, 146, 115, 379, 174, 51, 583, 197, 248, 112, 197, 101, 188, 361, 51, 236, 124, 243, 48, 224, 105, 182, 120, 164, 160, 588, 168, 289, 288, 191, 129, 120, 122, 274, 137, 777, 127, 168, 129, 548, 211, 167, 185, 332, 199, 679, 785, 229, 51, 128, 423, 563, 126, 101, 192, 180, 334, 407, 133, 63, 312, 174, 147, 138, 616, 266, 143, 134, 82, 163, 106, 121, 142, 160, 69, 186, 247, 194, 276, 137, 160, 56, 131, 299, 174, 136, 113, 168, 116, 132, 182, 188, 128, 88, 145, 102, 566, 149, 116, 217, 983, 181, 182, 348, 328, 442, 155, 205, 139, 227, 171, 206, 111, 113, 117, 104, 240, 174, 144, 232, 66, 145, 164, 201, 122, 487, 113, 365, 140, 119, 813, 152, 153, 132, 132, 85, 168, 155, 103, 79, 54, 151, 267, 103, 485, 160, 179, 119, 272, 278, 462, 111, 284, 86, 262, 147, 142, 72, 135, 151, 235, 294, 137, 125, 119, 129, 152, 125, 200, 115, 201, 113, 145, 386, 212, 247, 142, 174, 221, 282, 100, 187, 435, 307, 172, 131, 853, 293, 113, 162, 184, 47, 196, 178, 139, 128, 126, 47, 100, 192, 105, 649, 73, 61, 140, 115, 48, 393, 62, 294, 176, 147, 190, 254, 320, 314, 449, 81, 199, 152, 272, 270, 77, 76, 487, 268, 731, 188, 232, 194, 160, 309, 53, 136, 115, 399, 128, 159, 56, 85, 135, 306, 159, 134, 49, 308, 138, 138, 121, 131, 144, 149, 158, 122, 128, 200, 519, 707, 302, 115, 446, 316, 208, 164, 388, 563, 298, 155, 101, 207, 190, 201, 325, 162, 180, 467, 366, 183, 164, 108, 170, 194, 458, 109, 739, 58, 308, 203, 137, 169, 54, 119, 91, 235, 119, 151, 299, 300, 253, 347, 677, 177, 154, 127, 205, 152, 210, 77, 134, 123, 166, 190, 103, 139, 203, 122, 665, 354, 167, 190, 188, 204, 129, 123, 250, 681, 120, 121, 149, 49, 213, 129, 157, 66, 240, 41, 864, 268, 135, 159, 254, 675, 419, 119, 126, 220, 138, 167, 214, 160, 312, 105, 278, 111, 518, 999, 57, 173, 293, 223, 247, 206, 192, 230, 165, 146, 700, 116, 332, 214, 152, 322, 597, 76, 143, 132, 655, 492, 171, 108, 178, 210, 146, 131, 124, 156, 406, 60, 127, 194, 208, 129, 545, 270, 355, 232, 41, 131, 117, 201, 94, 225, 368, 150, 164, 133, 187, 88, 103, 497, 163, 425, 113, 124, 103, 139, 365, 104, 395, 363, 205, 585, 130, 189, 647, 166, 339, 229, 259, 258, 103, 431, 179, 223, 149, 584, 152, 249, 164, 191, 236, 147, 166, 240, 273, 225, 152, 227, 265, 114, 187, 175, 92, 279, 523, 54, 63, 114, 180, 32, 128, 301, 112, 192, 124, 168, 160, 61, 374, 42, 330, 177, 525, 287, 55, 111, 73, 126, 157, 168, 340, 144, 287, 370, 184, 248, 297, 235, 279, 140, 657, 361, 179, 242, 56, 324, 248, 280, 116, 155, 432, 237, 296, 376, 330, 119, 246, 189, 119, 157, 297, 371, 140, 140, 115, 161, 119, 412, 182, 150, 231, 160, 224, 176, 126, 347, 72, 127, 80, 226, 152, 215, 266, 325, 134, 128, 363, 184, 407, 198, 125, 120, 545, 103, 400, 415, 304, 80, 131, 705, 273, 58, 170, 313, 203, 219, 499, 141, 352, 145, 186, 84, 175, 350, 217, 155, 157, 309, 224, 110, 120, 115, 47, 59, 458, 111, 215, 207, 496, 265, 66, 157, 120, 375, 341, 82, 148, 192, 194, 227, 137, 175, 631, 148, 731, 48, 374, 213, 54, 127, 260, 218, 118, 129, 163, 59, 336, 394, 264, 168, 194, 377, 534, 127, 178, 152, 267, 153, 201, 217, 137, 123, 225, 185, 298, 989, 445, 125, 584, 235, 144, 118, 142, 180, 658, 174, 303, 126, 165, 214, 765, 243, 121, 326, 79, 163, 106, 225, 117, 147, 159, 307, 120, 352, 91, 206, 313, 75, 200, 124, 459, 133, 273, 175, 245, 158, 98, 113, 126, 88, 262, 113, 205, 155, 121, 156, 155, 178, 169, 368, 132, 308, 132, 152, 392, 167, 153, 215, 108, 70, 241, 393, 183, 140, 383, 409, 149, 352, 198, 176, 130, 287, 173, 228, 237, 168, 422, 161, 313, 114, 144, 237, 138, 129, 127, 117, 122, 141, 152, 802, 131, 134, 124, 321, 243, 82, 193, 203, 225, 90, 400, 317, 138, 400, 127, 124, 140, 32, 157, 395, 114, 187, 128, 144, 64, 224, 43, 813, 146, 552, 221, 134, 163, 258, 355, 107, 422, 133, 306, 76, 138, 112, 481, 249, 127, 141, 171, 496, 150, 937, 220, 419, 175, 236, 125, 777, 168, 288, 121, 133, 145, 219, 397, 111, 80, 158, 159, 109, 111, 119, 224, 931, 716, 109, 102, 228, 184, 227, 189, 142, 160, 191, 158, 108, 214, 606, 134, 84, 55, 963, 182, 148, 110, 90, 226, 124, 165, 94, 233, 112, 52, 289, 187, 120, 132, 155, 144, 66, 75, 71, 413, 363, 185, 56, 83, 301, 168, 141, 344, 167, 163, 104, 276, 409, 158, 138, 154, 229, 103, 147, 133, 179, 140, 140, 182, 195, 131, 104, 159, 143, 317, 568, 83, 531, 220, 31, 272, 128, 209, 125, 135, 53, 245, 185, 290, 177, 251, 236, 328, 321, 85, 368, 48, 181, 202, 174, 669, 161, 354, 213, 335, 138, 248, 304, 381, 109, 136, 109, 303, 134, 104, 237, 226, 543, 533, 309, 598, 257, 424, 357, 55, 225, 163, 73, 113, 202, 193, 114, 169, 408, 286, 115, 311, 358, 315, 170, 104, 275, 47, 155, 251, 69, 71, 46, 734, 191, 245, 368, 189, 236, 178, 305, 226, 180, 242, 151, 117, 119, 259, 146, 317, 117, 193, 66, 70, 184, 146, 138, 117, 110, 229, 527, 167, 190, 126, 123, 185, 37, 125, 128, 163, 129, 178, 183, 323, 157, 160, 94, 112, 894, 112, 140, 188, 566, 219, 263, 177, 170, 113, 682, 127, 282, 112, 251, 146, 98, 159, 173, 168, 202, 352, 269, 188, 55, 251, 223, 90, 636, 255, 250, 47, 131, 105, 311, 152, 148, 197, 119, 424, 498, 457, 118, 161, 198, 57, 306, 154, 216, 271, 458, 354, 189, 157, 152, 122, 186, 157, 189, 120, 113, 113, 421, 268, 243, 125, 126, 127, 242, 127, 264, 203, 50, 243, 144, 227, 69, 90, 95, 129, 124, 898, 105, 212, 193, 206, 235, 107, 216, 26, 222, 108, 430, 203, 190, 153, 58, 157, 241, 156, 178, 142, 407, 324, 624, 557, 393, 194, 57, 492, 186, 220, 32, 115, 228, 41, 158, 285, 61, 229, 903, 100, 1316, 111, 134, 77, 165, 113, 233, 519, 178, 141, 275, 171, 131, 67, 143, 178, 123, 54, 350, 151, 167, 128, 230, 184, 126, 81, 444, 109, 147, 134, 169, 742, 377, 442, 139, 143, 804, 189, 136, 108, 374, 450, 196, 195, 153, 548, 185, 181, 328, 267, 122, 211, 223, 291, 253, 294, 131, 156, 176, 120, 267, 116, 128, 428, 94, 151, 66, 319, 165, 521, 131, 145, 159, 102, 102, 163, 73, 128, 153, 128, 178, 308, 561, 133, 187, 522, 95, 429, 145, 93, 113, 260, 113, 247, 270, 368, 168, 317, 277, 290, 175, 732, 266, 182, 230, 674, 205, 356, 115, 553, 1001, 132, 369, 124, 314, 171, 490, 243, 426, 163, 168, 238, 142, 317, 133, 471, 130, 45, 354, 153, 180, 298, 130, 995, 367, 232, 227, 326, 51, 162, 66, 86, 437, 137, 168, 138, 79, 497, 430, 182, 395, 158, 93, 107, 57, 376, 186, 508, 142, 123, 185, 312, 357, 530, 247, 132, 336, 244, 194, 139, 120, 150, 36, 754, 356, 142, 234, 769, 251, 230, 199, 229, 132, 141, 297, 133, 244, 350, 624, 329, 124, 124, 130, 195, 360, 163, 1000, 138, 161, 120, 83, 112, 121, 258, 663, 176, 176, 254, 136, 130, 543, 123, 128, 183, 101, 608, 231, 329, 66, 183, 119, 130, 371, 173, 562, 119, 370, 118, 145, 131, 335, 776, 124, 169, 214, 130, 157, 357, 155, 122, 221, 161, 54, 198, 140, 363, 94, 314, 404, 515, 229, 555, 116, 186, 199, 155, 194, 897, 120, 122, 131, 231, 60, 334, 341, 151, 204, 129, 147, 70, 348, 728, 379, 391, 125, 162, 216, 178, 145, 333, 863, 299, 137, 143, 197, 116, 350, 126, 199, 520, 89, 129, 449, 101, 124, 444, 219, 131, 162, 156, 196, 149, 37, 86, 110, 248, 352, 274, 250, 151, 344, 213, 166, 197, 186, 358, 216, 794, 102, 108, 136, 121, 127, 231, 161, 365, 635, 186, 126, 174, 119, 85, 294, 177, 162, 139, 214, 127, 124, 293, 214, 118, 238, 124, 138, 624, 184, 438, 145, 118, 258, 341, 124, 532, 147, 274, 211, 540, 611, 56, 141, 196, 385, 94, 142, 462, 275, 128, 333, 141, 906, 131, 120, 971, 56, 300, 310, 262, 74, 245, 115, 54, 47, 176, 207, 149, 177, 226, 317, 487, 207, 171, 396, 583, 277, 135, 693, 165, 87, 318, 143, 84, 172, 373, 231, 373, 145, 197, 483, 179, 142, 174, 111, 99, 448, 169, 122, 295, 215, 225, 208, 62, 115, 808, 401, 167, 119, 75, 475, 202, 263, 116, 352, 585, 519, 387, 104, 132, 151, 152, 280, 112, 334, 62, 283, 132, 148, 223, 216, 136, 172, 128, 283, 275, 102, 289, 133, 221, 563, 100, 96, 483, 545, 162, 75, 180, 178, 117, 180, 981, 137, 123, 255, 151, 291, 256, 131, 163, 186, 242, 196, 271, 96, 202, 97, 184, 414, 146, 557, 85, 59, 115, 407, 218, 162, 142, 259, 748, 99, 251, 729, 33, 413, 256, 172, 454, 405, 543, 283, 45, 137, 46, 112, 303, 123, 150, 155, 804, 202, 509, 329, 445, 99, 267, 93, 228, 107, 196, 164, 548, 144, 219, 129, 225, 245, 133, 102, 130, 757, 348, 132, 234, 211, 393, 156, 256, 49, 123, 454, 143, 530, 251, 145, 43, 130, 168, 487, 153, 170, 201, 108, 328, 139, 523, 390, 214, 158, 130, 155, 127, 146, 187, 325, 276, 208, 135, 129, 117, 266, 241, 122, 201, 223, 180, 434, 163, 845, 57, 514, 486, 356, 122, 184, 192, 266, 137, 528, 144, 216, 209, 114, 111, 602, 241, 133, 136, 192, 818, 112, 79, 271, 151, 116, 60, 141, 495, 153, 256, 175, 151, 350, 385, 888, 151, 213, 269, 155, 365, 516, 215, 102, 379, 140, 284, 279, 268, 222, 119, 186, 84, 61, 107, 494, 303, 124, 152, 140, 55, 61, 113, 215, 109, 137, 433, 598, 138, 314, 96, 164, 403, 114, 122, 220, 298, 51, 198, 174, 134, 146, 131, 197, 100, 38, 212, 116, 250, 123, 127, 405, 39, 105, 389, 132, 190, 155, 160, 470, 132, 225, 461, 342, 226, 117, 154, 777, 113, 272, 172, 178, 145, 51, 141, 187, 146, 196, 194, 62, 188, 210, 226, 52, 254, 167, 262, 228, 374, 172, 168, 192, 234, 199, 82, 762, 196, 119, 344, 139, 157, 44, 113, 83, 502, 130, 131, 681, 123, 221, 217, 156, 164, 281, 115, 102, 99, 155, 271, 337, 243, 277, 72, 879, 162, 139, 403, 156, 216, 114, 111, 114, 131, 167, 131, 147, 281, 354, 200, 69, 60, 205, 908, 94, 103, 231, 171, 540, 187, 121, 596, 147, 145, 156, 642, 321, 342, 93, 306, 164, 193, 152, 127, 72, 341, 237, 504, 293, 150, 212, 257, 170, 544, 80, 155, 230, 174, 49, 125, 128, 133, 488, 85, 164, 177, 253, 257, 37, 182, 110, 53, 216, 118, 268, 428, 917, 162, 111, 575, 168, 817, 187, 133, 119, 228, 144, 110, 374, 768, 128, 344, 148, 241, 111, 220, 115, 132, 219, 117, 363, 309, 98, 338, 58, 166, 285, 203, 131, 369, 171, 179, 316, 194, 100, 89, 302, 135, 130, 231, 193, 356, 93, 113, 134, 218, 228, 136, 193, 120, 553, 165, 99, 70, 184, 160, 314, 587, 176, 131, 118, 82, 476, 367, 209, 173, 499, 60, 167, 137, 215, 167, 211, 264, 52, 257, 353, 133, 139, 134, 135, 280, 140, 427, 124, 106, 97, 38, 467, 333, 201, 370, 197, 163, 51, 482, 121, 136, 376, 231, 336, 420, 131, 172, 159, 376, 131, 626, 102, 130, 130, 333, 111, 48, 143, 222, 181, 369, 796, 121, 538, 244, 96, 331, 127, 211, 150, 597, 128, 143, 200, 110, 175, 202, 999, 381, 384, 197, 121, 125, 103, 140, 114, 246, 704, 141, 415, 141, 117, 172, 252, 144, 132, 66, 116, 149, 338, 345, 199, 133, 127, 314, 283, 263, 401, 290, 289, 164, 229, 298, 740, 99, 138, 60, 278, 203, 338, 150, 166, 205, 264, 420, 161, 161, 108, 399, 202, 137, 111, 83, 139, 122, 221, 160, 145, 303, 139, 212, 360, 235, 117, 271, 546, 869, 79, 161, 144, 130, 125, 898, 228, 184, 423, 117, 108, 129, 277, 338, 391, 161, 243, 196, 130, 221, 135, 184, 62, 64, 270, 452, 96, 153, 619, 99, 129, 188, 991, 104, 176, 151, 133, 165, 51, 126, 161, 147, 157, 283, 187, 104, 302, 929, 236, 180, 91, 48, 134, 108, 529, 173, 279, 153, 118, 50, 208, 132, 302, 245, 193, 239, 121, 973, 61, 192, 107, 478, 160, 574, 208, 109, 245, 156, 262, 827, 344, 135, 138, 499, 123, 112, 737, 511, 134, 146, 114, 178, 49, 346, 370, 150, 295, 131, 192, 443, 531, 476, 235, 96, 233, 148, 316, 226, 274, 303, 176, 163, 27, 465, 137, 172, 213, 222, 183, 120, 276, 153, 196, 242, 127, 34, 230, 158, 187, 184, 166, 293, 108, 392, 528, 94, 162, 181, 116, 273, 545, 123, 425, 168, 315, 262, 219, 81, 162, 194, 153, 165, 35, 135, 58, 200, 92, 128, 131, 370, 624, 337, 148, 251, 132, 292, 194, 101, 179, 123, 151, 147, 806, 117, 184, 96, 180, 321, 242, 233, 305, 144, 174, 133, 200, 301, 163, 134, 123, 274, 184, 279, 895, 168, 160, 136, 98, 139, 102, 103, 157, 470, 37, 124, 548, 266, 342, 539, 170, 161, 122, 57, 118, 260, 113, 163, 580, 128, 126, 198, 181, 43, 117, 334, 504, 145, 149, 180, 381, 162, 158, 136, 470, 156, 357, 283, 557, 662, 390, 240, 53, 237, 208, 274, 188, 394, 174, 575, 186, 66, 148, 120, 160, 106, 138, 71, 193, 223, 120, 160, 183, 126, 69, 209, 102, 321, 121, 403, 40, 165, 193, 765, 371, 158, 236, 904, 236, 447, 223, 129, 117, 155, 173, 558, 182, 114, 105, 168, 97, 130, 123, 358, 175, 132, 112, 71, 227, 355, 137, 114, 257, 254, 74, 42, 103, 62, 64, 130, 308, 251, 125, 317, 287, 125, 141, 196, 163, 152, 154, 268, 136, 197, 686, 77, 307, 170, 161, 122, 60, 250, 149, 75, 140, 307, 307, 75, 40, 94, 366, 378, 699, 145, 131, 86, 298, 57, 228, 186, 419, 133, 204, 117, 251, 163, 194, 485, 81, 129, 342, 23, 122, 122, 123, 165, 122, 117, 330, 140, 198, 542, 227, 140, 211, 132, 933, 849, 426, 117, 121, 286, 293, 59, 111, 124, 309, 410, 140, 472, 44, 261, 227, 364, 166, 208, 132, 168, 303, 174, 152, 671, 496, 253, 137, 481, 123, 913, 78, 118, 164, 467, 115, 300, 287, 131, 382, 179, 155, 489, 344, 138, 186, 146, 121, 382, 78, 470, 166, 874, 133, 362, 366, 52, 86, 182, 185, 144, 487, 183, 233, 157, 153, 151, 84, 247, 599, 373, 168, 136, 657, 170, 550, 245, 41, 412, 138, 176, 97, 171, 136, 89, 130, 674, 98, 175, 314, 180, 164, 198, 704, 139, 83, 410, 170, 162, 124, 346, 294, 355, 194, 189, 157, 477, 337, 304, 130, 80, 277, 163, 114, 150, 484, 217, 274, 261, 176, 246, 168, 183, 189, 392, 228, 206, 294, 310, 93, 316, 148, 238, 844, 135, 68, 173, 288, 186, 448, 368, 162, 151, 204, 285, 186, 128, 243, 349, 130, 188, 61, 724, 162, 197, 86, 49, 179, 164, 127, 124, 178, 157, 285, 128, 141, 147, 204, 335, 110, 142, 118, 44, 207, 85, 125, 147, 491, 629, 126, 219, 218, 310, 74, 124, 590, 185, 228, 385, 261, 305, 626, 133, 300, 85, 161, 697, 260, 119, 126, 330, 195, 228, 649, 325, 459, 173, 176, 185, 175, 170, 65, 525, 144, 141, 132, 136, 114, 255, 198, 323, 692, 92, 139, 359, 71, 309, 131, 181, 203, 393, 295, 152, 159, 116, 184, 213, 138, 93, 65, 119, 498, 132, 161, 190, 130, 54, 99, 409, 152, 741, 144, 375, 498, 98, 50, 94, 293, 182, 535, 185, 119, 72, 126, 270, 183, 112, 217, 106, 155, 124, 126, 72, 209, 281, 106, 140, 139, 148, 239, 194, 532, 70, 317, 225, 181, 263, 179, 292, 150, 143, 184, 123, 100, 232, 792, 155, 101, 160, 132, 208, 139, 575, 165, 166, 451, 140, 77, 151, 129, 129, 254, 121, 155, 263, 56, 43, 219, 250, 37, 120, 802, 178, 129, 251, 47, 371, 393, 122, 253, 287, 622, 239, 588, 176, 110, 97, 135, 52, 231, 210, 47, 198, 120, 788, 516, 157, 290, 118, 382, 186, 192, 112, 133, 186, 427, 272, 606, 412, 480, 150, 146, 76, 302, 154, 151, 127, 199, 404, 632, 118, 124, 154, 170, 403, 336, 128, 217, 306, 183, 486, 238, 319, 221, 123, 158, 222, 427, 402, 156, 919, 56, 129, 175, 77, 122, 134, 313, 174, 309, 243, 372, 137, 115, 90, 117, 63, 209, 53, 223, 557, 158, 154, 142, 91, 324, 171, 144, 148, 69, 164, 114, 404, 220, 179, 122, 183, 117, 179, 494, 480, 79, 592, 610, 65, 356, 278, 150, 245, 150, 125, 59, 283, 112, 494, 111, 150, 228, 301, 423, 866, 204, 132, 146, 253, 342, 125, 127, 358, 99, 121, 307, 151, 204, 140, 233, 129, 148, 137, 476, 311, 507, 351, 122, 121, 116, 121, 152, 207, 47, 179, 69, 308, 397, 989, 137, 200, 420, 169, 202, 94, 334, 239, 10, 534, 456, 295, 466, 696, 270, 143, 30, 144, 200, 429, 71, 78, 171, 297, 189, 117, 262, 159, 295, 258, 245, 507, 203, 349, 199, 186, 57, 118, 141, 28, 185, 109, 192, 136, 52, 338, 348, 130, 330, 169, 209, 87, 498, 158, 146, 135, 163, 277, 463, 49, 215, 378, 87, 223, 112, 169, 156, 90, 242, 147, 172, 123, 210, 248, 397, 419, 181, 121, 156, 163, 137, 111, 202, 140, 167, 52, 61, 146, 244, 264, 116, 284, 132, 120, 157, 187, 65, 150, 155, 47, 183, 637, 134, 322, 370, 422, 156, 471, 172, 284, 180, 67, 149, 253, 411, 170, 66, 263, 124, 196, 77, 122, 267, 105, 133, 124, 127, 373, 140, 127, 114, 192, 182, 696, 474, 331, 151, 319, 53, 50, 327, 90, 977, 518, 526, 155, 277, 122, 123, 123, 118, 256, 107, 238, 268, 50, 262, 126, 205, 284, 161, 756, 693, 416, 122, 113, 146, 254, 152, 82, 123, 289, 134, 192, 157, 147, 333, 51, 258, 147, 264, 316, 294, 283, 276, 79, 112, 110, 171, 125, 71, 457, 422, 110, 181, 173, 475, 259, 364, 135, 213, 334, 167, 158, 161, 147, 143, 195, 176, 121, 126, 143, 155, 127, 44, 342, 349, 78, 281, 107, 157, 194, 107, 220, 392, 188, 152, 56, 113, 104, 161, 255, 129, 152, 155, 592, 100, 130, 331, 987, 282, 90, 182, 301, 187, 117, 149, 256, 214, 574, 471, 148, 534, 353, 107, 152, 129, 129, 569, 200, 374, 212, 134, 187, 87, 147, 102, 195, 142, 947, 261, 136, 164, 236, 215, 452, 133, 102, 354, 116, 142, 84, 224, 163, 288, 120, 72, 791, 261, 289, 270, 384, 161, 370, 129, 95, 151, 117, 57, 153, 89, 129, 128, 457, 305, 158, 49, 168, 225, 122, 178, 165, 126, 422, 170, 149, 243, 338, 132, 89, 552, 132, 324, 165, 177, 525, 170, 375, 358, 131, 191, 159, 341, 239, 180, 142, 140, 238, 644, 321, 112, 110, 180, 153, 83, 404, 655, 443, 120, 99, 199, 514, 139, 166, 280, 188, 131, 131, 133, 165, 461, 181, 529, 149, 114, 67, 125, 137, 141, 236, 134, 368, 166, 361, 134, 125, 140, 722, 200, 387, 157, 229, 179, 171, 286, 329, 142, 169, 137, 170, 143, 350, 91, 139, 102, 158, 358, 773, 181, 105, 429, 150, 172, 242, 140, 537, 140, 183, 75, 136, 49, 160, 455, 67, 556, 101, 293, 92, 580, 155, 248, 502, 171, 651, 204, 96, 306, 542, 85, 289, 45, 434, 620, 355, 186, 139, 396, 252, 148, 324, 90, 118, 154, 440, 986, 588, 148, 28, 201, 112, 420, 115, 134, 413, 316, 252, 254, 224, 115, 328, 58, 214, 186, 174, 205, 188, 155, 138, 102, 345, 267, 702, 245, 141, 57, 57, 224, 63, 103, 72, 56, 253, 384, 102, 301, 137, 353, 114, 263, 169, 349, 141, 129, 162, 407, 257, 117, 432, 64, 163, 217, 255, 166, 199, 154, 329, 129, 46, 224, 324, 431, 122, 319, 106, 141, 365, 225, 305, 223, 277, 378, 244, 140, 46, 185, 281, 247, 136, 132, 218, 269, 121, 269, 385, 246, 113, 144, 206, 143, 282, 53, 394, 998, 209, 94, 369, 273, 398, 813, 95, 205, 164, 126, 105, 580, 198, 158, 69, 391, 176, 204, 58, 364, 94, 145, 129, 305, 120, 81, 106, 229, 195, 382, 131, 278, 221, 92, 126, 362, 422, 129, 225, 103, 133, 201, 301, 206, 139, 235, 379, 528, 136, 619, 311, 256, 162, 42, 137, 276, 129, 267, 790, 540, 185, 325, 160, 301, 145, 470, 215, 712, 44, 129, 193, 255, 645, 81, 146, 8, 330, 182, 137, 75, 92, 210, 220, 130, 129, 414, 193, 313, 104, 153, 127, 365, 184, 119, 83, 134, 225, 200, 301, 124, 182, 221, 319, 692, 114, 239, 171, 82, 338, 240, 165, 167, 117, 405, 199, 295, 189, 142, 138, 97, 73, 143, 82, 144, 51, 220, 137, 244, 118, 260, 242, 371, 223, 144, 241, 157, 139, 536, 126, 119, 241, 171, 44, 245, 141, 87, 251, 225, 106, 615, 252, 322, 195, 179, 54, 127, 169, 230, 449, 101, 756, 978, 453, 232, 154, 175, 126, 183, 163, 153, 130, 77, 115, 176, 209, 224, 355, 433, 745, 148, 393, 335, 123, 148, 441, 73, 247, 376, 399, 176, 53, 81, 149, 307, 179, 355, 269, 151, 139, 50, 100, 94, 249, 130, 147, 125, 107, 213, 196, 191, 208, 113, 347, 154, 145, 710, 126, 171, 325, 153, 87, 214, 264, 163, 119, 97, 226, 125, 143, 288, 115, 146, 193, 100, 381, 326, 89, 336, 134, 300, 145, 185, 416, 125, 145, 83, 54, 132, 82, 52, 265, 138, 217, 277, 198, 385, 266, 169, 111, 993, 190, 270, 97, 720, 110, 121, 462, 319, 183, 79, 306, 156, 247, 121, 124, 450, 184, 51, 131, 222, 164, 64, 116, 358, 329, 862, 138, 114, 43, 191, 403, 318, 284, 336, 207, 163, 336, 244, 197, 209, 387, 104, 195, 155, 200, 550, 331, 390, 209, 472, 180, 293, 131, 73, 859, 114, 47, 94, 201, 138, 352, 75, 360, 157, 203, 462, 219, 129, 97, 667, 241, 396, 144, 112, 304, 759, 121, 264, 109, 245, 135, 268, 127, 235, 119, 169, 128, 218, 176, 555, 258, 127, 162, 52, 306, 182, 192, 169, 123, 384, 334, 180, 161, 231, 183, 94, 123, 125, 751, 49, 566, 272, 166, 242, 108, 132, 212, 104, 497, 279, 458, 423, 708, 123, 119, 98, 637, 378, 127, 102, 105, 130, 143, 155, 121, 68, 164, 163, 42, 133, 188, 252, 279, 302, 145, 133, 212, 119, 306, 885, 980, 149, 43, 992, 746, 211, 181, 208, 67, 727, 239, 178, 117, 60, 327, 306, 149, 240, 238, 211, 163, 73, 94, 110, 146, 183, 130, 34, 57, 300, 61, 107, 120, 141, 157, 185, 108, 123, 144, 138, 237, 109, 172, 113, 548, 268, 137, 129, 212, 563, 162, 140, 72, 212, 183, 260, 320, 205, 771, 137, 190, 48, 54, 213, 175, 107, 140, 138, 160, 121, 254, 300, 516, 169, 263, 258, 105, 324, 131, 137, 38, 260, 362, 533, 118, 95, 192, 330, 218, 85, 152, 113, 149, 106, 165, 187, 95, 526, 61, 953, 103, 269, 143, 124, 176, 523, 333, 149, 461, 587, 88, 277, 152, 290, 104, 268, 356, 135, 40, 124, 316, 124, 234, 244, 140, 121, 232, 142, 115, 345, 60, 142, 256, 518, 237, 183, 931, 118, 398, 190, 84, 159, 123, 120, 171, 132, 49, 150, 438, 138, 268, 146, 153, 115, 152, 160, 199, 992, 513, 172, 190, 167, 211, 508, 174, 101, 117, 164, 487, 103, 104, 68, 120, 150, 290, 128, 87, 143, 152, 215, 125, 103, 137, 439, 106, 257, 159, 461, 168, 279, 431, 153, 128, 494, 365, 154, 79, 272, 145, 129, 136, 211, 121, 150, 422, 304, 358, 212, 180, 193, 342, 143, 232, 241, 155, 223, 319, 200, 209, 97, 128, 246, 54, 360, 113, 131, 340, 823, 116, 189, 179, 143, 130, 232, 142, 134, 271, 175, 127, 332, 852, 157, 229, 161, 268, 231, 242, 318, 311, 151, 386, 229, 265, 132, 119, 136, 137, 168, 456, 217, 84, 131, 260, 144, 170, 511, 89, 243, 137, 153, 684, 231, 940, 227, 596, 70, 453, 136, 165, 300, 126, 318, 308, 145, 181, 196, 132, 177, 461, 186, 186, 267, 356, 107, 83, 132, 244, 188, 53, 366, 142, 125, 837, 408, 188, 277, 102, 982, 104, 109, 245, 222, 101, 187, 261, 60, 243, 112, 329, 41, 82, 947, 150, 66, 172, 130, 216, 215, 145, 172, 197, 52, 193, 180, 209, 145, 187, 248, 47, 133, 112, 139, 973, 210, 362, 589, 180, 263, 201, 171, 102, 113, 113, 157, 317, 113, 86, 127, 407, 968, 74, 246, 66, 51, 52, 172, 443, 141, 171, 70, 518, 130, 160, 145, 432, 250, 124, 180, 746, 343, 375, 381, 400, 117, 149, 202, 180, 354, 96, 78, 119, 301, 314, 171, 400, 182, 83, 141, 141, 352, 150, 144, 107, 233, 119, 121, 64, 145, 146, 300, 75, 89, 133, 167, 340, 144, 193, 184, 139, 369, 146, 172, 533, 219, 127, 173, 323, 54, 121, 1364, 133, 146, 68, 60, 83, 203, 95, 88, 223, 132, 91, 179, 167, 121, 150, 776, 36, 382, 234, 196, 301, 281, 87, 254, 172, 35, 167, 339, 253, 151, 160, 156, 131, 227, 144, 205, 444, 72, 349, 184, 137, 124, 199, 295, 133, 247, 185, 117, 226, 340, 246, 94, 412, 423, 126, 123, 515, 257, 319, 454, 112, 158, 118, 207, 240, 278, 254, 921, 304, 273, 334, 454, 222, 193, 189, 244, 265, 150, 164, 749, 483, 111, 189, 81, 366, 138, 144, 187, 477, 442, 149, 149, 180, 584, 166, 136, 464, 106, 165, 129, 490, 115, 86, 231, 317, 43, 190, 61, 428, 62, 79, 117, 314, 252, 178, 161, 275, 154, 158, 208, 158, 305, 595, 173, 229, 175, 150, 76, 161, 129, 133, 292, 178, 43, 189, 335, 120, 131, 128, 255, 99, 233, 31, 553, 141, 459, 44, 656, 364, 131, 473, 284, 167, 248, 172, 278, 296, 129, 195, 158, 396, 167, 150, 105, 165, 117, 274, 524, 481, 156, 545, 169, 146, 190, 776, 124, 140, 246, 94, 179, 122, 137, 194, 74, 287, 431, 281, 183, 161, 58, 23, 163, 168, 147, 110, 233, 266, 417, 112, 137, 286, 126, 244, 190, 192, 288, 132, 166, 246, 98, 130, 341, 481, 321, 694, 101, 61, 142, 222, 213, 419, 164, 204, 184, 513, 161, 142, 251, 806, 675, 120, 118, 198, 928, 93, 172, 148, 130, 300, 129, 196, 466, 335, 107, 130, 122, 213, 158, 155, 161, 308, 152, 138, 154, 167, 307, 65, 361, 184, 215, 326, 106, 257, 113, 174, 127, 150, 329, 123, 79, 159, 363, 444, 103, 284, 459, 137, 209, 187, 229, 322, 289, 81, 103, 90, 147, 248, 190, 341, 242, 127, 70, 71, 125, 778, 466, 251, 242, 58, 117, 469, 96, 137, 134, 128, 102, 142, 111, 186, 164, 124, 454, 202, 166, 249, 173, 293, 108, 123, 259, 249, 1057, 286, 136, 157, 170, 45, 330, 168, 50, 164, 101, 390, 116, 184, 392, 209, 988, 117, 114, 81, 140, 271, 438, 140, 135, 267, 294, 51, 131, 359, 51, 602, 187, 333, 48, 94, 113, 200, 126, 248, 148, 127, 168, 239, 120, 39, 259, 169, 96, 74, 320, 126, 315, 109, 126, 257, 120, 141, 321, 256, 227, 311, 177, 147, 160, 230, 301, 342, 99, 65, 112, 633, 159, 147, 172, 69, 182, 167, 432, 77, 266, 127, 329, 331, 170, 227, 139, 228, 142, 268, 180, 120, 618, 527, 38, 91, 215, 399, 68, 167, 175, 89, 239, 823, 685, 109, 120, 133, 301, 199, 123, 233, 161, 165, 71, 190, 626, 138, 539, 76, 915, 393, 436, 192, 188, 85, 126, 204, 188, 126, 146, 115, 344, 153, 294, 294, 180, 209, 347, 125, 69, 179, 636, 556, 109, 991, 425, 407, 165, 208, 67, 132, 209, 229, 140, 783, 691, 554, 121, 770, 185, 120, 288, 123, 31, 343, 215, 179, 190, 109, 160, 463, 725, 189, 142, 222, 180, 245, 209, 146, 169, 160, 321, 121, 155, 525, 30, 232, 248, 128, 884, 138, 222, 243, 183, 415, 674, 563, 127, 144, 82, 127, 97, 163, 114, 324, 231, 199, 191, 92, 127, 120, 185, 124, 137, 180, 144, 245, 200, 159, 180, 132, 71, 191, 160, 177, 174, 127, 58, 138, 200, 137, 170, 255, 154, 119, 571, 391, 404, 163, 118, 118, 153, 164, 207, 601, 121, 112, 136, 148, 209, 150, 179, 169, 287, 39, 109, 126, 175, 53, 296, 166, 159, 139, 291, 130, 230, 286, 106, 234, 375, 161, 546, 152, 131, 300, 163, 164, 101, 458, 174, 104, 136, 63, 123, 254, 146, 55, 622, 151, 128, 133, 114, 143, 97, 224, 46, 710, 303, 251, 82, 144, 634, 375, 155, 154, 204, 167, 185, 444, 185, 186, 123, 314, 143, 210, 188, 191, 269, 608, 260, 385, 105, 113, 190, 345, 508, 177, 227, 131, 94, 184, 89, 197, 193, 121, 129, 157, 204, 467, 116, 196, 537, 104, 163, 130, 352, 106, 124, 210, 253, 202, 172, 151, 501, 320, 174, 108, 118, 231, 44, 177, 152, 143, 109, 203, 233, 136, 321, 125, 297, 60, 133, 60, 198, 667, 201, 136, 141, 133, 382, 209, 204, 140, 142, 537, 256, 89, 380, 208, 317, 134, 414, 237, 125, 142, 43, 118, 150, 189, 458, 197, 660, 263, 117, 287, 380, 389, 378, 302, 114, 180, 132, 1000, 128, 144, 118, 82, 513, 179, 53, 395, 140, 132, 186, 206, 128, 229, 242, 632, 371, 136, 353, 119, 341, 431, 357, 677, 376, 446, 207, 236, 291, 238, 549, 133, 133, 402, 155, 94, 229, 121, 156, 329, 394, 118, 527, 160, 218, 408, 208, 106, 134, 971, 118, 216, 300, 229, 323, 360, 217, 140, 212, 218, 163, 132, 46, 241, 66, 129, 643, 164, 112, 86, 179, 224, 125, 551, 140, 120, 131, 149, 55, 450, 169, 227, 147, 134, 265, 181, 61, 107, 83, 141, 298, 197, 128, 98, 216, 162, 245, 287, 151, 110, 136, 139, 75, 288, 189, 166, 361, 141, 164, 132, 132, 132, 231, 67, 153, 273, 206, 120, 98, 185, 148, 154, 141, 180, 165, 167, 88, 240, 110, 160, 176, 143, 271, 232, 131, 146, 145, 81, 220, 437, 122, 571, 365, 59, 142, 246, 51, 228, 148, 156, 94, 138, 197, 786, 266, 128, 140, 82, 56, 172, 719, 409, 392, 246, 432, 168, 144, 45, 231, 123, 129, 793, 171, 230, 122, 351, 123, 192, 171, 303, 331, 204, 301, 282, 98, 118, 157, 404, 36, 281, 151, 235, 801, 60, 135, 192, 351, 137, 124, 106, 125, 164, 234, 152, 194, 218, 431, 174, 156, 641, 166, 100, 123, 106, 181, 125, 441, 140, 156, 292, 110, 123, 135, 122, 228, 116, 345, 432, 113, 287, 158, 206, 150, 97, 142, 47, 281, 115, 148, 61, 146, 538, 163, 113, 115, 177, 107, 122, 275, 83, 426, 267, 289, 167, 360, 40, 233, 163, 137, 142, 138, 195, 146, 220, 189, 290, 238, 594, 415, 52, 266, 123, 657, 165, 291, 119, 338, 292, 135, 346, 174, 86, 287, 408, 723, 617, 241, 37, 173, 73, 167, 154, 211, 160, 460, 177, 136, 144, 449, 213, 207, 134, 172, 151, 117, 560, 239, 127, 999, 962, 201, 101, 170, 210, 349, 304, 622, 285, 144, 72, 125, 118, 154, 235, 81, 405, 191, 181, 147, 275, 402, 269, 57, 183, 135, 58, 334, 180, 406, 763, 152, 105, 243, 154, 156, 91, 377, 443, 163, 262, 807, 220, 136, 111, 61, 327, 111, 152, 827, 349, 228, 221, 287, 203, 154, 418, 131, 92, 314, 192, 226, 726, 173, 118, 68, 283, 113, 120, 113, 152, 148, 306, 130, 105, 148, 154, 189, 141, 506, 110, 248, 79, 195, 229, 129, 129, 184, 119, 158, 76, 151, 193, 144, 151, 865, 194, 290, 133, 166, 246, 191, 83, 207, 160, 143, 308, 148, 167, 75, 142, 105, 85, 196, 152, 142, 559, 92, 197, 205, 130, 266, 282, 130, 132, 387, 200, 65, 352, 204, 270, 165, 103, 183, 124, 132, 185, 143, 145, 657, 211, 92, 372, 37, 217, 397, 139, 323, 327, 447, 940, 382, 125, 193, 157, 272, 196, 188, 229, 451, 150, 381, 221, 241, 558, 147, 392, 298, 157, 57, 149, 127, 96, 164, 158, 138, 228, 124, 211, 157, 155, 310, 401, 121, 161, 168, 687, 83, 163, 224, 147, 980, 138, 65, 148, 204, 132, 193, 241, 227, 82, 178, 168, 211, 239, 281, 156, 215, 187, 232, 319, 339, 146, 189, 379, 334, 177, 431, 158, 67, 853, 660, 178, 154, 140, 287, 90, 239, 121, 42, 276, 249, 283, 150, 228, 201, 226, 82, 280, 149, 145, 191, 125, 359, 51, 156, 474, 87, 161, 204, 105, 232, 124, 703, 177, 174, 136, 244, 125, 50, 667, 436, 134, 134, 229, 152, 226, 143, 128, 328, 179, 308, 319, 251, 219, 555, 197, 250, 127, 154, 95, 144, 335, 368, 406, 36, 165, 153, 276, 164, 152, 716, 78, 503, 121, 41, 109, 161, 311, 359, 101, 157, 330, 454, 128, 133, 206, 135, 184, 215, 207, 141, 90, 356, 112, 384, 163, 157, 182, 234, 130, 67, 182, 313, 61, 128, 149, 105, 195, 327, 201, 562, 334, 50, 167, 238, 183, 351, 113, 178, 200, 114, 328, 110, 29, 220, 190, 244, 123, 128, 374, 183, 56, 68, 170, 172, 112, 104, 127, 118, 150, 441, 132, 270, 289, 322, 300, 196, 196, 173, 108, 160, 257, 145, 548, 123, 304, 237, 99, 38, 182, 98, 166, 114, 297, 210, 154, 182, 122, 191, 206, 262, 117, 328, 440, 133, 133, 471, 268, 131, 159, 113, 216, 230, 296, 837, 110, 120, 297, 99, 157, 97, 186, 220, 415, 403, 154, 281, 161, 310, 221, 201, 819, 459, 532, 715, 143, 476, 148, 127, 153, 133, 69, 196, 224, 160, 148, 137, 90, 129, 155, 69, 376, 36, 136, 239, 126, 468, 144, 223, 220, 103, 291, 455, 177, 168, 159, 47, 109, 212, 468, 50, 106, 147, 168, 221, 160, 106, 131, 139, 400, 114, 96, 146, 286, 278, 127, 128, 159, 31, 63, 104, 153, 135, 101, 532, 129, 139, 104, 46, 151, 141, 190, 218, 152, 145, 238, 344, 624, 188, 130, 122, 138, 418, 72, 305, 343, 205, 240, 53, 223, 633, 346, 226, 111, 942, 140, 281, 550, 234, 335, 148, 158, 136, 137, 71, 326, 226, 173, 134, 149, 175, 137, 136, 253, 340, 167, 117, 122, 127, 45, 67, 158, 151, 155, 87, 135, 158, 169, 85, 311, 135, 145, 522, 137, 232, 84, 133, 116, 126, 206, 220, 181, 114, 280, 130, 244, 290, 251, 622, 90, 159, 110, 477, 242, 41, 144, 154, 153, 418, 63, 50, 112, 170, 124, 163, 578, 212, 203, 134, 186, 124, 79, 188, 185, 485, 158, 463, 150, 51, 117, 339, 31, 160, 136, 157, 837, 109, 231, 128, 107, 260, 182, 125, 151, 112, 147, 64, 400, 302, 761, 179, 468, 414, 591, 566, 117, 183, 172, 317, 248, 196, 32, 589, 163, 189, 251, 435, 288, 135, 127, 168, 101, 137, 72, 80, 375, 128, 177, 178, 135, 66, 270, 207, 176, 191, 245, 412, 238, 526, 117, 208, 141, 135, 167, 264, 122, 386, 301, 125, 420, 366, 301, 89, 174, 135, 241, 154, 171, 732, 160, 126, 157, 165, 267, 568, 185, 164, 410, 217, 182, 43, 136, 93, 123, 111, 125, 218, 174, 192, 645, 58, 166, 132, 361, 142, 196, 151, 169, 133, 173, 186, 96, 256, 184, 291, 236, 201, 172, 233, 265, 230, 375, 126, 347, 125, 119, 80, 410, 179, 232, 80, 367, 118, 637, 274, 142, 182, 389, 145, 372, 499, 263, 195, 168, 177, 192, 201, 338, 368, 295, 125, 175, 106, 223, 79, 263, 105, 179, 121, 156, 145, 294, 173, 394, 80, 186, 43, 259, 172, 113, 195, 574, 291, 161, 263, 595, 306, 184, 148, 172, 131, 198, 344, 162, 50, 144, 127, 140, 342, 90, 200, 118, 110, 52, 396, 111, 375, 432, 147, 247, 117, 154, 146, 141, 95, 533, 109, 123, 249, 122, 257, 139, 58, 465, 125, 998, 123, 188, 73, 164, 140, 192, 44, 443, 222, 78, 180, 228, 528, 156, 225, 189, 142, 56, 189, 82, 203, 234, 147, 183, 422, 201, 165, 154, 148, 135, 113, 521, 143, 124, 62, 240, 436, 146, 88, 411, 140, 138, 132, 96, 183, 117, 547, 223, 258, 141, 266, 265, 324, 133, 112, 127, 186, 256, 161, 126, 19, 207, 283, 437, 244, 304, 155, 369, 111, 105, 194, 64, 466, 187, 51, 292, 374, 209, 235, 247, 301, 398, 262, 104, 217, 199, 160, 467, 773, 73, 129, 835, 440, 178, 117, 208, 147, 439, 113, 181, 143, 144, 181, 94, 999, 1014, 233, 143, 426, 162, 38, 126, 199, 105, 106, 52, 228, 287, 171, 129, 121, 144, 75, 117, 1007, 168, 46, 106, 224, 77, 358, 126, 99, 59, 129, 374, 383, 215, 73, 25, 137, 801, 139, 410, 690, 354, 195, 172, 121, 127, 193, 89, 1376, 158, 54, 134, 133, 50, 575, 156, 137, 214, 96, 97, 402, 504, 249, 159, 198, 557, 131, 120, 117, 915, 278, 286, 336, 123, 120, 600, 121, 159, 138, 204, 877, 302, 127, 185, 150, 158, 73, 37, 169, 266, 174, 178, 153, 191, 608, 238, 145, 217, 124, 186, 201, 182, 67, 258, 113, 752, 301, 86, 480, 94, 152, 175, 220, 655, 259, 145, 85, 131, 301, 196, 417, 298, 40, 164, 233, 259, 468, 474, 69, 138, 308, 133, 177, 216, 323, 338, 39, 125, 130, 194, 564, 269, 219, 191, 55, 363, 227, 124, 126, 149, 151, 288, 143, 452, 158, 119, 243, 121, 42, 587, 48, 241, 133, 233, 157, 92, 127, 167, 184, 414, 389, 184, 166, 51, 57, 518, 139, 964, 508, 104, 74, 156, 150, 182, 146, 189, 94, 189, 236, 35, 149, 94, 94, 447, 235, 461, 152, 78, 61, 115, 250, 120, 147, 172, 144, 189, 118, 155, 472, 188, 90, 189, 225, 140, 232, 144, 149, 283, 274, 123, 157, 116, 121, 187, 200, 190, 322, 306, 608, 96, 146, 41, 122, 145, 340, 118, 116, 72, 109, 179, 110, 144, 298, 201, 180, 158, 78, 132, 120, 254, 175, 161, 180, 90, 143, 141, 202, 292, 245, 281, 129, 197, 157, 134, 142, 76, 155, 88, 206, 86, 260, 159, 128, 204, 119, 97, 465, 248, 118, 371, 150, 227, 196, 232, 280, 128, 129, 102, 220, 93, 170, 124, 95, 224, 112, 42, 203, 171, 179, 101, 158, 116, 81, 370, 261, 168, 40, 144, 115, 118, 169, 121, 391, 22, 135, 229, 177, 181, 274, 478, 187, 131, 57, 147, 264, 144, 307, 449, 130, 126, 156, 190, 128, 154, 148, 115, 207, 165, 58, 89, 217, 72, 254, 287, 223, 48, 309, 322, 634, 68, 592, 284, 101, 758, 142, 328, 670, 188, 51, 39, 155, 180, 897, 101, 69, 263, 236, 85, 156, 411, 533, 316, 134, 297, 426, 112, 166, 130, 283, 217, 110, 173, 149, 142, 232, 135, 130, 193, 228, 66, 174, 153, 168, 147, 570, 57, 50, 142, 116, 195, 85, 227, 211, 377, 132, 287, 232, 117, 192, 196, 75, 276, 262, 131, 123, 177, 464, 169, 626, 161, 342, 352, 201, 288, 45, 169, 361, 150, 218, 108, 123, 350, 743, 593, 108, 160, 441, 609, 155, 205, 211, 111, 377, 144, 455, 328, 408, 118, 149, 445, 129, 69, 160, 183, 132, 117, 290, 223, 145, 121, 140, 50, 149, 372, 480, 117, 197, 119, 193, 313, 202, 158, 589, 95, 166, 116, 94, 797, 109, 314, 211, 125, 190, 128, 140, 166, 147, 485, 54, 161, 195, 175, 76, 46, 106, 317, 418, 127, 160, 214, 135, 287, 120, 376, 121, 356, 741, 141, 113, 393, 603, 181, 42, 153, 299, 330, 111, 285, 297, 120, 170, 221, 126, 128, 102, 208, 132, 192, 130, 519, 192, 126, 178, 120, 244, 116, 168, 65, 253, 246, 120, 262, 125, 560, 396, 216, 130, 102, 257, 71, 310, 204, 853, 428, 360, 225, 292, 116, 125, 174, 124, 295, 871, 194, 347, 182, 149, 62, 378, 132, 137, 113, 233, 157, 837, 107, 300, 449, 183, 220, 110, 82, 272, 148, 380, 38, 131, 404, 975, 123, 670, 123, 365, 290, 463, 142, 145, 180, 187, 115, 130, 160, 99, 103, 208, 127, 112, 156, 68, 187, 194, 264, 120, 664, 417, 163, 218, 98, 219, 383, 145, 261, 295, 528, 413, 130, 133, 163, 475, 86, 363, 208, 243, 229, 393, 319, 150, 129, 417, 209, 131, 296, 140, 253, 134, 70, 194, 146, 173, 178, 109, 153, 611, 170, 432, 571, 718, 184, 83, 160, 262, 69, 153, 320, 237, 127, 168, 978, 203, 52, 285, 132, 110, 201, 257, 200, 293, 131, 233, 145, 714, 114, 751, 320, 85, 169, 58, 153, 384, 290, 60, 150, 146, 684, 174, 150, 386, 127, 154, 224, 172, 427, 126, 10, 367, 312, 282, 121, 150, 341, 112, 332, 140, 361, 110, 146, 436, 135, 572, 189, 505, 75, 188, 46, 382, 137, 124, 172, 171, 124, 242, 159, 687, 213, 134, 119, 133, 453, 144, 367, 652, 468, 165, 276, 283, 247, 68, 160, 140, 293, 708, 107, 200, 58, 167, 162, 404, 429, 133, 511, 345, 153, 164, 161, 245, 396, 442, 141, 149, 398, 256, 336, 193, 96, 192, 113, 156, 260, 260, 198, 937, 153, 196, 150, 158, 113, 102, 173, 215, 169, 683, 186, 695, 264, 120, 406, 145, 148, 434, 205, 175, 176, 395, 139, 591, 253, 153, 390, 264, 152, 145, 142, 330, 711, 140, 116, 120, 488, 127, 193, 95, 199, 79, 164, 239, 142, 321, 454, 94, 726, 320, 492, 145, 149, 279, 216, 321, 236, 170, 190, 364, 217, 134, 405, 132, 682, 149, 581, 145, 223, 163, 538, 65, 356, 455, 133, 65, 87, 126, 507, 65, 102, 355, 328, 47, 175, 577, 217, 165, 114, 484, 334, 159, 255, 304, 308, 310, 149, 429, 139, 76, 141, 576, 391, 140, 60, 248, 440, 160, 103, 511, 234, 208, 60, 162, 166, 180, 200, 82, 129, 11, 100, 212, 210, 325, 520, 137, 224, 41, 163, 85, 159, 231, 217, 141, 112, 215, 180, 212, 152, 43, 784, 76, 148, 154, 127, 700, 113, 106, 204, 145, 169, 166, 101, 183, 124, 347, 312, 149, 113, 474, 160, 181, 114, 129, 143, 224, 573, 172, 225, 157, 127, 265, 117, 60, 131, 76, 232, 132, 623, 153, 55, 205, 580, 296, 160, 372, 117, 184, 347, 342, 156, 1001, 105, 78, 135, 119, 456, 218, 67, 161, 123, 139, 138, 129, 464, 119, 467, 248, 421, 355, 127, 430, 132, 205, 152, 128, 188, 981, 166, 87, 654, 108, 325, 573, 57, 164, 345, 146, 114, 117, 156, 181, 160, 166, 130, 210, 213, 159, 267, 508, 152, 34, 210, 79, 113, 994, 373, 304, 462, 305, 149, 232, 196, 361, 137, 359, 367, 527, 308, 125, 440, 383, 120, 264, 293, 104, 122, 125, 155, 187, 293, 288, 115, 220, 306, 159, 348, 132, 773, 84, 387, 113, 311, 163, 241, 668, 143, 159, 97, 187, 951, 362, 103, 143, 160, 128, 182, 230, 85, 376, 187, 298, 310, 129, 178, 398, 123, 129, 148, 161, 257, 541, 162, 144, 364, 99, 190, 207, 121, 157, 225, 77, 469, 150, 488, 155, 72, 107, 161, 127, 293, 127, 259, 55, 654, 196, 58, 49, 656, 232, 403, 211, 183, 88, 236, 287, 205, 145, 103, 400, 282, 176, 123, 600, 329, 121, 172, 131, 121, 200, 153, 294, 164, 127, 476, 194, 150, 193, 87, 164, 288, 154, 177, 120, 126, 86, 197, 57, 211, 326, 173, 215, 281, 375, 139, 660, 335, 107, 142, 124, 156, 203, 193, 124, 312, 133, 148, 91, 379, 193, 115, 133, 109, 79, 375, 343, 112, 76, 363, 166, 118, 261, 102, 108, 117, 138, 174, 160, 263, 40, 220, 214, 39, 181, 153, 110, 132, 231, 410, 436, 244, 195, 45, 111, 129, 141, 130, 97, 230, 147, 68, 220, 170, 123, 119, 766, 208, 124, 320, 250, 112, 125, 583, 601, 196, 164, 281, 534, 162, 261, 170, 402, 292, 144, 193, 400, 247, 362, 180, 192, 489, 348, 185, 113, 217, 108, 443, 250, 123, 230, 209, 82, 364, 247, 56, 832, 155, 63, 422, 145, 515, 197, 122, 104, 153, 134, 52, 90, 338, 278, 179, 146, 149, 285, 52, 163, 454, 77, 139, 131, 248, 241, 688, 224, 425, 163, 138, 154, 121, 222, 54, 258, 390, 192, 197, 612, 191, 190, 342, 157, 181, 205, 145, 151, 164, 138, 147, 109, 142, 216, 499, 278, 221, 371, 160, 137, 114, 117, 51, 333, 373, 95, 61, 162, 48, 379, 207, 132, 241, 149, 130, 193, 284, 204, 245, 843, 114, 125, 151, 447, 129, 269, 196, 120, 200, 122, 177, 159, 251, 276, 119, 114, 281, 447, 134, 566, 120, 223, 146, 167, 453, 76, 278, 334, 44, 131, 129, 377, 147, 246, 150, 223, 214, 153, 128, 144, 646, 418, 130, 515, 367, 342, 118, 115, 195, 235, 696, 195, 214, 83, 164, 121, 111, 228, 165, 213, 670, 151, 222, 165, 139, 51, 174, 838, 119, 132, 449, 200, 122, 203, 154, 166, 129, 500, 111, 157, 229, 417, 367, 387, 384, 144, 133, 383, 72, 626, 507, 302, 51, 230, 328, 115, 71, 133, 448, 911, 253, 178, 184, 176, 265, 348, 130, 166, 102, 45, 131, 137, 85, 121, 357, 129, 281, 182, 197, 164, 130, 113, 192, 385, 123, 577, 199, 114, 208, 287, 288, 192, 42, 87, 143, 57, 94, 44, 143, 473, 193, 119, 191, 71, 350, 181, 278, 318, 454, 360, 212, 165, 136, 38, 176, 397, 205, 993, 246, 102, 197, 118, 132, 134, 533, 129, 120, 526, 139, 196, 135, 230, 328, 50, 115, 168, 213, 151, 395, 90, 140, 137, 275, 346, 141, 91, 123, 143, 143, 130, 163, 112, 103, 442, 333, 153, 775, 542, 138, 98, 234, 205, 161, 213, 171, 184, 130, 216, 120, 315, 42, 150, 134, 246, 309, 750, 299, 151, 124, 336, 61, 264, 159, 111, 170, 337, 151, 261, 174, 305, 152, 110, 124, 196, 345, 43, 170, 175, 975, 131, 612, 141, 456, 238, 178, 310, 205, 178, 121, 131, 154, 121, 219, 232, 176, 239, 117, 524, 131, 220, 106, 108, 141, 305, 155, 326, 105, 240, 60, 380, 94, 158, 354, 940, 243, 141, 573, 153, 120, 41, 160, 225, 192, 307, 148, 364, 77, 218, 194, 177, 53, 117, 142, 94, 135, 120, 102, 133, 506, 98, 342, 73, 185, 274, 121, 130, 745, 91, 123, 153, 169, 126, 175, 107, 100, 187, 70, 181, 106, 312, 147, 137, 264, 205, 171, 352, 382, 113, 107, 594, 160, 110, 130, 85, 996, 242, 181, 174, 264, 147, 50, 258, 127, 114, 60, 167, 154, 187, 267, 281, 145, 250, 167, 59, 388, 254, 436, 272, 91, 537, 171, 314, 185, 126, 435, 196, 143, 242, 50, 81, 266, 147, 118, 136, 117, 138, 143, 115, 203, 73, 274, 156, 55, 171, 129, 138, 78, 490, 146, 410, 234, 171, 166, 90, 168, 48, 56, 101, 239, 125, 199, 122, 177, 373, 149, 157, 194, 192, 825, 50, 189, 261, 181, 931, 202, 122, 117, 128, 65, 236, 479, 285, 117, 261, 232, 138, 310, 47, 249, 197, 177, 130, 213, 191, 274, 181, 801, 299, 229, 85, 142, 122, 130, 122, 144, 120, 788, 42, 170, 177, 217, 215, 391, 117, 221, 102, 111, 552, 632, 971, 403, 123, 272, 42, 194, 335, 103, 460, 510, 157, 170, 83, 205, 221, 113, 183, 306, 180, 191, 369, 142, 244, 127, 446, 351, 108, 301, 172, 147, 149, 120, 346, 227, 870, 839, 690, 92, 43, 129, 273, 772, 290, 91, 296, 204, 152, 128, 152, 124, 154, 559, 111, 130, 118, 215, 380, 112, 463, 149, 135, 80, 157, 280, 183, 546, 157, 125, 121, 200, 776, 431, 131, 666, 474, 292, 112, 279, 145, 286, 209, 229, 111, 733, 130, 379, 113, 46, 78, 188, 453, 178, 542, 210, 432, 193, 297, 102, 476, 175, 521, 124, 155, 433, 190, 129, 37, 631, 130, 56, 409, 101, 134, 140, 59, 271, 203, 137, 405, 190, 218, 152, 147, 243, 371, 125, 119, 107, 118, 179, 456, 369, 181, 199, 177, 285, 185, 171, 244, 123, 95, 155, 93, 172, 173, 118, 101, 353, 98, 162, 42, 353, 242, 148, 147, 550, 427, 118, 284, 621, 385, 492, 97, 67, 123, 159, 309, 165, 111, 141, 552, 117, 157, 216, 125, 286, 166, 59, 117, 125, 206, 254, 166, 250, 106, 256, 69, 114, 163, 529, 154, 136, 193, 304, 271, 448, 183, 236, 118, 389, 278, 284, 150, 753, 93, 223, 261, 150, 561, 260, 228, 267, 207, 31, 72, 237, 238, 114, 127, 402, 73, 418, 148, 143, 174, 231, 130, 214, 111, 191, 51, 210, 274, 56, 132, 68, 133, 169, 123, 120, 169, 638, 202, 867, 138, 988, 328, 418, 213, 283, 188, 87, 266, 384, 118, 393, 354, 250, 50, 160, 109, 40, 142, 597, 132, 150, 99, 139, 136, 113, 618, 219, 157, 120, 183, 562, 124, 119, 225, 455, 597, 174, 99, 168, 209, 228, 196, 47, 251, 318, 184, 216, 143, 181, 282, 68, 218, 352, 230, 174, 183, 323, 122, 314, 106, 119, 284, 178, 430, 257, 193, 140, 55, 276, 173, 329, 57, 125, 561, 123, 264, 78, 348, 141, 279, 260, 115, 380, 420, 363, 245, 370, 311, 170, 465, 71, 163, 583, 541, 138, 463, 326, 124, 119, 124, 587, 142, 307, 122, 132, 76, 389, 312, 127, 526, 358, 43, 310, 506, 130, 201, 352, 63, 107, 87, 302, 343, 235, 214, 157, 650, 238, 701, 173, 150, 190, 355, 158, 158, 120, 198, 702, 226, 601, 401, 55, 283, 328, 187, 292, 125, 111, 175, 126, 468, 191, 224, 287, 278, 352, 209, 201, 238, 68, 166, 752, 139, 146, 269, 147, 291, 325, 481, 114, 132, 325, 125, 44, 201, 242, 126, 144, 271, 129, 118, 141, 44, 193, 135, 148, 170, 69, 142, 326, 102, 359, 525, 158, 77, 195, 114, 267, 154, 121, 380, 171, 136, 96, 412, 116, 171, 271, 76, 161, 265, 202, 123, 209, 184, 142, 114, 292, 209, 170, 261, 154, 347, 322, 202, 155, 471, 177, 239, 181, 62, 124, 159, 124, 540, 275, 468, 53, 110, 170, 213, 59, 50, 255, 176, 98, 79, 272, 194, 229, 152, 132, 115, 225, 505, 310, 46, 262, 207, 132, 633, 147, 273, 347, 383, 163, 404, 993, 165, 153, 137, 462, 194, 263, 162, 294, 149, 492, 319, 141, 128, 101, 103, 144, 192, 172, 165, 118, 124, 248, 62, 122, 135, 120, 128, 203, 144, 117, 615, 378, 117, 192, 134, 131, 538, 203, 171, 416, 158, 463, 121, 223, 131, 167, 163, 324, 290, 210, 128, 243, 539, 306, 100, 92, 169, 138, 132, 770, 220, 122, 314, 284, 110, 154, 212, 127, 76, 71, 170, 300, 121, 435, 106, 190, 113, 54, 110, 457, 228, 138, 127, 255, 105, 565, 190, 149, 222, 621, 153, 81, 234, 148, 450, 132, 132, 238, 255, 121, 169, 82, 135, 614, 175, 343, 58, 131, 142, 135, 537, 194, 263, 105, 62, 214, 221, 140, 270, 408, 141, 466, 201, 262, 326, 229, 149, 502, 122, 165, 133, 775, 115, 182, 126, 158, 115, 400, 192, 216, 174, 215, 196, 76, 184, 511, 201, 550, 254, 189, 310, 345, 121, 42, 203, 173, 243, 422, 295, 134, 497, 185, 339, 79, 158, 214, 115, 244, 151, 129, 129, 228, 117, 127, 119, 184, 225, 458, 207, 736, 117, 328, 113, 168, 351, 975, 347, 150, 132, 519, 405, 156, 101, 142, 189, 166, 405, 155, 357, 126, 101, 248, 292, 185, 122, 184, 161, 278, 306, 147, 176, 357, 399, 42, 52, 229, 176, 205, 151, 118, 412, 132, 250, 130, 126, 414, 119, 116, 138, 418, 106, 177, 152, 378, 192, 187, 317, 390, 124, 190, 338, 167, 108, 430, 118, 161, 121, 150, 116, 359, 128, 142, 203, 108, 46, 665, 440, 297, 433, 81, 95, 203, 122, 196, 295, 107, 947, 119, 86, 120, 218, 108, 548, 193, 195, 184, 165, 214, 250, 297, 233, 272, 188, 196, 274, 213, 297, 133, 164, 252, 174, 100, 82, 200, 102, 133, 68, 262, 81, 136, 321, 344, 162, 358, 188, 159, 113, 165, 144, 314, 288, 167, 189, 135, 166, 123, 139, 217, 55, 218, 192, 35, 132, 152, 370, 186, 129, 162, 237, 178, 375, 356, 222, 181, 422, 148, 829, 152, 106, 72, 364, 171, 245, 146, 479, 133, 753, 385, 221, 132, 120, 138, 476, 302, 326, 107, 141, 394, 813, 141, 336, 181, 145, 756, 336, 42, 105, 112, 244, 74, 230, 110, 196, 126, 123, 88, 140, 84, 219, 168, 983, 186, 348, 759, 292, 68, 281, 85, 76, 312, 145, 260, 340, 143, 212, 174, 136, 244, 187, 285, 135, 610, 204, 77, 115, 290, 327, 175, 155, 46, 211, 229, 147, 134, 190, 187, 163, 145, 319, 387, 160, 84, 191, 55, 137, 250, 766, 163, 236, 317, 153, 82, 172, 130, 261, 342, 150, 129, 119, 161, 152, 84, 499, 590, 398, 163, 221, 236, 161, 78, 196, 306, 329, 198, 191, 132, 99, 155, 112, 292, 65, 706, 164, 247, 89, 135, 111, 252, 133, 203, 246, 315, 128, 678, 138, 364, 139, 116, 356, 127, 236, 318, 135, 376, 42, 130, 217, 272, 212, 44, 220, 60, 381, 129, 423, 173, 145, 122, 169, 183, 121, 186, 188, 215, 371, 205, 82, 118, 75, 199, 804, 158, 308, 43, 1000, 302, 130, 188, 318, 324, 234, 123, 154, 271, 124, 187, 863, 150, 534, 133, 288, 149, 472, 169, 164, 144, 122, 292, 153, 67, 155, 185, 199, 132, 179, 181, 227, 37, 206, 205, 180, 172, 283, 142, 138, 147, 496, 338, 138, 142, 87, 72, 566, 207, 132, 137, 435, 528, 123, 177, 461, 217, 840, 78, 56, 129, 167, 208, 366, 195, 39, 290, 137, 118, 192, 256, 166, 205, 193, 394, 80, 267, 230, 100, 128, 182, 72, 87, 39, 355, 183, 213, 116, 195, 55, 136, 135, 148, 141, 902, 165, 506, 171, 517, 130, 196, 367, 189, 987, 154, 321, 150, 179, 317, 96, 123, 184, 117, 109, 170, 69, 79, 149, 119, 258, 114, 153, 188, 181, 342, 406, 199, 140, 554, 400, 59, 136, 208, 122, 186, 67, 355, 208, 144, 119, 39, 110, 306, 156, 270, 74, 143, 260, 123, 70, 131, 38, 128, 178, 334, 105, 59, 232, 124, 841, 449, 785, 96, 39, 76, 203, 120, 110, 729, 128, 123, 217, 168, 358, 195, 311, 110, 95, 365, 38, 271, 396, 329, 220, 142, 217, 187, 136, 316, 116, 133, 196, 626, 130, 293, 120, 181, 71, 133, 91, 130, 259, 289, 285, 439, 484, 261, 399, 323, 47, 151, 134, 192, 176, 117, 377, 177, 76, 150, 716, 318, 127, 170, 39, 139, 290, 146, 137, 301, 294, 312, 431, 229, 162, 149, 171, 126, 80, 334, 245, 169, 68, 393, 116, 155, 320, 162, 168, 223, 111, 132, 173, 127, 161, 79, 248, 125, 206, 507, 138, 395, 62, 364, 237, 97, 369, 185, 89, 96, 115, 101, 288, 142, 46, 104, 43, 299, 191, 264, 410, 182, 63, 365, 358, 118, 736, 50, 226, 133, 218, 83, 213, 196, 109, 330, 124, 140, 77, 154, 235, 332, 123, 48, 173, 97, 130, 288, 265, 111, 122, 69, 135, 88, 143, 149, 300, 117, 423, 184, 353, 188, 147, 126, 235, 167, 629, 113, 595, 901, 203, 70, 238, 211, 210, 530, 97, 121, 99, 244, 214, 358, 166, 185, 172, 225, 331, 73, 144, 246, 54, 118, 444, 133, 142, 602, 202, 195, 149, 287, 332, 115, 522, 150, 992, 98, 202, 137, 102, 170, 575, 276, 263, 188, 53, 460, 201, 121, 80, 157, 273, 726, 136, 149, 303, 272, 140, 261, 176, 108, 328, 64, 208, 229, 213, 182, 169, 157, 180, 147, 374, 257, 339, 214, 142, 57, 159, 226, 189, 125, 56, 125, 332, 120, 514, 119, 312, 371, 168, 176, 193, 569, 166, 102, 219, 141, 215, 120, 267, 303, 214, 73, 142, 192, 137, 662, 119, 204, 278, 335, 403, 279, 106, 155, 238, 121, 376, 523, 64, 424, 285, 140, 255, 267, 155, 295, 177, 346, 186, 375, 106, 410, 287, 137, 248, 162, 219, 138, 124, 157, 203, 131, 246, 162, 70, 65, 239, 259, 308, 187, 383, 300, 226, 361, 491, 134, 260, 85, 200, 150, 391, 158, 170, 514, 187, 160, 111, 105, 114, 151, 162, 143, 522, 65, 318, 117, 146, 153, 917, 174, 170, 46, 139, 724, 776, 407, 80, 175, 145, 189, 228, 107, 128, 161, 376, 140, 44, 169, 198, 125, 259, 248, 285, 86, 232, 312, 126, 975, 148, 164, 113, 316, 308, 328, 239, 695, 166, 123, 256, 342, 160, 167, 91, 164, 451, 144, 115, 239, 148, 448, 320, 139, 278, 86, 181, 87, 301, 130, 124, 129, 56, 106, 110, 439, 652, 149, 342, 165, 203, 131, 139, 141, 110, 103, 172, 169, 62, 461, 173, 177, 232, 181, 116, 120, 553, 114, 134, 218, 121, 56, 158, 152, 790, 374, 340, 98, 189, 65, 163, 139, 525, 100, 104, 795, 150, 125, 320, 45, 154, 396, 174, 128, 406, 469, 190, 506, 220, 233, 97, 131, 578, 665, 315, 196, 135, 214, 341, 131, 126, 375, 409, 99, 276, 691, 234, 228, 134, 601, 246, 164, 114, 211, 149, 277, 372, 655, 161, 305, 73, 468, 130, 109, 95, 53, 104, 284, 71, 204, 355, 81, 58, 56, 111, 229, 211, 114, 367, 461, 154, 455, 60, 249, 173, 634, 455, 457, 190, 239, 630, 140, 362, 258, 380, 129, 700, 430, 342, 125, 200, 102, 208, 121, 145, 100, 461, 137, 146, 156, 316, 124, 190, 256, 403, 120, 135, 113, 153, 193, 257, 111, 131, 151, 135, 259, 261, 486, 197, 128, 159, 198, 330, 120, 322, 194, 353, 385, 667, 53, 73, 271, 78, 132, 203, 285, 163, 72, 302, 312, 168, 599, 130, 116, 118, 112, 133, 170, 569, 210, 239, 131, 140, 350, 143, 260, 248, 156, 141, 324, 172, 176, 190, 179, 176, 344, 123, 125, 106, 271, 212, 213, 144, 196, 153, 375, 170, 92, 246, 251, 392, 139, 586, 160, 136, 122, 231, 136, 113, 140, 169, 120, 42, 330, 136, 72, 292, 224, 59, 297, 379, 185, 137, 176, 141, 199, 235, 109, 331, 106, 218, 165, 133, 135, 116, 137, 267, 528, 131, 130, 698, 455, 290, 152, 88, 103, 158, 133, 664, 83, 102, 41, 247, 285, 263, 213, 136, 190, 186, 179, 867, 141, 209, 869, 131, 163, 207, 252, 64, 123, 59, 112, 186, 77, 93, 174, 83, 186, 386, 352, 204, 180, 189, 50, 205, 355, 216, 184, 171, 263, 44, 117, 182, 223, 146, 311, 188, 135, 119, 242, 137, 274, 446, 235, 140, 118, 132, 184, 349, 374, 119, 185, 174, 122, 345, 231, 118, 53, 230, 98, 98, 102, 190, 140, 290, 204, 111, 817, 198, 351, 217, 288, 127, 219, 71, 191, 143, 140, 147, 125, 308, 366, 149, 181, 148, 188, 82, 405, 208, 124, 122, 179, 201, 189, 128, 101, 130, 74, 73, 880, 241, 51, 975, 56, 239, 251, 254, 301, 109, 158, 101, 127, 140, 341, 456, 210, 277, 90, 110, 133, 965, 148, 350, 116, 94, 306, 187, 114, 119, 177, 529, 162, 251, 278, 239, 277, 110, 127, 130, 154, 492, 78, 282, 101, 151, 70, 186, 271, 196, 234, 580, 170, 90, 156, 131, 104, 123, 169, 125, 157, 475, 198, 90, 88, 129, 229, 132, 62, 194, 192, 656, 235, 90, 248, 111, 623, 498, 568, 139, 103, 78, 126, 111, 115, 380, 115, 513, 166, 183, 209, 320, 197, 130, 275, 246, 127, 129, 552, 504, 161, 686, 35, 218, 227, 111, 97, 120, 117, 56, 328, 59, 184, 192, 113, 186, 291, 649, 144, 497, 359, 521, 119, 172, 173, 227, 134, 146, 209, 111, 529, 556, 177, 374, 146, 126, 175, 320, 116, 240, 270, 106, 130, 185, 125, 244, 361, 103, 103, 307, 1475, 146, 808, 261, 189, 388, 413, 293, 410, 181, 486, 193, 127, 349, 323, 329, 140, 134, 147, 200, 234, 266, 167, 129, 33, 192, 117, 218, 57, 406, 193, 150, 129, 41, 124, 193, 238, 278, 164, 155, 215, 128, 259, 165, 162, 163, 157, 123, 487, 272, 201, 201, 267, 200, 142, 74, 229, 134, 127, 168, 167, 430, 111, 220, 575, 115, 157, 308, 391, 85, 273, 406, 358, 204, 387, 128, 651, 560, 103, 195, 390, 173, 466, 139, 583, 125, 513, 280, 231, 135, 87, 191, 102, 542, 257, 286, 134, 68, 123, 127, 111, 66, 137, 230, 539, 150, 384, 164, 144, 206, 60, 235, 233, 311, 140, 145, 122, 359, 180, 140, 439, 612, 370, 99, 85, 195, 248, 225, 295, 298, 184, 143, 171, 83, 74, 224, 171, 135, 286, 199, 158, 580, 146, 563, 430, 152, 139, 96, 235, 135, 336, 112, 122, 182, 468, 167, 256, 162, 297, 498, 87, 149, 159, 167, 134, 126, 214, 177, 168, 275, 183, 133, 139, 138, 503, 146, 102, 123, 64, 202, 113, 829, 128, 146, 95, 293, 160, 127, 255, 129, 211, 434, 196, 263, 126, 372, 211, 337, 137, 119, 279, 172, 210, 323, 417, 178, 90, 102, 163, 104, 437, 62, 127, 358, 216, 198, 318, 53, 58, 191, 268, 249, 317, 991, 87, 142, 195, 141, 77, 79, 337, 207, 202, 244, 363, 157, 119, 105, 54, 187, 227, 120, 313, 312, 480, 187, 178, 194, 213, 224, 833, 148, 126, 88, 154, 990, 114, 138, 187, 235, 112, 92, 197, 211, 370, 213, 207, 116, 105, 304, 96, 127, 126, 202, 138, 395, 182, 24, 214, 168, 111, 118, 327, 602, 445, 190, 100, 148, 590, 308, 143, 133, 155, 171, 57, 804, 152, 291, 272, 259, 104, 211, 447, 80, 133, 185, 153, 347, 110, 501, 135, 194, 307, 133, 151, 238, 282, 114, 148, 126, 314, 369, 431, 157, 323, 287, 161, 665, 65, 207, 48, 120, 273, 235, 151, 139, 228, 409, 182, 247, 125, 123, 138, 222, 283, 125, 95, 199, 290, 107, 159, 146, 147, 222, 126, 185, 131, 552, 291, 330, 69, 131, 145, 148, 222, 87, 355, 170, 162, 124, 380, 727, 146, 127, 290, 213, 272, 139, 50, 123, 160, 139, 231, 202, 194, 77, 195, 242, 866, 93, 107, 133, 490, 370, 379, 211, 86, 230, 128, 89, 91, 154, 297, 182, 188, 113, 487, 353, 346, 137, 211, 169, 121, 253, 188, 261, 157, 162, 224, 440, 183, 113, 129, 139, 414, 283, 252, 346, 129, 627, 121, 154, 180, 384, 120, 157, 122, 283, 435, 460, 180, 231, 228, 194, 106, 84, 79, 208, 57, 158, 136, 238, 62, 148, 40, 96, 44, 391, 108, 128, 190, 131, 157, 239, 729, 176, 233, 395, 139, 136, 185, 275, 6, 127, 316, 144, 241, 153, 208, 170, 109, 97, 718, 153, 151, 165, 217, 185, 71, 422, 43, 570, 155, 118, 177, 136, 199, 158, 116, 159, 134, 87, 170, 532, 485, 366, 925, 142, 313, 231, 106, 746, 329, 67, 137, 193, 419, 101, 59, 315, 121, 256, 113, 118, 167, 399, 418, 266, 161, 48, 54, 44, 108, 195, 163, 165, 112, 217, 58, 368, 536, 373, 130, 1000, 231, 230, 157, 125, 142, 134, 133, 280, 335, 219, 93, 36, 62, 635, 472, 285, 385, 126, 477, 134, 254, 197, 180, 141, 382, 119, 166, 187, 166, 125, 148, 450, 155, 252, 292, 198, 143, 50, 146, 191, 179, 128, 182, 143, 168, 90, 66, 62, 190, 170, 150, 293, 76, 142, 148, 394, 220, 203, 186, 536, 312, 157, 377, 388, 158, 323, 173, 354, 111, 264, 598, 201, 118, 169, 171, 125, 195, 137, 101, 785, 339, 42, 460, 88, 150, 173, 120, 100, 128, 206, 188, 139, 119, 164, 128, 332, 138, 185, 267, 241, 370, 188, 208, 601, 239, 218, 93, 441, 98, 210, 545, 61, 135, 387, 280, 288, 203, 744, 119, 115, 287, 101, 401, 112, 370, 362, 323, 317, 263, 155, 73, 263, 124, 135, 393, 160, 264, 76, 628, 295, 584, 225, 206, 138, 102, 141, 165, 155, 212, 364, 273, 646, 421, 122, 323, 99, 237, 135, 563, 463, 170, 165, 149, 313, 121, 216, 357, 104, 102, 170, 126, 243, 116, 173, 176, 120, 133, 121, 203, 140, 256, 713, 132, 187, 286, 133, 309, 433, 177, 157, 115, 136, 140, 182, 222, 297, 364, 441, 191, 180, 401, 121, 854, 135, 97, 338, 229, 89, 158, 220, 227, 439, 471, 175, 302, 228, 120, 212, 292, 122, 107, 287, 117, 248, 213, 644, 100, 133, 996, 804, 140, 140, 178, 64, 441, 476, 166, 541, 120, 222, 115, 114, 158, 124, 193, 200, 284, 216, 129, 189, 108, 197, 401, 183, 156, 149, 157, 120, 291, 139, 66, 135, 139, 106, 138, 118, 483, 109, 110, 72, 115, 156, 124, 301, 228, 332, 388, 148, 1002, 166, 175, 188, 186, 251, 471, 324, 199, 52, 290, 81, 166, 391, 307, 294, 187, 151, 159, 110, 318, 158, 137, 123, 206, 171, 155, 126, 131, 239, 163, 160, 381, 304, 680, 222, 223, 259, 82, 134, 124, 170, 213, 801, 194, 634, 211, 266, 171, 178, 413, 129, 264, 109, 224, 54, 182, 162, 241, 210, 140, 184, 166, 120, 207, 242, 167, 141, 677, 362, 110, 50, 51, 40, 154, 157, 187, 146, 123, 512, 90, 132, 122, 149, 959, 135, 62, 181, 32, 60, 43, 66, 40, 198, 82, 218, 225, 58, 131, 49, 156, 242, 368, 163, 108, 123, 149, 586, 114, 175, 254, 110, 122, 157, 149, 170, 137, 132, 168, 160, 667, 254, 187, 184, 96, 169, 517, 437, 193, 138, 122, 659, 134, 36, 153, 526, 56, 352, 100, 341, 199, 230, 264, 487, 112, 178, 88, 228, 211, 195, 100, 56, 248, 852, 354, 166, 173, 267, 136, 284, 168, 98, 211, 173, 326, 230, 91, 412, 341, 197, 206, 212, 230, 139, 125, 182, 315, 139, 210, 356, 257, 224, 69, 221, 261, 189, 301, 120, 147, 63, 202, 108, 190, 125, 141, 363, 186, 218, 182, 107, 133, 177, 229, 305, 111, 542, 253, 291, 140, 220, 122, 141, 594, 311, 1001, 873, 658, 136, 138, 145, 110, 129, 230, 494, 459, 126, 179, 224, 184, 107, 262, 199, 182, 274, 171, 141, 177, 80, 289, 359, 229, 115, 908, 154, 150, 151, 296, 88, 224, 143, 114, 202, 216, 126, 115, 142, 328, 121, 204, 165, 330, 206, 533, 496, 183, 497, 341, 426, 240, 156, 126, 112, 930, 294, 310, 206, 251, 70, 271, 119, 198, 190, 170, 186, 209, 677, 132, 269, 520, 252, 42, 177, 115, 197, 179, 124, 141, 139, 70, 220, 173, 110, 829, 154, 200, 236, 148, 88, 86, 436, 150, 154, 241, 157, 217, 159, 273, 124, 397, 322, 246, 104, 184, 133, 141, 606, 226, 112, 180, 175, 209, 152, 398, 63, 115, 129, 811, 194, 117, 334, 136, 732, 164, 187, 90, 310, 310, 256, 160, 146, 132, 88, 134, 128, 299, 192, 60, 65, 179, 196, 238, 518, 136, 91, 100, 273, 203, 120, 110, 187, 156, 138, 141, 4, 463, 172, 115, 165, 86, 203, 678, 76, 155, 512, 127, 132, 57, 129, 114, 171, 146, 128, 85, 136, 124, 486, 465, 662, 939, 192, 579, 121, 150, 553, 160, 107, 52, 260, 138, 118, 225, 130, 203, 191, 144, 215, 799, 330, 208, 184, 376, 247, 352, 222, 218, 172, 160, 474, 90, 132, 220, 372, 149, 113, 294, 255, 113, 198, 124, 237, 156, 120, 187, 111, 87, 255, 114, 150, 233, 66, 118, 431, 117, 572, 94, 91, 129, 138, 124, 109, 196, 208, 131, 213, 205, 108, 55, 60, 288, 210, 293, 355, 228, 168, 41, 155, 405, 129, 187, 205, 75, 142, 152, 370, 128, 38, 144, 715, 112, 342, 165, 151, 624, 230, 195, 145, 75, 115, 125, 123, 129, 98, 170, 133, 90, 121, 62, 262, 206, 527, 118, 62, 172, 247, 78, 243, 209, 572, 417, 241, 268, 240, 155, 453, 196, 443, 276, 187, 351, 944, 250, 234, 272, 145, 347, 77, 190, 656, 169, 160, 583, 155, 173, 125, 190, 122, 194, 375, 377, 118, 131, 291, 102, 160, 153, 185, 189, 122, 435, 35, 122, 112, 278, 134, 137, 86, 135, 223, 174, 164, 130, 242, 242, 144, 146, 126, 486, 172, 736, 575, 135, 283, 488, 150, 121, 183, 214, 287, 152, 135, 212, 221, 117, 395, 221, 73, 149, 67, 232, 616, 554, 77, 337, 768, 229, 132, 136, 166, 47, 281, 709, 147, 91, 218, 130, 452, 102, 170, 153, 128, 571, 132, 245, 118, 181, 234, 526, 230, 267, 245, 305, 177, 139, 181, 183, 371, 250, 121, 138, 81, 962, 96, 118, 119, 96, 116, 116, 153, 222, 308, 257, 161, 54, 147, 145, 127, 200, 769, 373, 106, 42, 208, 130, 128, 68, 117, 128, 259, 111, 160, 188, 275, 197, 129, 176, 252, 234, 250, 152, 516, 182, 229, 195, 308, 551, 157, 92, 106, 204, 586, 120, 329, 139, 345, 458, 59, 1001, 105, 127, 177, 112, 85, 153, 210, 113, 167, 430, 232, 224, 178, 123, 117, 57, 480, 248, 148, 192, 250, 145, 135, 186, 119, 128, 586, 252, 156, 153, 80, 148, 146, 592, 185, 1192, 163, 232, 304, 757, 242, 207, 284, 116, 74, 454, 180, 446, 147, 175, 168, 215, 148, 494, 889, 174, 446, 209, 335, 182, 132, 99, 115, 127, 48, 181, 146, 84, 149, 209, 181, 119, 148, 517, 140, 433, 501, 128, 551, 163, 444, 146, 180, 192, 146, 108, 316, 130, 232, 80, 107, 130, 156, 134, 145, 329, 937, 242, 447, 526, 112, 165, 213, 50, 208, 49, 397, 133, 818, 214, 387, 404, 191, 205, 154, 79, 162, 171, 110, 105, 248, 171, 238, 106, 296, 184, 231, 150, 311, 117, 208, 556, 120, 158, 75, 141, 109, 585, 303, 658, 118, 434, 128, 230, 112, 215, 140, 170, 485, 244, 122, 200, 149, 123, 190, 104, 160, 57, 227, 118, 112, 107, 256, 57, 129, 285, 168, 52, 95, 147, 379, 161, 330, 101, 367, 170, 436, 221, 256, 307, 63, 148, 142, 172, 214, 172, 149, 152, 155, 170, 58, 204, 650, 377, 170, 216, 158, 216, 43, 221, 155, 392, 158, 118, 74, 235, 125, 121, 209, 50, 162, 133, 316, 191, 298, 257, 40, 154, 141, 308, 156, 162, 135, 376, 432, 169, 176, 269, 393, 878, 311, 539, 593, 322, 199, 192, 345, 66, 203, 389, 390, 150, 545, 168, 145, 309, 995, 199, 187, 134, 238, 169, 245, 128, 144, 148, 124, 249, 105, 396, 487, 131, 184, 144, 269, 85, 522, 214, 712, 182, 129, 141, 129, 253, 358, 166, 45, 62, 254, 201, 627, 393, 226, 249, 93, 69, 358, 181, 158, 199, 184, 152, 121, 544, 71, 251, 313, 141, 88, 423, 94, 588, 122, 109, 122, 147, 167, 106, 247, 214, 791, 116, 438, 259, 197, 165, 90, 69, 44, 177, 753, 96, 134, 67, 136, 182, 152, 107, 288, 450, 165, 519, 33, 303, 128, 38, 51, 133, 137, 175, 316, 135, 171, 406, 109, 447, 322, 113, 131, 991, 120, 173, 206, 101, 218, 212, 127, 126, 129, 471, 75, 194, 172, 366, 477, 49, 129, 144, 543, 143, 72, 219, 370, 367, 426, 114, 140, 82, 202, 200, 900, 281, 647, 157, 165, 152, 123, 85, 146, 144, 75, 255, 186, 151, 130, 416, 548, 133, 146, 404, 131, 328, 413, 73, 298, 132, 128, 463, 80, 401, 102, 380, 147, 165, 135, 154, 67, 237, 483, 138, 313, 595, 422, 132, 501, 309, 94, 270, 233, 230, 252, 287, 192, 135, 376, 130, 152, 133, 208, 435, 641, 101, 128, 303, 983, 171, 244, 112, 542, 160, 608, 183, 197, 120, 148, 366, 137, 178, 234, 326, 122, 257, 241, 124, 209, 170, 199, 140, 195, 476, 211, 115, 112, 208, 124, 69, 285, 701, 124, 594, 128, 147, 127, 123, 411, 154, 234, 234, 116, 179, 112, 60, 592, 86, 352, 123, 132, 113, 147, 129, 135, 145, 139, 181, 91, 113, 290, 112, 122, 109, 142, 369, 157, 234, 510, 319, 370, 162, 75, 541, 202, 157, 111, 355, 217, 168, 172, 45, 356, 530, 564, 190, 279, 220, 746, 102, 235, 151, 579, 356, 164, 154, 156, 375, 243, 43, 276, 585, 197, 192, 304, 347, 246, 551, 246, 112, 375, 218, 247, 395, 364, 224, 235, 230, 373, 110, 260, 266, 124, 107, 146, 575, 167, 457, 460, 990, 145, 451, 261, 188, 238, 316, 120, 144, 44, 190, 150, 291, 158, 401, 124, 49, 188, 111, 684, 255, 316, 58, 178, 257, 164, 166, 276, 88, 159, 226, 374, 136, 219, 121, 305, 293, 245, 149, 63, 137, 407, 200, 270, 104, 60, 199, 149, 561, 163, 212, 117, 109, 160, 137, 146, 139, 332, 155, 182, 60, 309, 314, 291, 113, 91, 93, 266, 219, 145, 144, 316, 102, 104, 52, 417, 196, 125, 61, 221, 140, 219, 220, 56, 132, 204, 498, 752, 283, 196, 588, 138, 311, 534, 577, 786, 436, 44, 242, 128, 581, 343, 143, 125, 214, 186, 97, 141, 165, 331, 221, 157, 175, 124, 226, 219, 118, 197, 70, 267, 191, 169, 130, 158, 238, 198, 361, 223, 970, 104, 278, 203, 630, 148, 287, 153, 43, 237, 142, 133, 236, 45, 332, 98, 134, 278, 667, 170, 230, 122, 197, 149, 126, 267, 204, 188, 121, 577, 204, 219, 134, 68, 121, 184, 117, 338, 177, 279, 558, 169, 148, 134, 225, 275, 265, 162, 536, 9, 143, 180, 257, 280, 142, 177, 422, 151, 193, 139, 60, 25, 135, 48, 255, 268, 465, 397, 145, 248, 160, 269, 247, 290, 217, 238, 73, 162, 349, 98, 112, 203, 226, 203, 130, 142, 214, 126, 118, 157, 214, 685, 500, 348, 249, 418, 119, 120, 163, 48, 183, 139, 483, 59, 142, 180, 129, 71, 156, 126, 128, 191, 117, 151, 107, 405, 893, 244, 113, 56, 422, 280, 208, 113, 409, 147, 147, 151, 55, 429, 108, 376, 154, 105, 174, 288, 113, 251, 236, 222, 115, 108, 109, 148, 121, 165, 485, 136, 744, 777, 593, 337, 188, 96, 464, 504, 379, 200, 133, 157, 51, 333, 165, 177, 127, 231, 344, 196, 145, 231, 143, 289, 72, 270, 139, 26, 114, 109, 127, 71, 771, 185, 185, 110, 57, 206, 228, 249, 347, 157, 363, 210, 79, 190, 91, 134, 285, 149, 209, 116, 345, 88, 127, 47, 103, 144, 68, 173, 173, 219, 113, 261, 104, 440, 172, 80, 186, 320, 178, 133, 185, 763, 99, 210, 295, 432, 126, 243, 419, 130, 97, 177, 158, 141, 179, 95, 82, 178, 454, 361, 132, 232, 234, 728, 73, 124, 252, 367, 482, 193, 216, 118, 137, 164, 178, 213, 250, 192, 119, 166, 115, 210, 176, 49, 176, 145, 372, 184, 354, 56, 167, 165, 89, 127, 78, 397, 371, 121, 187, 193, 245, 114, 207, 575, 69, 201, 124, 126, 451, 152, 210, 146, 117, 219, 140, 252, 259, 463, 211, 285, 207, 559, 290, 549, 143, 225, 668, 59, 223, 895, 125, 618, 291, 133, 311, 516, 172, 345, 239, 110, 143, 217, 149, 126, 112, 170, 200, 138, 242, 146, 201, 384, 315, 389, 131, 525, 150, 226, 89, 149, 462, 109, 88, 855, 154, 155, 43, 253, 166, 115, 247, 656, 49, 139, 159, 96, 153, 187, 91, 134, 324, 108, 126, 194, 330, 863, 154, 142, 264, 324, 429, 345, 281, 145, 108, 142, 154, 128, 332, 223, 12, 249, 494, 493, 820, 470, 233, 142, 256, 119, 38, 60, 267, 254, 136, 177, 231, 133, 232, 122, 121, 843, 215, 132, 142, 261, 161, 118, 39, 224, 269, 149, 825, 276, 268, 281, 129, 131, 53, 153, 266, 211, 142, 355, 421, 178, 129, 278, 50, 648, 294, 317, 645, 294, 357, 107, 113, 173, 163, 117, 809, 130, 149, 221, 1066, 242, 84, 217, 150, 233, 99, 289, 171, 74, 115, 129, 203, 135, 500, 113, 181, 113, 58, 151, 343, 184, 370, 281, 127, 54, 84, 133, 140, 104, 180, 284, 97, 227, 47, 262, 151, 254, 268, 139, 261, 133, 163, 101, 180, 181, 174, 96, 279, 175, 269, 212, 177, 134, 137, 47, 202, 477, 141, 161, 62, 933, 335, 66, 194, 730, 154, 227, 268, 110, 138, 222, 30, 261, 150, 171, 125, 180, 821, 101, 116, 146, 372, 300, 251, 126, 230, 169, 278, 221, 151, 240, 40, 140, 74, 187, 336, 259, 147, 264, 338, 298, 477, 258, 168, 246, 133, 80, 136, 116, 161, 102, 177, 46, 155, 124, 90, 150, 128, 999, 121, 238, 136, 224, 163, 189, 252, 219, 114, 238, 123, 212, 159, 435, 278, 101, 117, 357, 393, 201, 227, 249, 183, 162, 119, 404, 125, 236, 294, 110, 255, 339, 131, 180, 70, 202, 141, 533, 126, 156, 125, 141, 123, 374, 134, 131, 591, 173, 103, 133, 111, 291, 401, 215, 287, 124, 359, 72, 98, 158, 114, 168, 236, 288, 310, 163, 913, 210, 351, 135, 143, 102, 188, 56, 138, 142, 155, 555, 199, 325, 528, 167, 99, 135, 154, 131, 201, 274, 227, 212, 187, 175, 124, 138, 302, 125, 369, 301, 28, 125, 102, 61, 256, 148, 50, 182, 162, 122, 329, 94, 84, 399, 241, 322, 841, 49, 108, 131, 582, 65, 123, 130, 496, 236, 129, 1001, 141, 198, 149, 205, 250, 181, 491, 156, 172, 269, 208, 294, 125, 140, 99, 271, 138, 113, 118, 112, 383, 343, 126, 252, 247, 94, 307, 173, 305, 120, 129, 427, 97, 732, 262, 96, 302, 320, 174, 209, 189, 146, 289, 146, 383, 171, 123, 147, 418, 114, 182, 157, 62, 279, 84, 141, 152, 129, 127, 260, 132, 58, 345, 77, 258, 68, 379, 167, 227, 272, 209, 134, 48, 557, 256, 221, 199, 794, 125, 144, 60, 114, 153, 247, 118, 165, 136, 120, 135, 148, 156, 159, 214, 208, 298, 561, 999, 172, 156, 117, 156, 210, 222, 251, 138, 269, 211, 169, 80, 204, 1263, 127, 408, 428, 246, 124, 199, 584, 344, 263, 33, 158, 455, 97, 135, 117, 151, 82, 220, 271, 51, 53, 164, 208, 210, 366, 194, 176, 128, 340, 109, 149, 398, 238, 113, 252, 68, 123, 117, 137, 689, 119, 210, 153, 74, 272, 137, 220, 200, 199, 179, 158, 427, 364, 755, 155, 659, 141, 321, 244, 137, 133, 229, 101, 276, 352, 249, 174, 153, 178, 145, 137, 174, 96, 261, 410, 270, 83, 193, 56, 145, 137, 124, 207, 98, 74, 133, 410, 58, 115, 289, 158, 172, 212, 249, 273, 530, 156, 127, 145, 123, 70, 186, 235, 194, 161, 119, 192, 268, 89, 124, 342, 360, 53, 177, 357, 166, 120, 356, 154, 128, 131, 41, 965, 129, 122, 164, 193, 98, 107, 141, 528, 134, 109, 321, 131, 141, 203, 114, 229, 300, 180, 119, 272, 119, 111, 233, 161, 396, 128, 113, 169, 175, 158, 133, 337, 248, 549, 356, 97, 116, 519, 424, 351, 445, 131, 115, 290, 247, 176, 480, 535, 88, 122, 134, 59, 170, 176, 128, 124, 135, 79, 136, 214, 295, 147, 397, 145, 204, 54, 183, 164, 75, 125, 190, 176, 261, 203, 226, 203, 173, 208, 164, 135, 66, 356, 221, 130, 125, 264, 398, 337, 124, 184, 114, 188, 403, 121, 126, 146, 237, 169, 179, 128, 397, 118, 123, 160, 129, 432, 171, 296, 143, 133, 408, 255, 365, 120, 379, 378, 124, 189, 51, 270, 173, 587, 177, 309, 260, 158, 405, 55, 278, 104, 129, 482, 129, 70, 233, 148, 36, 505, 211, 197, 31, 142, 158, 230, 114, 74, 234, 110, 151, 117, 139, 669, 57, 132, 50, 214, 218, 267, 180, 555, 269, 123, 479, 320, 144, 158, 146, 168, 158, 168, 210, 157, 114, 92, 306, 308, 292, 147, 211, 143, 146, 122, 224, 139, 206, 386, 151, 368, 291, 425, 65, 83, 132, 208, 359, 193, 332, 129, 282, 183, 162, 151, 164, 281, 421, 46, 249, 320, 396, 164, 236, 152, 253, 136, 201, 107, 102, 434, 266, 113, 420, 152, 117, 135, 68, 51, 265, 45, 427, 826, 172, 151, 236, 139, 112, 219, 307, 152, 233, 174, 164, 125, 278, 290, 248, 212, 237, 237, 196, 139, 301, 169, 90, 114, 167, 128, 217, 144, 120, 123, 229, 721, 545, 440, 183, 490, 148, 629, 153, 228, 537, 116, 177, 380, 249, 144, 131, 133, 295, 992, 191, 207, 617, 157, 220, 207, 178, 109, 141, 177, 120, 218, 127, 269, 201, 293, 174, 164, 120, 146, 142, 125, 137, 139, 207, 136, 59, 128, 201, 287, 180, 171, 140, 233, 95, 37, 143, 91, 90, 161, 284, 151, 132, 135, 192, 99, 171, 736, 291, 128, 193, 134, 615, 85, 152, 72, 59, 131, 115, 129, 290, 358, 135, 557, 298, 62, 132, 122, 30, 207, 231, 405, 139, 62, 194, 296, 143, 133, 112, 144, 111, 190, 228, 46, 104, 254, 644, 250, 671, 157, 233, 136, 315, 284, 251, 226, 103, 483, 142, 110, 129, 302, 156, 164, 290, 204, 238, 121, 447, 996, 137, 257, 110, 147, 43, 168, 90, 344, 163, 194, 260, 463, 193, 154, 130, 516, 184, 527, 282, 127, 293, 159, 329, 109, 187, 101, 304, 282, 54, 255, 225, 145, 54, 594, 233, 41, 25, 115, 234, 133, 143, 273, 213, 122, 161, 139, 143, 166, 158, 366, 225, 110, 113, 167, 143, 141, 34, 179, 218, 178, 45, 137, 170, 94, 144, 62, 116, 711, 204, 137, 200, 111, 484, 144, 42, 170, 344, 995, 150, 126, 181, 43, 502, 135, 499, 320, 229, 217, 382, 303, 114, 181, 196, 122, 145, 118, 163, 127, 584, 343, 41, 799, 138, 137, 106, 273, 357, 212, 103, 519, 98, 125, 481, 218, 484, 177, 40, 113, 55, 160, 128, 131, 129, 485, 147, 259, 192, 137, 175, 193, 133, 214, 175, 214, 337, 237, 45, 295, 114, 179, 55, 58, 329, 166, 198, 461, 142, 331, 49, 165, 151, 129, 124, 216, 161, 137, 363, 274, 88, 196, 23, 306, 157, 185, 112, 323, 397, 203, 134, 37, 131, 378, 180, 159, 129, 404, 172, 129, 85, 265, 70, 255, 150, 135, 176, 83, 267, 110, 118, 162, 118, 123, 260, 524, 141, 335, 131, 115, 156, 84, 123, 144, 496, 137, 153, 49, 250, 167, 403, 214, 291, 469, 219, 173, 660, 429, 209, 649, 124, 278, 242, 407, 70, 227, 201, 119, 441, 175, 185, 190, 561, 246, 104, 147, 175, 731, 347, 138, 108, 131, 147, 96, 246, 372, 146, 669, 151, 135, 98, 220, 204, 221, 172, 198, 159, 80, 149, 62, 212, 170, 290, 162, 119, 512, 279, 140, 504, 169, 242, 213, 229, 76, 251, 63, 149, 116, 178, 133, 145, 163, 769, 236, 569, 56, 135, 149, 137, 209, 208, 200, 286, 323, 344, 648, 134, 121, 315, 151, 600, 96, 122, 150, 108, 112, 151, 122, 506, 368, 43, 246, 414, 234, 236, 140, 534, 233, 141, 173, 143, 682, 197, 241, 134, 150, 194, 362, 295, 780, 619, 777, 144, 62, 493, 241, 210, 355, 256, 137, 315, 79, 140, 54, 50, 164, 213, 126, 997, 612, 377, 141, 133, 141, 194, 606, 195, 120, 187, 337, 222, 223, 124, 167, 395, 54, 276, 148, 396, 186, 449, 307, 793, 233, 366, 120, 388, 142, 247, 129, 297, 582, 226, 139, 138, 474, 408, 132, 186, 174, 151, 347, 138, 421, 138, 130, 105, 799, 469, 270, 250, 109, 96, 332, 161, 132, 375, 149, 184, 147, 120, 378, 161, 240, 455, 287, 159, 308, 54, 475, 365, 193, 144, 324, 282, 159, 258, 121, 241, 77, 60, 126, 179, 650, 327, 142, 182, 482, 86, 374, 504, 310, 120, 351, 200, 185, 125, 218, 227, 210, 429, 282, 170, 53, 447, 168, 194, 115, 123, 141, 155, 167, 185, 95, 203, 185, 152, 164, 197, 274, 163, 97, 230, 256, 65, 39, 170, 210, 165, 145, 342, 242, 401, 137, 318, 357, 439, 309, 69, 335, 222, 121, 168, 84, 121, 129, 192, 209, 537, 50, 160, 80, 856, 178, 300, 699, 402, 130, 172, 137, 861, 239, 310, 198, 716, 205, 348, 265, 143, 237, 259, 118, 113, 99, 172, 604, 148, 142, 459, 134, 136, 168, 137, 341, 112, 118, 375, 128, 72, 184, 262, 405, 105, 142, 280, 167, 289, 133, 192, 173, 203, 158, 180, 170, 153, 122, 142, 178, 336, 151, 64, 152, 506, 566, 65, 87, 125, 109, 239, 130, 418, 180, 110, 66, 111, 158, 178, 300, 127, 262, 113, 127, 113, 50, 95, 248, 92, 111, 209, 182, 109, 88, 337, 584, 964, 205, 459, 134, 260, 209, 59, 160, 113, 169, 469, 176, 196, 218, 109, 151, 293, 74, 129, 372, 107, 203, 15, 209, 228, 94, 136, 136, 150, 236, 173, 215, 224, 139, 49, 187, 134, 154, 121, 263, 135, 212, 179, 135, 279, 139, 276, 152, 295, 148, 408, 346, 142, 311, 292, 189, 156, 243, 130, 50, 96, 163, 125, 186, 145, 122, 119, 276, 325, 50, 136, 117, 389, 128, 230, 399, 167, 197, 305, 162, 156, 957, 114, 427, 261, 176, 123, 244, 110, 517, 220, 208, 225, 125, 162, 177, 361, 163, 434, 156, 273, 117, 137, 95, 98, 119, 131, 329, 274, 113, 401, 266, 336, 144, 495, 141, 131, 107, 185, 146, 226, 234, 248, 117, 80, 153, 49, 219, 104, 355, 258, 235, 270, 135, 143, 314, 67, 186, 195, 191, 110, 139, 122, 477, 324, 190, 117, 496, 77, 124, 130, 927, 200, 138, 90, 108, 134, 108, 162, 204, 333, 136, 43, 94, 64, 74, 551, 176, 153, 198, 127, 122, 299, 136, 437, 123, 117, 445, 213, 204, 223, 328, 535, 108, 229, 136, 111, 235, 187, 385, 124, 112, 170, 385, 289, 445, 343, 50, 158, 159, 143, 391, 132, 151, 135, 251, 128, 984, 152, 402, 320, 142, 343, 376, 163, 411, 79, 569, 366, 113, 123, 74, 187, 150, 293, 252, 182, 509, 967, 102, 128, 138, 286, 132, 348, 119, 439, 52, 53, 166, 153, 124, 217, 288, 281, 131, 277, 197, 325, 169, 295, 132, 132, 144, 150, 557, 129, 337, 137, 300, 192, 281, 97, 276, 129, 125, 129, 360, 117, 135, 364, 125, 145, 123, 95, 114, 453, 176, 131, 146, 119, 193, 99, 293, 149, 238, 735, 155, 175, 203, 193, 346, 146, 1005, 126, 104, 85, 75, 225, 161, 117, 400, 62, 111, 307, 196, 182, 138, 243, 167, 91, 312, 90, 444, 385, 227, 167, 392, 306, 215, 189, 191, 141, 97, 126, 241, 127, 391, 217, 143, 213, 80, 471, 155, 516, 243, 136, 412, 185, 123, 309, 241, 169, 128, 191, 422, 232, 107, 183, 327, 117, 139, 270, 122, 127, 352, 131, 323, 448, 209, 1001, 134, 568, 347, 196, 615, 700, 154, 62, 148, 141, 215, 269, 165, 154, 222, 181, 110, 218, 100, 140, 146, 176, 180, 136, 195, 176, 122, 170, 153, 127, 79, 648, 110, 341, 57, 180, 374, 126, 204, 40, 122, 226, 106, 179, 77, 144, 113, 115, 176, 429, 146, 137, 219, 200, 392, 130, 219, 322, 92, 398, 449, 884, 307, 33, 306, 191, 127, 186, 125, 136, 211, 187, 112, 139, 141, 185, 474, 176, 130, 261, 116, 486, 226, 302, 39, 139, 187, 231, 56, 54, 998, 176, 837, 252, 165, 137, 178, 136, 204, 74, 179, 150, 220, 281, 304, 171, 129, 142, 244, 259, 92, 91, 82, 59, 139, 119, 145, 423, 471, 372, 221, 123, 117, 234, 169, 199, 166, 134, 157, 273, 28, 888, 334, 224, 171, 131, 507, 618, 181, 144, 108, 155, 185, 340, 272, 469, 164, 133, 212, 102, 521, 200, 342, 148, 199, 64, 236, 49, 103, 152, 140, 496, 125, 106, 91, 610, 114, 177, 99, 151, 129, 258, 634, 510, 121, 559, 110, 65, 191, 137, 266, 177, 69, 125, 298, 172, 114, 50, 171, 139, 724, 583, 138, 727, 469, 262, 82, 54, 147, 453, 46, 110, 351, 317, 135, 125, 123, 222, 249, 342, 182, 260, 31, 173, 286, 61, 107, 291, 48, 552, 149, 104, 223, 118, 122, 346, 125, 78, 221, 212, 133, 57, 198, 128, 425, 97, 119, 200, 431, 185, 139, 269, 62, 399, 119, 228, 100, 320, 258, 380, 278, 241, 434, 181, 205, 103, 61, 136, 80, 34, 150, 192, 536, 80, 45, 486, 386, 50, 475, 84, 131, 173, 484, 127, 105, 120, 335, 165, 160, 307, 208, 168, 70, 458, 119, 311, 157, 989, 317, 112, 130, 309, 108, 803, 279, 125, 69, 208, 232, 178, 420, 335, 457, 409, 148, 165, 184, 62, 380, 116, 67, 169, 224, 151, 997, 85, 116, 202, 425, 238, 132, 108, 141, 118, 96, 108, 191, 178, 167, 131, 429, 242, 224, 869, 180, 220, 242, 246, 278, 136, 122, 167, 186, 195, 94, 129, 282, 223, 130, 128, 128, 122, 127, 293, 53, 240, 49, 210, 345, 177, 119, 805, 85, 293, 160, 159, 335, 105, 199, 168, 156, 88, 193, 166, 53, 493, 186, 194, 783, 168, 136, 179, 228, 150, 67, 110, 307, 358, 102, 275, 118, 230, 492, 251, 86, 129, 169, 395, 375, 318, 167, 173, 168, 165, 468, 290, 325, 332, 162, 110, 149, 435, 366, 664, 169, 188, 219, 153, 358, 688, 121, 132, 341, 110, 357, 117, 137, 362, 628, 362, 118, 102, 205, 206, 127, 115, 236, 172, 115, 298, 413, 234, 165, 239, 192, 122, 140, 278, 235, 331, 135, 425, 119, 133, 336, 169, 139, 182, 70, 229, 138, 287, 160, 123, 128, 180, 147, 100, 142, 141, 201, 180, 126, 38, 398, 213, 659, 166, 184, 404, 149, 314, 666, 573, 169, 80, 204, 231, 211, 579, 212, 328, 343, 178, 223, 166, 66, 323, 312, 219, 116, 26, 252, 225, 242, 212, 447, 104, 272, 122, 147, 215, 268, 61, 134, 284, 260, 260, 115, 118, 291, 208, 132, 133, 635, 179, 142, 362, 171, 190, 257, 139, 609, 449, 82, 119, 143, 266, 34, 88, 196, 168, 186, 46, 404, 281, 183, 176, 272, 125, 339, 784, 97, 217, 486, 255, 661, 191, 105, 90, 332, 321, 123, 119, 294, 380, 570, 93, 945, 97, 255, 414, 113, 861, 177, 105, 201, 443, 575, 154, 413, 143, 146, 82, 260, 102, 61, 100, 137, 211, 123, 139, 130, 205, 106, 792, 253, 320, 404, 127, 333, 133, 567, 189, 141, 455, 146, 146, 122, 122, 243, 168, 235, 224, 250, 234, 95, 167, 274, 212, 133, 347, 128, 114, 154, 171, 167, 60, 126, 153, 169, 186, 368, 263, 371, 125, 143, 402, 286, 161, 183, 303, 200, 108, 128, 127, 299, 102, 124, 128, 867, 57, 84, 142, 479, 152, 153, 599, 153, 153, 231, 213, 281, 108, 130, 95, 576, 128, 261, 43, 417, 117, 166, 101, 115, 400, 308, 115, 770, 692, 278, 85, 119, 262, 206, 143, 109, 193, 170, 166, 131, 151, 161, 232, 230, 186, 123, 95, 249, 226, 361, 133, 127, 148, 109, 418, 695, 293, 638, 560, 716, 95, 194, 112, 80, 90, 107, 134, 231, 229, 116, 82, 135, 210, 202, 159, 121, 123, 144, 992, 138, 434, 191, 144, 114, 152, 760, 315, 908, 308, 171, 46, 414, 182, 221, 73, 72, 46, 150, 129, 477, 351, 102, 108, 131, 172, 159, 267, 396, 128, 409, 297, 583, 386, 422, 56, 445, 255, 76, 148, 243, 432, 596, 194, 213, 101, 182, 411, 327, 377, 256, 134, 74, 159, 433, 235, 248, 117, 306, 158, 137, 237, 415, 136, 223, 353, 102, 149, 368, 276, 194, 956, 149, 112, 57, 262, 194, 341, 176, 144, 135, 149, 1000, 677, 65, 506, 54, 69, 116, 482, 169, 212, 47, 187, 157, 152, 170, 89, 126, 157, 193, 219, 37, 130, 130, 253, 172, 108, 135, 188, 979, 372, 144, 330, 821, 175, 168, 304, 366, 90, 111, 182, 130, 123, 463, 296, 154, 123, 688, 396, 217, 295, 294, 55, 572, 150, 524, 123, 150, 149, 392, 252, 149, 199, 88, 199, 147, 197, 346, 121, 236, 83, 256, 160, 332, 931, 119, 123, 120, 694, 153, 290, 170, 591, 161, 202, 127, 407, 195, 265, 225, 707, 252, 121, 376, 126, 211, 517, 487, 670, 220, 218, 135, 238, 124, 58, 220, 137, 290, 117, 192, 176, 170, 217, 246, 163, 146, 418, 148, 260, 313, 672, 50, 358, 90, 198, 201, 177, 998, 155, 301, 215, 112, 233, 163, 237, 174, 135, 213, 44, 490, 129, 212, 187, 443, 111, 96, 79, 169, 883, 236, 91, 350, 383, 157, 278, 408, 309, 212, 99, 156, 159, 439, 124, 420, 60, 109, 158, 125, 389, 124, 47, 244, 162, 425, 546, 145, 551, 140, 227, 309, 189, 175, 250, 290, 111, 167, 335, 305, 199, 189, 571, 184, 119, 239, 294, 375, 222, 128, 119, 86, 513, 45, 46, 246, 212, 201, 324, 552, 259, 238, 52, 353, 253, 122, 161, 330, 222, 105, 88, 97, 179, 104, 128, 133, 110, 174, 112, 142, 181, 130, 131, 166, 213, 170, 186, 174, 164, 233, 205, 266, 128, 152, 79, 292, 201, 1085, 347, 151, 359, 96, 193, 360, 219, 119, 123, 266, 608, 248, 133, 109, 284, 316, 146, 318, 131, 160, 199, 186, 165, 790, 500, 266, 367, 152, 39, 123, 302, 281, 214, 456, 135, 281, 175, 94, 255, 231, 278, 170, 115, 217, 127, 31, 302, 262, 282, 102, 185, 238, 147, 677, 464, 434, 55, 136, 263, 128, 144, 192, 229, 111, 307, 673, 123, 157, 234, 121, 639, 167, 126, 289, 75, 201, 367, 327, 265, 576, 168, 273, 144, 1001, 120, 322, 40, 91, 115, 97, 254, 70, 361, 461, 121, 255, 269, 159, 152, 510, 70, 117, 539, 192, 144, 439, 307, 384, 414, 302, 219, 273, 140, 120, 230, 163, 77, 264, 180, 516, 180, 159, 138, 194, 116, 139, 296, 218, 208, 148, 106, 129, 125, 298, 129, 330, 69, 194, 285, 172, 143, 219, 227, 179, 145, 158, 153, 119, 308, 97, 356, 261, 129, 190, 187, 146, 177, 108, 108, 117, 181, 126, 130, 271, 117, 441, 112, 444, 242, 199, 102, 76, 254, 768, 149, 347, 64, 194, 244, 286, 134, 128, 259, 270, 239, 136, 236, 108, 194, 103, 145, 250, 955, 52, 210, 451, 529, 117, 121, 342, 239, 125, 182, 148, 76, 252, 280, 147, 322, 117, 41, 279, 981, 515, 184, 221, 160, 139, 53, 123, 129, 181, 141, 124, 453, 171, 576, 284, 215, 51, 121, 150, 183, 164, 138, 106, 65, 33, 76, 173, 130, 148, 85, 238, 168, 76, 107, 154, 250, 57, 380, 291, 205, 88, 147, 80, 351, 118, 209, 145, 176, 94, 158, 329, 328, 351, 149, 226, 177, 284, 50, 63, 125, 287, 152, 279, 172, 100, 201, 201, 298, 275, 133, 186, 128, 203, 258, 150, 257, 129, 202, 341, 139, 161, 215, 555, 190, 153, 61, 158, 151, 231, 79, 142, 79, 164, 132, 88, 87, 118, 184, 143, 367, 127, 514, 157, 526, 268, 561, 88, 145, 258, 120, 119, 324, 232, 73, 411, 280, 143, 118, 317, 649, 131, 48, 171, 190, 122, 200, 959, 204, 150, 362, 157, 141, 159, 62, 225, 410, 84, 161, 139, 93, 212, 171, 239, 154, 118, 270, 432, 79, 192, 245, 114, 181, 146, 418, 129, 175, 135, 264, 124, 165, 56, 205, 174, 781, 126, 251, 121, 308, 257, 606, 228, 179, 492, 269, 554, 169, 306, 445, 192, 587, 410, 109, 117, 119, 40, 121, 136, 988, 140, 109, 229, 157, 314, 202, 336, 290, 307, 191, 193, 203, 114, 222, 218, 233, 284, 215, 173, 31, 423, 49, 134, 208, 288, 141, 140, 325, 246, 124, 161, 138, 273, 150, 119, 145, 185, 891, 969, 138, 199, 289, 312, 125, 116, 234, 196, 151, 635, 473, 370, 133, 143, 696, 150, 152, 364, 174, 160, 197, 136, 144, 150, 117, 183, 181, 291, 135, 396, 305, 119, 75, 168, 142, 207, 117, 119, 161, 221, 77, 286, 135, 305, 125, 121, 978, 186, 459, 208, 504, 53, 489, 266, 400, 878, 220, 241, 213, 159, 540, 257, 290, 326, 185, 133, 115, 239, 112, 248, 308, 122, 155, 237, 149, 546, 145, 254, 478, 169, 132, 174, 160, 716, 435, 93, 173, 49, 226, 204, 126, 194, 163, 223, 221, 452, 111, 230, 255, 148, 172, 229, 42, 201, 249, 617, 46, 343, 121, 133, 137, 146, 247, 215, 806, 87, 269, 141, 152, 375, 151, 208, 104, 77, 158, 131, 236, 198, 121, 148, 127, 227, 991, 123, 575, 212, 69, 401, 261, 106, 137, 82, 267, 195, 103, 89, 138, 280, 354, 176, 164, 115, 134, 322, 239, 74, 137, 750, 406, 132, 502, 204, 120, 41, 178, 170, 181, 191, 218, 117, 214, 104, 147, 142, 423, 184, 302, 208, 208, 470, 28, 296, 178, 788, 48, 148, 130, 195, 960, 230, 197, 109, 167, 330, 95, 284, 125, 152, 134, 527, 321, 220, 153, 159, 150, 110, 193, 205, 247, 148, 153, 173, 155, 129, 342, 76, 150, 221, 349, 272, 209, 199, 372, 164, 195, 51, 345, 209, 133, 332, 614, 152, 177, 124, 368, 436, 284, 376, 149, 133, 419, 232, 171, 235, 352, 109, 242, 152, 139, 189, 168, 51, 245, 131, 138, 203, 459, 84, 135, 111, 130, 472, 126, 300, 110, 340, 111, 96, 225, 149, 120, 87, 351, 240, 248, 189, 167, 446, 186, 188, 153, 126, 288, 214, 114, 120, 200, 117, 238, 69, 400, 167, 517, 122, 164, 232, 98, 869, 137, 112, 131, 169, 127, 372, 135, 197, 305, 373, 67, 248, 329, 446, 165, 76, 287, 360, 242, 129, 163, 146, 632, 484, 632, 320, 253, 125, 145, 136, 326, 136, 154, 83, 71, 407, 95, 505, 140, 207, 119, 189, 125, 68, 103, 208, 156, 107, 204, 713, 140, 98, 273, 60, 150, 187, 198, 140, 303, 32, 463, 188, 62, 164, 170, 291, 342, 236, 127, 778, 145, 430, 90, 124, 172, 148, 307, 166, 139, 61, 128, 189, 175, 135, 134, 257, 152, 255, 661, 142, 578, 166, 138, 110, 541, 935, 117, 128, 154, 123, 169, 163, 258, 120, 268, 153, 205, 131, 110, 317, 106, 215, 478, 118, 160, 67, 174, 424, 129, 166, 127, 166, 43, 460, 91, 358, 374, 335, 362, 174, 161, 206, 294, 124, 89, 451, 58, 134, 111, 68, 107, 101, 179, 126, 267, 112, 109, 509, 186, 160, 116, 511, 113, 278, 56, 372, 426, 843, 153, 260, 361, 162, 145, 180, 127, 125, 225, 158, 81, 170, 204, 58, 129, 173, 140, 179, 443, 129, 197, 411, 34, 275, 125, 297, 269, 184, 123, 115, 200, 158, 258, 171, 218, 120, 179, 140, 332, 538, 255, 270, 276, 53, 598, 161, 380, 373, 169, 183, 222, 210, 130, 113, 109, 501, 192, 266, 59, 120, 299, 139, 314, 222, 270, 245, 147, 154, 238, 146, 137, 195, 116, 265, 259, 145, 154, 198, 85, 179, 294, 206, 116, 152, 144, 381, 331, 127, 294, 150, 185, 452, 285, 52, 145, 142, 518, 353, 253, 255, 160, 364, 164, 128, 184, 184, 135, 348, 59, 111, 642, 95, 219, 46, 127, 521, 63, 429, 211, 150, 111, 155, 215, 263, 119, 126, 141, 126, 189, 320, 133, 142, 121, 214, 152, 97, 217, 247, 366, 93, 310, 110, 449, 357, 193, 410, 184, 343, 110, 401, 261, 312, 103, 639, 321, 746, 395, 450, 170, 197, 567, 139, 224, 230, 205, 145, 79, 157, 170, 372, 63, 154, 163, 669, 132, 229, 103, 293, 266, 43, 143, 159, 126, 233, 205, 392, 356, 316, 187, 175, 515, 150, 341, 46, 157, 157, 106, 154, 95, 176, 50, 126, 288, 59, 159, 142, 131, 144, 129, 110, 427, 294, 146, 127, 158, 81, 146, 82, 276, 323, 135, 261, 112, 146, 187, 675, 76, 105, 274, 326, 77, 650, 56, 125, 325, 224, 229, 237, 152, 63, 178, 196, 127, 157, 653, 214, 107, 59, 947, 213, 688, 126, 151, 113, 300, 293, 160, 58, 335, 456, 142, 176, 235, 132, 458, 107, 295, 122, 226, 87, 272, 95, 109, 118, 287, 229, 258, 241, 157, 53, 244, 167, 144, 155, 212, 382, 223, 152, 136, 99, 92, 212, 187, 136, 209, 313, 82, 263, 245, 253, 166, 206, 221, 323, 151, 147, 99, 151, 63, 212, 366, 170, 355, 300, 825, 291, 476, 245, 109, 112, 566, 1021, 216, 219, 133, 170, 111, 128, 342, 244, 285, 353, 132, 168, 114, 192, 172, 209, 108, 440, 106, 190, 161, 418, 110, 51, 47, 218, 248, 106, 153, 253, 171, 486, 171, 162, 144, 138, 226, 316, 479, 515, 105, 131, 208, 169, 520, 231, 194, 506, 108, 127, 573, 118, 287, 167, 124, 554, 450, 135, 262, 130, 121, 439, 372, 128, 222, 141, 253, 264, 239, 75, 135, 97, 158, 159, 308, 276, 73, 33, 457, 126, 117, 215, 362, 242, 204, 51, 748, 173, 96, 570, 100, 273, 989, 132, 209, 376, 197, 225, 235, 406, 144, 446, 51, 117, 115, 257, 195, 173, 42, 199, 167, 163, 220, 144, 221, 136, 67, 157, 221, 234, 182, 145, 116, 120, 305, 348, 231, 144, 163, 247, 208, 123, 136, 131, 235, 139, 453, 414, 232, 87, 135, 43, 106, 130, 122, 363, 942, 98, 359, 112, 135, 132, 118, 133, 171, 548, 172, 198, 463, 65, 263, 135, 733, 134, 173, 457, 138, 377, 180, 59, 171, 162, 139, 124, 125, 128, 98, 377, 147, 109, 116, 212, 326, 44, 125, 185, 159, 194, 250, 456, 689, 561, 156, 67, 510, 187, 127, 318, 530, 204, 170, 123, 978, 125, 284, 214, 201, 268, 336, 145, 402, 195, 186, 236, 241, 140, 104, 118, 149, 213, 296, 109, 83, 510, 135, 134, 316, 181, 337, 446, 117, 407, 464, 105, 240, 597, 147, 225, 110, 51, 50, 69, 125, 133, 141, 352, 344, 163, 270, 40, 662, 191, 135, 151, 314, 56, 158, 167, 78, 204, 103, 756, 64, 297, 216, 534, 883, 158, 282, 89, 196, 123, 341, 225, 203, 172, 64, 134, 125, 331, 431, 83, 256, 228, 116, 152, 164, 411, 707, 113, 379, 194, 169, 123, 834, 57, 138, 123, 108, 208, 112, 129, 126, 171, 204, 289, 194, 191, 120, 191, 137, 289, 56, 270, 575, 165, 138, 211, 188, 309, 112, 436, 179, 105, 324, 138, 295, 142, 164, 133, 119, 169, 197, 160, 625, 142, 339, 127, 167, 400, 262, 167, 243, 180, 134, 369, 220, 166, 343, 351, 298, 123, 351, 137, 140, 111, 395, 167, 131, 129, 174, 527, 184, 70, 214, 107, 98, 221, 243, 169, 239, 119, 249, 200, 136, 8, 283, 169, 133, 515, 170, 63, 126, 35, 77, 122, 132, 128, 193, 128, 137, 384, 35, 364, 260, 497, 342, 116, 533, 248, 112, 281, 217, 198, 426, 63, 135, 80, 210, 81, 21, 148, 223, 212, 124, 107, 177, 142, 218, 285, 142, 172, 149, 109, 45, 431, 231, 227, 201, 166, 317, 172, 117, 166, 260, 182, 299, 196, 438, 131, 238, 217, 44, 412, 437, 159, 141, 251, 432, 153, 107, 166, 228, 52, 400, 46, 814, 104, 306, 312, 200, 177, 161, 124, 117, 813, 191, 182, 145, 210, 184, 71, 304, 152, 284, 148, 182, 433, 305, 130, 367, 380, 219, 129, 158, 387, 121, 230, 131, 128, 467, 193, 117, 483, 129, 278, 577, 372, 280, 992, 156, 172, 69, 290, 368, 823, 166, 142, 490, 113, 181, 210, 173, 127, 190, 235, 127, 191, 208, 133, 162, 227, 351, 141, 219, 180, 150, 219, 263, 317, 158, 134, 240, 216, 904, 270, 124, 213, 131, 124, 176, 105, 143, 182, 112, 991, 222, 365, 153, 127, 75, 186, 151, 116, 250, 96, 140, 45, 63, 144, 247, 255, 214, 153, 128, 203, 154, 164, 231, 275, 125, 72, 160, 124, 103, 407, 292, 520, 119, 44, 212, 229, 135, 139, 331, 47, 103, 158, 206, 74, 150, 133, 243, 317, 132, 175, 116, 148, 807, 136, 269, 285, 128, 192, 259, 141, 205, 124, 428, 141, 151, 105, 66, 131, 129, 406, 112, 157, 144, 66, 70, 226, 299, 152, 456, 452, 404, 69, 130, 352, 112, 115, 119, 237, 65, 124, 210, 74, 127, 293, 193, 137, 160, 493, 131, 373, 200, 134, 226, 115, 187, 992, 106, 94, 120, 186, 77, 260, 182, 605, 58, 120, 163, 223, 253, 454, 679, 100, 93, 97, 276, 443, 124, 468, 98, 198, 177, 144, 261, 228, 175, 338, 51, 363, 145, 187, 418, 102, 315, 218, 231, 162, 241, 215, 325, 249, 121, 95, 1000, 132, 575, 160, 44, 249, 143, 685, 124, 139, 132, 149, 95, 141, 121, 564, 35, 167, 296, 57, 174, 174, 181, 123, 132, 140, 255, 124, 1008, 193, 247, 214, 183, 195, 388, 110, 147, 78, 201, 201, 211, 237, 223, 150, 130, 273, 443, 122, 158, 157, 148, 222, 204, 170, 256, 153, 136, 138, 144, 242, 180, 155, 141, 149, 593, 137, 205, 158, 155, 181, 189, 311, 196, 420, 567, 108, 122, 366, 134, 267, 249, 257, 217, 389, 284, 154, 88, 745, 143, 145, 163, 145, 198, 211, 970, 195, 202, 413, 140, 779, 156, 159, 89, 150, 50, 319, 97, 361, 70, 126, 110, 152, 172, 387, 141, 161, 703, 171, 82, 139, 977, 293, 175, 142, 139, 209, 174, 280, 247, 245, 140, 575, 125, 49, 45, 108, 198, 152, 74, 141, 226, 44, 462, 209, 259, 129, 455, 880, 99, 411, 120, 186, 280, 148, 138, 187, 134, 377, 562, 181, 145, 369, 637, 104, 126, 54, 102, 196, 184, 689, 800, 129, 251, 70, 132, 219, 264, 426, 117, 392, 672, 371, 125, 143, 481, 246, 133, 92, 172, 111, 110, 268, 140, 144, 81, 384, 261, 111, 111, 254, 128, 381, 123, 160, 34, 206, 120, 68, 141, 123, 339, 133, 160, 130, 155, 77, 126, 359, 200, 109, 467, 998, 829, 176, 213, 292, 150, 830, 172, 323, 54, 190, 128, 146, 208, 274, 215, 145, 504, 38, 141, 223, 732, 49, 55, 366, 92, 370, 339, 268, 167, 150, 107, 389, 114, 321, 127, 420, 240, 133, 234, 127, 185, 495, 149, 769, 70, 656, 290, 104, 127, 119, 123, 207, 240, 380, 147, 143, 152, 126, 258, 168, 339, 170, 29, 328, 110, 122, 362, 156, 108, 135, 408, 93, 163, 211, 506, 128, 104, 356, 311, 141, 53, 68, 298, 94, 196, 268, 400, 800, 364, 239, 132, 147, 675, 143, 81, 146, 58, 454, 117, 349, 199, 270, 128, 639, 219, 935, 173, 140, 240, 675, 661, 173, 166, 311, 98, 137, 141, 289, 146, 275, 133, 209, 238, 354, 62, 210, 173, 340, 144, 228, 304, 361, 394, 191, 105, 182, 112, 227, 181, 318, 98, 275, 117, 191, 117, 49, 300, 124, 194, 33, 94, 184, 431, 230, 156, 58, 122, 72, 135, 302, 115, 189, 238, 243, 171, 332, 187, 177, 503, 465, 561, 272, 138, 82, 275, 198, 301, 291, 229, 119, 423, 286, 131, 99, 115, 167, 548, 514, 636, 248, 132, 35, 180, 66, 184, 288, 341, 106, 203, 285, 46, 151, 244, 343, 123, 524, 67, 128, 989, 90, 339, 154, 184, 317, 286, 172, 83, 99, 253, 132, 80, 313, 230, 161, 172, 207, 185, 48, 453, 242, 193, 276, 146, 195, 151, 100, 165, 1088, 326, 427, 148, 125, 163, 403, 263, 167, 116, 142, 224, 129, 178, 178, 50, 195, 556, 134, 494, 131, 197, 130, 161, 397, 161, 124, 204, 302, 123, 196, 113, 144, 297, 41, 131, 150, 273, 232, 485, 117, 255, 184, 97, 271, 268, 506, 88, 141, 105, 124, 171, 214, 249, 453, 866, 165, 239, 131, 508, 374, 126, 279, 190, 112, 113, 140, 1011, 136, 460, 830, 123, 103, 157, 118, 185, 55, 216, 51, 356, 212, 301, 212, 139, 158, 113, 223, 454, 235, 285, 153, 146, 39, 187, 264, 137, 180, 268, 128, 212, 202, 320, 218, 174, 441, 72, 147, 339, 125, 376, 133, 490, 122, 135, 515, 924, 114, 110, 59, 165, 457, 126, 186, 250, 267, 215, 141, 116, 176, 306, 389, 513, 17, 566, 139, 307, 118, 169, 312, 180, 288, 371, 175, 721, 99, 76, 214, 632, 169, 131, 225, 335, 116, 302, 212, 222, 141, 157, 187, 61, 146, 130, 140, 190, 215, 123, 126, 194, 186, 232, 213, 291, 388, 635, 130, 418, 199, 410, 204, 78, 240, 71, 79, 107, 120, 148, 77, 143, 112, 435, 120, 262, 117, 121, 223, 628, 259, 132, 170, 312, 130, 245, 240, 201, 152, 499, 162, 130, 270, 81, 112, 329, 676, 126, 286, 184, 199, 109, 106, 111, 277, 261, 452, 307, 125, 387, 396, 417, 126, 251, 157, 173, 165, 348, 141, 194, 245, 121, 147, 151, 229, 121, 51, 122, 141, 164, 106, 149, 134, 124, 139, 139, 104, 334, 124, 65, 220, 104, 304, 155, 118, 188, 135, 177, 95, 88, 158, 105, 147, 218, 190, 254, 76, 211, 889, 160, 113, 220, 181, 660, 172, 385, 306, 46, 175, 273, 127, 211, 126, 201, 189, 143, 215, 170, 81, 42, 225, 150, 148, 120, 164, 103, 61, 1001, 67, 199, 137, 139, 194, 146, 165, 68, 114, 221, 225, 172, 64, 76, 126, 124, 421, 161, 66, 102, 326, 286, 309, 523, 29, 42, 232, 108, 202, 69, 157, 229, 602, 348, 150, 266, 190, 383, 490, 233, 192, 270, 412, 54, 122, 79, 994, 176, 130, 180, 209, 193, 625, 235, 369, 38, 114, 141, 158, 161, 214, 157, 831, 192, 431, 146, 436, 197, 102, 142, 229, 960, 168, 366, 95, 81, 134, 151, 497, 170, 107, 44, 232, 163, 426, 327, 243, 137, 175, 121, 651, 274, 590, 393, 102, 607, 598, 107, 226, 39, 81, 36, 136, 1090, 129, 451, 124, 192, 345, 494, 159, 133, 157, 246, 163, 56, 178, 194, 310, 685, 209, 674, 107, 77, 326, 131, 143, 104, 362, 48, 151, 126, 118, 309, 155, 360, 548, 127, 402, 195, 899, 542, 325, 114, 147, 355, 267, 216, 187, 200, 106, 314, 301, 122, 412, 174, 511, 542, 54, 233, 238, 88, 270, 523, 709, 195, 186, 262, 344, 190, 399, 138, 211, 246, 207, 112, 142, 582, 390, 613, 209, 351, 46, 242, 484, 201, 162, 272, 130, 122, 211, 171, 275, 54, 111, 119, 215, 85, 132, 593, 255, 546, 340, 357, 166, 220, 124, 149, 179, 256, 172, 141, 123, 172, 236, 120, 187, 128, 88, 525, 109, 168, 624, 96, 25, 115, 247, 425, 230, 188, 169, 337, 578, 164, 134, 531, 921, 140, 148, 162, 195, 116, 222, 239, 349, 169, 265, 264, 224, 681, 140, 647, 79, 108, 46, 173, 260, 269, 72, 118, 263, 188, 140, 90, 123, 88, 359, 148, 211, 45, 127, 142, 108, 462, 128, 209, 102, 140, 292, 277, 498, 747, 106, 398, 104, 171, 155, 134, 208, 223, 316, 124, 250, 269, 256, 55, 213, 160, 116, 128, 125, 797, 121, 438, 158, 379, 341, 304, 161, 168, 163, 248, 122, 33, 130, 108, 259, 114, 600, 635, 156, 473, 311, 122, 107, 242, 147, 188, 159, 259, 87, 312, 707, 182, 145, 659, 288, 90, 111, 690, 193, 109, 115, 331, 261, 246, 193, 175, 120, 354, 144, 158, 197, 203, 142, 144, 247, 117, 126, 200, 142, 156, 130, 162, 147, 126, 51, 111, 130, 162, 530, 109, 112, 339, 556, 152, 104, 304, 178, 98, 244, 244, 1522, 123, 120, 207, 779, 165, 222, 70, 176, 351, 130, 96, 178, 95, 377, 254, 154, 317, 415, 677, 136, 127, 132, 171, 994, 128, 143, 219, 195, 160, 248, 50, 290, 141, 301, 96, 143, 61, 333, 177, 300, 346, 177, 135, 398, 108, 160, 106, 56, 260, 426, 77, 122, 332, 279, 324, 283, 52, 436, 154, 174, 182, 188, 267, 234, 118, 93, 216, 222, 143, 457, 316, 136, 122, 221, 39, 128, 291, 83, 125, 529, 234, 518, 532, 119, 146, 287, 188, 123, 145, 152, 164, 75, 154, 146, 95, 96, 148, 414, 267, 90, 618, 155, 118, 317, 285, 150, 225, 397, 295, 151, 406, 280, 134, 372, 145, 134, 126, 122, 284, 128, 151, 295, 388, 419, 413, 154, 497, 795, 242, 124, 98, 62, 67, 972, 174, 183, 452, 183, 122, 377, 702, 157, 149, 180, 465, 170, 159, 313, 412, 411, 944, 493, 147, 119, 154, 271, 152, 173, 167, 406, 210, 154, 141, 87, 152, 176, 339, 155, 201, 110, 137, 99, 109, 148, 424, 230, 112, 311, 139, 311, 73, 142, 154, 138, 300, 126, 154, 156, 63, 322, 242, 980, 175, 149, 172, 177, 210, 337, 89, 166, 177, 135, 281, 178, 227, 161, 143, 231, 328, 507, 283, 159, 231, 177, 123, 300, 406, 279, 159, 138, 101, 191, 74, 48, 136, 213, 138, 48, 125, 327, 88, 280, 165, 102, 120, 46, 148, 154, 64, 347, 236, 123, 83, 151, 215, 365, 185, 127, 235, 162, 1005, 220, 149, 118, 269, 478, 167, 262, 256, 136, 181, 219, 336, 251, 445, 148, 104, 72, 653, 152, 645, 696, 211, 399, 204, 264, 171, 186, 399, 192, 99, 260, 161, 75, 246, 159, 294, 298, 123, 183, 169, 901, 125, 272, 188, 68, 114, 258, 236, 194, 403, 518, 109, 910, 146, 275, 163, 183, 258, 254, 158, 154, 329, 959, 201, 47, 162, 112, 187, 457, 718, 223, 487, 877, 104, 355, 80, 122, 120, 130, 151, 42, 142, 393, 353, 250, 209, 324, 230, 264, 204, 73, 148, 177, 35, 641, 121, 189, 247, 184, 118, 46, 128, 179, 510, 156, 97, 733, 170, 89, 190, 157, 120, 243, 49, 179, 115, 139, 95, 80, 119, 206, 68, 157, 216, 210, 330, 141, 132, 226, 141, 304, 136, 156, 145, 90, 107, 206, 195, 55, 169, 150, 126, 28, 414, 128, 535, 166, 298, 600, 614, 119, 367, 234, 194, 175, 176, 384, 122, 179, 301, 311, 546, 203, 125, 70, 451, 235, 399, 153, 316, 49, 261, 119, 176, 281, 183, 169, 855, 267, 200, 139, 208, 731, 159, 162, 151, 200, 320, 149, 132, 138, 53, 83, 135, 198, 137, 135, 593, 349, 109, 133, 126, 151, 182, 249, 135, 105, 327, 369, 241, 160, 223, 176, 141, 143, 175, 337, 151, 282, 244, 162, 131, 130, 77, 149, 140, 137, 119, 393, 75, 196, 115, 105, 122, 477, 171, 454, 121, 103, 226, 140, 135, 189, 444, 161, 144, 70, 132, 446, 128, 788, 272, 131, 71, 131, 52, 247, 284, 237, 183, 274, 129, 149, 98, 128, 120, 237, 402, 161, 255, 196, 78, 200, 140, 119, 185, 276, 314, 249, 118, 116, 146, 183, 155, 97, 315, 459, 848, 90, 142, 125, 145, 123, 423, 184, 149, 150, 254, 75, 481, 615, 312, 233, 737, 357, 112, 114, 129, 773, 183, 178, 117, 907, 319, 748, 280, 414, 320, 94, 393, 178, 87, 21, 813, 343, 162, 550, 36, 159, 133, 181, 221, 109, 68, 160, 442, 440, 693, 122, 208, 267, 124, 126, 211, 138, 150, 63, 115, 164, 327, 171, 506, 104, 56, 88, 137, 239, 224, 421, 176, 350, 136, 171, 151, 94, 241, 170, 155, 420, 152, 490, 130, 223, 136, 132, 213, 209, 286, 382, 138, 63, 92, 340, 225, 75, 150, 167, 257, 101, 137, 137, 385, 340, 211, 220, 104, 133, 163, 119, 129, 118, 36, 174, 116, 57, 319, 230, 106, 142, 230, 125, 134, 143, 252, 237, 193, 116, 29, 166, 637, 145, 71, 419, 505, 124, 236, 89, 240, 908, 121, 115, 256, 233, 190, 111, 639, 222, 165, 77, 165, 57, 123, 120, 147, 406, 230, 200, 70, 147, 273, 119, 185, 230, 59, 360, 138, 221, 252, 259, 84, 45, 172, 103, 188, 49, 137, 436, 128, 181, 606, 337, 187, 165, 152, 448, 317, 114, 96, 157, 132, 270, 144, 116, 785, 455, 144, 278, 52, 191, 208, 134, 147, 85, 723, 343, 625, 142, 180, 125, 143, 316, 90, 186, 122, 229, 768, 208, 351, 293, 256, 173, 150, 315, 992, 270, 110, 419, 148, 360, 331, 130, 330, 534, 247, 192, 208, 73, 180, 98, 370, 106, 158, 368, 177, 424, 175, 121, 302, 173, 294, 87, 266, 162, 184, 94, 402, 135, 175, 260, 108, 601, 175, 107, 101, 222, 142, 234, 284, 137, 214, 259, 510, 996, 206, 254, 363, 226, 114, 118, 205, 160, 54, 457, 237, 216, 129, 168, 192, 388, 478, 142, 169, 184, 121, 264, 157, 341, 211, 203, 868, 222, 542, 111, 92, 414, 113, 129, 322, 143, 119, 201, 189, 71, 84, 354, 141, 159, 445, 274, 123, 191, 155, 278, 122, 86, 713, 273, 458, 336, 231, 252, 73, 203, 117, 63, 166, 89, 677, 958, 106, 877, 118, 176, 138, 125, 152, 124, 143, 125, 165, 152, 122, 1000, 177, 123, 55, 275, 149, 389, 363, 936, 92, 257, 152, 124, 282, 426, 239, 316, 178, 38, 244, 120, 370, 182, 452, 258, 185, 194, 47, 126, 107, 185, 595, 149, 70, 178, 170, 957, 412, 125, 189, 134, 225, 301, 44, 580, 117, 481, 219, 91, 171, 326, 152, 334, 169, 130, 35, 164, 246, 552, 174, 210, 217, 156, 237, 142, 74, 82, 145, 273, 324, 347, 123, 131, 164, 60, 120, 125, 155, 219, 282, 111, 157, 108, 147, 197, 339, 224, 125, 211, 197, 127, 124, 82, 126, 153, 259, 85, 60, 193, 94, 212, 620, 262, 94, 123, 84, 289, 94, 325, 143, 164, 198, 122, 253, 148, 219, 244, 516, 492, 69, 444, 83, 76, 220, 113, 209, 203, 39, 318, 106, 476, 313, 324, 101, 45, 174, 123, 168, 69, 105, 59, 139, 312, 128, 163, 122, 115, 191, 54, 138, 266, 123, 128, 377, 149, 51, 357, 472, 237, 151, 200, 342, 400, 120, 427, 142, 140, 517, 125, 184, 159, 284, 435, 76, 248, 770, 70, 47, 429, 209, 214, 226, 128, 369, 207, 187, 520, 230, 307, 134, 212, 168, 97, 108, 413, 157, 341, 196, 268, 133, 39, 946, 190, 928, 142, 61, 142, 124, 130, 34, 160, 117, 261, 259, 121, 156, 544, 427, 104, 72, 758, 197, 330, 780, 190, 589, 152, 203, 120, 146, 193, 305, 73, 179, 108, 242, 99, 371, 132, 139, 192, 115, 162, 147, 116, 273, 136, 243, 81, 336, 315, 166, 64, 121, 119, 117, 134, 175, 111, 103, 229, 99, 186, 153, 178, 75, 301, 135, 400, 149, 104, 178, 150, 846, 155, 167, 95, 890, 248, 326, 164, 404, 122, 380, 182, 152, 265, 351, 131, 166, 341, 142, 120, 408, 356, 114, 116, 130, 120, 138, 124, 130, 213, 143, 121, 196, 390, 132, 160, 92, 921, 366, 144, 86, 244, 284, 116, 127, 1001, 82, 110, 137, 170, 121, 118, 244, 214, 162, 141, 149, 103, 204, 269, 1072, 169, 91, 84, 480, 327, 203, 544, 617, 115, 325, 57, 143, 100, 143, 53, 132, 150, 100, 261, 128, 173, 338, 799, 141, 214, 152, 159, 288, 112, 660, 66, 159, 136, 128, 136, 240, 136, 170, 371, 69, 207, 90, 249, 133, 435, 308, 311, 50, 610, 133, 535, 85, 60, 262, 438, 180, 174, 100, 137, 59, 318, 157, 251, 149, 223, 236, 375, 811, 55, 126, 410, 327, 265, 160, 310, 272, 77, 90, 362, 167, 280, 165, 129, 243, 280, 44, 115, 325, 195, 170, 73, 310, 33, 318, 465, 153, 122, 48, 111, 117, 365, 492, 88, 297, 130, 607, 184, 293, 146, 124, 122, 223, 137, 567, 274, 132, 256, 402, 235, 143, 56, 88, 277, 499, 110, 241, 120, 178, 121, 310, 244, 273, 122, 178, 126, 146, 143, 23, 152, 466, 523, 35, 293, 153, 208, 174, 335, 94, 267, 258, 139, 141, 50, 134, 555, 134, 46, 928, 113, 363, 173, 217, 161, 258, 162, 115, 119, 174, 48, 111, 173, 404, 225, 193, 211, 59, 400, 145, 258, 212, 227, 976, 385, 360, 105, 432, 171, 161, 139, 331, 160, 437, 123, 75, 108, 212, 123, 194, 180, 215, 115, 160, 488, 61, 136, 152, 90, 564, 141, 138, 133, 205, 57, 139, 77, 274, 106, 169, 332, 403, 171, 147, 527, 136, 301, 372, 213, 133, 693, 212, 136, 118, 273, 612, 554, 166, 153, 115, 156, 192, 266, 152, 178, 43, 163, 102, 90, 140, 147, 140, 181, 341, 134, 712, 403, 256, 73, 120, 121, 49, 272, 323, 600, 138, 198, 193, 53, 139, 108, 491, 167, 135, 140, 50, 130, 138, 392, 228, 305, 143, 132, 353, 183, 283, 266, 125, 211, 573, 201, 180, 130, 127, 250, 138, 143, 168, 230, 197, 142, 118, 109, 162, 120, 161, 303, 125, 266, 336, 122, 188, 169, 136, 324, 187, 324, 1004, 115, 189, 477, 226, 133, 56, 420, 427, 202, 109, 333, 141, 476, 171, 139, 71, 438, 159, 102, 291, 381, 176, 364, 499, 278, 139, 777, 183, 143, 150, 127, 964, 113, 367, 83, 178, 120, 93, 469, 319, 386, 442, 126, 161, 353, 245, 357, 121, 188, 337, 154, 215, 182, 181, 108, 534, 403, 149, 312, 164, 246, 293, 251, 170, 129, 229, 117, 474, 446, 147, 341, 147, 139, 257, 121, 105, 122, 446, 141, 162, 135, 52, 172, 423, 90, 154, 138, 181, 120, 392, 114, 135, 105, 321, 799, 141, 85, 40, 185, 193, 51, 197, 108, 83, 96, 199, 379, 136, 152, 152, 84, 328, 315, 176, 88, 149, 128, 704, 97, 166, 131, 165, 468, 385, 245, 194, 160, 130, 143, 124, 102, 166, 121, 543, 267, 465, 226, 223, 260, 141, 246, 378, 166, 138, 115, 468, 113, 123, 351, 422, 167, 117, 136, 176, 328, 54, 163, 112, 45, 155, 284, 172, 421, 104, 96, 126, 125, 149, 101, 64, 560, 255, 176, 121, 148, 286, 130, 154, 119, 233, 138, 315, 98, 147, 92, 127, 376, 149, 198, 174, 117, 188, 153, 134, 95, 202, 127, 385, 244, 225, 177, 408, 316, 159, 58, 159, 249, 238, 569, 123, 151, 95, 209, 359, 244, 890, 53, 265, 139, 167, 65, 103, 111, 380, 130, 92, 183, 55, 116, 322, 245, 118, 568, 141, 64, 144, 237, 124, 189, 282, 282, 251, 104, 344, 201, 209, 103, 290, 208, 216, 161, 587, 169, 70, 998, 72, 334, 219, 215, 311, 371, 122, 295, 237, 191, 205, 322, 365, 118, 323, 189, 209, 183, 126, 161, 529, 226, 124, 518, 203, 169, 133, 468, 53, 138, 272, 249, 210, 171, 320, 57, 480, 86, 54, 210, 134, 232, 251, 108, 236, 366, 178, 170, 37, 755, 584, 149, 429, 363, 239, 113, 111, 156, 313, 111, 119, 560, 251, 131, 132, 117, 447, 437, 222, 310, 145, 378, 137, 250, 429, 98, 125, 212, 41, 253, 279, 126, 206, 352, 174, 47, 49, 123, 103, 135, 161, 179, 279, 179, 285, 49, 114, 251, 346, 123, 184, 155, 123, 360, 134, 289, 174, 416, 205, 182, 138, 315, 122, 56, 302, 985, 826, 100, 219, 269, 181, 217, 156, 216, 297, 188, 485, 306, 356, 142, 143, 181, 131, 52, 125, 239, 123, 164, 218, 209, 175, 291, 374, 346, 56, 227, 346, 252, 424, 227, 270, 149, 171, 132, 273, 223, 369, 93, 140, 210, 216, 128, 866, 127, 126, 102, 168, 336, 166, 147, 372, 325, 84, 154, 779, 217, 87, 117, 188, 133, 721, 267, 255, 501, 150, 319, 415, 217, 204, 435, 127, 160, 133, 111, 707, 217, 120, 130, 978, 261, 40, 144, 205, 130, 137, 190, 458, 149, 127, 60, 186, 301, 874, 160, 287, 253, 427, 255, 715, 74, 229, 224, 282, 211, 468, 125, 179, 196, 64, 372, 389, 512, 266, 184, 207, 784, 300, 145, 427, 65, 475, 133, 147, 367, 115, 372, 334, 150, 123, 137, 456, 190, 362, 159, 54, 183, 202, 199, 170, 46, 56, 428, 60, 68, 183, 670, 45, 118, 236, 266, 137, 188, 110, 135, 258, 245, 224, 204, 88, 132, 123, 322, 127, 885, 72, 168, 81, 88, 435, 402, 190, 151, 150, 347, 150, 432, 175, 365, 222, 118, 413, 112, 112, 131, 154, 227, 146, 230, 66, 473, 294, 138, 297, 238, 464, 83, 120, 190, 441, 200, 120, 137, 129, 156, 149, 196, 246, 57, 182, 142, 204, 408, 995, 164, 152, 127, 157, 116, 151, 128, 143, 366, 157, 341, 220, 121, 109, 96, 365, 173, 143, 163, 118, 156, 676, 456, 197, 255, 548, 146, 130, 123, 616, 291, 176, 107, 215, 462, 118, 255, 709, 132, 39, 120, 162, 370, 919, 229, 241, 182, 594, 158, 95, 431, 154, 114, 164, 221, 97, 169, 130, 569, 394, 114, 167, 136, 314, 127, 188, 173, 225, 132, 69, 288, 376, 385, 196, 402, 125, 140, 188, 118, 139, 55, 145, 331, 172, 162, 66, 59, 155, 104, 320, 410, 129, 175, 280, 161, 89, 204, 422, 300, 513, 330, 527, 353, 119, 140, 143, 80, 263, 197, 123, 140, 137, 129, 664, 100, 47, 82, 156, 166, 128, 200, 972, 46, 108, 119, 336, 118, 151, 191, 279, 466, 189, 217, 40, 171, 159, 212, 647, 755, 288, 235, 165, 298, 150, 176, 71, 126, 68, 369, 340, 140, 169, 186, 328, 123, 107, 350, 204, 240, 45, 186, 110, 164, 260, 111, 436, 121, 239, 999, 318, 297, 209, 189, 110, 157, 292, 158, 177, 115, 160, 192, 252, 110, 322, 52, 900, 170, 114, 973, 124, 124, 115, 213, 208, 155, 437, 110, 131, 116, 278, 115, 135, 581, 126, 115, 60, 151, 384, 88, 110, 123, 163, 132, 166, 486, 252, 190, 318, 144, 164, 151, 151, 456, 176, 120, 165, 104, 61, 130, 164, 194, 157, 108, 219, 490, 291, 91, 421, 385, 651, 286, 170, 126, 327, 214, 770, 462, 286, 145, 142, 76, 214, 188, 130, 50, 241, 152, 46, 138, 123, 171, 218, 253, 109, 152, 140, 99, 150, 173, 370, 46, 116, 131, 531, 130, 112, 130, 46, 46, 394, 196, 376, 460, 240, 190, 148, 202, 152, 153, 113, 604, 457, 294, 175, 120, 59, 119, 167, 428, 222, 151, 132, 174, 433, 213, 137, 181, 99, 296, 174, 151, 78, 113, 294, 239, 121, 246, 34, 124, 267, 52, 157, 126, 222, 395, 88, 178, 288, 95, 143, 125, 169, 238, 120, 164, 168, 103, 143, 187, 148, 167, 156, 164, 174, 152, 134, 329, 163, 185, 149, 326, 137, 174, 321, 233, 470, 105, 436, 486, 498, 694, 488, 196, 264, 96, 80, 171, 246, 151, 284, 563, 377, 373, 176, 383, 246, 417, 156, 313, 167, 317, 732, 203, 117, 450, 142, 253, 137, 119, 156, 137, 128, 138, 121, 200, 552, 803, 136, 129, 475, 161, 151, 179, 49, 125, 83, 209, 97, 114, 214, 199, 160, 167, 61, 137, 814, 113, 239, 873, 181, 249, 629, 64, 237, 282, 302, 116, 226, 360, 185, 98, 255, 145, 622, 22, 405, 179, 130, 150, 468, 97, 77, 114, 158, 211, 134, 586, 78, 195, 139, 207, 118, 120, 334, 112, 165, 161, 137, 118, 337, 108, 202, 116, 725, 171, 118, 104, 162, 153, 182, 143, 218, 204, 257, 25, 160, 479, 112, 478, 75, 115, 107, 50, 169, 272, 170, 121, 125, 124, 144, 262, 116, 151, 232, 123, 149, 181, 264, 272, 302, 101, 258, 154, 300, 172, 133, 518, 148, 328, 252, 129, 123, 216, 440, 157, 416, 158, 167, 93, 485, 154, 165, 202, 94, 657, 62, 180, 430, 127, 53, 230, 280, 194, 156, 109, 210, 78, 138, 181, 183, 136, 254, 205, 132, 54, 286, 191, 190, 142, 284, 113, 169, 161, 142, 133, 840, 285, 238, 165, 112, 165, 55, 216, 123, 160, 315, 104, 129, 440, 350, 187, 452, 236, 83, 160, 196, 239, 280, 249, 318, 241, 250, 186, 151, 989, 151, 124, 97, 112, 303, 67, 118, 119, 229, 162, 245, 126, 146, 224, 582, 140, 173, 489, 426, 303, 224, 344, 40, 125, 105, 137, 241, 124, 170, 139, 411, 51, 387, 58, 419, 128, 71, 239, 505, 540, 102, 107, 169, 217, 300, 140, 182, 195, 183, 197, 206, 170, 178, 225, 160, 348, 771, 134, 304, 119, 97, 144, 385, 129, 128, 112, 70, 383, 313, 198, 401, 400, 111, 478, 143, 102, 158, 235, 129, 163, 291, 99, 147, 127, 122, 79, 358, 204, 315, 622, 167, 206, 416, 104, 336, 443, 375, 128, 100, 114, 117, 394, 147, 218, 235, 199, 106, 231, 262, 125, 248, 254, 120, 437, 276, 90, 210, 142, 231, 157, 225, 194, 219, 192, 291, 119, 153, 213, 148, 304, 377, 136, 119, 249, 79, 178, 282, 369, 156, 135, 637, 220, 196, 138, 168, 58, 44, 401, 175, 324, 105, 189, 82, 410, 103, 390, 129, 213, 91, 169, 266, 299, 139, 233, 160, 261, 135, 161, 165, 673, 212, 162, 152, 130, 179, 482, 219, 529, 160, 144, 118, 107, 62, 134, 187, 133, 107, 127, 146, 101, 165, 190, 107, 478, 52, 46, 298, 119, 158, 135, 67, 177, 89, 134, 125, 208, 143, 480, 153, 266, 273, 111, 306, 125, 50, 541, 239, 151, 261, 306, 58, 163, 169, 149, 187, 242, 87, 442, 231, 892, 154, 137, 121, 222, 466, 167, 285, 110, 368, 199, 279, 329, 288, 482, 213, 174, 176, 154, 147, 147, 48, 45, 169, 120, 97, 781, 424, 119, 81, 48, 79, 92, 545, 148, 350, 164, 440, 124, 190, 148, 194, 337, 554, 138, 265, 335, 857, 169, 184, 50, 79, 55, 184, 115, 64, 103, 216, 339, 231, 68, 149, 117, 169, 307, 488, 217, 286, 550, 370, 132, 133, 281, 137, 122, 429, 199, 616, 108, 101, 171, 189, 213, 223, 249, 124, 832, 141, 374, 120, 245, 125, 279, 506, 129, 120, 277, 642, 127, 598, 257, 381, 370, 194, 132, 267, 157, 153, 966, 139, 288, 177, 67, 93, 127, 327, 141, 100, 709, 203, 87, 177, 91, 175, 53, 192, 694, 69, 75, 138, 239, 250, 99, 64, 465, 135, 156, 137, 734, 151, 348, 309, 70, 136, 32, 93, 535, 986, 208, 199, 328, 532, 191, 196, 232, 625, 504, 67, 196, 112, 60, 163, 117, 291, 163, 123, 232, 239, 824, 359, 417, 118, 123, 297, 128, 271, 479, 134, 112, 230, 212, 129]\n",
      "[307, 162, 166, 230, 119, 150, 33, 50, 146, 129, 308, 65, 114, 570, 615, 400, 354, 652, 122, 212, 178, 235, 707, 419, 621, 166, 80, 488, 445, 86, 293, 245, 190, 150, 309, 293, 160, 173, 398, 173, 263, 525, 137, 147, 299, 214, 111, 169, 122, 96, 266, 125, 341, 115, 168, 141, 208, 130, 197, 434, 103, 286, 83, 316, 220, 300, 163, 194, 140, 119, 53, 374, 123, 621, 373, 219, 207, 143, 530, 203, 326, 762, 107, 55, 503, 231, 320, 64, 99, 152, 62, 82, 340, 249, 437, 247, 306, 259, 296, 185, 641, 148, 53, 137, 73, 151, 133, 69, 267, 122, 148, 46, 161, 423, 484, 217, 460, 137, 115, 155, 328, 387, 151, 335, 65, 268, 196, 327, 103, 326, 128, 172, 107, 145, 188, 129, 587, 276, 127, 118, 249, 213, 87, 295, 1011, 150, 80, 209, 931, 72, 128, 229, 99, 151, 53, 77, 467, 146, 144, 57, 174, 133, 358, 76, 270, 680, 262, 160, 358, 788, 554, 166, 108, 169, 332, 710, 412, 152, 753, 120, 82, 238, 54, 262, 145, 139, 296, 48, 272, 90, 479, 245, 237, 170, 419, 134, 399, 200, 210, 98, 206, 177, 348, 720, 522, 175, 61, 215, 185, 130, 130, 329, 101, 283, 638, 184, 396, 70, 161, 180, 243, 249, 58, 128, 385, 407, 369, 190, 92, 173, 364, 346, 63, 403, 194, 207, 993, 123, 171, 230, 145, 232, 162, 140, 190, 361, 60, 116, 317, 471, 59, 83, 89, 139, 169, 127, 246, 152, 402, 1296, 422, 480, 154, 814, 150, 98, 105, 254, 212, 122, 120, 79, 128, 122, 59, 983, 443, 140, 32, 140, 170, 117, 145, 195, 292, 169, 82, 106, 423, 148, 816, 226, 398, 438, 199, 97, 234, 111, 223, 250, 94, 175, 164, 152, 113, 62, 134, 502, 293, 164, 445, 250, 222, 330, 164, 111, 196, 204, 131, 196, 515, 67, 149, 205, 202, 71, 184, 134, 153, 33, 141, 148, 148, 883, 128, 195, 153, 127, 57, 259, 204, 197, 179, 335, 118, 531, 154, 194, 153, 704, 243, 206, 392, 134, 158, 158, 248, 226, 199, 178, 132, 371, 113, 246, 189, 171, 139, 123, 76, 256, 207, 264, 272, 63, 137, 114, 251, 51, 131, 72, 205, 152, 61, 367, 199, 103, 450, 127, 179, 278, 120, 285, 488, 271, 514, 253, 168, 276, 195, 89, 191, 537, 423, 110, 206, 170, 66, 76, 104, 397, 138, 89, 232, 51, 136, 134, 205, 140, 181, 60, 185, 155, 123, 187, 66, 216, 213, 660, 77, 47, 39, 128, 366, 130, 32, 331, 295, 275, 161, 258, 162, 162, 191, 315, 226, 320, 159, 120, 136, 122, 149, 81, 782, 198, 416, 234, 174, 258, 186, 338, 798, 301, 292, 275, 160, 118, 129, 342, 175, 420, 111, 535, 321, 321, 155, 143, 304, 143, 247, 167, 121, 138, 143, 122, 174, 145, 149, 204, 126, 423, 34, 336, 393, 416, 377, 269, 95, 158, 66, 180, 216, 110, 112, 257, 135, 148, 515, 134, 83, 157, 546, 965, 321, 389, 295, 365, 71, 63, 197, 766, 111, 706, 117, 89, 288, 42, 152, 134, 106, 235, 71, 309, 213, 125, 186, 824, 79, 153, 133, 184, 481, 251, 283, 192, 108, 229, 105, 139, 305, 937, 245, 171, 170, 430, 268, 100, 132, 151, 111, 282, 378, 49, 236, 248, 67, 149, 169, 232, 122, 133, 169, 199, 203, 118, 149, 162, 372, 170, 331, 132, 83, 195, 132, 850, 744, 147, 100, 53, 149, 83, 116, 221, 104, 92, 173, 191, 68, 132, 292, 145, 136, 176, 850, 44, 601, 418, 288, 270, 381, 46, 171, 97, 255, 144, 124, 91, 176, 307, 228, 232, 138, 211, 108, 205, 141, 121, 110, 370, 94, 226, 118, 715, 105, 135, 145, 111, 356, 114, 305, 276, 227, 297, 279, 114, 36, 165, 270, 259, 328, 194, 36, 123, 297, 126, 161, 109, 75, 107, 76, 125, 275, 106, 79, 229, 157, 71, 129, 310, 208, 221, 49, 89, 427, 217, 42, 199, 67, 299, 105, 68, 446, 229, 49, 134, 232, 235, 207, 428, 119, 78, 40, 161, 153, 142, 131, 103, 121, 132, 286, 215, 562, 120, 233, 304, 215, 172, 62, 142, 354, 105, 84, 65, 496, 377, 110, 61, 118, 274, 101, 99, 196, 188, 57, 110, 341, 274, 156, 43, 458, 253, 196, 72, 248, 54, 130, 412, 283, 300, 117, 139, 191, 330, 287, 127, 372, 725, 116, 456, 138, 284, 155, 663, 270, 496, 166, 280, 791, 258, 141, 79, 101, 137, 118, 166, 28, 180, 306, 586, 427, 164, 595, 371, 584, 588, 132, 246, 127, 174, 89, 116, 1527, 159, 39, 134, 109, 131, 119, 139, 87, 263, 136, 129, 384, 116, 165, 287, 94, 322, 133, 51, 219, 531, 229, 195, 138, 236, 142, 162, 88, 134, 136, 134, 420, 300, 76, 736, 48, 655, 106, 156, 226, 166, 922, 123, 413, 394, 131, 66, 211, 117, 245, 150, 440, 240, 155, 158, 243, 224, 356, 126, 118, 308, 309, 254, 331, 257, 34, 309, 199, 156, 233, 53, 118, 72, 142, 491, 58, 282, 229, 214, 53, 137, 152, 184, 204, 386, 294, 221, 165, 376, 201, 143, 108, 151, 44, 268, 119, 110, 431, 58, 158, 179, 94, 128, 124, 443, 147, 182, 250, 313, 220, 171, 118, 66, 126, 161, 331, 558, 134, 376, 159, 375, 346, 301, 145, 354, 188, 546, 119, 808, 200, 115, 28, 311, 716, 140, 203, 112, 77, 305, 102, 189, 222, 101, 118, 34, 210, 525, 141, 265, 126, 124, 118, 114, 145, 777, 241, 124, 294, 427, 148, 680, 133, 126, 418, 135, 117, 229, 200, 134, 422, 152, 146, 169, 608, 90, 550, 69, 197, 229, 140, 411, 181, 202, 116, 137, 130, 261, 137, 147, 209, 349, 189, 217, 229, 152, 152, 321, 109, 273, 204, 129, 199, 123, 176, 326, 221, 154, 294, 140, 173, 410, 296, 122, 233, 332, 282, 219, 264, 50, 301, 312, 163, 196, 82, 302, 141, 55, 215, 155, 377, 190, 427, 94, 180, 190, 357, 947, 103, 364, 180, 101, 400, 86, 779, 126, 209, 312, 290, 122, 216, 143, 174, 246, 134, 451, 46, 226, 125, 335, 49, 124, 232, 194, 66, 305, 537, 136, 56, 151, 196, 141, 100, 211, 102, 128, 61, 307, 252, 111, 179, 210, 310, 163, 164, 223, 125, 103, 182, 162, 267, 249, 233, 199, 140, 134, 799, 328, 146, 347, 124, 71, 137, 81, 39, 79, 622, 152, 54, 240, 333, 146, 362, 190, 92, 120, 146, 142, 155, 120, 165, 50, 323, 188, 77, 319, 155, 771, 346, 53, 229, 108, 234, 171, 405, 134, 47, 68, 176, 354, 419, 125, 128, 60, 61, 108, 227, 520, 647, 190, 123, 372, 165, 150, 156, 142, 264, 121, 183, 298, 423, 750, 111, 59, 613, 152, 520, 160, 127, 140, 63, 213, 361, 38, 360, 322, 192, 363, 135, 159, 133, 54, 185, 124, 301, 231, 252, 535, 202, 158, 119, 40, 370, 81, 344, 50, 266, 134, 135, 404, 243, 60, 333, 131, 591, 126, 40, 320, 158, 117, 132, 693, 491, 271, 47, 250, 108, 219, 118, 76, 121, 74, 128, 165, 52, 57, 57, 124, 116, 519, 117, 208, 197, 116, 149, 276, 74, 1000, 617, 433, 134, 136, 64, 124, 131, 120, 189, 52, 471, 148, 342, 155, 447, 371, 155, 460, 408, 37, 137, 264, 749, 559, 80, 158, 466, 199, 272, 406, 137, 160, 65, 548, 122, 103, 89, 89, 538, 722, 255, 138, 125, 171, 69, 161, 262, 204, 237, 124, 217, 217, 55, 506, 145, 51, 238, 182, 156, 150, 187, 140, 706, 149, 60, 782, 217, 206, 47, 303, 180, 122, 40, 133, 114, 283, 173, 129, 166, 123, 142, 875, 167, 331, 324, 123, 123, 177, 436, 56, 87, 684, 120, 116, 124, 175, 232, 120, 200, 194, 138, 197, 483, 142, 429, 73, 254, 227, 104, 140, 196, 196, 144, 690, 80, 235, 59, 735, 156, 136, 135, 366, 242, 70, 122, 145, 126, 129, 157, 300, 223, 372, 75, 140, 461, 194, 70, 160, 100, 143, 184, 82, 480, 122, 176, 467, 184, 369, 156, 131, 461, 127, 286, 171, 165, 574, 119, 110, 205, 544, 148, 150, 42, 200, 128, 292, 159, 179, 354, 156, 186, 130, 121, 116, 230, 356, 128, 599, 414, 569, 171, 230, 631, 533, 95, 120, 83, 180, 163, 363, 187, 403, 174, 427, 367, 165, 143, 148, 120, 130, 225, 313, 130, 63, 129, 635, 60, 224, 173, 348, 518, 371, 175, 823, 142, 145, 133, 220, 132, 559, 226, 383, 162, 279, 486, 218, 140, 493, 233, 121, 491, 144, 24, 139, 69, 129, 359, 227, 157, 525, 128, 48, 136, 116, 340, 142, 615, 78, 90, 458, 464, 143, 228, 293, 600, 396, 575, 323, 310, 133, 174, 58, 375, 180, 635, 131, 275, 109, 319, 866, 270, 291, 251, 107, 183, 515, 131, 507, 124, 215, 265, 198, 132, 227, 157, 80, 447, 144, 116, 382, 555, 465, 333, 138, 148, 244, 39, 95, 178, 153, 1737, 433, 98, 151, 686, 182, 586, 136, 129, 227, 200, 303, 137, 180, 110, 325, 76, 112, 46, 340, 135, 147, 649, 351, 279, 98, 203, 104, 119, 107, 236, 245, 133, 81, 225, 205, 68, 507, 125, 122, 436, 741, 128, 201, 537, 167, 176, 164, 170, 287, 106, 217, 142, 115, 73, 256, 348, 133, 118, 110, 162, 251, 144, 131, 103, 148, 368, 88, 96, 120, 119, 125, 157, 178, 176, 114, 397, 253, 93, 269, 122, 123, 281, 118, 274, 103, 202, 118, 170, 88, 181, 598, 743, 352, 135, 161, 173, 198, 154, 166, 63, 356, 182, 425, 297, 260, 123, 124, 159, 962, 120, 123, 157, 52, 141, 213, 306, 91, 425, 136, 803, 78, 376, 64, 274, 180, 51, 137, 44, 148, 119, 140, 174, 368, 251, 360, 198, 165, 228, 306, 73, 123, 441, 697, 61, 608, 220, 124, 159, 167, 139, 76, 40, 369, 271, 209, 207, 164, 543, 285, 402, 124, 103, 449, 289, 184, 635, 159, 545, 107, 484, 150, 217, 190, 133, 213, 185, 204, 72, 108, 232, 704, 129, 218, 551, 294, 153, 297, 636, 227, 60, 170, 250, 425, 165, 115, 148, 360, 142, 202, 629, 482, 393, 162, 132, 209, 125, 109, 280, 295, 113, 331, 294, 205, 58, 171, 140, 119, 249, 595, 105, 83, 135, 92, 69, 84, 145, 78, 98, 88, 217, 963, 145, 161, 413, 293, 122, 54, 126, 507, 209, 122, 304, 166, 117, 151, 58, 45, 195, 155, 295, 136, 179, 57, 140, 141, 148, 122, 121, 41, 156, 123, 137, 220, 139, 132, 185, 54, 147, 392, 146, 305, 145, 174, 606, 122, 66, 138, 102, 669, 160, 122, 475, 293, 168, 47, 369, 150, 46, 183, 74, 70, 212, 173, 150, 365, 45, 111, 133, 195, 309, 106, 190, 172, 108, 131, 124, 125, 169, 1601, 442, 487, 132, 68, 114, 116, 239, 199, 199, 213, 180, 241, 108, 342, 114, 281, 37, 153, 109, 97, 61, 162, 228, 121, 138, 281, 246, 329, 259, 141, 164, 207, 197, 93, 188, 107, 188, 235, 84, 166, 174, 345, 186, 137, 185, 129, 513, 105, 118, 133, 79, 143, 133, 74, 364, 125, 157, 565, 94, 129, 831, 211, 290, 191, 202, 41, 41, 165, 358, 383, 138, 148, 205, 276, 237, 127, 974, 154, 145, 740, 345, 254, 127, 368, 140, 53, 256, 429, 402, 49, 142, 173, 122, 152, 390, 160, 194, 305, 490, 177, 338, 270, 305, 134, 232, 63, 983, 132, 36, 136, 102, 521, 143, 104, 168, 237, 221, 274, 141, 151, 185, 300, 99, 114, 158, 142, 198, 45, 390, 158, 123, 280, 291, 165, 45, 161, 46, 145, 274, 275, 42, 176, 384, 357, 588, 136, 230, 75, 53, 127, 203, 28, 193, 114, 165, 154, 331, 212, 592, 129, 218, 201, 634, 125, 277, 157, 143, 552, 89, 429, 118, 107, 187, 163, 521, 234, 206, 131, 130, 504, 258, 163, 117, 535, 155, 126, 875, 145, 123, 320, 151, 298, 196, 123, 140, 271, 221, 398, 112, 138, 115, 150, 224, 513, 451, 182, 123, 110, 213, 184, 158, 540, 588, 130, 285, 337, 299, 191, 275, 114, 86, 191, 324, 313, 153, 341, 130, 43, 231, 216, 115, 599, 95, 121, 179, 58, 375, 49, 137, 61, 457, 146, 211, 320, 415, 255, 113, 50, 101, 119, 108, 223, 214, 855, 54, 239, 176, 102, 43, 213, 99, 155, 243, 130, 177, 34, 153, 456, 189, 108, 87, 103, 235, 182, 617, 145, 192, 210, 453, 118, 153, 218, 968, 160, 159, 142, 112, 162, 227, 48, 131, 227, 88, 111, 106, 224, 233, 129, 206, 120, 146, 754, 96, 702, 135, 71, 241, 106, 298, 137, 217, 73, 84, 459, 286, 357, 52, 130, 146, 264, 118, 151, 178, 56, 146, 46, 212, 241, 798, 47, 133, 37, 254, 221, 155, 141, 158, 268, 141, 167, 239, 452, 559, 55, 117, 645, 110, 852, 66, 135, 159, 89, 228, 135, 234, 187, 132, 202, 206, 377, 738, 166, 237, 174, 220, 329, 91, 205, 226, 393, 107, 125, 120, 141, 334, 1000, 561, 56, 429, 348, 233, 129, 136, 388, 95, 97, 325, 120, 44, 389, 45, 203, 124, 205, 132, 218, 371, 301, 69, 386, 369, 150, 413, 97, 221, 197, 917, 223, 243, 351, 206, 158, 194, 570, 380, 113, 118, 89, 145, 123, 150, 387, 363, 234, 145, 67, 417, 340, 189, 123, 852, 103, 215, 81, 492, 45, 117, 288, 163, 118, 314, 568, 667, 230, 126, 336, 114, 153, 117, 85, 146, 686, 79, 137, 205, 101, 395, 377, 202, 164, 151, 98, 115, 90, 195, 122, 211, 137, 93, 142, 209, 141, 471, 133, 236, 92, 251, 193, 848, 360, 346, 618, 76, 174, 195, 335, 214, 193, 198, 156, 680, 146, 128, 68, 63, 100, 472, 306, 251, 248, 386, 128, 107, 141, 230, 134, 50, 453, 166, 356, 156, 142, 146, 202, 273, 284, 119, 141, 315, 165, 220, 421, 114, 155, 242, 138, 169, 83, 253, 134, 409, 109, 64, 382, 185, 815, 134, 198, 275, 177, 209, 49, 344, 197, 198, 722, 134, 413, 138, 186, 126, 232, 133, 172, 84, 977, 148, 216, 142, 439, 182, 309, 188, 200, 113, 148, 170, 184, 130, 331, 66, 150, 177, 255, 405, 586, 126, 171, 94, 165, 132, 859, 29, 150, 362, 73, 139, 161, 116, 153, 224, 128, 326, 148, 497, 291, 289, 188, 145, 859, 153, 917, 167, 92, 148, 616, 199, 174, 176, 178, 103, 130, 138, 464, 112, 54, 309, 472, 127, 160, 227, 236, 142, 288, 242, 135, 67, 201, 312, 376, 147, 114, 377, 515, 157, 233, 177, 170, 310, 267, 149, 96, 275, 144, 131, 374, 147, 72, 89, 200, 208, 217, 453, 132, 563, 174, 174, 207, 314, 232, 226, 295, 76, 101, 276, 189, 124, 510, 122, 126, 737, 192, 941, 303, 129, 247, 321, 150, 197, 130, 124, 214, 406, 136, 112, 44, 447, 219, 120, 213, 77, 449, 212, 238, 79, 212, 120, 447, 303, 355, 133, 854, 323, 139, 96, 316, 103, 104, 415, 156, 139, 68, 310, 73, 144, 29, 203, 358, 173, 125, 179, 150, 295, 534, 71, 127, 57, 739, 136, 120, 138, 204, 532, 281, 320, 118, 521, 136, 219, 129, 182, 115, 204, 136, 185, 590, 445, 643, 47, 43, 58, 43, 625, 150, 175, 141, 62, 138, 723, 294, 543, 421, 512, 218, 138, 335, 540, 201, 114, 279, 735, 117, 123, 464, 83, 197, 113, 137, 99, 90, 524, 259, 750, 129, 161, 266, 195, 141, 39, 205, 185, 54, 42, 175, 606, 147, 163, 126, 408, 134, 106, 320, 137, 143, 109, 176, 482, 136, 80, 116, 151, 967, 123, 124, 217, 177, 104, 61, 553, 198, 141, 499, 107, 60, 143, 426, 149, 201, 211, 123, 358, 195, 158, 462, 200, 137, 177, 60, 252, 147, 211, 122, 238, 139, 108, 803, 190, 112, 591, 193, 127, 144, 228, 228, 117, 293, 84, 171, 227, 132, 173, 249, 92, 34, 236, 929, 275, 252, 699, 879, 142, 106, 356, 170, 102, 81, 335, 82, 257, 203, 227, 201, 208, 220, 580, 132, 241, 177, 801, 53, 144, 98, 238, 490, 153, 107, 200, 467, 149, 161, 71, 366, 306, 133, 334, 110, 131, 110, 119, 80, 135, 184, 245, 801, 74, 385, 309, 132, 145, 157, 68, 409, 120, 232, 696, 364, 116, 517, 118, 120, 157, 237, 147, 208, 269, 70, 425, 394, 337, 213, 171, 59, 112, 300, 272, 469, 204, 177, 151, 126, 62, 261, 160, 206, 204, 114, 215, 144, 963, 598, 133, 169, 160, 198, 87, 281, 285, 129, 425, 162, 111, 883, 988, 343, 825, 145, 139, 773, 48, 317, 104, 135, 141, 380, 181, 149, 63, 229, 312, 105, 985, 198, 110, 178, 1830, 606, 65, 287, 127, 121, 239, 210, 63, 179, 567, 258, 95, 164, 95, 506, 279, 533, 111, 159, 893, 123, 526, 701, 162, 433, 198, 208, 296, 198, 414, 531, 75, 78, 216, 145, 115, 41, 139, 132, 170, 222, 204, 151, 119, 156, 218, 403, 81, 269, 118, 92, 279, 213, 194, 374, 133, 130, 785, 931, 167, 183, 734, 167, 309, 534, 305, 75, 403, 470, 121, 165, 148, 169, 131, 142, 310, 296, 270, 235, 261, 154, 223, 311, 133, 196, 109, 149, 243, 215, 55, 464, 70, 408, 278, 259, 201, 136, 560, 74, 235, 292, 444, 241, 159, 116, 36, 406, 217, 168, 731, 156, 237, 343, 209, 169, 511, 301, 115, 657, 420, 210, 78, 299, 316, 44, 238, 200, 436, 649, 366, 360, 211, 557, 635, 122, 132, 343, 467, 99, 132, 116, 354, 200, 340, 122, 291, 141, 657, 115, 54, 195, 634, 120, 137, 388, 132, 127, 109, 173, 164, 253, 42, 424, 174, 479, 165, 172, 332, 119, 247, 167, 186, 126, 151, 381, 93, 49, 154, 156, 400, 109, 418, 236, 175, 69, 223, 41, 274, 253, 176, 820, 177, 94, 145, 103, 368, 128, 147, 550, 146, 144, 214, 635, 763, 118, 239, 162, 137, 220, 201, 160, 118, 112, 249, 127, 607, 143, 155, 519, 88, 156, 154, 183, 227, 838, 145, 276, 289, 193, 307, 219, 161, 134, 133, 167, 305, 121, 63, 134, 200, 223, 147, 203, 47, 120, 222, 168, 430, 66, 572, 136, 96, 429, 27, 365, 84, 117, 138, 89, 93, 104, 335, 98, 138, 110, 116, 210, 169, 376, 48, 113, 49, 153, 133, 131, 1001, 152, 122, 55, 118, 128, 183, 298, 631, 138, 170, 131, 171, 582, 153, 226, 119, 966, 118, 123, 129, 88, 233, 127, 36, 408, 226, 73, 60, 113, 179, 531, 87, 193, 125, 180, 138, 302, 129, 77, 163, 357, 174, 76, 185, 155, 76, 68, 219, 124, 264, 225, 121, 342, 397, 118, 81, 154, 235, 169, 178, 260, 279, 434, 135, 134, 262, 130, 190, 305, 147, 126, 223, 302, 341, 94, 62, 72, 575, 64, 1001, 154, 294, 144, 120, 135, 84, 139, 145, 235, 184, 388, 130, 45, 115, 136, 155, 136, 119, 238, 130, 457, 226, 135, 111, 118, 270, 126, 307, 155, 127, 174, 189, 437, 248, 249, 216, 204, 152, 125, 544, 159, 69, 485, 158, 271, 248, 148, 177, 334, 128, 268, 290, 113, 200, 352, 311, 120, 134, 710, 209, 90, 103, 374, 129, 117, 230, 148, 559, 146, 143, 201, 127, 193, 57, 216, 214, 63, 114, 131, 372, 539, 298, 140, 251, 104, 179, 713, 142, 135, 340, 505, 154, 113, 165, 131, 351, 127, 120, 291, 152, 247, 774, 131, 216, 83, 112, 147, 154, 84, 149, 396, 180, 111, 71, 892, 73, 72, 161, 122, 211, 283, 47, 457, 114, 338, 129, 135, 388, 251, 50, 187, 403, 126, 174, 289, 36, 56, 94, 962, 327, 125, 158, 413, 453, 365, 151, 131, 197, 337, 127, 163, 84, 399, 145, 128, 70, 165, 148, 83, 105, 701, 195, 136, 525, 194, 65, 341, 111, 101, 521, 63, 140, 201, 900, 426, 483, 857, 714, 60, 196, 292, 144, 124, 462, 117, 145, 59, 262, 385, 147, 176, 221, 347, 50, 117, 113, 329, 226, 408, 282, 134, 198, 626, 213, 181, 200, 581, 308, 131, 42, 89, 126, 268, 520, 161, 484, 144, 182, 159, 117, 203, 88, 314, 130, 205, 278, 174, 117, 175, 140, 422, 639, 242, 299, 78, 437, 123, 100, 116, 170, 166, 454, 111, 204, 269, 142, 275, 136, 132, 141, 220, 293, 208, 136, 103, 211, 136, 84, 142, 176, 36, 158, 95, 137, 257, 56, 115, 114, 232, 819, 242, 207, 111, 171, 188, 120, 132, 286, 232, 152, 101, 433, 124, 106, 173, 163, 127, 141, 114, 677, 216, 150, 139, 138, 154, 157, 222, 125, 211, 291, 150, 143, 172, 598, 127, 299, 974, 176, 297, 137, 561, 517, 199, 103, 312, 146, 490, 226, 525, 430, 181, 162, 110, 159, 401, 158, 246, 71, 147, 56, 170, 195, 196, 42, 36, 43, 277, 104, 195, 532, 157, 309, 125, 267, 254, 125, 523, 220, 219, 293, 93, 116, 133, 516, 531, 154, 187, 144, 116, 119, 308, 57, 209, 297, 122, 184, 149, 287, 112, 144, 500, 79, 154, 208, 381, 212, 205, 162, 98, 472, 127, 1001, 156, 188, 148, 269, 268, 468, 342, 565, 262, 130, 161, 235, 167, 166, 364, 130, 259, 481, 136, 153, 66, 64, 230, 103, 139, 333, 180, 269, 126, 137, 775, 212, 185, 189, 147, 531, 317, 81, 44, 137, 233, 430, 719, 158, 186, 230, 453, 89, 257, 254, 221, 133, 243, 262, 332, 551, 155, 190, 50, 149, 88, 799, 168, 446, 653, 108, 65, 609, 268, 297, 117, 191, 109, 145, 44, 148, 45, 158, 368, 156, 93, 139, 41, 364, 274, 236, 122, 185, 63, 152, 102, 120, 256, 124, 34, 297, 179, 469, 139, 125, 321, 156, 85, 241, 235, 434, 37, 121, 247, 113, 411, 261, 135, 464, 138, 317, 189, 113, 116, 129, 172, 124, 239, 163, 163, 138, 187, 133, 390, 92, 288, 120, 120, 134, 720, 106, 35, 277, 223, 178, 138, 130, 49, 123, 130, 129, 365, 1024, 168, 166, 149, 163, 130, 135, 99, 792, 79, 121, 125, 151, 673, 54, 196, 531, 251, 282, 145, 124, 393, 587, 291, 418, 218, 384, 224, 122, 137, 428, 124, 40, 207, 203, 63, 155, 132, 187, 352, 185, 110, 126, 202, 112, 622, 161, 114, 133, 272, 252, 169, 249, 302, 139, 138, 98, 181, 133, 168, 324, 117, 155, 264, 165, 242, 122, 349, 222, 116, 153, 146, 133, 164, 159, 117, 166, 236, 86, 571, 148, 216, 184, 154, 167, 130, 225, 324, 137, 142, 87, 273, 124, 222, 225, 348, 325, 428, 71, 192, 223, 361, 170, 52, 225, 116, 148, 200, 359, 176, 968, 527, 946, 208, 166, 101, 289, 531, 59, 244, 379, 114, 116, 208, 127, 167, 365, 144, 124, 817, 322, 82, 427, 158, 251, 168, 120, 295, 411, 89, 250, 216, 593, 276, 323, 98, 202, 262, 369, 212, 208, 59, 78, 52, 109, 306, 55, 274, 104, 335, 137, 167, 143, 661, 175, 649, 197, 127, 125, 77, 151, 117, 157, 122, 110, 77, 49, 391, 232, 366, 66, 289, 222, 180, 208, 267, 956, 112, 546, 122, 375, 137, 144, 86, 258, 563, 135, 77, 534, 246, 399, 560, 182, 110, 157, 177, 73, 283, 174, 310, 271, 189, 191, 281, 677, 40, 160, 144, 248, 684, 461, 200, 158, 109, 77, 167, 626, 331, 308, 999, 65, 185, 207, 134, 123, 173, 69, 210, 143, 124, 301, 368, 345, 452, 86, 49, 151, 274, 381, 183, 1366, 143, 212, 253, 129, 99, 138, 126, 630, 166, 128, 214, 148, 155, 938, 132, 293, 108, 124, 171, 90, 141, 188, 131, 184, 156, 399, 117, 198, 341, 38, 130, 174, 186, 69, 136, 160, 115, 285, 116, 171, 287, 207, 634, 120, 428, 488, 122, 163, 164, 264, 133, 130, 178, 134, 301, 186, 300, 175, 108, 230, 463, 132, 89, 169, 81, 626, 383, 211, 132, 83, 121, 205, 114, 186, 334, 142, 171, 43, 171, 424, 115, 143, 381, 96, 154, 309, 159, 180, 404, 984, 212, 89, 37, 151, 232, 114, 521, 113, 132, 304, 141, 122, 74, 125, 244, 124, 115, 673, 266, 261, 180, 186, 135, 350, 504, 640, 231, 171, 60, 159, 195, 439, 314, 504, 213, 67, 141, 134, 84, 280, 699, 167, 135, 114, 234, 276, 146, 137, 33, 167, 196, 267, 348, 253, 207, 548, 323, 88, 132, 289, 219, 188, 119, 141, 107, 263, 197, 109, 172, 64, 131, 496, 485, 180, 225, 115, 197, 597, 106, 268, 624, 73, 298, 97, 131, 203, 286, 115, 178, 176, 147, 504, 178, 240, 383, 269, 285, 269, 466, 296, 422, 82, 223, 139, 138, 236, 227, 271, 78, 120, 165, 251, 196, 137, 137, 72, 168, 380, 78, 697, 687, 140, 114, 756, 337, 70, 195, 413, 170, 153, 114, 252, 53, 112, 352, 225, 250, 153, 112, 169, 80, 34, 166, 442, 154, 365, 69, 360, 115, 187, 696, 299, 249, 437, 177, 116, 156, 126, 384, 137, 123, 144, 68, 137, 37, 191, 119, 134, 499, 47, 83, 78, 194, 132, 172, 375, 123, 116, 99, 92, 115, 325, 47, 996, 86, 346, 163, 264, 407, 128, 352, 174, 178, 133, 135, 256, 106, 110, 72, 96, 120, 95, 172, 128, 81, 624, 155, 122, 154, 145, 138, 124, 79, 158, 616, 803, 196, 165, 45, 151, 267, 745, 308, 51, 772, 296, 1000, 146, 149, 228, 126, 163, 140, 48, 200, 157, 97, 46, 200, 396, 1007, 138, 147, 191, 167, 153, 138, 133, 106, 611, 125, 172, 149, 179, 161, 86, 162, 138, 314, 214, 148, 128, 156, 57, 82, 210, 112, 190, 113, 106, 441, 186, 76, 432, 171, 696, 253, 395, 132, 86, 198, 172, 250, 179, 123, 564, 204, 76, 131, 111, 509, 212, 104, 441, 143, 436, 99, 122, 121, 308, 130, 130, 348, 104, 153, 163, 341, 132, 113, 44, 672, 371, 113, 219, 173, 144, 196, 119, 132, 283, 45, 122, 207, 240, 525, 212, 137, 166, 62, 287, 274, 207, 59, 60, 565, 235, 185, 521, 124, 278, 58, 82, 409, 131, 94, 726, 378, 151, 126, 231, 291, 113, 210, 141, 778, 831, 123, 802, 235, 190, 74, 166, 135, 559, 142, 115, 100, 132, 360, 345, 484, 70, 190, 162, 58, 795, 685, 93, 171, 733, 121, 100, 342, 323, 352, 127, 258, 142, 71, 38, 174, 363, 331, 437, 217, 162, 252, 225, 133, 50, 541, 113, 188, 497, 211, 158, 190, 55, 123, 209, 186, 35, 110, 122, 667, 98, 271, 130, 234, 240, 323, 137, 109, 376, 118, 250, 302, 180, 286, 81, 200, 227, 43, 150, 74, 191, 138, 158, 152, 137, 134, 277, 243, 195, 175, 132, 118, 102, 319, 50, 395, 178, 304, 337, 365, 140, 82, 500, 46, 189, 193, 241, 164, 130, 181, 243, 376, 142, 132, 128, 175, 235, 186, 379, 403, 140, 127, 112, 203, 194, 147, 485, 124, 617, 155, 80, 317, 780, 106, 525, 258, 265, 211, 146, 80, 125, 187, 124, 233, 530, 240, 219, 127, 131, 978, 78, 128, 243, 50, 665, 129, 143, 105, 365, 217, 376, 575, 94, 86, 112, 144, 157, 162, 597, 138, 181, 536, 102, 119, 206, 166, 136, 154, 142, 144, 131, 174, 127, 321, 240, 229, 127, 127, 341, 175, 143, 325, 216, 212, 530, 115, 78, 949, 74, 142, 436, 133, 49, 138, 72, 228, 143, 367, 120, 170, 81, 86, 591, 120, 159, 184, 284, 148, 295, 331, 150, 161, 174, 269, 373, 97, 155, 406, 186, 258, 48, 225, 89, 426, 218, 542, 64, 351, 49, 572, 300, 93, 618, 73, 383, 436, 103, 225, 353, 101, 363, 213, 215, 124, 147, 79, 113, 105, 134, 166, 48, 95, 142, 259, 48, 122, 805, 140, 246, 192, 116, 138, 169, 126, 176, 75, 129, 303, 113, 370, 101, 220, 111, 147, 102, 106, 310, 100, 69, 332, 154, 168, 146, 981, 261, 132, 118, 100, 221, 387, 122, 68, 230, 129, 162, 139, 123, 83, 168, 109, 180, 160, 161, 252, 251, 418, 98, 159, 112, 660, 276, 129, 331, 80, 116, 60, 61, 119, 99, 84, 575, 177, 244, 281, 126, 354, 110, 118, 21, 253, 340, 113, 140, 312, 184, 82, 34, 170, 417, 114, 48, 83, 153, 229, 241, 190, 140, 107, 124, 168, 64, 293, 348, 114, 256, 103, 137, 111, 81, 162, 129, 83, 138, 74, 209, 123, 56, 128, 371, 166, 66, 133, 353, 668, 215, 76, 35, 651, 146, 273, 998, 169, 326, 228, 615, 244, 318, 245, 110, 161, 188, 166, 128, 279, 156, 560, 186, 157, 194, 140, 87, 273, 59, 44, 59, 157, 226, 158, 164, 283, 117, 67, 98, 449, 160, 153, 136, 281, 183, 143, 90, 222, 171, 252, 123, 74, 162, 191, 401, 358, 149, 77, 125, 60, 154, 104, 160, 229, 121, 532, 227, 273, 332, 45, 246, 160, 133, 157, 228, 134, 188, 104, 151, 214, 110, 298, 330, 597, 213, 341, 315, 171, 373, 269, 106, 328, 258, 175, 147, 111, 145, 891, 178, 167, 55, 130, 24, 109, 358, 303, 131, 167, 130, 126, 123, 225, 199, 162, 160, 123, 177, 423, 82, 57, 271, 745, 122, 159, 228, 474, 264, 124, 230, 601, 142, 130, 196, 127, 122, 298, 130, 118, 369, 148, 324, 73, 229, 199, 149, 333, 59, 153, 104, 175, 140, 62, 56, 43, 334, 196, 136, 110, 698, 58, 187, 61, 151, 94, 309, 61, 581, 527, 292, 161, 105, 153, 527, 37, 169, 169, 121, 52, 157, 111, 269, 302, 491, 67, 45, 125, 147, 126, 318, 135, 227, 249, 549, 134, 93, 189, 283, 121, 101, 228, 172, 40, 288, 467, 141, 489, 235, 85, 95, 179, 122, 144, 101, 154, 237, 141, 122, 252, 315, 480, 195, 149, 55, 40, 162, 42, 250, 165, 168, 151, 499, 169, 182, 181, 106, 151, 202, 680, 148, 97, 492, 125, 967, 200, 160, 125, 315, 129, 395, 302, 836, 138, 124, 91, 121, 42, 91, 480, 334, 705, 141, 518, 66, 533, 132, 213, 93, 203, 219, 226, 259, 276, 156, 255, 507, 255, 136, 84, 77, 426, 71, 134, 53, 152, 426, 153, 182, 419, 240, 109, 186, 366, 157, 185, 980, 144, 285, 154, 124, 171, 265, 251, 121, 149, 559, 780, 204, 679, 177, 301, 221, 143, 145, 152, 492, 110, 657, 125, 207, 201, 305, 115, 167, 131, 191, 115, 338, 126, 184, 275, 88, 251, 723, 570, 540, 549, 573, 96, 165, 523, 123, 191, 506, 106, 241, 436, 228, 136, 321, 150, 484, 212, 565, 98, 171, 192, 144, 95, 587, 125, 123, 287, 537, 115, 151, 323, 157, 406, 704, 212, 732, 45, 977, 220, 135, 228, 164, 147, 143, 140, 120, 71, 119, 161, 117, 357, 129, 230, 175, 51, 972, 174, 172, 183, 41, 337, 145, 126, 301, 124, 262, 93, 266, 94, 141, 495, 238, 165, 169, 202, 158, 863, 113, 169, 130, 199, 122, 751, 485, 362, 190, 166, 134, 167, 260, 304, 151, 140, 305, 201, 312, 455, 240, 102, 162, 405, 171, 343, 241, 304, 248, 687, 162, 226, 107, 108, 201, 79, 53, 140, 171, 232, 162, 226, 123, 150, 116, 137, 148, 695, 296, 143, 66, 335, 63, 138, 271, 119, 118, 955, 142, 720, 132, 116, 256, 81, 104, 655, 154, 221, 131, 54, 186, 144, 324, 66, 361, 542, 170, 328, 339, 217, 137, 251, 409, 83, 126, 238, 208, 727, 118, 223, 220, 89, 890, 71, 335, 148, 77, 117, 152, 136, 183, 143, 85, 152, 989, 222, 149, 292, 730, 217, 676, 152, 317, 615, 174, 184, 421, 45, 300, 308, 198, 174, 756, 124, 153, 191, 973, 120, 57, 263, 149, 162, 183, 134, 134, 283, 191, 132, 180, 983, 285, 285, 54, 138, 73, 167, 230, 259, 250, 313, 457, 208, 416, 90, 158, 132, 179, 398, 253, 80, 133, 475, 150, 826, 355, 155, 270, 183, 145, 319, 47, 207, 251, 271, 241, 130, 286, 169, 95, 372, 171, 124, 371, 195, 338, 124, 532, 250, 187, 504, 315, 115, 141, 346, 538, 129, 184, 271, 610, 235, 65, 145, 629, 198, 154, 174, 95, 164, 130, 637, 110, 140, 490, 510, 116, 733, 692, 406, 189, 499, 148, 202, 402, 539, 280, 208, 596, 270, 167, 119, 34, 134, 497, 138, 43, 160, 61, 117, 182, 198, 176, 122, 157, 196, 177, 146, 154, 112, 218, 188, 342, 142, 149, 262, 222, 56, 134, 336, 264, 93, 276, 303, 63, 171, 193, 275, 318, 475, 159, 348, 147, 235, 158, 382, 136, 208, 126, 139, 102, 129, 93, 128, 114, 119, 399, 360, 295, 205, 175, 318, 163, 253, 706, 66, 449, 639, 75, 351, 459, 115, 222, 37, 628, 128, 596, 199, 193, 473, 184, 350, 121, 153, 693, 148, 124, 76, 165, 208, 78, 27, 121, 320, 216, 243, 108, 129, 142, 59, 60, 158, 192, 111, 118, 309, 233, 124, 50, 56, 161, 367, 135, 448, 116, 91, 184, 275, 179, 189, 439, 58, 195, 71, 367, 127, 158, 38, 703, 191, 193, 217, 166, 116, 552, 167, 905, 129, 162, 284, 114, 206, 557, 415, 304, 165, 221, 297, 205, 320, 137, 168, 49, 996, 390, 681, 739, 51, 157, 219, 615, 386, 123, 213, 131, 181, 225, 125, 489, 129, 163, 480, 283, 488, 118, 941, 1012, 145, 96, 203, 167, 119, 207, 761, 135, 185, 378, 193, 131, 241, 227, 178, 152, 64, 98, 170, 64, 379, 122, 159, 73, 496, 989, 161, 285, 124, 183, 129, 441, 177, 62, 119, 127, 71, 503, 114, 447, 183, 259, 246, 138, 168, 41, 40, 158, 211, 76, 103, 183, 175, 253, 138, 153, 228, 130, 133, 134, 189, 194, 271, 370, 216, 327, 139, 128, 147, 140, 106, 166, 85, 84, 155, 435, 128, 50, 97, 108, 109, 417, 222, 104, 119, 237, 109, 116, 70, 263, 107, 277, 135, 251, 930, 218, 75, 394, 438, 239, 338, 191, 104, 168, 190, 190, 209, 319, 112, 136, 142, 185, 234, 333, 124, 526, 463, 165, 71, 224, 295, 84, 604, 464, 119, 132, 122, 140, 65, 205, 374, 108, 169, 448, 196, 79, 449, 44, 109, 306, 108, 149, 195, 560, 129, 497, 129, 72, 269, 206, 132, 111, 186, 362, 148, 389, 84, 328, 196, 430, 248, 64, 116, 141, 128, 147, 430, 50, 73, 286, 46, 360, 56, 392, 810, 120, 126, 346, 306, 480, 575, 596, 182, 226, 89, 61, 108, 168, 252, 136, 54, 327, 116, 67, 986, 139, 201, 151, 319, 80, 250, 206, 149, 486, 49, 178, 67, 316, 661, 284, 181, 29, 183, 425, 838, 128, 194, 158, 179, 227, 218, 52, 73, 59, 71, 123, 137, 211, 86, 119, 351, 217, 61, 369, 141, 289, 137, 274, 110, 42, 183, 884, 222, 162, 176, 413, 76, 283, 344, 172, 57, 110, 327, 191, 168, 185, 331, 146, 205, 62, 131, 144, 190, 241, 155, 119, 146, 360, 85, 137, 246, 112, 558, 54, 116, 116, 114, 139, 182, 460, 363, 600, 183, 213, 150, 141, 146, 153, 118, 248, 136, 74, 607, 114, 222, 959, 246, 169, 563, 214, 244, 190, 109, 274, 261, 130, 62, 283, 463, 125, 676, 640, 203, 148, 333, 210, 735, 101, 182, 146, 184, 371, 178, 542, 153, 111, 549, 82, 234, 157, 63, 234, 133, 278, 56, 644, 471, 185, 127, 65, 220, 41, 76, 109, 611, 146, 272, 111, 139, 215, 307, 69, 383, 248, 380, 44, 64, 132, 314, 200, 291, 201, 123, 231, 701, 211, 126, 111, 262, 276, 375, 152, 158, 401, 63, 150, 82, 114, 151, 283, 131, 253, 303, 52, 216, 66, 221, 129, 47, 233, 113, 81, 155, 40, 119, 269, 101, 109, 132, 158, 695, 134, 124, 158, 190, 152, 180, 167, 293, 213, 132, 121, 210, 125, 151, 189, 264, 165, 132, 204, 495, 96, 443, 308, 287, 136, 106, 135, 121, 57, 715, 62, 170, 220, 319, 68, 331, 107, 235, 107, 125, 363, 293, 158, 137, 180, 723, 248, 91, 183, 258, 156, 167, 126, 155, 256, 29, 123, 179, 89, 130, 298, 122, 122, 134, 104, 175, 312, 248, 123, 56, 219, 104, 124, 325, 52, 189, 131, 435, 79, 264, 525, 127, 52, 106, 57, 833, 114, 142, 131, 124, 213, 207, 162, 138, 164, 76, 376, 616, 269, 117, 199, 80, 170, 202, 258, 530, 138, 553, 381, 546, 161, 254, 150, 168, 340, 370, 263, 195, 139, 46, 126, 245, 174, 121, 100, 130, 86, 110, 263, 159, 549, 105, 312, 374, 86, 186, 154, 834, 84, 216, 90, 356, 209, 140, 149, 324, 246, 94, 79, 68, 54, 196, 217, 110, 803, 118, 86, 150, 308, 256, 123, 167, 108, 73, 100, 302, 37, 136, 289, 420, 313, 180, 99, 444, 243, 236, 163, 989, 136, 515, 114, 85, 827, 270, 179, 148, 442, 168, 218, 837, 144, 321, 686, 165, 183, 107, 552, 733, 284, 294, 134, 113, 120, 41, 130, 78, 207, 429, 176, 201, 118, 172, 446, 220, 253, 36, 247, 132, 203, 159, 152, 150, 108, 165, 219, 104, 231, 67, 125, 249, 277, 158, 230, 202, 950, 58, 123, 324, 195, 122, 129, 124, 187, 60, 165, 255, 327, 452, 136, 72, 164, 117, 89, 223, 108, 136, 132, 527, 199, 46, 119, 103, 479, 56, 112, 181, 93, 228, 352, 140, 65, 178, 119, 134, 136, 49, 158, 152, 1839, 373, 155, 57, 332, 115, 220, 128, 131, 175, 74, 540, 102, 101, 295, 139, 395, 171, 563, 185, 163, 110, 296, 275, 133, 499, 117, 174, 96, 194, 518, 47, 163, 131, 712, 155, 173, 113, 71, 243, 135, 207, 267, 349, 469, 389, 397, 101, 85, 144, 196, 184, 129, 134, 375, 161, 114, 390, 114, 181, 166, 403, 297, 216, 460, 43, 117, 71, 299, 142, 159, 138, 175, 618, 47, 41, 180, 195, 80, 565, 544, 171, 121, 135, 126, 86, 62, 136, 170, 152, 120, 204, 48, 148, 595, 339, 321, 254, 141, 70, 113, 120, 243, 107, 325, 201, 91, 270, 293, 114, 112, 180, 63, 135, 154, 164, 995, 141, 147, 161, 358, 371, 346, 369, 181, 567, 279, 202, 50, 221, 108, 403, 118, 395, 568, 305, 109, 568, 132, 120, 683, 71, 177, 52, 369, 201, 143, 144, 214, 334, 120, 55, 189, 209, 273, 184, 137, 472, 217, 90, 180, 228, 134, 122, 123, 120, 133, 54, 201, 127, 193, 209, 220, 422, 252, 203, 623, 147, 44, 107, 203, 121, 77, 353, 241, 355, 124, 751, 159, 392, 164, 91, 305, 177, 58, 98, 155, 177, 207, 156, 272, 309, 74, 142, 515, 176, 259, 137, 263, 124, 334, 278, 479, 572, 132, 340, 131, 115, 197, 113, 329, 223, 176, 229, 160, 102, 41, 246, 274, 154, 148, 312, 301, 137, 816, 100, 43, 167, 98, 146, 128, 184, 446, 161, 286, 382, 73, 181, 62, 294, 366, 175, 687, 178, 534, 177, 71, 245, 182, 163, 205, 85, 195, 404, 101, 183, 692, 288, 622, 435, 472, 131, 402, 475, 146, 322, 280, 280, 303, 189, 152, 67, 384, 169, 507, 241, 175, 173, 692, 461, 175, 129, 225, 851, 101, 294, 181, 213, 214, 258, 129, 42, 100, 308, 452, 169, 507, 179, 103, 609, 174, 159, 674, 150, 185, 260, 127, 90, 807, 913, 19, 138, 95, 106, 191, 417, 49, 87, 111, 347, 127, 206, 372, 435, 108, 654, 240, 701, 238, 90, 559, 287, 300, 477, 98, 436, 213, 268, 158, 62, 57, 321, 118, 551, 360, 52, 143, 188, 112, 172, 240, 203, 142, 125, 110, 43, 75, 394, 147, 113, 226, 155, 487, 119, 194, 220, 405, 213, 116, 135, 70, 267, 185, 524, 78, 138, 200, 433, 141, 171, 137, 109, 111, 459, 153, 369, 584, 288, 130, 247, 133, 115, 139, 166, 189, 130, 134, 157, 152, 241, 215, 327, 467, 119, 188, 147, 103, 110, 130, 98, 49, 64, 92, 190, 86, 264, 370, 250, 224, 76, 44, 129, 148, 214, 99, 473, 120, 196, 136, 299, 127, 134, 127, 133, 810, 356, 250, 122, 158, 183, 132, 171, 605, 75, 102, 369, 512, 311, 67, 262, 709, 113, 281, 145, 178, 114, 120, 544, 132, 400, 413, 166, 94, 850, 215, 188, 85, 135, 114, 980, 217, 112, 659, 569, 562, 431, 182, 209, 224, 131, 184, 80, 114, 248, 142, 105, 104, 289, 338, 151, 156, 362, 624, 130, 181, 181, 138, 271, 91, 133, 80, 103, 94, 649, 195, 79, 111, 222, 382, 125, 123, 93, 158, 85, 158, 352, 125, 121, 189, 488, 155, 868, 292, 318, 360, 555, 260, 88, 294, 167, 199, 395, 266, 140, 450, 713, 137, 129, 286, 149, 126, 103, 519, 70, 92, 199, 131, 576, 90, 156, 150, 67, 64, 603, 128, 401, 144, 123, 509, 132, 532, 380, 47, 39, 131, 280, 125, 144, 270, 141, 196, 299, 214, 472, 467, 350, 99, 119, 449, 179, 93, 87, 426, 171, 277, 181, 219, 950, 252, 46, 501, 48, 471, 45, 94, 146, 155, 170, 215, 118, 181, 197, 225, 234, 134, 117, 424, 189, 691, 143, 224, 266, 138, 324, 400, 326, 635, 91, 192, 102, 152, 180, 714, 152, 124, 169, 241, 134, 148, 275, 77, 183, 196, 148, 311, 283, 177, 453, 188, 197, 261, 119, 256, 196, 169, 131, 329, 483, 101, 641, 143, 163, 126, 156, 145, 65, 243, 166, 180, 647, 105, 124, 178, 228, 42, 240, 203, 71, 126, 198, 177, 197, 78, 256, 198, 161, 188, 733, 223, 295, 110, 179, 144, 195, 127, 50, 174, 532, 923, 215, 277, 150, 198, 306, 157, 464, 169, 117, 145, 176, 96, 101, 233, 110, 168, 255, 134, 125, 360, 169, 148, 216, 160, 385, 113, 55, 155, 167, 52, 291, 147, 113, 122, 488, 241, 419, 119, 177, 227, 307, 371, 338, 381, 109, 588, 236, 377, 258, 306, 194, 148, 335, 139, 138, 113, 434, 70, 178, 168, 167, 164, 210, 207, 137, 273, 191, 326, 98, 148, 350, 138, 267, 193, 168, 151, 134, 56, 62, 366, 190, 481, 257, 120, 206, 277, 134, 819, 51, 121, 117, 46, 671, 147, 166, 85, 191, 473, 71, 113, 126, 113, 60, 160, 106, 301, 32, 190, 268, 134, 252, 113, 148, 667, 131, 68, 188, 201, 109, 226, 891, 128, 147, 192, 113, 787, 204, 440, 132, 187, 686, 105, 693, 118, 20, 142, 331, 249, 203, 116, 384, 326, 155, 481, 209, 182, 181, 131, 133, 183, 311, 123, 148, 51, 88, 105, 186, 153, 287, 303, 377, 111, 116, 63, 145, 174, 47, 49, 474, 77, 359, 170, 139, 285, 746, 652, 112, 238, 281, 51, 68, 50, 433, 102, 127, 278, 347, 83, 145, 56, 206, 138, 134, 143, 124, 224, 425, 88, 91, 114, 388, 141, 99, 173, 209, 214, 110, 149, 106, 99, 271, 47, 355, 84, 445, 325, 28, 164, 176, 157, 222, 116, 129, 365, 466, 117, 670, 139, 117, 181, 154, 198, 252, 256, 116, 114, 90, 436, 172, 552, 360, 135, 143, 163, 149, 552, 52, 168, 137, 186, 126, 218, 314, 296, 45, 165, 98, 163, 329, 87, 169, 69, 450, 174, 330, 163, 157, 79, 129, 241, 123, 160, 367, 196, 780, 156, 386, 121, 124, 86, 481, 108, 221, 289, 83, 121, 513, 184, 188, 178, 105, 105, 334, 223, 64, 154, 203, 154, 123, 113, 123, 301, 113, 215, 205, 229, 113, 47, 68, 199, 85, 68, 152, 144, 81, 612, 86, 1398, 170, 128, 377, 715, 262, 239, 291, 264, 927, 201, 259, 43, 73, 149, 823, 192, 577, 136, 138, 61, 170, 43, 233, 123, 44, 103, 178, 184, 192, 72, 919, 330, 109, 343, 94, 336, 220, 158, 233, 668, 444, 119, 149, 203, 114, 81, 145, 64, 683, 246, 207, 239, 165, 132, 155, 285, 235, 326, 76, 121, 152, 411, 159, 140, 133, 129, 37, 62, 65, 148, 130, 171, 106, 190, 200, 289, 142, 275, 160, 119, 170, 131, 144, 590, 216, 140, 266, 651, 170, 286, 936, 269, 114, 355, 286, 23, 462, 135, 207, 189, 411, 774, 51, 179, 351, 98, 140, 159, 191, 140, 155, 148, 118, 172, 121, 260, 170, 291, 102, 382, 305, 668, 229, 127, 607, 522, 267, 115, 117, 487, 215, 322, 122, 246, 187, 202, 387, 155, 146, 133, 145, 98, 149, 89, 73, 325, 353, 125, 167, 123, 117, 163, 227, 134, 137, 133, 324, 458, 108, 610, 159, 757, 79, 325, 310, 169, 160, 188, 177, 618, 237, 294, 145, 125, 272, 110, 61, 140, 119, 603, 565, 340, 114, 156, 135, 173, 190, 495, 183, 140, 422, 136, 195, 117, 439, 327, 164, 113, 209, 46, 233, 165, 178, 407, 393, 430, 156, 176, 543, 110, 132, 289, 159, 313, 110, 165, 369, 173, 122, 44, 87, 127, 132, 278, 112, 209, 98, 503, 83, 98, 106, 58, 149, 175, 144, 125, 517, 789, 97, 81, 54, 322, 409, 270, 456, 427, 245, 275, 133, 165, 472, 185, 148, 70, 133, 451, 140, 169, 241, 188, 142, 348, 324, 83, 132, 280, 445, 157, 70, 172, 109, 131, 102, 429, 171, 239, 115, 126, 332, 179, 497, 187, 233, 196, 91, 132, 146, 206, 262, 406, 156, 137, 124, 63, 183, 141, 277, 195, 204, 210, 141, 232, 523, 185, 749, 285, 94, 168, 104, 197, 141, 127, 126, 237, 599, 266, 117, 686, 316, 190, 169, 270, 302, 142, 122, 216, 310, 292, 214, 121, 224, 335, 303, 239, 149, 214, 118, 253, 95, 111, 998, 124, 285, 55, 218, 290, 58, 316, 244, 202, 126, 198, 55, 310, 256, 212, 130, 110, 150, 492, 188, 968, 117, 130, 101, 63, 214, 246, 120, 144, 492, 68, 396, 165, 967, 117, 158, 450, 138, 109, 107, 157, 268, 45, 72, 288, 112, 56, 135, 152, 115, 158, 124, 236, 125, 544, 108, 145, 556, 451, 455, 150, 104, 306, 427, 83, 126, 176, 130, 279, 176, 147, 216, 119, 241, 142, 253, 162, 115, 59, 81, 149, 268, 241, 213, 227, 444, 447, 188, 256, 254, 372, 162, 127, 343, 235, 96, 136, 44, 121, 992, 244, 96, 154, 329, 193, 325, 618, 270, 176, 326, 147, 158, 162, 56, 41, 526, 55, 272, 322, 114, 236, 154, 182, 112, 403, 199, 172, 48, 136, 397, 137, 349, 79, 100, 183, 121, 216, 88, 195, 187, 757, 53, 302, 47, 366, 283, 138, 119, 890, 257, 642, 215, 192, 315, 732, 163, 214, 195, 112, 86, 258, 728, 188, 162, 589, 141, 69, 123, 222, 62, 108, 261, 796, 138, 144, 285, 163, 279, 125, 91, 153, 121, 66, 150, 371, 127, 123, 354, 211, 62, 155, 355, 152, 433, 183, 181, 94, 56, 1164, 174, 392, 107, 89, 165, 149, 89, 186, 123, 844, 135, 153, 543, 116, 456, 167, 109, 69, 140, 361, 154, 101, 182, 130, 474, 385, 222, 122, 93, 203, 479, 149, 270, 189, 161, 741, 184, 205, 269, 166, 151, 235, 326, 67, 679, 76, 496, 334, 911, 281, 184, 233, 153, 246, 755, 215, 90, 115, 113, 62, 305, 505, 456, 131, 157, 65, 278, 178, 997, 68, 191, 215, 664, 190, 150, 311, 86, 163, 120, 193, 700, 195, 57, 126, 142, 65, 440, 578, 85, 167, 105, 160, 36, 135, 121, 166, 208, 138, 268, 330, 114, 150, 185, 161, 810, 80, 197, 184, 161, 432, 126, 120, 162, 190, 404, 409, 127, 121, 618, 475, 268, 675, 34, 249, 238, 399, 149, 334, 475, 161, 71, 119, 177, 206, 576, 106, 528, 271, 132, 130, 207, 724, 264, 179, 224, 129, 230, 213, 181, 143, 77, 277, 126, 136, 157, 123, 412, 67, 154, 303, 210, 199, 132, 160, 129, 261, 179, 134, 275, 335, 227, 109, 196, 121, 641, 153, 150, 182, 224, 110, 157, 92, 253, 178, 87, 565, 448, 77, 131, 172, 815, 184, 392, 106, 261, 139, 104, 622, 198, 131, 127, 178, 147, 65, 465, 305, 204, 75, 139, 147, 872, 144, 173, 175, 611, 231, 523, 515, 248, 260, 150, 208, 152, 63, 451, 428, 361, 771, 302, 122, 193, 175, 121, 47, 177, 160, 112, 241, 405, 114, 296, 200, 160, 60, 140, 64, 72, 141, 56, 125, 327, 132, 82, 319, 117, 64, 918, 197, 136, 174, 140, 65, 155, 100, 194, 101, 267, 128, 282, 115, 228, 127, 287, 160, 164, 151, 381, 248, 246, 165, 191, 52, 183, 108, 205, 278, 135, 124, 220, 878, 113, 139, 242, 240, 298, 439, 336, 300, 92, 77, 175, 657, 69, 144, 178, 156, 49, 142, 344, 171, 249, 134, 126, 864, 104, 514, 84, 99, 152, 41, 192, 149, 164, 166, 105, 315, 319, 545, 111, 184, 149, 476, 145, 119, 257, 154, 178, 187, 199, 171, 203, 137, 249, 45, 187, 162, 253, 141, 398, 79, 420, 161, 173, 167, 141, 113, 783, 129, 91, 314, 87, 428, 48, 194, 203, 244, 249, 512, 255, 132, 128, 155, 323, 136, 58, 185, 504, 219, 253, 398, 64, 220, 181, 278, 405, 159, 242, 148, 139, 173, 323, 215, 150, 129, 119, 144, 102, 215, 98, 192, 135, 135, 95, 520, 47, 221, 832, 300, 399, 367, 43, 60, 129, 217, 141, 215, 293, 141, 127, 312, 519, 267, 158, 209, 76, 328, 135, 109, 306, 118, 210, 248, 136, 933, 120, 264, 446, 996, 429, 157, 142, 150, 351, 139, 578, 150, 203, 388, 190, 199, 126, 125, 173, 309, 753, 135, 153, 155, 119, 146, 120, 209, 112, 274, 128, 438, 142, 239, 226, 117, 547, 605, 90, 747, 148, 249, 784, 115, 268, 258, 128, 164, 745, 242, 76, 144, 113, 339, 280, 191, 218, 61, 283, 440, 159, 123, 158, 387, 652, 412, 130, 330, 109, 301, 257, 101, 195, 103, 103, 236, 108, 124, 474, 190, 171, 617, 300, 261, 133, 366, 134, 61, 117, 421, 145, 218, 172, 106, 132, 216, 114, 216, 187, 232, 141, 546, 120, 372, 94, 314, 150, 567, 144, 107, 86, 187, 164, 87, 283, 143, 177, 149, 134, 118, 476, 131, 139, 108, 230, 271, 358, 227, 175, 144, 191, 121, 551, 92, 141, 817, 280, 85, 586, 95, 154, 237, 233, 231, 151, 274, 196, 301, 494, 87, 83, 63, 73, 123, 186, 124, 83, 278, 194, 320, 653, 67, 201, 79, 112, 166, 140, 244, 228, 57, 182, 118, 439, 149, 143, 242, 169, 346, 98, 128, 90, 99, 599, 174, 334, 226, 470, 93, 183, 125, 216, 556, 382, 621, 96, 172, 104, 145, 166, 793, 146, 147, 290, 196, 762, 181, 593, 225, 325, 280, 86, 105, 183, 341, 134, 243, 112, 404, 368, 125, 45, 148, 64, 110, 641, 219, 433, 131, 205, 99, 385, 174, 195, 296, 137, 174, 368, 158, 145, 128, 331, 227, 103, 133, 347, 125, 391, 795, 256, 247, 485, 117, 139, 132, 226, 153, 121, 198, 128, 89, 169, 70, 411, 130, 120, 142, 999, 134, 249, 111, 274, 131, 270, 297, 226, 52, 49, 204, 167, 200, 139, 646, 45, 333, 260, 269, 168, 183, 282, 779, 125, 201, 342, 112, 117, 60, 329, 740, 127, 136, 83, 313, 167, 128, 407, 56, 266, 485, 252, 173, 205, 178, 115, 368, 56, 151, 235, 495, 163, 64, 121, 113, 150, 171, 441, 190, 62, 472, 164, 224, 156, 206, 370, 233, 114, 272, 636, 264, 61, 121, 125, 134, 118, 143, 153, 183, 283, 315, 156, 181, 160, 132, 200, 255, 119, 320, 151, 296, 195, 395, 166, 182, 122, 160, 116, 336, 540, 163, 107, 167, 137, 799, 178, 181, 90, 261, 307, 104, 194, 504, 221, 117, 83, 211, 378, 95, 103, 214, 168, 253, 590, 67, 402, 256, 157, 93, 240, 270, 119, 96, 124, 118, 27, 94, 50, 443, 234, 133, 291, 824, 917, 436, 123, 183, 199, 193, 143, 303, 371, 1196, 341, 55, 370, 119, 216, 247, 200, 280, 33, 138, 101, 374, 109, 130, 460, 245, 148, 189, 343, 202, 117, 164, 107, 114, 173, 140, 264, 482, 307, 119, 702, 54, 107, 98, 74, 156, 68, 152, 81, 126, 166, 144, 426, 256, 236, 194, 686, 169, 259, 59, 748, 136, 129, 425, 121, 104, 320, 134, 139, 178, 149, 460, 191, 179, 291, 140, 238, 169, 181, 131, 370, 117, 221, 342, 107, 225, 97, 158, 92, 454, 722, 116, 311, 322, 59, 461, 97, 152, 107, 117, 176, 144, 83, 446, 159, 495, 382, 378, 414, 477, 244, 105, 67, 230, 312, 104, 941, 238, 338, 336, 114, 135, 214, 287, 255, 121, 168, 245, 370, 188, 245, 182, 85, 88, 338, 174, 215, 176, 101, 132, 128, 154, 303, 160, 168, 199, 369, 151, 373, 151, 42, 313, 287, 122, 156, 266, 547, 158, 182, 232, 116, 389, 261, 82, 147, 194, 109, 233, 86, 234, 115, 825, 127, 250, 257, 591, 159, 138, 416, 472, 74, 207, 283, 542, 140, 415, 237, 180, 142, 132, 127, 179, 150, 392, 190, 122, 130, 137, 366, 383, 146, 170, 36, 139, 102, 141, 103, 193, 494, 112, 91, 618, 171, 261, 38, 124, 166, 185, 110, 231, 500, 712, 121, 68, 91, 203, 472, 135, 203, 377, 174, 249, 443, 54, 381, 317, 373, 41, 118, 462, 215, 231, 669, 124, 177, 315, 118, 103, 714, 210, 75, 120, 254, 393, 121, 240, 178, 111, 226, 209, 468, 338, 144, 145, 259, 570, 71, 107, 313, 122, 173, 157, 888, 867, 54, 807, 987, 323, 220, 112, 177, 87, 559, 190, 169, 135, 132, 139, 146, 257, 148, 175, 199, 480, 577, 268, 269, 259, 322, 137, 49, 76, 430, 252, 79, 115, 144, 63, 277, 443, 145, 147, 51, 108, 155, 55, 248, 898, 405, 135, 392, 124, 164, 96, 67, 191, 122, 102, 248, 198, 70, 250, 71, 272, 235, 192, 180, 291, 221, 122, 83, 203, 206, 160, 381, 166, 197, 403, 219, 87, 187, 68, 239, 182, 226, 259, 153, 338, 176, 542, 158, 142, 305, 292, 322, 294, 255, 289, 276, 179, 177, 226, 139, 213, 74, 95, 123, 180, 117, 156, 924, 262, 480, 300, 206, 131, 157, 157, 475, 50, 55, 378, 160, 91, 202, 683, 461, 223, 234, 280, 80, 998, 108, 100, 143, 200, 427, 477, 121, 163, 326, 332, 197, 197, 750, 142, 470, 122, 553, 153, 282, 135, 183, 575, 460, 584, 230, 177, 75, 138, 269, 43, 10, 104, 247, 111, 125, 59, 167, 36, 563, 53, 160, 347, 95, 110, 114, 133, 215, 148, 136, 130, 569, 141, 126, 47, 59, 198, 63, 389, 110, 140, 123, 226, 125, 371, 149, 146, 150, 139, 825, 332, 77, 129, 211, 298, 323, 189, 261, 208, 621, 253, 183, 232, 172, 392, 221, 115, 108, 159, 145, 262, 205, 465, 366, 444, 123, 941, 161, 127, 47, 157, 191, 193, 468, 409, 34, 232, 213, 164, 334, 376, 126, 238, 119, 132, 556, 229, 109, 527, 338, 195, 125, 212, 160, 447, 243, 141, 149, 124, 477, 101, 420, 114, 109, 133, 51, 197, 119, 126, 104, 75, 79, 178, 124, 395, 140, 129, 149, 125, 104, 316, 111, 122, 166, 222, 63, 121, 74, 109, 97, 247, 44, 351, 147, 110, 366, 834, 200, 146, 203, 154, 215, 277, 72, 110, 141, 177, 247, 175, 466, 148, 845, 323, 118, 51, 169, 190, 176, 152, 170, 142, 180, 98, 195, 60, 187, 163, 130, 216, 61, 161, 323, 72, 125, 181, 298, 273, 394, 207, 137, 662, 362, 60, 115, 157, 222, 115, 79, 894, 724, 370, 114, 234, 357, 126, 146, 273, 41, 176, 142, 93, 192, 94, 530, 172, 284, 128, 816, 173, 321, 121, 182, 217, 265, 97, 180, 467, 141, 140, 199, 136, 557, 131, 295, 399, 101, 996, 241, 363, 31, 378, 151, 101, 243, 374, 307, 196, 166, 98, 161, 253, 247, 127, 353, 445, 138, 149, 58, 140, 126, 988, 239, 56, 569, 627, 627, 326, 173, 709, 234, 115, 157, 49, 332, 114, 100, 747, 178, 46, 321, 80, 175, 153, 84, 167, 194, 137, 154, 501, 213, 435, 150, 140, 304, 121, 168, 143, 363, 104, 120, 180, 332, 327, 153, 149, 385, 679, 108, 245, 62, 161, 148, 128, 45, 97, 174, 123, 998, 104, 356, 342, 115, 87, 643, 50, 137, 136, 196, 154, 133, 354, 621, 132, 173, 167, 261, 148, 125, 202, 180, 42, 213, 150, 326, 591, 141, 480, 157, 159, 236, 261, 113, 198, 373, 43, 159, 122, 259, 121, 334, 417, 213, 150, 411, 846, 616, 264, 163, 50, 165, 170, 61, 220, 137, 123, 507, 198, 160, 106, 86, 135, 97, 239, 178, 278, 127, 181, 102, 215, 233, 172, 153, 137, 215, 445, 350, 54, 120, 127, 68, 345, 112, 148, 125, 866, 203, 197, 187, 127, 333, 42, 142, 136, 118, 134, 999, 146, 229, 118, 129, 117, 194, 362, 97, 237, 213, 246, 103, 1074, 571, 391, 90, 133, 288, 150, 151, 151, 128, 221, 112, 125, 512, 158, 238, 526, 201, 296, 160, 196, 417, 245, 112, 250, 502, 118, 220, 101, 63, 179, 79, 504, 189, 113, 111, 288, 284, 166, 150, 116, 315, 133, 250, 580, 50, 139, 214, 70, 65, 262, 435, 57, 125, 140, 127, 245, 274, 111, 209, 470, 58, 114, 292, 124, 454, 138, 169, 131, 157, 131, 105, 121, 157, 144, 117, 131, 120, 564, 51, 218, 523, 279, 155, 144, 247, 140, 378, 129, 291, 104, 82, 151, 153, 302, 186, 172, 108, 54, 126, 138, 314, 240, 141, 348, 151, 169, 232, 308, 301, 119, 766, 187, 348, 144, 729, 161, 106, 220, 37, 739, 330, 101, 167, 142, 150, 258, 216, 613, 139, 138, 126, 133, 170, 923, 170, 73, 571, 139, 126, 116, 246, 994, 542, 126, 554, 532, 90, 171, 718, 38, 270, 310, 193, 240, 141, 97, 152, 87, 58, 171, 586, 157, 302, 497, 690, 270, 131, 177, 345, 75, 124, 215, 74, 167, 155, 690, 119, 179, 64, 105, 193, 132, 50, 115, 326, 141, 143, 106, 700, 111, 577, 125, 131, 126, 286, 450, 24, 37, 922, 149, 408, 207, 180, 426, 204, 264, 165, 141, 522, 491, 376, 175, 250, 245, 168, 129, 467, 126, 98, 334, 111, 67, 280, 323, 151, 149, 239, 805, 207, 834, 118, 46, 276, 268, 89, 116, 216, 55, 94, 293, 187, 211, 149, 1167, 152, 898, 156, 65, 123, 126, 112, 57, 280, 701, 222, 144, 474, 264, 964, 293, 242, 341, 71, 291, 305, 96, 359, 112, 237, 166, 148, 137, 999, 161, 133, 128, 474, 136, 273, 174, 60, 123, 42, 204, 387, 311, 479, 153, 44, 286, 164, 290, 82, 113, 73, 179, 712, 122, 218, 207, 202, 135, 112, 108, 133, 213, 172, 123, 146, 392, 52, 133, 79, 196, 304, 236, 174, 57, 143, 233, 156, 190, 45, 351, 417, 243, 51, 126, 469, 166, 410, 140, 93, 176, 368, 151, 49, 142, 499, 163, 172, 99, 393, 178, 63, 72, 380, 143, 60, 125, 140, 195, 143, 367, 113, 189, 220, 73, 117, 210, 68, 112, 90, 143, 152, 112, 372, 178, 424, 182, 152, 265, 384, 74, 361, 676, 130, 317, 712, 462, 128, 309, 666, 183, 105, 146, 161, 139, 35, 118, 610, 293, 116, 129, 28, 224, 390, 89, 970, 127, 96, 216, 336, 245, 246, 232, 156, 124, 58, 351, 340, 104, 398, 187, 105, 151, 43, 431, 229, 164, 134, 110, 119, 289, 357, 45, 127, 165, 211, 146, 352, 765, 139, 300, 124, 119, 453, 232, 247, 224, 47, 167, 57, 138, 120, 39, 135, 162, 152, 644, 227, 118, 104, 112, 67, 160, 161, 161, 137, 172, 104, 324, 133, 144, 154, 173, 217, 183, 50, 161, 147, 221, 964, 527, 71, 75, 336, 170, 108, 843, 119, 125, 113, 86, 182, 197, 301, 155, 387, 135, 205, 114, 285, 48, 138, 285, 173, 261, 119, 185, 53, 689, 97, 42, 125, 316, 315, 162, 480, 154, 351, 52, 204, 112, 629, 67, 150, 272, 139, 110, 334, 285, 113, 176, 44, 317, 363, 145, 281, 770, 137, 177, 114, 237, 143, 107, 568, 156, 92, 88, 546, 145, 169, 119, 40, 192, 35, 187, 189, 535, 170, 494, 767, 225, 174, 510, 98, 164, 167, 124, 272, 212, 632, 128, 223, 115, 225, 146, 1016, 615, 175, 172, 80, 363, 85, 162, 294, 999, 340, 438, 108, 185, 54, 177, 257, 223, 284, 143, 218, 925, 50, 622, 353, 167, 60, 143, 947, 169, 279, 445, 123, 468, 899, 201, 127, 671, 176, 300, 389, 197, 172, 189, 132, 87, 746, 141, 127, 24, 197, 139, 288, 198, 219, 187, 233, 82, 112, 467, 173, 236, 130, 121, 235, 124, 108, 237, 172, 72, 92, 104, 120, 135, 185, 685, 70, 238, 130, 210, 282, 90, 409, 123, 682, 423, 161, 187, 83, 625, 237, 46, 503, 373, 160, 108, 979, 170, 171, 256, 142, 378, 159, 351, 207, 160, 160, 68, 249, 194, 117, 277, 109, 55, 305, 67, 359, 414, 117, 204, 164, 166, 160, 184, 278, 141, 39, 173, 426, 565, 50, 137, 100, 38, 384, 147, 192, 436, 177, 60, 113, 583, 137, 143, 326, 146, 140, 201, 167, 670, 561, 314, 296, 148, 486, 273, 128, 137, 603, 153, 219, 362, 387, 259, 213, 249, 160, 81, 110, 204, 80, 396, 172, 123, 328, 55, 117, 832, 142, 370, 433, 671, 109, 321, 384, 242, 138, 253, 68, 152, 387, 591, 434, 151, 168, 65, 119, 195, 126, 644, 215, 118, 500, 432, 580, 105, 141, 379, 151, 122, 257, 110, 108, 126, 253, 198, 60, 132, 145, 180, 340, 208, 254, 748, 212, 117, 113, 72, 222, 444, 635, 335, 138, 193, 127, 171, 163, 71, 331, 202, 91, 56, 146, 181, 277, 160, 164, 79, 176, 130, 131, 160, 117, 61, 436, 80, 143, 122, 815, 285, 581, 300, 123, 224, 117, 486, 128, 471, 199, 196, 136, 160, 171, 179, 161, 411, 148, 200, 115, 185, 169, 125, 927, 168, 315, 59, 523, 415, 130, 865, 119, 89, 50, 187, 121, 124, 49, 272, 196, 303, 191, 304, 190, 47, 202, 619, 1001, 170, 112, 546, 123, 121, 523, 121, 156, 139, 354, 100, 58, 250, 361, 424, 156, 127, 143, 246, 344, 135, 179, 663, 134, 162, 189, 171, 22, 481, 289, 385, 262, 253, 510, 231, 124, 170, 674, 455, 415, 309, 378, 131, 181, 44, 149, 246, 58, 105, 886, 98, 252, 222, 123, 266, 171, 360, 68, 76, 472, 267, 120, 145, 382, 108, 93, 146, 43, 356, 118, 651, 122, 146, 122, 241, 130, 194, 112, 207, 462, 462, 144, 117, 313, 128, 154, 285, 174, 186, 141, 144, 136, 161, 132, 495, 202, 231, 253, 119, 185, 168, 134, 132, 325, 178, 126, 277, 961, 429, 537, 120, 247, 109, 124, 161, 83, 357, 141, 110, 135, 134, 974, 406, 260, 155, 137, 813, 101, 177, 128, 79, 173, 109, 209, 122, 187, 640, 44, 224, 103, 203, 122, 244, 156, 161, 357, 221, 168, 313, 117, 51, 322, 293, 31, 204, 233, 146, 140, 110, 204, 59, 150, 191, 43, 163, 179, 135, 170, 135, 65, 335, 184, 135, 422, 253, 308, 424, 111, 114, 341, 192, 526, 991, 223, 163, 163, 116, 290, 226, 106, 346, 105, 349, 301, 572, 167, 271, 149, 221, 100, 165, 213, 159, 636, 485, 129, 144, 190, 130, 270, 184, 300, 180, 78, 474, 78, 124, 95, 140, 198, 172, 117, 76, 923, 127, 253, 53, 184, 136, 97, 43, 273, 65, 181, 117, 116, 212, 129, 317, 393, 325, 74, 133, 117, 144, 140, 258, 160, 363, 141, 228, 173, 109, 83, 49, 71, 97, 223, 138, 344, 169, 247, 931, 373, 53, 253, 214, 325, 368, 130, 548, 275, 153, 128, 60, 341, 161, 343, 139, 163, 178, 206, 342, 62, 132, 199, 46, 151, 171, 145, 143, 261, 137, 268, 390, 121, 791, 785, 434, 296, 147, 115, 143, 210, 73, 437, 146, 151, 179, 276, 273, 178, 154, 227, 447, 43, 111, 303, 212, 101, 196, 235, 272, 191, 338, 75, 167, 202, 154, 125, 542, 459, 35, 311, 152, 118, 501, 45, 111, 124, 196, 62, 483, 123, 328, 244, 447, 249, 253, 145, 84, 492, 467, 231, 126, 305, 379, 142, 153, 158, 201, 65, 331, 82, 714, 76, 658, 110, 126, 178, 305, 311, 593, 333, 156, 59, 47, 498, 170, 153, 168, 149, 123, 140, 446, 160, 50, 333, 125, 181, 276, 266, 409, 810, 98, 216, 45, 107, 100, 534, 203, 51, 51, 275, 139, 114, 912, 301, 791, 78, 76, 91, 77, 122, 405, 108, 145, 195, 222, 898, 61, 118, 72, 199, 154, 667, 366, 134, 288, 170, 140, 292, 414, 190, 96, 105, 68, 689, 111, 70, 136, 72, 189, 790, 47, 123, 219, 63, 611, 238, 356, 296, 242, 111, 132, 389, 435, 416, 238, 486, 120, 117, 92, 732, 157, 114, 181, 113, 211, 332, 206, 209, 290, 223, 40, 123, 115, 56, 171, 286, 163, 367, 246, 221, 103, 507, 593, 201, 211, 85, 392, 116, 85, 213, 111, 617, 260, 111, 93, 163, 297, 116, 200, 191, 132, 190, 370, 752, 113, 265, 156, 351, 223, 219, 134, 136, 155, 207, 268, 113, 119, 73, 273, 270, 257, 461, 131, 62, 183, 152, 249, 176, 226, 153, 125, 246, 331, 107, 953, 77, 113, 562, 339, 198, 425, 214, 66, 160, 713, 650, 177, 257, 570, 191, 129, 111, 709, 169, 230, 121, 130, 139, 187, 155, 155, 228, 163, 168, 198, 213, 150, 127, 154, 394, 215, 154, 405, 289, 117, 104, 65, 161, 137, 527, 257, 136, 119, 149, 93, 437, 901, 220, 331, 198, 235, 201, 174, 246, 70, 136, 146, 175, 126, 181, 127, 575, 140, 246, 108, 142, 147, 520, 100, 129, 133, 190, 135, 41, 126, 254, 120, 92, 256, 311, 153, 735, 248, 172, 242, 134, 122, 210, 317, 164, 63, 139, 460, 144, 131, 140, 128, 114, 95, 452, 91, 170, 187, 132, 645, 153, 165, 150, 201, 286, 188, 30, 203, 587, 55, 926, 229, 215, 145, 176, 92, 193, 373, 162, 204, 185, 108, 582, 109, 167, 240, 188, 130, 284, 585, 245, 347, 204, 155, 213, 70, 229, 164, 189, 529, 787, 306, 227, 169, 166, 532, 108, 409, 299, 197, 470, 170, 55, 998, 80, 164, 74, 221, 313, 42, 138, 113, 218, 120, 90, 225, 170, 112, 93, 211, 330, 59, 225, 486, 381, 618, 602, 254, 291, 236, 372, 81, 314, 102, 200, 146, 175, 248, 151, 128, 298, 614, 200, 191, 112, 191, 145, 102, 559, 878, 59, 110, 844, 140, 144, 133, 611, 170, 163, 142, 57, 144, 197, 448, 48, 110, 234, 246, 241, 200, 209, 147, 63, 137, 453, 91, 227, 179, 104, 163, 113, 200, 200, 227, 553, 485, 119, 208, 661, 215, 547, 69, 244, 708, 84, 604, 301, 84, 64, 121, 127, 79, 489, 267, 254, 104, 259, 267, 376, 139, 179, 173, 217, 216, 206, 212, 459, 91, 134, 87, 203, 232, 339, 731, 104, 193, 346, 358, 138, 152, 179, 168, 149, 297, 218, 211, 156, 193, 274, 57, 239, 135, 261, 135, 148, 174, 204, 182, 674, 177, 296, 125, 122, 434, 104, 100, 54, 163, 185, 730, 136, 133, 226, 64, 398, 249, 308, 147, 45, 156, 218, 207, 396, 80, 213, 103, 700, 188, 58, 139, 588, 107, 300, 203, 233, 107, 727, 207, 664, 97, 328, 174, 193, 203, 495, 327, 126, 230, 148, 95, 182, 141, 181, 142, 553, 131, 223, 198, 126, 207, 124, 180, 223, 249, 326, 144, 110, 99, 410, 388, 869, 370, 217, 124, 237, 407, 243, 152, 733, 167, 68, 377, 216, 202, 104, 161, 119, 94, 215, 150, 117, 279, 143, 132, 115, 255, 154, 74, 133, 209, 214, 327, 621, 122, 171, 241, 40, 43, 121, 166, 233, 90, 128, 291, 60, 243, 591, 162, 118, 52, 158, 234, 418, 136, 415, 188, 124, 387, 129, 128, 186, 522, 80, 280, 119, 123, 111, 266, 360, 228, 49, 55, 160, 265, 226, 137, 144, 114, 144, 556, 140, 212, 452, 340, 50, 385, 323, 166, 55, 376, 100, 373, 326, 426, 407, 178, 260, 186, 785, 105, 156, 121, 169, 342, 162, 501, 532, 408, 126, 158, 147, 320, 218, 62, 104, 173, 93, 221, 143, 137, 57, 419, 788, 101, 264, 186, 123, 125, 206, 82, 202, 132, 136, 363, 219, 113, 403, 528, 152, 49, 255, 171, 102, 693, 874, 137, 58, 229, 161, 156, 539, 140, 110, 363, 110, 244, 579, 60, 53, 273, 127, 688, 114, 154, 160, 48, 140, 121, 114, 273, 414, 568, 597, 171, 309, 303, 93, 202, 276, 54, 201, 145, 224, 266, 166, 175, 353, 280, 135, 126, 491, 123, 334, 586, 128, 213, 326, 50, 184, 104, 184, 101, 133, 219, 187, 36, 172, 500, 133, 280, 345, 124, 534, 388, 416, 432, 123, 121, 127, 479, 634, 370, 196, 156, 199, 119, 133, 276, 60, 327, 176, 154, 145, 174, 186, 133, 166, 217, 114, 175, 87, 706, 34, 192, 713, 183, 173, 84, 410, 376, 892, 160, 122, 544, 767, 205, 157, 120, 233, 384, 204, 166, 184, 248, 136, 88, 171, 506, 39, 71, 149, 69, 233, 215, 77, 75, 196, 125, 333, 315, 223, 427, 178, 446, 497, 98, 169, 253, 96, 116, 148, 145, 137, 146, 277, 212, 343, 214, 128, 353, 242, 128, 917, 144, 193, 110, 541, 507, 204, 533, 157, 90, 303, 119, 574, 179, 664, 206, 108, 288, 235, 277, 166, 110, 166, 225, 131, 123, 334, 175, 50, 140, 141, 113, 124, 204, 425, 331, 159, 68, 125, 113, 140, 608, 244, 129, 57, 241, 112, 122, 166, 144, 152, 192, 415, 221, 129, 85, 146, 144, 178, 135, 128, 320, 168, 72, 161, 139, 193, 228, 73, 58, 515, 170, 527, 240, 307, 122, 208, 230, 98, 141, 114, 162, 59, 523, 333, 296, 362, 103, 79, 171, 83, 108, 125, 706, 70, 43, 388, 137, 118, 215, 562, 107, 161, 174, 128, 196, 128, 167, 253, 104, 151, 69, 246, 199, 158, 165, 247, 183, 391, 248, 184, 501, 70, 148, 57, 450, 127, 133, 645, 237, 35, 466, 322, 346, 301, 106, 463, 201, 105, 143, 586, 122, 167, 159, 124, 153, 134, 199, 258, 129, 162, 117, 384, 130, 402, 127, 131, 667, 191, 192, 165, 350, 463, 621, 427, 61, 138, 173, 142, 262, 285, 206, 144, 240, 192, 225, 124, 506, 236, 318, 86, 317, 427, 192, 149, 56, 127, 744, 84, 76, 43, 58, 274, 100, 621, 234, 176, 296, 148, 603, 127, 193, 357, 157, 168, 101, 215, 112, 148, 200, 273, 529, 146, 187, 178, 144, 238, 124, 510, 179, 153, 160, 337, 509, 92, 652, 173, 143, 290, 165, 154, 313, 113, 60, 461, 262, 188, 325, 136, 169, 223, 529, 128, 190, 213, 153, 142, 193, 132, 217, 312, 95, 250, 219, 130, 335, 274, 65, 312, 397, 199, 111, 331, 265, 180, 130, 200, 102, 161, 375, 185, 140, 377, 289, 190, 170, 128, 56, 131, 177, 220, 592, 287, 123, 225, 191, 112, 121, 307, 257, 170, 688, 118, 188, 194, 151, 123, 162, 46, 184, 127, 329, 114, 35, 350, 824, 151, 56, 333, 401, 177, 211, 75, 226, 495, 206, 426, 301, 345, 195, 61, 115, 344, 151, 65, 145, 159, 160, 179, 160, 115, 92, 95, 57, 133, 163, 234, 184, 130, 157, 124, 152, 172, 132, 411, 63, 60, 197, 52, 117, 109, 119, 149, 121, 159, 116, 212, 169, 206, 90, 366, 145, 234, 250, 104, 902, 166, 84, 149, 205, 124, 299, 151, 416, 192, 157, 66, 143, 137, 206, 271, 220, 127, 149, 281, 154, 446, 117, 381, 161, 344, 744, 154, 344, 138, 215, 221, 24, 126, 76, 56, 849, 420, 736, 121, 198, 122, 67, 144, 243, 263, 62, 276, 309, 132, 122, 62, 187, 62, 210, 109, 119, 327, 168, 142, 457, 268, 179, 108, 161, 585, 233, 235, 70, 248, 464, 73, 229, 326, 853, 950, 195, 281, 126, 122, 38, 148, 546, 194, 66, 80, 452, 438, 82, 157, 899, 422, 168, 300, 323, 127, 154, 155, 134, 162, 264, 150, 380, 353, 128, 412, 135, 733, 222, 600, 307, 187, 160, 111, 180, 122, 149, 167, 63, 439, 396, 346, 297, 293, 139, 61, 567, 140, 43, 131, 298, 70, 228, 278, 157, 361, 991, 122, 109, 235, 199, 208, 709, 939, 131, 142, 193, 122, 231, 390, 239, 108, 166, 102, 296, 178, 165, 479, 275, 215, 126, 165, 141, 240, 141, 34, 116, 194, 189, 124, 91, 53, 203, 238, 212, 148, 73, 241, 59, 388, 154, 165, 462, 86, 112, 192, 344, 552, 127, 349, 223, 313, 54, 109, 331, 188, 124, 286, 166, 133, 83, 386, 491, 188, 373, 299, 87, 209, 130, 130, 157, 279, 306, 187, 233, 226, 159, 969, 205, 193, 401, 354, 330, 82, 175, 192, 164, 254, 481, 91, 152, 444, 273, 158, 115, 86, 173, 299, 147, 219, 143, 280, 162, 239, 611, 136, 887, 70, 67, 267, 310, 71, 67, 79, 195, 105, 148, 112, 1001, 80, 662, 213, 310, 302, 141, 226, 472, 158, 176, 139, 241, 1010, 131, 282, 437, 825, 81, 90, 336, 422, 110, 293, 130, 198, 113, 75, 110, 190, 148, 147, 399, 594, 90, 159, 75, 178, 516, 459, 133, 354, 388, 122, 206, 380, 129, 41, 582, 57, 112, 133, 137, 86, 200, 130, 247, 232, 408, 121, 108, 196, 177, 432, 196, 532, 183, 161, 178, 520, 145, 152, 116, 482, 201, 180, 595, 112, 141, 104, 133, 128, 685, 245, 207, 240, 171, 344, 143, 153, 357, 64, 165, 199, 1002, 201, 143, 237, 200, 178, 439, 290, 182, 202, 131, 456, 434, 282, 229, 158, 136, 559, 126, 390, 182, 133, 972, 95, 573, 488, 116, 108, 124, 553, 244, 291, 64, 100, 63, 100, 124, 139, 172, 156, 305, 70, 36, 127, 278, 191, 909, 173, 139, 159, 138, 305, 119, 144, 193, 207, 56, 49, 159, 160, 352, 255, 78, 97, 140, 167, 148, 377, 518, 116, 101, 116, 179, 117, 598, 128, 88, 98, 143, 347, 124, 299, 222, 341, 119, 153, 473, 162, 353, 821, 422, 416, 18, 215, 247, 215, 142, 362, 50, 277, 124, 189, 572, 131, 161, 117, 235, 117, 306, 117, 428, 177, 366, 127, 125, 311, 283, 135, 114, 50, 127, 118, 390, 390, 565, 127, 188, 492, 91, 161, 99, 252, 192, 76, 92, 993, 224, 381, 285, 63, 307, 206, 220, 196, 130, 102, 205, 60, 184, 199, 74, 117, 186, 53, 464, 115, 106, 135, 135, 258, 131, 48, 267, 502, 62, 262, 174, 130, 118, 476, 281, 308, 131, 166, 129, 293, 475, 108, 75, 102, 131, 513, 393, 471, 146, 204, 305, 129, 400, 340, 219, 381, 230, 321, 138, 78, 235, 120, 52, 175, 332, 94, 138, 751, 128, 110, 137, 286, 477, 386, 64, 154, 323, 271, 111, 195, 153, 262, 126, 202, 107, 135, 128, 352, 157, 199, 190, 689, 200, 160, 465, 691, 74, 148, 176, 136, 97, 71, 192, 345, 227, 601, 133, 293, 77, 282, 121, 44, 104, 307, 154, 481, 134, 128, 988, 125, 667, 124, 164, 418, 111, 201, 60, 130, 141, 102, 285, 117, 58, 127, 229, 165, 168, 124, 306, 76, 313, 138, 173, 152, 329, 172, 158, 152, 132, 50, 165, 194, 186, 596, 173, 475, 173, 239, 67, 149, 196, 129, 151, 1013, 129, 226, 486, 129, 251, 151, 500, 520, 263, 164, 179, 243, 131, 179, 125, 112, 105, 166, 429, 451, 126, 263, 113, 126, 80, 140, 53, 134, 247, 67, 155, 133, 78, 277, 337, 487, 185, 127, 486, 264, 410, 109, 125, 266, 99, 261, 152, 456, 149, 203, 197, 119, 534, 204, 141, 148, 134, 298, 161, 152, 321, 430, 112, 754, 203, 25, 119, 147, 637, 124, 301, 507, 165, 96, 144, 28, 129, 358, 138, 286, 174, 390, 190, 376, 219, 246, 998, 135, 583, 418, 176, 229, 254, 657, 78, 127, 97, 125, 139, 132, 356, 411, 42, 456, 400, 209, 350, 121, 85, 72, 170, 126, 384, 117, 427, 233, 82, 123, 131, 134, 64, 165, 304, 234, 141, 120, 183, 536, 255, 607, 137, 315, 582, 852, 212, 277, 201, 247, 327, 93, 98, 430, 640, 562, 183, 245, 169, 114, 130, 195, 121, 165, 119, 118, 218, 420, 235, 38, 159, 126, 65, 179, 120, 128, 188, 468, 195, 108, 132, 986, 442, 245, 424, 163, 85, 80, 894, 136, 235, 153, 138, 420, 53, 116, 193, 97, 346, 298, 187, 241, 67, 203, 197, 992, 452, 118, 686, 51, 719, 64, 145, 380, 804, 134, 336, 310, 543, 251, 495, 184, 134, 67, 281, 101, 227, 215, 397, 505, 93, 94, 112, 51, 194, 206, 372, 495, 108, 140, 117, 125, 320, 504, 131, 267, 593, 139, 167, 183, 119, 83, 190, 107, 216, 503, 296, 109, 158, 161, 255, 197, 140, 158, 128, 228, 171, 135, 858, 466, 144, 157, 161, 90, 84, 173, 506, 66, 112, 162, 151, 945, 170, 154, 248, 135, 125, 577, 154, 77, 231, 322, 321, 165, 103, 223, 586, 510, 262, 485, 122, 284, 175, 183, 140, 206, 68, 229, 290, 252, 289, 919, 179, 207, 208, 127, 36, 177, 264, 51, 228, 196, 153, 78, 303, 342, 158, 223, 135, 790, 52, 291, 45, 153, 134, 782, 342, 199, 30, 293, 419, 510, 188, 363, 168, 503, 173, 288, 307, 178, 162, 302, 200, 128, 136, 76, 435, 187, 156, 216, 252, 143, 179, 176, 151, 30, 151, 133, 156, 231, 64, 200, 136, 455, 148, 721, 79, 90, 856, 182, 54, 137, 125, 85, 267, 124, 115, 202, 543, 129, 273, 116, 318, 199, 230, 162, 122, 471, 118, 105, 196, 234, 518, 140, 153, 323, 362, 319, 280, 296, 161, 100, 156, 157, 119, 138, 520, 137, 79, 86, 278, 96, 103, 742, 112, 113, 513, 165, 120, 132, 324, 147, 142, 113, 169, 484, 133, 177, 116, 191, 217, 194, 41, 298, 126, 232, 401, 125, 147, 148, 153, 197, 295, 134, 385, 130, 519, 164, 307, 159, 257, 261, 58, 159, 306, 72, 53, 139, 234, 129, 240, 273, 96, 149, 633, 247, 155, 129, 200, 119, 203, 106, 136, 69, 120, 71, 234, 153, 147, 250, 129, 351, 158, 119, 120, 47, 247, 466, 946, 470, 142, 118, 156, 105, 123, 64, 171, 168, 448, 39, 131, 510, 197, 160, 185, 138, 882, 167, 133, 154, 347, 434, 182, 140, 149, 241, 53, 117, 195, 226, 122, 145, 298, 328, 188, 301, 172, 188, 206, 247, 216, 237, 395, 134, 119, 73, 107, 236, 123, 145, 176, 51, 125, 149, 169, 131, 135, 158, 136, 116, 108, 66, 757, 246, 144, 145, 619, 122, 134, 128, 124, 223, 98, 141, 312, 332, 85, 112, 247, 145, 305, 228, 167, 46, 142, 504, 559, 136, 183, 70, 79, 120, 120, 101, 159, 132, 58, 127, 151, 225, 194, 153, 71, 63, 229, 262, 177, 657, 196, 594, 73, 154, 649, 91, 194, 248, 184, 122, 117, 706, 174, 129, 291, 154, 218, 102, 141, 134, 55, 578, 423, 190, 292, 908, 166, 187, 217, 241, 126, 252, 129, 409, 69, 105, 263, 312, 140, 133, 171, 113, 297, 142, 120, 414, 147, 232, 317, 173, 137, 108, 144, 132, 226, 75, 587, 56, 199, 146, 148, 166, 80, 198, 130, 153, 197, 127, 152, 51, 163, 83, 182, 130, 107, 155, 352, 177, 424, 242, 173, 346, 115, 110, 337, 582, 284, 157, 89, 562, 237, 183, 61, 47, 167, 181, 93, 292, 708, 212, 413, 124, 256, 135, 129, 147, 211, 184, 156, 118, 520, 141, 128, 252, 253, 174, 153, 229, 152, 208, 184, 410, 541, 136, 151, 612, 140, 755, 138, 205, 131, 196, 121, 263, 123, 135, 139, 134, 82, 142, 137, 236, 126, 140, 277, 238, 414, 115, 135, 192, 123, 275, 425, 251, 169, 104, 288, 209, 224, 145, 133, 376, 90, 135, 129, 628, 218, 180, 95, 70, 121, 321, 76, 115, 216, 127, 95, 60, 358, 156, 134, 215, 146, 139, 235, 674, 184, 248, 651, 223, 266, 153, 165, 162, 128, 121, 130, 290, 147, 404, 169, 395, 92, 177, 133, 125, 102, 192, 164, 148, 600, 196, 99, 134, 120, 747, 117, 155, 607, 571, 154, 153, 124, 160, 59, 70, 563, 76, 308, 170, 211, 132, 208, 335, 626, 234, 209, 186, 532, 142, 228, 386, 48, 235, 292, 263, 207, 231, 215, 151, 195, 331, 195, 77, 89, 201, 279, 70, 374, 122, 70, 192, 67, 127, 189, 163, 107, 196, 199, 51, 170, 238, 117, 135, 142, 532, 175, 207, 151, 173, 111, 142, 434, 143, 124, 117, 155, 150, 436, 564, 164, 549, 106, 317, 790, 273, 44, 81, 182, 167, 220, 50, 163, 274, 149, 265, 199, 316, 305, 273, 208, 223, 142, 108, 290, 402, 159, 216, 99, 124, 75, 104, 128, 79, 128, 200, 144, 443, 237, 365, 662, 199, 193, 215, 111, 145, 336, 321, 190, 146, 304, 127, 564, 176, 404, 432, 160, 247, 241, 179, 259, 396, 91, 290, 120, 121, 149, 209, 234, 115, 172, 170, 120, 161, 52, 126, 169, 99, 142, 172, 127, 136, 189, 142, 554, 177, 369, 112, 69, 114, 132, 554, 96, 187, 119, 136, 219, 162, 213, 294, 73, 147, 278, 432, 217, 159, 247, 231, 236, 237, 443, 299, 334, 139, 74, 659, 245, 118, 99, 108, 170, 42, 288, 428, 326, 255, 194, 153, 204, 241, 159, 36, 75, 321, 150, 140, 178, 286, 672, 106, 811, 171, 472, 106, 223, 61, 399, 155, 480, 328, 141, 230, 236, 1186, 70, 221, 102, 424, 173, 944, 316, 344, 85, 193, 260, 58, 762, 898, 230, 195, 637, 597, 193, 378, 268, 518, 645, 81, 146, 308, 140, 335, 299, 61, 207, 267, 256, 125, 283, 238, 150, 323, 39, 140, 199, 145, 29, 77, 115, 373, 276, 661, 262, 261, 314, 481, 118, 109, 261, 127, 123, 470, 358, 220, 456, 301, 59, 389, 129, 180, 658, 72, 140, 187, 437, 92, 144, 246, 708, 118, 186, 147, 139, 282, 151, 51, 626, 84, 165, 332, 213, 225, 91, 53, 151, 307, 152, 288, 415, 140, 182, 139, 314, 213, 290, 135, 40, 134, 278, 352, 203, 119, 427, 323, 170, 198, 148, 137, 452, 230, 168, 163, 373, 151, 76, 953, 187, 135, 129, 108, 245, 76, 175, 214, 123, 161, 305, 998, 310, 811, 474, 120, 127, 165, 195, 127, 554, 124, 109, 75, 378, 404, 246, 64, 198, 208, 217, 135, 311, 140, 310, 146, 383, 229, 112, 100, 257, 338, 71, 294, 171, 207, 82, 157, 112, 119, 132, 196, 114, 185, 189, 133, 14, 251, 280, 250, 763, 372, 576, 196, 166, 76, 169, 215, 339, 485, 165, 60, 216, 558, 63, 173, 522, 328, 138, 582, 173, 181, 43, 96, 248, 208, 607, 357, 126, 324, 127, 173, 216, 64, 48, 105, 210, 996, 172, 117, 180, 49, 333, 119, 333, 622, 156, 339, 266, 177, 166, 114, 604, 511, 82, 204, 1017, 158, 603, 94, 522, 227, 41, 142, 171, 170, 395, 173, 110, 181, 493, 134, 145, 123, 137, 180, 117, 789, 345, 171, 291, 96, 230, 120, 173, 149, 306, 143, 414, 250, 239, 126, 250, 999, 185, 159, 121, 231, 276, 136, 174, 215, 442, 143, 553, 123, 298, 85, 79, 49, 710, 62, 113, 147, 154, 269, 60, 314, 286, 223, 860, 236, 169, 127, 141, 191, 64, 629, 113, 143, 636, 97, 243, 162, 120, 221, 43, 239, 188, 297, 141, 236, 267, 131, 351, 197, 392, 144, 182, 56, 98, 48, 47, 387, 210, 493, 573, 326, 472, 153, 146, 122, 74, 299, 45, 537, 390, 619, 130, 176, 232, 108, 336, 241, 140, 298, 68, 294, 342, 337, 121, 329, 159, 192, 284, 652, 140, 108, 147, 118, 367, 485, 594, 212, 151, 103, 119, 163, 234, 364, 170, 189, 111, 317, 140, 97, 166, 297, 248, 55, 171, 178, 118, 106, 159, 220, 136, 294, 322, 176, 144, 275, 229, 89, 161, 258, 154, 355, 73, 124, 248, 181, 117, 128, 89, 206, 233, 223, 217, 122, 345, 146, 113, 254, 200, 121, 961, 125, 65, 170, 348, 339, 141, 158, 130, 314, 684, 121, 158, 95, 173, 104, 96, 117, 77, 135, 114, 144, 185, 234, 363, 109, 346, 200, 43, 123, 218, 194, 363, 179, 60, 239, 271, 149, 247, 377, 138, 825, 67, 242, 93, 245, 448, 97, 167, 133, 176, 186, 265, 210, 196, 151, 144, 182, 138, 313, 160, 96, 142, 82, 199, 393, 44, 130, 254, 102, 154, 33, 211, 197, 955, 360, 170, 109, 141, 137, 102, 112, 141, 177, 72, 159, 197, 117, 44, 157, 138, 80, 107, 82, 459, 591, 145, 215, 316, 135, 160, 331, 106, 131, 109, 145, 214, 460, 227, 117, 158, 117, 239, 162, 183, 215, 316, 147, 59, 202, 264, 142, 73, 320, 99, 114, 109, 374, 365, 960, 287, 122, 194, 499, 141, 230, 84, 161, 457, 199, 51, 220, 353, 331, 68, 168, 162, 59, 134, 644, 122, 392, 920, 78, 172, 138, 330, 210, 138, 124, 1277, 110, 99, 324, 163, 131, 163, 52, 252, 564, 45, 237, 115, 613, 68, 385, 231, 275, 145, 140, 116, 76, 918, 124, 99, 74, 349, 399, 71, 244, 309, 185, 198, 227, 166, 129, 169, 449, 314, 260, 38, 512, 53, 457, 121, 296, 81, 171, 164, 130, 180, 376, 75, 148, 535, 24, 64, 127, 370, 312, 174, 879, 282, 353, 53, 436, 83, 48, 130, 48, 67, 172, 193, 903, 116, 155, 154, 220, 150, 362, 413, 132, 55, 144, 520, 137, 372, 87, 145, 145, 146, 159, 236, 77, 70, 181, 360, 363, 299, 197, 111, 126, 121, 127, 85, 123, 137, 144, 268, 358, 195, 188, 97, 175, 141, 95, 182, 163, 101, 145, 119, 158, 268, 473, 158, 151, 730, 218, 137, 300, 154, 169, 124, 40, 185, 765, 406, 613, 168, 514, 135, 208, 507, 211, 621, 130, 343, 312, 183, 422, 64, 523, 976, 201, 126, 133, 526, 76, 119, 456, 75, 359, 119, 28, 168, 63, 158, 125, 173, 86, 243, 130, 71, 88, 124, 991, 112, 451, 149, 247, 170, 41, 235, 55, 83, 205, 38, 227, 188, 151, 153, 332, 129, 109, 173, 180, 115, 88, 128, 127, 63, 85, 71, 115, 355, 177, 128, 324, 46, 81, 292, 53, 96, 75, 184, 197, 60, 78, 507, 185, 409, 116, 152, 83, 149, 186, 84, 146, 94, 220, 142, 335, 727, 141, 490, 125, 95, 134, 187, 163, 212, 199, 142, 304, 29, 146, 176, 159, 125, 191, 122, 114, 114, 62, 557, 240, 206, 552, 197, 42, 72, 98, 154, 122, 814, 301, 39, 163, 332, 289, 148, 183, 127, 764, 110, 167, 230, 122, 625, 259, 95, 128, 121, 116, 253, 114, 140, 364, 129, 232, 106, 133, 119, 171, 336, 103, 92, 44, 98, 59, 129, 103, 126, 125, 295, 471, 160, 278, 995, 548, 64, 52, 269, 175, 155, 180, 199, 132, 115, 167, 42, 291, 151, 126, 151, 168, 214, 178, 300, 129, 582, 148, 122, 301, 146, 42, 145, 122, 54, 136, 126, 143, 521, 133, 73, 126, 201, 125, 515, 151, 110, 165, 329, 408, 138, 187, 152, 195, 496, 197, 107, 329, 166, 117, 43, 177, 289, 178, 297, 179, 326, 230, 174, 202, 148, 240, 329, 185, 139, 231, 211, 152, 226, 83, 124, 36, 81, 187, 121, 312, 121, 194, 162, 410, 308, 469, 138, 198, 178, 498, 572, 40, 359, 157, 198, 386, 495, 100, 518, 208, 153, 146, 107, 428, 88, 38, 621, 221, 277, 143, 41, 86, 248, 857, 110, 156, 234, 245, 497, 341, 301, 159, 631, 416, 445, 139, 75, 180, 255, 164, 159, 70, 289, 213, 142, 386, 108, 272, 117, 422, 1070, 224, 65, 168, 119, 110, 317, 276, 240, 551, 135, 191, 333, 202, 138, 159, 213, 263, 136, 130, 296, 221, 186, 153, 169, 219, 962, 125, 230, 53, 71, 312, 265, 90, 111, 147, 140, 219, 463, 176, 121, 109, 248, 189, 799, 137, 471, 222, 395, 584, 162, 308, 115, 132, 112, 440, 303, 265, 165, 125, 204, 117, 159, 132, 131, 277, 138, 102, 61, 624, 147, 139, 136, 67, 149, 182, 124, 136, 651, 178, 122, 94, 78, 344, 94, 168, 209, 288, 118, 288, 168, 136, 855, 136, 95, 138, 153, 85, 115, 120, 392, 96, 334, 145, 163, 155, 65, 129, 336, 313, 115, 161, 38, 96, 446, 147, 653, 246, 613, 190, 249, 202, 182, 508, 191, 105, 241, 167, 63, 100, 711, 993, 244, 356, 763, 45, 142, 211, 377, 47, 202, 121, 301, 658, 999, 130, 531, 130, 119, 110, 262, 123, 146, 109, 168, 675, 465, 98, 431, 125, 442, 348, 544, 440, 137, 95, 111, 149, 676, 139, 131, 54, 206, 75, 343, 38, 45, 124, 147, 119, 39, 114, 112, 398, 172, 134, 413, 243, 500, 111, 136, 327, 314, 657, 87, 135, 185, 101, 113, 238, 790, 163, 218, 170, 126, 249, 120, 251, 241, 257, 174, 325, 129, 127, 165, 187, 271, 150, 771, 104, 802, 163, 287, 419, 554, 206, 217, 177, 154, 435, 79, 158, 216, 140, 200, 145, 155, 433, 310, 116, 56, 253, 286, 287, 214, 146, 241, 695, 126, 163, 285, 44, 315, 270, 413, 153, 200, 154, 830, 242, 448, 255, 97, 195, 184, 172, 160, 245, 246, 113, 76, 272, 115, 236, 101, 159, 215, 901, 173, 363, 169, 283, 481, 237, 258, 259, 162, 729, 299, 151, 90, 137, 127, 116, 349, 160, 177, 550, 420, 69, 389, 157, 122, 134, 939, 140, 220, 300, 139, 109, 187, 142, 121, 127, 120, 238, 200, 163, 77, 162, 200, 116, 55, 65, 195, 491, 229, 339, 214, 49, 254, 122, 206, 96, 173, 220, 110, 155, 109, 153, 105, 757, 127, 471, 394, 122, 519, 131, 84, 296, 166, 108, 114, 149, 92, 154, 97, 58, 163, 714, 134, 476, 110, 111, 237, 436, 109, 120, 399, 430, 177, 642, 152, 665, 196, 163, 96, 379, 77, 442, 127, 640, 149, 234, 108, 596, 377, 129, 569, 85, 91, 151, 328, 70, 228, 103, 282, 341, 424, 551, 250, 227, 222, 868, 110, 154, 636, 909, 49, 462, 175, 112, 53, 317, 157, 64, 156, 111, 55, 129, 278, 160, 159, 144, 50, 340, 179, 216, 117, 165, 182, 217, 173, 200, 134, 227, 151, 209, 135, 184, 342, 380, 278, 122, 196, 954, 266, 395, 67, 367, 310, 315, 196, 156, 412, 213, 327, 131, 634, 163, 217, 184, 159, 247, 710, 311, 246, 189, 299, 605, 153, 324, 146, 157, 54, 110, 130, 172, 799, 227, 154, 115, 118, 155, 116, 153, 431, 156, 588, 41, 325, 263, 235, 961, 123, 357, 111, 356, 456, 375, 373, 63, 183, 201, 96, 295, 156, 180, 127, 487, 461, 115, 138, 130, 125, 301, 115, 242, 560, 438, 124, 489, 160, 150, 118, 301, 48, 55, 358, 224, 185, 129, 118, 157, 717, 148, 111, 196, 273, 150, 142, 199, 306, 887, 341, 288, 167, 128, 569, 428, 132, 131, 158, 180, 164, 227, 159, 127, 136, 141, 172, 199, 327, 241, 356, 130, 242, 40, 135, 119, 127, 140, 120, 117, 254, 222, 350, 195, 19, 513, 157, 178, 168, 627, 482, 309, 114, 604, 326, 149, 95, 193, 335, 323, 414, 236, 193, 132, 58, 580, 375, 161, 116, 57, 177, 89, 32, 132, 140, 150, 407, 88, 225, 108, 302, 159, 85, 53, 487, 170, 222, 184, 106, 66, 107, 105, 44, 328, 122, 179, 305, 209, 277, 123, 359, 249, 303, 64, 64, 180, 108, 122, 139, 450, 110, 570, 108, 233, 163, 127, 49, 299, 606, 439, 135, 137, 16, 353, 122, 46, 153, 101, 144, 60, 63, 620, 602, 492, 392, 285, 387, 126, 388, 328, 236, 216, 158, 119, 115, 289, 297, 254, 48, 132, 129, 144, 133, 91, 213, 92, 141, 54, 262, 424, 232, 107, 146, 127, 106, 168, 232, 209, 452, 98, 119, 316, 185, 244, 109, 123, 127, 196, 389, 957, 385, 476, 174, 525, 265, 145, 163, 118, 654, 331, 114, 111, 155, 159, 306, 317, 151, 154, 168, 278, 125, 217, 137, 22, 118, 207, 515, 300, 102, 113, 200, 46, 130, 163, 67, 32, 232, 133, 401, 108, 72, 90, 118, 374, 103, 142, 50, 147, 196, 143, 172, 242, 461, 146, 326, 292, 221, 225, 24, 358, 179, 170, 192, 341, 231, 115, 209, 632, 244, 129, 118, 330, 171, 237, 125, 256, 226, 431, 153, 391, 328, 211, 151, 361, 109, 148, 126, 411, 189, 318, 334, 105, 125, 299, 151, 724, 133, 295, 64, 165, 204, 441, 178, 436, 177, 55, 49, 987, 156, 82, 229, 42, 146, 672, 243, 287, 126, 113, 91, 128, 142, 200, 173, 198, 215, 249, 144, 134, 182, 372, 148, 123, 117, 123, 140, 69, 73, 534, 110, 134, 105, 226, 108, 169, 241, 203, 140, 64, 239, 234, 119, 112, 376, 144, 180, 211, 175, 119, 150, 185, 61, 166, 42, 215, 164, 138, 307, 594, 121, 221, 344, 189, 512, 292, 64, 114, 134, 145, 247, 60, 201, 608, 2108, 605, 123, 197, 670, 156, 160, 311, 93, 68, 413, 134, 146, 151, 144, 106, 346, 99, 115, 267, 332, 164, 409, 126, 116, 356, 526, 340, 60, 341, 128, 236, 1001, 138, 354, 452, 470, 148, 184, 624, 724, 54, 213, 163, 165, 142, 430, 129, 130, 134, 196, 278, 160, 660, 228, 213, 260, 136, 153, 50, 123, 134, 476, 547, 133, 103, 84, 126, 105, 211, 323, 135, 44, 140, 367, 292, 133, 133, 171, 165, 788, 199, 147, 214, 66, 482, 305, 121, 127, 439, 200, 475, 255, 85, 222, 130, 130, 215, 204, 176, 283, 126, 139, 110, 138, 59, 149, 2125, 219, 124, 211, 115, 141, 204, 368, 518, 146, 189, 173, 111, 420, 240, 398, 69, 127, 226, 238, 289, 146, 72, 2470, 234, 116, 133, 154, 143, 277, 129, 107, 87, 210, 504, 432, 241, 407, 721, 128, 57, 226, 199, 692, 166, 119, 119, 516, 340, 361, 456, 124, 119, 671, 205, 1001, 287, 979, 120, 484, 149, 124, 154, 66, 161, 133, 531, 116, 75, 468, 165, 130, 294, 134, 109, 186, 118, 38, 147, 189, 640, 455, 42, 198, 510, 116, 333, 42, 203, 150, 349, 157, 200, 161, 71, 136, 458, 245, 292, 190, 621, 157, 106, 165, 332, 121, 418, 421, 118, 102, 127, 1051, 285, 142, 95, 49, 183, 399, 145, 185, 148, 62, 728, 192, 402, 252, 162, 410, 198, 301, 232, 214, 309, 173, 170, 235, 174, 47, 255, 280, 266, 159, 179, 706, 90, 132, 116, 237, 77, 262, 313, 163, 910, 58, 174, 756, 218, 84, 171, 218, 221, 251, 34, 73, 124, 169, 195, 701, 83, 123, 150, 115, 170, 388, 281, 169, 351, 260, 78, 315, 554, 151, 63, 169, 124, 165, 78, 72, 229, 474, 58, 129, 421, 126, 101, 45, 383, 211, 332, 58, 187, 123, 280, 127, 205, 170, 419, 219, 104, 206, 149, 154, 182, 119, 322, 228, 309, 154, 281, 128, 144, 144, 128, 241, 361, 119, 384, 120, 92, 253, 409, 437, 114, 189, 227, 206, 236, 306, 134, 65, 229, 147, 270, 115, 710, 168, 311, 151, 330, 460, 219, 197, 113, 151, 141, 71, 197, 439, 369, 151, 488, 687, 392, 396, 130, 217, 242, 426, 316, 147, 296, 215, 596, 484, 295, 51, 127, 163, 236, 120, 118, 120, 412, 167, 144, 129, 627, 141, 127, 105, 138, 97, 323, 410, 103, 148, 31, 1001, 205, 68, 259, 150, 247, 113, 313, 318, 119, 260, 93, 338, 151, 129, 162, 813, 339, 933, 479, 951, 124, 156, 146, 122, 393, 274, 634, 133, 651, 79, 168, 139, 186, 249, 421, 257, 572, 201, 172, 231, 154, 115, 271, 130, 629, 221, 191, 138, 497, 385, 209, 141, 114, 239, 127, 116, 188, 79, 83, 122, 106, 143, 270, 99, 64, 56, 117, 89, 132, 700, 60, 122, 738, 195, 197, 88, 194, 68, 562, 200, 220, 120, 375, 269, 197, 208, 348, 420, 126, 244, 324, 286, 160, 442, 415, 138, 332, 319, 196, 199, 181, 54, 287, 72, 286, 207, 51, 170, 207, 188, 154, 274, 128, 560, 215, 125, 168, 145, 83, 140, 91, 305, 140, 116, 414, 134, 168, 201, 405, 114, 197, 285, 428, 59, 56, 56, 408, 187, 143, 175, 570, 324, 605, 447, 160, 109, 284, 661, 137, 624, 299, 134, 174, 165, 201, 143, 290, 188, 348, 219, 225, 124, 828, 686, 333, 184, 147, 110, 127, 585, 157, 150, 209, 386, 131, 235, 128, 256, 61, 111, 127, 153, 184, 168, 59, 288, 233, 262, 249, 142, 172, 379, 160, 165, 285, 356, 169, 174, 134, 309, 564, 70, 151, 211, 215, 181, 122, 213, 321, 123, 127, 124, 130, 97, 96, 346, 152, 164, 112, 196, 121, 511, 524, 84, 203, 118, 135, 191, 247, 120, 154, 183, 200, 117, 171, 36, 56, 110, 233, 140, 47, 143, 742, 211, 476, 571, 910, 405, 144, 135, 277, 470, 189, 101, 305, 190, 114, 138, 269, 214, 107, 916, 109, 145, 170, 289, 150, 181, 260, 569, 474, 193, 54, 54, 149, 139, 490, 81, 401, 417, 124, 188, 142, 184, 95, 140, 543, 128, 325, 556, 252, 146, 256, 168, 385, 196, 468, 191, 124, 297, 617, 111, 596, 175, 74, 131, 128, 177, 122, 344, 975, 348, 46, 768, 91, 93, 636, 440, 498, 175, 100, 96, 458, 251, 63, 120, 59, 129, 280, 183, 135, 108, 139, 486, 150, 231, 131, 174, 149, 759, 219, 161, 112, 235, 30, 111, 210, 482, 244, 138, 787, 187, 164, 425, 43, 95, 143, 113, 152, 359, 236, 222, 190, 205, 431, 197, 135, 104, 122, 188, 344, 138, 235, 349, 65, 376, 119, 195, 136, 247, 239, 262, 64, 155, 123, 319, 138, 92, 263, 118, 146, 101, 221, 346, 132, 146, 139, 419, 115, 85, 347, 416, 609, 308, 52, 157, 126, 305, 150, 153, 112, 330, 154, 208, 166, 199, 121, 136, 255, 160, 114, 108, 353, 130, 137, 62, 63, 149, 491, 112, 210, 23, 117, 232, 487, 129, 166, 51, 260, 407, 145, 239, 346, 239, 101, 114, 136, 178, 719, 65, 49, 270, 719, 54, 142, 634, 342, 185, 160, 55, 440, 125, 171, 107, 489, 193, 157, 133, 138, 590, 70, 275, 198, 139, 369, 188, 320, 117, 820, 115, 247, 234, 237, 123, 220, 106, 185, 300, 39, 291, 251, 226, 408, 253, 123, 221, 139, 108, 145, 193, 58, 286, 201, 105, 247, 87, 681, 279, 134, 178, 144, 201, 351, 128, 197, 149, 162, 223, 280, 161, 117, 945, 185, 258, 186, 133, 591, 131, 164, 143, 421, 206, 288, 117, 60, 207, 469, 138, 145, 141, 186, 72, 489, 306, 676, 314, 147, 124, 48, 570, 167, 145, 436, 135, 167, 122, 155, 496, 136, 500, 160, 134, 64, 148, 111, 433, 412, 461, 228, 226, 171, 123, 271, 184, 243, 508, 416, 146, 121, 92, 168, 161, 608, 154, 455, 258, 299, 400, 350, 360, 267, 180, 40, 140, 206, 95, 49, 114, 264, 181, 108, 199, 152, 147, 153, 89, 282, 200, 142, 119, 102, 646, 111, 72, 185, 42, 394, 167, 133, 267, 157, 180, 115, 231, 785, 182, 193, 155, 600, 153, 153, 113, 202, 47, 132, 157, 55, 241, 565, 318, 141, 973, 547, 184, 67, 57, 248, 128, 316, 238, 54, 185, 56, 189, 193, 71, 154, 176, 303, 391, 84, 118, 481, 146, 377, 394, 30, 171, 143, 173, 139, 156, 116, 150, 128, 148, 1000, 114, 230, 125, 123, 228, 151, 306, 135, 235, 125, 133, 311, 358, 194, 204, 128, 161, 239, 290, 87, 111, 152, 984, 338, 257, 670, 150, 357, 283, 129, 585, 1002, 51, 104, 89, 291, 141, 188, 236, 203, 184, 561, 166, 73, 96, 131, 148, 458, 127, 176, 202, 184, 163, 171, 597, 158, 113, 201, 121, 109, 142, 112, 128, 78, 155, 189, 204, 541, 170, 298, 88, 117, 285, 100, 558, 143, 311, 455, 217, 651, 129, 69, 117, 74, 159, 299, 158, 664, 143, 152, 127, 152, 305, 262, 320, 245, 216, 174, 148, 109, 164, 171, 173, 192, 129, 110, 127, 498, 171, 323, 404, 152, 76, 130, 107, 391, 259, 237, 117, 365, 144, 843, 165, 481, 133, 228, 172, 66, 216, 43, 215, 427, 107, 57, 53, 145, 83, 164, 527, 127, 917, 135, 212, 109, 133, 442, 183, 198, 53, 342, 107, 176, 79, 179, 214, 440, 268, 141, 493, 164, 137, 511, 169, 128, 107, 84, 289, 213, 100, 141, 142, 127, 167, 132, 229, 113, 85, 89, 43, 430, 146, 96, 220, 212, 305, 139, 154, 227, 443, 202, 72, 245, 153, 509, 280, 234, 131, 121, 306, 141, 116, 134, 163, 119, 118, 160, 90, 550, 199, 200, 123, 95, 180, 133, 323, 222, 366, 316, 78, 204, 63, 388, 243, 481, 104, 157, 112, 211, 978, 122, 140, 135, 129, 117, 266, 237, 438, 389, 131, 248, 88, 32, 620, 193, 107, 309, 150, 168, 707, 241, 68, 139, 917, 112, 177, 193, 68, 181, 213, 53, 119, 117, 328, 246, 132, 111, 268, 250, 107, 140, 128, 289, 184, 745, 105, 25, 279, 168, 121, 211, 590, 765, 70, 568, 58, 188, 154, 374, 214, 137, 668, 232, 122, 128, 151, 247, 492, 314, 253, 256, 182, 136, 168, 170, 332, 325, 146, 87, 129, 162, 251, 209, 154, 915, 175, 115, 268, 379, 197, 142, 165, 127, 260, 134, 177, 67, 117, 150, 517, 374, 197, 133, 126, 410, 377, 659, 496, 156, 188, 78, 163, 171, 230, 510, 617, 163, 199, 117, 92, 291, 392, 176, 171, 150, 152, 839, 36, 144, 189, 137, 141, 44, 120, 181, 347, 89, 263, 157, 138, 126, 135, 152, 146, 234, 389, 559, 131, 130, 700, 317, 214, 326, 61, 145, 167, 527, 124, 142, 332, 57, 145, 145, 134, 211, 52, 91, 103, 165, 287, 126, 83, 154, 60, 193, 115, 196, 180, 128, 143, 126, 75, 48, 260, 127, 60, 203, 127, 140, 114, 361, 196, 168, 130, 635, 381, 189, 258, 195, 167, 140, 180, 156, 65, 359, 207, 236, 138, 84, 128, 203, 207, 621, 542, 976, 203, 126, 183, 221, 563, 446, 60, 149, 208, 172, 240, 112, 162, 172, 361, 719, 46, 337, 359, 46, 125, 237, 135, 98, 776, 231, 190, 170, 541, 147, 143, 170, 204, 228, 221, 232, 168, 191, 197, 129, 92, 250, 164, 588, 39, 691, 114, 164, 56, 133, 359, 579, 123, 234, 131, 170, 108, 123, 630, 76, 142, 179, 141, 250, 131, 146, 219, 235, 159, 303, 357, 261, 60, 319, 127, 44, 60, 149, 66, 337, 290, 159, 350, 632, 308, 169, 290, 86, 95, 157, 438, 372, 102, 371, 243, 139, 801, 224, 541, 509, 251, 133, 108, 827, 495, 27, 732, 197, 168, 275, 282, 92, 209, 766, 166, 570, 125, 134, 315, 438, 122, 344, 159, 731, 140, 520, 851, 71, 120, 313, 753, 447, 785, 130, 569, 188, 224, 351, 236, 249, 201, 186, 275, 764, 467, 188, 279, 161, 117, 178, 204, 488, 190, 338, 102, 154, 242, 239, 140, 495, 105, 195, 111, 311, 385, 166, 157, 208, 402, 276, 52, 242, 138, 158, 235, 56, 469, 268, 175, 175, 488, 199, 114, 355, 143, 182, 98, 77, 42, 130, 167, 59, 177, 61, 234, 303, 155, 17, 147, 85, 212, 311, 716, 713, 110, 219, 663, 150, 202, 437, 111, 470, 212, 395, 924, 132, 132, 82, 209, 227, 72, 49, 119, 165, 146, 236, 147, 99, 68, 110, 76, 37, 271, 364, 152, 510, 163, 130, 190, 52, 996, 269, 28, 129, 438, 115, 136, 62, 125, 230, 125, 119, 275, 201, 966, 175, 516, 235, 152, 246, 755, 248, 150, 146, 49, 83, 209, 147, 123, 176, 190, 202, 206, 519, 463, 252, 478, 205, 303, 102, 185, 28, 168, 592, 189, 101, 457, 55, 161, 115, 244, 308, 143, 239, 103, 446, 192, 220, 160, 108, 320, 38, 71, 127, 123, 180, 425, 152, 308, 206, 172, 147, 258, 366, 285, 117, 239, 116, 290, 186, 101, 186, 128, 179, 228, 124, 417, 882, 323, 618, 424, 114, 111, 65, 271, 123, 120, 220, 80, 83, 72, 158, 285, 747, 122, 184, 134, 152, 241, 515, 81, 301, 45, 126, 130, 505, 148, 127, 79, 55, 143, 52, 46, 203, 1013, 133, 130, 139, 290, 210, 300, 216, 201, 117, 174, 123, 130, 128, 123, 114, 131, 549, 167, 674, 176, 110, 369, 59, 442, 47, 121, 207, 133, 165, 505, 151, 291, 237, 429, 178, 788, 136, 168, 354, 135, 131, 261, 35, 69, 485, 145, 163, 393, 295, 109, 95, 211, 179, 178, 139, 143, 210, 219, 197, 132, 110, 136, 179, 147, 273, 269, 123, 154, 159, 337, 136, 209, 133, 298, 439, 538, 218, 212, 287, 72, 94, 100, 202, 142, 940, 131, 108, 170, 169, 150, 152, 133, 127, 811, 524, 272, 182, 302, 104, 157, 160, 195, 107, 135, 55, 236, 562, 52, 583, 149, 151, 206, 55, 261, 623, 169, 66, 212, 379, 151, 262, 333, 134, 196, 259, 328, 283, 158, 115, 119, 587, 750, 619, 198, 303, 308, 187, 204, 148, 119, 86, 285, 65, 162, 255, 404, 74, 178, 107, 143, 144, 498, 296, 166, 507, 376, 205, 177, 172, 42, 86, 55, 110, 109, 151, 154, 217, 579, 113, 131, 202, 280, 119, 119, 517, 691, 590, 320, 586, 585, 147, 162, 107, 442, 268, 158, 129, 574, 160, 432, 496, 261, 294, 145, 160, 225, 124, 64, 406, 163, 603, 310, 190, 157, 195, 272, 199, 143, 254, 202, 154, 236, 737, 486, 128, 117, 184, 678, 103, 162, 85, 253, 129, 169, 50, 268, 130, 688, 187, 139, 229, 394, 137, 239, 221, 124, 243, 84, 193, 181, 299, 60, 168, 273, 292, 241, 346, 502, 71, 219, 125, 48, 651, 471, 257, 112, 144, 370, 68, 161, 342, 39, 328, 64, 191, 132, 122, 197, 126, 142, 201, 239, 170, 174, 171, 104, 178, 195, 49, 311, 347, 346, 143, 256, 211, 118, 248, 190, 207, 126, 149, 182, 243, 457, 816, 61, 263, 343, 138, 125, 194, 746, 114, 133, 179, 512, 143, 137, 205, 77, 125, 109, 136, 195, 495, 283, 231, 269, 97, 100, 257, 290, 124, 180, 509, 87, 171, 152, 251, 300, 385, 77, 973, 156, 664, 141, 303, 165, 219, 85, 283, 66, 172, 43, 126, 78, 159, 118, 50, 481, 107, 652, 72, 308, 74, 122, 47, 145, 170, 153, 32, 54, 262, 323, 193, 267, 169, 135, 491, 697, 498, 427, 751, 344, 239, 163, 76, 60, 275, 216, 254, 353, 410, 101, 218, 144, 347, 489, 176, 183, 652, 162, 255, 125, 92, 254, 263, 23, 138, 186, 135, 137, 116, 168, 171, 338, 144, 155, 223, 63, 820, 64, 241, 222, 68, 686, 165, 37, 42, 495, 172, 502, 188, 124, 194, 214, 201, 452, 155, 490, 153, 79, 144, 454, 213, 337, 139, 156, 277, 143, 289, 247, 138, 137, 155, 150, 80, 367, 166, 474, 406, 273, 344, 334, 277, 280, 397, 107, 348, 329, 214, 730, 110, 355, 169, 91, 140, 140, 315, 124, 265, 454, 117, 127, 159, 200, 145, 116, 148, 152, 215, 127, 16, 129, 44, 141, 236, 178, 180, 84, 130, 124, 103, 239, 133, 128, 216, 581, 105, 193, 151, 246, 138, 265, 423, 101, 322, 394, 61, 159, 119, 1000, 450, 285, 149, 179, 140, 69, 114, 155, 25, 632, 292, 832, 261, 104, 116, 108, 40, 344, 135, 261, 247, 177, 66, 212, 316, 273, 198, 54, 312, 260, 99, 116, 181, 89, 127, 188, 134, 284, 327, 391, 154, 141, 115, 389, 239, 187, 137, 202, 326, 187, 124, 271, 109, 143, 341, 176, 229, 105, 401, 239, 79, 233, 105, 58, 138, 342, 481, 287, 108, 47, 307, 991, 126, 204, 124, 144, 104, 136, 157, 320, 212, 466, 547, 185, 214, 149, 193, 390, 305, 251, 309, 106, 109, 546, 206, 509, 167, 95, 206, 110, 51, 502, 152, 56, 268, 432, 357, 232, 307, 97, 209, 62, 142, 265, 161, 214, 421, 107, 142, 273, 145, 118, 163, 289, 213, 623, 136, 126, 428, 130, 144, 169, 363, 216, 126, 277, 39, 460, 369, 104, 156, 127, 164, 190, 27, 114, 174, 192, 130, 193, 944, 198, 542, 128, 162, 132, 128, 873, 289, 254, 119, 164, 245, 65, 138, 115, 281, 115, 154, 133, 122, 78, 244, 62, 231, 130, 113, 242, 120, 84, 34, 846, 293, 459, 217, 570, 344, 533, 341, 124, 119, 111, 515, 126, 113, 103, 352, 228, 127, 181, 887, 76, 506, 164, 361, 180, 118, 91, 73, 130, 200, 190, 313, 108, 243, 150, 201, 130, 119, 47, 134, 218, 225, 132, 436, 171, 702, 130, 196, 162, 255, 288, 81, 211, 201, 56, 130, 82, 229, 100, 164, 278, 340, 165, 130, 39, 182, 236, 463, 154, 58, 141, 350, 570, 414, 409, 440, 83, 123, 241, 78, 45, 210, 167, 207, 153, 132, 85, 173, 499, 441, 142, 384, 84, 123, 281, 235, 189, 194, 392, 53, 139, 445, 401, 233, 170, 60, 138, 249, 124, 243, 168, 273, 793, 192, 466, 57, 107, 47, 96, 501, 287, 74, 234, 147, 340, 191, 116, 336, 312, 314, 111, 389, 125, 969, 256, 166, 133, 99, 166, 350, 187, 125, 125, 165, 111, 143, 415, 288, 242, 158, 146, 217, 601, 43, 154, 115, 469, 135, 118, 160, 97, 280, 102, 144, 102, 191, 116, 213, 498, 234, 169, 217, 140, 126, 168, 146, 146, 174, 249, 153, 355, 459, 557, 151, 130, 215, 126, 487, 251, 266, 386, 176, 42, 491, 51, 145, 264, 165, 106, 108, 57, 100, 130, 65, 192, 219, 131, 307, 220, 614, 837, 232, 149, 213, 440, 124, 251, 194, 243, 124, 220, 233, 230, 72, 438, 131, 111, 57, 53, 133, 344, 68, 124, 200, 63, 135, 1009, 302, 140, 270, 305, 48, 195, 199, 142, 224, 157, 196, 240, 515, 172, 116, 234, 116, 211, 569, 118, 74, 501, 324, 361, 171, 98, 114, 107, 215, 116, 119, 597, 766, 166, 142, 56, 147, 67, 94, 199, 117, 120, 563, 118, 96, 135, 54, 69, 323, 194, 127, 182, 225, 92, 46, 236, 202, 159, 151, 217, 175, 181, 141, 71, 322, 169, 127, 165, 156, 212, 60, 253, 112, 81, 218, 152, 97, 148, 122, 138, 292, 148, 112, 169, 146, 679, 774, 144, 65, 203, 220, 67, 365, 206, 113, 139, 602, 282, 119, 191, 131, 128, 126, 306, 546, 209, 99, 86, 141, 103, 422, 375, 95, 143, 192, 115, 47, 132, 107, 196, 453, 46, 107, 145, 151, 417, 48, 172, 849, 583, 143, 176, 112, 150, 210, 696, 190, 58, 166, 126, 345, 202, 118, 61, 264, 125, 171, 115, 119, 131, 174, 210, 699, 47, 321, 130, 167, 69, 422, 253, 190, 159, 256, 130, 164, 128, 309, 168, 45, 169, 88, 131, 68, 133, 416, 162, 55, 207, 141, 585, 207, 342, 98, 148, 410, 208, 61, 467, 105, 234, 167, 77, 414, 124, 148, 72, 296, 139, 237, 225, 195, 236, 218, 314, 276, 466, 184, 233, 158, 102, 44, 408, 144, 69, 72, 119, 82, 202, 237, 191, 163, 304, 192, 345, 294, 161, 215, 58, 94, 134, 58, 310, 505, 177, 88, 134, 481, 137, 126, 993, 81, 617, 821, 50, 582, 408, 127, 113, 262, 300, 343, 132, 246, 383, 370, 75, 177, 230, 127, 241, 153, 55, 117, 131, 223, 63, 438, 46, 123, 174, 903, 105, 242, 232, 163, 261, 127, 354, 179, 122, 168, 328, 97, 151, 131, 118, 136, 36, 122, 362, 275, 188, 147, 133, 227, 140, 180, 220, 166, 70, 251, 593, 265, 155, 102, 184, 123, 47, 54, 587, 399, 94, 181, 291, 112, 179, 216, 67, 280, 379, 140, 161, 170, 226, 150, 100, 864, 307, 143, 172, 200, 221, 98, 679, 122, 333, 154, 72, 160, 379, 131, 54, 135, 717, 107, 69, 41, 259, 156, 587, 36, 201, 189, 53, 108, 128, 109, 49, 791, 54, 120, 129, 174, 134, 259, 152, 187, 161, 279, 138, 607, 800, 111, 148, 314, 427, 62, 174, 427, 61, 152, 155, 244, 280, 315, 67, 168, 426, 259, 133, 373, 159, 183, 150, 168, 387, 202, 421, 141, 573, 115, 244, 131, 189, 220, 116, 76, 326, 416, 184, 243, 503, 675, 40, 264, 193, 267, 413, 69, 164, 309, 448, 314, 317, 310, 201, 231, 124, 147, 229, 273, 119, 189, 408, 76, 65, 165, 576, 224, 211, 116, 154, 318, 119, 48, 339, 111, 109, 89, 115, 80, 76, 147, 275, 407, 140, 97, 158, 140, 269, 322, 141, 331, 998, 119, 131, 196, 140, 126, 116, 218, 375, 571, 116, 375, 632, 148, 582, 184, 411, 168, 232, 132, 174, 318, 121, 138, 283, 70, 280, 118, 76, 997, 132, 95, 205, 230, 120, 112, 67, 285, 129, 388, 279, 135, 291, 115, 131, 114, 125, 580, 206, 79, 139, 48, 243, 993, 299, 215, 344, 198, 129, 125, 154, 157, 165, 733, 209, 286, 61, 369, 290, 314, 45, 116, 170, 73, 142, 247, 762, 140, 201, 364, 150, 293, 229, 440, 139, 408, 268, 110, 123, 650, 128, 116, 367, 270, 195, 238, 385, 228, 280, 443, 140, 284, 143, 197, 562, 114, 76, 298, 235, 270, 91, 112, 399, 189, 126, 125, 229, 127, 84, 141, 64, 172, 172, 62, 187, 226, 340, 244, 301, 36, 169, 144, 130, 138, 77, 412, 136, 156, 94, 271, 261, 145, 211, 145, 859, 88, 86, 342, 70, 139, 178, 306, 203, 123, 212, 170, 330, 141, 412, 268, 338, 367, 44, 411, 964, 263, 294, 99, 496, 416, 232, 70, 267, 373, 264, 131, 138, 155, 163, 196, 176, 79, 418, 329, 226, 167, 193, 188, 270, 60, 149, 167, 186, 166, 382, 254, 232, 111, 151, 119, 215, 412, 97, 108, 70, 354, 126, 72, 138, 119, 335, 181, 287, 142, 262, 238, 688, 133, 155, 58, 289, 159, 74, 612, 158, 425, 236, 130, 301, 695, 197, 196, 193, 139, 200, 147, 244, 126, 228, 186, 82, 248, 171, 152, 55, 121, 69, 203, 102, 147, 254, 571, 291, 201, 410, 152, 162, 168, 293, 150, 124, 974, 151, 131, 138, 109, 238, 144, 300, 266, 138, 222, 230, 54, 578, 101, 381, 60, 343, 117, 224, 142, 350, 144, 108, 142, 278, 85, 534, 398, 530, 858, 132, 125, 253, 69, 1000, 155, 193, 316, 461, 386, 183, 139, 149, 122, 235, 758, 194, 266, 133, 121, 45, 126, 510, 154, 162, 170, 932, 416, 189, 526, 153, 108, 42, 189, 187, 132, 174, 145, 164, 417, 95, 796, 146, 254, 111, 562, 417, 507, 326, 222, 265, 195, 136, 179, 354, 273, 142, 190, 94, 615, 66, 329, 354, 37, 123, 32, 106, 315, 136, 112, 255, 179, 82, 191, 207, 156, 388, 199, 74, 86, 232, 292, 135, 141, 787, 114, 167, 176, 144, 135, 51, 150, 218, 190, 91, 330, 163, 153, 442, 286, 357, 283, 167, 115, 454, 226, 41, 146, 261, 123, 56, 140, 269, 172, 128, 568, 133, 209, 135, 156, 145, 188, 227, 179, 210, 107, 57, 54, 45, 114, 127, 300, 166, 233, 508, 137, 173, 205, 125, 650, 237, 297, 142, 584, 175, 639, 176, 205, 323, 117, 132, 104, 203, 217, 139, 163, 278, 137, 114, 153, 116, 408, 26, 106, 123, 124, 100, 181, 162, 123, 127, 107, 64, 55, 151, 254, 199, 180, 547, 155, 185, 77, 817, 177, 201, 246, 200, 89, 128, 961, 216, 583, 333, 49, 119, 270, 229, 88, 67, 179, 135, 155, 158, 179, 58, 170, 185, 552, 440, 188, 227, 66, 128, 150, 51, 416, 261, 211, 231, 211, 217, 687, 234, 415, 180, 111, 147, 248, 982, 257, 53, 183, 466, 142, 299, 141, 51, 63, 484, 70, 132, 129, 160, 483, 193, 135, 65, 105, 402, 62, 168, 404, 132, 172, 235, 595, 366, 121, 418, 364, 145, 142, 280, 132, 137, 156, 163, 123, 127, 225, 327, 556, 367, 219, 143, 446, 137, 196, 128, 137, 377, 380, 455, 193, 201, 340, 409, 296, 119, 174, 286, 127, 124, 198, 130, 190, 561, 67, 88, 209, 108, 680, 147, 153, 168, 181, 68, 195, 212, 143, 145, 325, 337, 99, 137, 213, 111, 702, 317, 271, 264, 140, 240, 249, 120, 201, 271, 260, 126, 703, 163, 115, 141, 203, 213, 243, 346, 580, 297, 134, 114, 207, 165, 415, 109, 175, 108, 152, 114, 135, 255, 458, 126, 67, 285, 207, 508, 122, 116, 511, 136, 137, 146, 141, 918, 125, 112, 166, 163, 178, 269, 146, 339, 41, 194, 176, 131, 287, 155, 54, 131, 143, 550, 126, 582, 134, 247, 199, 427, 193, 491, 149, 377, 680, 124, 256, 216, 135, 140, 197, 400, 119, 296, 71, 344, 123, 184, 210, 164, 104, 187, 313, 153, 184, 127, 131, 214, 89, 206, 210, 116, 137, 134, 435, 102, 142, 373, 189, 327, 172, 155, 291, 167, 357, 375, 248, 168, 155, 361, 152, 41, 127, 234, 162, 421, 426, 121, 162, 292, 145, 456, 46, 374, 161, 225, 354, 650, 360, 549, 192, 133, 123, 80, 290, 118, 205, 38, 54, 456, 122, 381, 123, 385, 280, 146, 52, 108, 126, 131, 131, 313, 129, 157, 309, 187, 296, 92, 167, 162, 385, 157, 346, 382, 272, 131, 126, 130, 185, 97, 91, 235, 211, 173, 84, 412, 668, 141, 191, 306, 616, 257, 127, 225, 178, 85, 102, 106, 176, 134, 477, 133, 83, 126, 310, 264, 414, 265, 108, 60, 220, 108, 122, 168, 168, 406, 136, 121, 232, 490, 109, 132, 193, 226, 266, 123, 605, 46, 52, 108, 155, 150, 93, 639, 147, 279, 149, 239, 125, 96, 465, 53, 198, 540, 106, 164, 154, 205, 121, 414, 85, 816, 626, 117, 43, 105, 304, 193, 166, 619, 370, 185, 134, 156, 119, 73, 346, 248, 131, 177, 123, 130, 155, 70, 195, 330, 133, 82, 63, 857, 111, 108, 652, 387, 218, 200, 182, 57, 996, 67, 149, 457, 179, 128, 253, 154, 251, 479, 314, 46, 116, 143, 265, 215, 162, 268, 171, 143, 47, 190, 108, 94, 195, 26, 238, 139, 56, 103, 294, 174, 486, 111, 467, 963, 263, 127, 316, 248, 150, 460, 274, 74, 117, 224, 120, 195, 92, 341, 294, 247, 383, 226, 157, 180, 107, 119, 143, 45, 350, 142, 422, 209, 575, 236, 144, 286, 140, 284, 99, 238, 333, 163, 108, 191, 195, 68, 82, 98, 187, 161, 127, 402, 297, 116, 111, 107, 122, 142, 235, 136, 298, 670, 272, 119, 178, 510, 594, 30, 249, 168, 139, 370, 718, 62, 259, 361, 92, 168, 89, 175, 604, 210, 59, 143, 348, 173, 75, 226, 103, 80, 75, 252, 272, 490, 120, 499, 136, 223, 126, 29, 669, 142, 123, 1087, 520, 118, 169, 687, 103, 43, 60, 150, 136, 228, 48, 707, 157, 356, 97, 194, 204, 111, 372, 208, 92, 286, 186, 236, 314, 184, 116, 62, 117, 78, 90, 714, 133, 101, 308, 114, 785, 579, 600, 299, 109, 166, 126, 290, 189, 106, 116, 205, 165, 135, 268, 134, 251, 149, 306, 182, 194, 358, 512, 455, 597, 356, 258, 150, 223, 77, 52, 465, 762, 103, 144, 464, 19, 293, 334, 220, 111, 129, 172, 452, 93, 55, 323, 139, 127, 157, 130, 140, 105, 127, 123, 132, 315, 138, 121, 145, 243, 208, 102, 307, 44, 51, 489, 518, 131, 53, 171, 64, 252, 143, 148, 174, 121, 160, 420, 189, 278, 454, 340, 131, 122, 269, 405, 116, 175, 74, 209, 117, 174, 165, 223, 136, 133, 138, 219, 306, 103, 126, 81, 348, 144, 56, 252, 53, 49, 153, 451, 116, 557, 52, 527, 112, 473, 209, 77, 201, 169, 131, 154, 89, 429, 138, 125, 739, 108, 365, 858, 96, 606, 132, 71, 119, 63, 225, 170, 234, 121, 108, 116, 138, 204, 128, 181, 109, 241, 244, 406, 110, 127, 464, 359, 78, 229, 412, 188, 67, 112, 189, 180, 125, 424, 200, 144, 272, 328, 155, 136, 50, 124, 208, 346, 124, 162, 192, 130, 96, 109, 155, 562, 155, 264, 115, 151, 147, 145, 159, 129, 133, 69, 163, 111, 242, 124, 106, 131, 287, 139, 521, 232, 97, 94, 366, 209, 488, 179, 209, 211, 331, 232, 164, 997, 176, 204, 60, 304, 411, 129, 115, 359, 107, 118, 365, 413, 680, 248, 139, 313, 330, 56, 87, 334, 303, 743, 385, 53, 213, 177, 67, 109, 143, 224, 482, 257, 180, 219, 122, 150, 139, 145, 98, 217, 150, 139, 103, 265, 182, 64, 401, 123, 118, 118, 129, 413, 301, 118, 634, 370, 460, 251, 136, 178, 123, 713, 388, 125, 39, 114, 191, 319, 114, 161, 54, 199, 139, 69, 54, 329, 333, 2278, 274, 420, 187, 366, 267, 215, 338, 193, 150, 134, 251, 117, 189, 161, 66, 43, 210, 322, 216, 205, 396, 238, 102, 242, 185, 249, 125, 165, 90, 276, 311, 513, 166, 163, 148, 100, 202, 218, 59, 92, 122, 278, 164, 180, 101, 312, 791, 217, 245, 53, 41, 189, 127, 210, 160, 173, 367, 423, 163, 89, 996, 133, 428, 128, 856, 146, 135, 126, 257, 142, 615, 117, 209, 210, 615, 192, 193, 62, 213, 443, 247, 220, 512, 62, 198, 69, 183, 50, 34, 139, 192, 475, 525, 245, 207, 192, 236, 326, 105, 585, 192, 119, 220, 977, 84, 167, 134, 190, 127, 97, 437, 55, 249, 327, 187, 42, 130, 143, 139, 280, 181, 117, 373, 131, 207, 119, 135, 155, 457, 284, 191, 68, 381, 168, 58, 599, 189, 107, 304, 176, 166, 443, 162, 156, 112, 66, 304, 440, 89, 149, 343, 121, 161, 422, 116, 67, 643, 319, 138, 136, 113, 119, 540, 180, 135, 337, 307, 148, 63, 126, 76, 120, 671, 162, 119, 538, 127, 764, 109, 153, 181, 172, 234, 69, 184, 119, 136, 129, 134, 765, 151, 134, 136, 159, 526, 123, 196, 62, 196, 160, 99, 121, 127, 183, 137, 44, 330, 142, 365, 454, 181, 117, 211, 114, 262, 133, 270, 60, 74, 121, 144, 115, 516, 749, 231, 139, 854, 388, 835, 171, 635, 378, 40, 167, 343, 144, 469, 927, 110, 319, 919, 107, 74, 162, 53, 338, 151, 746, 102, 398, 288, 32, 138, 354, 143, 132, 81, 140, 965, 44, 42, 56, 411, 135, 134, 161, 149, 139, 325, 244, 126, 171, 206, 524, 79, 152, 269, 236, 164, 386, 577, 764, 456, 270, 262, 141, 30, 30, 310, 334, 307, 657, 260, 619, 112, 198, 134, 201, 114, 72, 170, 256, 269, 191, 103, 169, 151, 419, 131, 169, 133, 213, 112, 249, 120, 92, 187, 79, 228, 102, 142, 288, 32, 423, 648, 256, 227, 215, 217, 133, 165, 576, 451, 150, 142, 529, 359, 168, 170, 522, 239, 170, 120, 194, 60, 236, 97, 109, 199, 174, 153, 511, 201, 117, 353, 204, 187, 308, 191, 71, 180, 55, 169, 413, 78, 203, 48, 350, 218, 135, 141, 163, 528, 118, 108, 145, 233, 595, 143, 246, 104, 182, 258, 533, 345, 130, 177, 147, 145, 145, 40, 156, 276, 151, 122, 213, 446, 312, 300, 252, 180, 215, 53, 135, 266, 108, 164, 140, 490, 312, 48, 149, 20, 119, 308, 122, 158, 184, 65, 53, 174, 141, 160, 164, 245, 240, 60, 242, 182, 263, 155, 146, 421, 193, 123, 139, 146, 34, 132, 155, 127, 360, 126, 142, 108, 126, 196, 61, 165, 154, 592, 173, 88, 182, 448, 120, 382, 145, 169, 478, 208, 156, 74, 202, 422, 532, 563, 158, 109, 601, 172, 70, 128, 193, 358, 84, 377, 355, 51, 261, 130, 114, 119, 942, 122, 126, 45, 876, 126, 297, 62, 141, 160, 528, 271, 315, 158, 157, 138, 564, 122, 118, 435, 357, 794, 182, 188, 169, 201, 34, 212, 272, 784, 125, 186, 305, 630, 164, 217, 118, 167, 162, 108, 228, 219, 210, 433, 62, 133, 123, 232, 137, 158, 201, 217, 173, 206, 158, 793, 127, 139, 71, 130, 154, 256, 178, 60, 218, 200, 115, 660, 135, 146, 118, 131, 156, 274, 255, 325, 115, 274, 132, 177, 228, 388, 294, 174, 161, 362, 699, 192, 170, 61, 129, 500, 111, 660, 191, 201, 49, 128, 130, 198, 87, 126, 147, 118, 43, 123, 90, 200, 175, 300, 117, 574, 526, 37, 157, 1000, 95, 111, 440, 165, 259, 227, 171, 137, 271, 120, 268, 138, 151, 55, 114, 187, 129, 60, 356, 114, 192, 570, 393, 466, 229, 123, 99, 185, 265, 142, 149, 337, 60, 352, 612, 77, 274, 425, 114, 460, 586, 244, 144, 55, 135, 461, 155, 131, 82, 886, 363, 133, 196, 136, 173, 302, 279, 123, 135, 415, 82, 357, 216, 440, 152, 744, 56, 126, 198, 194, 211, 94, 152, 178, 142, 619, 272, 234, 146, 164, 285, 106, 465, 189, 113, 607, 264, 239, 122, 406, 406, 89, 81, 59, 118, 108, 122, 688, 144, 73, 165, 91, 62, 335, 216, 354, 316, 170, 183, 158, 109, 46, 87, 231, 141, 186, 136, 976, 184, 145, 206, 183, 315, 88, 59, 169, 420, 172, 177, 394, 130, 128, 180, 211, 665, 314, 74, 325, 299, 281, 133, 234, 284, 123, 198, 181, 146, 241, 127, 104, 93, 174, 64, 230, 78, 133, 290, 147, 49, 120, 164, 119, 610, 138, 325, 478, 92, 211, 119, 84, 157, 288, 252, 301, 126, 279, 188, 837, 189, 600, 693, 267, 208, 174, 125, 96, 168, 365, 75, 142, 87, 269, 287, 288, 138, 524, 217, 994, 140, 150, 220, 41, 351, 360, 117, 212, 133, 131, 236, 96, 500, 340, 78, 360, 124, 153, 100, 146, 142, 419, 991, 298, 249, 247, 234, 423, 228, 746, 159, 136, 127, 667, 152, 179, 228, 60, 226, 298, 995, 464, 83, 69, 43, 95, 183, 99, 188, 122, 386, 333, 514, 152, 286, 189, 355, 292, 823, 189, 352, 149, 143, 156, 130, 189, 111, 195, 232, 128, 227, 146, 304, 197, 250, 332, 64, 29, 121, 244, 145, 787, 387, 265, 168, 143, 1001, 524, 229, 178, 221, 218, 410, 149, 567, 125, 141, 212, 17, 881, 170, 228, 215, 178, 161, 423, 547, 460, 244, 113, 123, 377, 143, 142, 363, 129, 110, 210, 207, 178, 300, 184, 144, 488, 243, 105, 158, 490, 67, 150, 154, 125, 133, 438, 241, 209, 638, 303, 247, 208, 525, 531, 174, 126, 130, 849, 133, 361, 134, 208, 281, 566, 107, 108, 490, 135, 152, 62, 335, 58, 96, 225, 119, 148, 136, 178, 155, 169, 221, 62, 123, 90, 166, 211, 55, 152, 538, 185, 124, 953, 456, 539, 213, 87, 515, 205, 144, 510, 189, 333, 96, 177, 84, 117, 290, 186, 242, 367, 125, 115, 401, 292, 48, 268, 466, 212, 165, 202, 128, 161, 146, 284, 808, 88, 518, 842, 210, 174, 327, 305, 36, 256, 359, 173, 530, 306, 285, 58, 127, 714, 268, 221, 448, 98, 115, 180, 126, 220, 248, 205, 115, 181, 615, 301, 56, 254, 306, 109, 181, 134, 115, 277, 65, 266, 107, 77, 116, 222, 145, 107, 293, 244, 162, 357, 136, 78, 391, 196, 994, 133, 210, 193, 120, 544, 203, 135, 154, 171, 197, 141, 137, 153, 114, 333, 347, 133, 211, 124, 56, 350, 206, 285, 365, 266, 154, 126, 154, 571, 387, 221, 152, 357, 267, 127, 396, 237, 121, 210, 83, 916, 220, 150, 124, 61, 189, 132, 366, 251, 151, 145, 113, 119, 310, 114, 580, 226, 240, 147, 207, 142, 152, 726, 454, 147, 204, 41, 170, 381, 136, 201, 158, 268, 136, 238, 331, 189, 93, 961, 85, 332, 440, 257, 188, 202, 544, 520, 134, 970, 180, 389, 311, 168, 475, 129, 464, 150, 171, 173, 53, 286, 182, 188, 112, 191, 106, 124, 126, 47, 318, 455, 66, 219, 384, 66, 559, 149, 449, 208, 122, 172, 134, 150, 988, 460, 603, 213, 230, 324, 111, 217, 143, 193, 72, 789, 321, 115, 47, 698, 151, 82, 194, 151, 166, 118, 92, 1723, 34, 391, 908, 355, 72, 178, 246, 435, 287, 408, 147, 248, 241, 117, 124, 151, 231, 53, 349, 141, 839, 132, 183, 120, 154, 180, 146, 207, 291, 58, 210, 124, 115, 941, 129, 133, 92, 147, 642, 308, 132, 129, 471, 182, 160, 287, 167, 465, 397, 966, 346, 157, 362, 186, 284, 139, 116, 213, 164, 167, 193, 585, 315, 247, 125, 165, 441, 185, 397, 300, 125, 230, 266, 129, 591, 128, 274, 139, 166, 372, 85, 54, 109, 401, 181, 517, 93, 78, 163, 312, 669, 885, 33, 310, 128, 163, 133, 147, 141, 163, 322, 87, 140, 42, 206, 990, 125, 121, 190, 359, 80, 204, 143, 119, 494, 189, 147, 412, 807, 825, 171, 65, 338, 117, 100, 202, 134, 54, 130, 752, 105, 616, 135, 83, 136, 316, 356, 158, 549, 185, 198, 180, 124, 129, 163, 214, 112, 760, 183, 307, 201, 773, 278, 146, 496, 94, 464, 214, 177, 444, 306, 705, 106, 299, 998, 63, 166, 82, 208, 148, 271, 102, 133, 166, 284, 85, 158, 370, 200, 102, 160, 150, 103, 56, 315, 266, 146, 158, 109, 111, 234, 175, 153, 144, 388, 136, 360, 126, 215, 41, 150, 156, 284, 267, 155, 587, 55, 812, 69, 243, 243, 163, 55, 73, 205, 251, 273, 283, 112, 115, 123, 166, 217, 130, 437, 122, 353, 127, 69, 58, 397, 295, 213, 329, 181, 168, 285, 236, 131, 465, 167, 106, 52, 162, 71, 163, 40, 210, 155, 127, 228, 195, 755, 138, 473, 193, 129, 306, 141, 52, 697, 77, 256, 515, 123, 148, 41, 176, 144, 127, 144, 111, 104, 120, 171, 127, 133, 132, 152, 112, 226, 402, 157, 348, 334, 570, 73, 207, 827, 162, 60, 167, 207, 116, 224, 267, 67, 152, 407, 57, 767, 528, 121, 132, 106, 89, 243, 129, 160, 177, 112, 310, 179, 123, 277, 72, 538, 173, 159, 590, 214, 181, 187, 306, 63, 53, 412, 379, 126, 82, 208, 221, 383, 188, 130, 109, 276, 167, 169, 127, 232, 188, 475, 182, 184, 160, 18, 103, 206, 270, 296, 97, 220, 158, 82, 244, 218, 114, 45, 178, 162, 126, 110, 209, 625, 158, 130, 285, 328, 195, 191, 119, 214, 480, 125, 77, 114, 164, 432, 532, 199, 677, 59, 166, 392, 88, 113, 100, 121, 903, 274, 127, 107, 136, 99, 87, 219, 146, 338, 990, 30, 234, 366, 292, 224, 674, 723, 142, 104, 213, 171, 255, 52, 558, 184, 393, 122, 256, 183, 68, 220, 173, 124, 261, 225, 334, 170, 270, 190, 153, 127, 393, 124, 212, 338, 369, 238, 149, 286, 131, 50, 140, 155, 154, 351, 129, 510, 181, 207, 418, 130, 144, 446, 61, 80, 150, 142, 110, 149, 111, 143, 160, 276, 126, 530, 104, 167, 116, 625, 141, 71, 43, 140, 114, 430, 117, 103, 120, 133, 149, 278, 280, 170, 55, 584, 485, 147, 121, 292, 159, 357, 124, 313, 269, 349, 291, 256, 90, 185, 120, 197, 140, 160, 719, 69, 289, 859, 219, 245, 904, 164, 505, 903, 295, 275, 182, 184, 228, 150, 131, 207, 98, 168, 246, 151, 160, 121, 106, 154, 131, 107, 133, 76, 219, 81, 112, 139, 101, 121, 801, 322, 146, 162, 138, 420, 165, 793, 131, 141, 44, 144, 292, 495, 64, 294, 614, 142, 38, 118, 256, 121, 160, 795, 180, 170, 146, 127, 192, 257, 117, 143, 327, 951, 278, 156, 240, 150, 243, 284, 370, 354, 107, 40, 57, 137, 245, 123, 117, 183, 119, 128, 137, 174, 326, 254, 264, 887, 59, 233, 179, 836, 127, 264, 255, 244, 502, 131, 283, 320, 198, 168, 129, 180, 24, 110, 39, 143, 912, 120, 554, 102, 205, 234, 166, 403, 314, 244, 154, 225, 162, 61, 75, 287, 311, 55, 164, 289, 214, 545, 188, 120, 245, 50, 203, 278, 831, 150, 100, 258, 183, 149, 87, 360, 105, 553, 223, 935, 302, 162, 187, 64, 177, 546, 283, 578, 136, 182, 120, 162, 939, 73, 181, 47, 322, 43, 299, 109, 101, 146, 585, 128, 208, 143, 206, 145, 252, 130, 392, 117, 178, 467, 115, 282, 116, 81, 420, 76, 53, 275, 346, 482, 60, 303, 392, 184, 220, 557, 122, 196, 620, 50, 73, 305, 170, 302, 133, 140, 79, 185, 158, 123, 73, 812, 643, 346, 125, 190, 114, 559, 59, 72, 378, 139, 371, 500, 251, 202, 158, 284, 110, 169, 58, 153, 141, 127, 127, 378, 221, 135, 111, 105, 171, 92, 157, 190, 699, 122, 118, 126, 217, 115, 117, 173, 242, 188, 313, 144, 322, 47, 471, 157, 266, 140, 146, 166, 56, 128, 233, 146, 373, 138, 110, 113, 119, 49, 231, 293, 559, 670, 563, 179, 186, 203, 95, 232, 120, 156, 157, 154, 56, 133, 122, 146, 772, 273, 538, 120, 245, 124, 540, 167, 255, 394, 295, 160, 287, 338, 226, 706, 154, 153, 313, 132, 341, 177, 477, 543, 146, 493, 112, 291, 249, 276, 370, 51, 249, 599, 101, 393, 626, 142, 135, 120, 372, 105, 809, 566, 693, 437, 240, 139, 117, 243, 657, 50, 141, 189, 258, 95, 160, 59, 113, 101, 162, 133, 217, 161, 210, 48, 155, 501, 120, 277, 223, 181, 221, 138, 255, 271, 235, 149, 139, 242, 500, 503, 212, 119, 138, 163, 119, 193, 51, 84, 301, 179, 257, 396, 538, 530, 241, 77, 154, 234, 157, 135, 145, 162, 182, 288, 237, 269, 109, 204, 266, 194, 157, 527, 668, 436, 224, 88, 118, 986, 242, 145, 946, 115, 216, 151, 114, 55, 97, 311, 300, 350, 231, 450, 284, 428, 193, 452, 103, 166, 221, 135, 412, 222, 245, 355, 379, 218, 451, 108, 181, 532, 207, 55, 685, 46, 353, 227, 68, 97, 158, 313, 88, 112, 131, 448, 129, 182, 42, 150, 178, 91, 119, 150, 123, 126, 122, 487, 166, 43, 296, 222, 131, 244, 326, 306, 213, 351, 221, 178, 350, 210, 458, 186, 238, 129, 103, 519, 297, 132, 134, 569, 250, 659, 130, 147, 403, 132, 137, 174, 359, 138, 363, 213, 106, 314, 59, 63, 173, 148, 187, 138, 44, 98, 156, 389, 131, 62, 333, 136, 213, 269, 149, 295, 80, 103, 193, 53, 226, 110, 183, 581, 131, 115, 142, 219, 131, 217, 151, 141, 176, 141, 269, 721, 88, 448, 55, 755, 101, 44, 1006, 165, 46, 317, 329, 250, 128, 838, 92, 163, 274, 204, 72, 118, 68, 87, 169, 137, 165, 122, 57, 112, 70, 111, 137, 70, 210, 149, 140, 143, 109, 169, 612, 657, 224, 380, 308, 226, 373, 381, 188, 108, 93, 619, 201, 818, 151, 182, 218, 250, 43, 57, 177, 220, 124, 125, 167, 75, 342, 307, 285, 113, 182, 71, 81, 91, 131, 234, 146, 197, 502, 180, 158, 177, 290, 364, 44, 220, 64, 97, 185, 220, 246, 778, 180, 180, 174, 347, 923, 183, 166, 177, 177, 324, 103, 316, 126, 435, 147, 146, 213, 430, 122, 399, 506, 110, 110, 280, 163, 111, 141, 239, 160, 93, 137, 110, 52, 111, 133, 184, 156, 231, 143, 136, 174, 177, 135, 460, 276, 174, 55, 72, 48, 724, 100, 192, 212, 514, 185, 238, 352, 121, 462, 116, 376, 135, 363, 243, 122, 236, 466, 218, 82, 133, 131, 855, 24, 459, 192, 546, 184, 179, 20, 981, 104, 270, 76, 271, 359, 148, 102, 257, 192, 166, 425, 298, 114, 161, 46, 412, 135, 148, 127, 290, 130, 394, 98, 132, 414, 137, 177, 338, 144, 84, 228, 228, 110, 108, 237, 272, 201, 591, 375, 300, 250, 173, 126, 83, 116, 262, 451, 302, 223, 150, 243, 157, 226, 84, 235, 114, 344, 388, 43, 582, 155, 131, 151, 107, 385, 191, 127, 187, 141, 534, 119, 227, 114, 524, 112, 500, 226, 147, 325, 163, 155, 199, 140, 123, 120, 759, 60, 413, 162, 484, 170, 505, 220, 100, 123, 141, 94, 458, 133, 377, 72, 129, 620, 265, 258, 91, 142, 71, 134, 148, 139, 247, 47, 66, 137, 222, 209, 546, 125, 179, 287, 165, 321, 499, 198, 406, 198, 999, 183, 231, 510, 182, 161, 257, 91, 281, 266, 138, 346, 111, 134, 51, 349, 103, 128, 114, 190, 133, 947, 148, 206, 121, 211, 117, 91, 740, 428, 129, 81, 311, 268, 165, 133, 137, 174, 110, 41, 301, 133, 175, 128, 80, 143, 315, 216, 306, 531, 196, 141, 368, 119, 507, 191, 430, 140, 57, 556, 60, 146, 527, 145, 112, 908, 142, 64, 362, 127, 53, 135, 139, 115, 105, 319, 157, 124, 95, 113, 237, 163, 112, 139, 287, 111, 146, 157, 247, 153, 173, 202, 235, 118, 486, 71, 168, 104, 92, 611, 199, 69, 305, 112, 182, 442, 188, 140, 91, 152, 30, 44, 123, 43, 140, 446, 38, 334, 482, 129, 60, 134, 361, 648, 103, 503, 203, 195, 171, 121, 753, 150, 196, 127, 318, 442, 484, 133, 59, 297, 498, 133, 137, 34, 163, 52, 176, 207, 80, 159, 263, 166, 153, 105, 97, 165, 58, 204, 486, 312, 227, 72, 228, 159, 88, 95, 90, 233, 393, 171, 295, 83, 254, 50, 526, 93, 143, 127, 884, 131, 418, 379, 154, 388, 124, 642, 129, 130, 250, 587, 199, 260, 909, 116, 125, 337, 251, 285, 590, 212, 193, 168, 218, 601, 67, 326, 299, 152, 100, 89, 170, 212, 112, 146, 527, 112, 113, 105, 164, 150, 348, 126, 277, 246, 201, 211, 295, 257, 461, 152, 498, 127, 215, 82, 143, 434, 242, 248, 196, 460, 462, 610, 124, 407, 95, 41, 129, 135, 146, 152, 349, 177, 212, 257, 505, 60, 127, 42, 284, 57, 321, 163, 91, 144, 123, 193, 256, 135, 177, 71, 201, 129, 997, 668, 204, 77, 189, 119, 32, 128, 100, 86, 138, 309, 228, 250, 120, 134, 309, 391, 432, 303, 132, 320, 123, 474, 67, 709, 641, 246, 52, 52, 441, 152, 204, 116, 707, 174, 132, 306, 671, 183, 302, 366, 126, 52, 135, 134, 47, 235, 140, 147, 146, 107, 501, 161, 417, 27, 222, 84, 264, 535, 207, 195, 286, 308, 171, 390, 90, 107, 113, 57, 268, 160, 225, 140, 131, 287, 416, 66, 186, 130, 115, 280, 412, 95, 200, 159, 197, 160, 352, 375, 61, 345, 189, 145, 205, 448, 141, 132, 159, 735, 202, 120, 406, 252, 187, 298, 108, 185, 156, 150, 29, 373, 122, 104, 116, 500, 150, 410, 41, 123, 32, 245, 266, 116, 578, 166, 161, 68, 492, 138, 161, 146, 240, 227, 158, 100, 43, 128, 244, 70, 368, 146, 584, 68, 248, 339, 394, 186, 85, 97, 173, 136, 241, 174, 126, 189, 421, 354, 110, 79, 111, 83, 142, 120, 129, 80, 129, 141, 548, 545, 372, 434, 399, 137, 126, 357, 305, 27, 63, 167, 141, 182, 118, 115, 59, 770, 164, 53, 209, 890, 192, 696, 130, 622, 498, 50, 150, 188, 515, 262, 84, 83, 88, 178, 168, 169, 954, 284, 255, 390, 128, 843, 117, 175, 144, 237, 859, 173, 123, 172, 235, 31, 138, 115, 420, 263, 267, 129, 165, 294, 131, 185, 109, 569, 264, 179, 201, 213, 403, 229, 450, 214, 109, 305, 587, 605, 133, 221, 154, 263, 328, 174, 523, 148, 272, 176, 129, 175, 193, 145, 433, 237, 328, 325, 77, 386, 317, 374, 98, 273, 190, 157, 302, 122, 265, 137, 306, 136, 300, 147, 558, 356, 316, 123, 503, 99, 295, 175, 101, 53, 143, 164, 164, 110, 144, 162, 415, 251, 142, 228, 119, 138, 184, 179, 221, 129, 388, 222, 179, 136, 455, 410, 138, 179, 179, 215, 108, 169, 121, 117, 177, 272, 136, 47, 157, 137, 283, 131, 215, 161, 150, 275, 199, 831, 87, 437, 410, 169, 260, 210, 380, 110, 261, 131, 145, 152, 648, 129, 207, 194, 177, 246, 889, 351, 141, 500, 119, 996, 64, 146, 75, 143, 164, 254, 159, 44, 635, 125, 164, 48, 124, 363, 202, 127, 118, 123, 114, 159, 73, 150, 72, 187, 107, 77, 128, 105, 129, 142, 858, 958, 147, 225, 329, 318, 194, 340, 124, 76, 234, 283, 355, 163, 145, 135, 169, 239, 356, 288, 470, 112, 189, 144, 168, 122, 74, 108, 68, 231, 225, 717, 327, 519, 190, 441, 331, 113, 216, 382, 218, 199, 136, 361, 120, 207, 327, 326, 175, 1000, 181, 244, 50, 793, 128, 317, 111, 252, 206, 274, 117, 150, 114, 428, 339, 209, 336, 146, 135, 625, 376, 120, 242, 85, 947, 122, 157, 128, 96, 121, 117, 286, 260, 136, 108, 157, 149, 190, 61, 107, 149, 684, 241, 116, 146, 156, 58, 298, 630, 112, 245, 104, 440, 684, 89, 313, 99, 146, 266, 800, 406, 49, 128, 229, 800, 226, 191, 82, 100, 39, 214, 41, 498, 107, 67, 209, 113, 573, 164, 175, 150, 213, 124, 359, 158, 237, 46, 63, 299, 60, 348, 149, 325, 534, 110, 171, 68, 212, 283, 157, 246, 43, 364, 188, 407, 99, 132, 158, 84, 58, 103, 120, 142, 139, 317, 90, 126, 147, 280, 125, 157, 183, 177, 381, 156, 236, 123, 108, 75, 190, 291, 639, 121, 274, 289, 356, 490, 327, 214, 352, 119, 211, 156, 147, 218, 171, 46, 117, 127, 189, 85, 63, 391, 211, 149, 671, 45, 173, 195, 120, 407, 730, 407, 163, 127, 173, 232, 35, 120, 426, 136, 119, 135, 108, 131, 247, 387, 219, 47, 134, 212, 178, 235, 130, 116, 61, 234, 358, 144, 1147, 186, 129, 310, 64, 115, 65, 416, 292, 141, 612, 160, 138, 135, 150, 342, 135, 395, 254, 373, 282, 541, 204, 557, 204, 207, 188, 177, 196, 229, 60, 289, 192, 509, 132, 449, 63, 292, 185, 64, 154, 148, 144, 72, 196, 326, 754, 197, 90, 333, 170, 170, 179, 505, 203, 284, 176, 494, 136, 121, 281, 422, 187, 574, 324, 181, 148, 283, 477, 149, 201, 130, 302, 280, 213, 116, 217, 118, 120, 124, 153, 174, 138, 117, 132, 84, 169, 125, 242, 565, 153, 146, 587, 163, 139, 524, 479, 49, 299, 170, 157, 84, 126, 423, 230, 644, 65, 162, 121, 189, 108, 192, 150, 168, 287, 46, 176, 120, 125, 116, 73, 163, 96, 79, 182, 587, 577, 149, 203, 154, 49, 103, 75, 263, 138, 765, 164, 49, 154, 73, 294, 181, 204, 784, 399, 366, 194, 300, 197, 394, 135, 159, 262, 604, 63, 100, 115, 89, 139, 138, 192, 250, 251, 507, 163, 110, 602, 161, 109, 194, 55, 161, 204, 338, 128, 220, 240, 129, 649, 556, 58, 45, 169, 302, 254, 943, 137, 184, 246, 181, 293, 227, 143, 53, 264, 703, 258, 222, 259, 121, 767, 114, 520, 62, 322, 302, 137, 270, 278, 66, 223, 60, 155, 218, 91, 205, 183, 181, 167, 133, 565, 118, 145, 179, 172, 186, 271, 127, 312, 196, 108, 134, 270, 237, 166, 210, 666, 115, 181, 133, 705, 116, 521, 93, 170, 114, 338, 757, 851, 114, 200, 159, 217, 205, 332, 95, 145, 104, 150, 203, 417, 75, 128, 92, 147, 139, 130, 69, 113, 104, 337, 209, 165, 36, 556, 212, 158, 133, 169, 270, 135, 135, 46, 160, 141, 328, 890, 124, 199, 270, 260, 57, 125, 133, 136, 190, 319, 356, 180, 117, 49, 278, 97, 137, 64, 349, 152, 191, 190, 97, 87, 146, 83, 134, 158, 264, 365, 118, 196, 128, 96, 303, 47, 247, 121, 382, 140, 44, 80, 286, 83, 109, 60, 60, 215, 125, 125, 130, 143, 223, 168, 118, 46, 264, 44, 157, 246, 164, 302, 500, 288, 124, 86, 251, 255, 318, 368, 327, 143, 272, 826, 57, 372, 103, 197, 66, 310, 117, 121, 108, 169, 244, 157, 157, 434, 373, 294, 225, 191, 81, 998, 69, 62, 63, 197, 659, 145, 147, 276, 651, 113, 80, 175, 548, 223, 134, 125, 337, 184, 520, 143, 245, 387, 172, 130, 164, 110, 105, 265, 78, 124, 137, 220, 516, 402, 105, 129, 200, 625, 63, 161, 82, 195, 58, 139, 131, 421, 259, 385, 108, 113, 198, 96, 330, 424, 561, 140, 78, 144, 126, 54, 255, 234, 55, 130, 387, 406, 103, 737, 57, 251, 260, 42, 89, 361, 103, 53, 57, 77, 174, 101, 53, 213, 324, 998, 129, 252, 497, 481, 119, 248, 70, 386, 315, 473, 242, 477, 70, 115, 236, 130, 182, 96, 165, 311, 170, 121, 205, 665, 184, 166, 589, 171, 156, 170, 180, 278, 229, 12, 143, 155, 359, 309, 148, 240, 676, 394, 149, 102, 226, 202, 109, 730, 210, 133, 173, 52, 67, 365, 202, 187, 186, 102, 335, 314, 315, 115, 37, 146, 73, 372, 239, 218, 114, 243, 165, 211, 264, 290, 342, 554, 141, 122, 379, 145, 157, 206, 157, 142, 74, 66, 47, 1076, 92, 228, 277, 212, 179, 367, 376, 265, 279, 208, 214, 269, 138, 554, 209, 573, 169, 77, 108, 232, 180, 142, 154, 203, 128, 432, 103, 317, 188, 116, 105, 74, 318, 323, 198, 47, 258, 193, 259, 202, 90, 128, 385, 352, 797, 384, 172, 176, 270, 55, 244, 179, 194, 135, 108, 125, 273, 109, 185, 138, 106, 109, 111, 177, 167, 446, 692, 117, 204, 178, 97, 206, 107, 403, 122, 100, 264, 63, 180, 93, 284, 128, 150, 211, 243, 439, 215, 105, 165, 145, 50, 112, 201, 115, 146, 145, 115, 476, 249, 280, 185, 184, 102, 131, 123, 91, 529, 47, 471, 61, 280, 62, 120, 245, 147, 231, 732, 310, 121, 243, 997, 172, 568, 176, 107, 193, 195, 629, 622, 418, 127, 57, 133, 279, 228, 145, 151, 123, 226, 143, 100, 160, 178, 674, 111, 149, 56, 127, 320, 202, 493, 172, 172, 320, 62, 286, 280, 262, 121, 724, 140, 235, 149, 161, 344, 170, 179, 124, 329, 129, 296, 122, 122, 217, 315, 200, 108, 243, 110, 367, 270, 334, 119, 137, 174, 313, 124, 198, 77, 296, 69, 333, 229, 65, 333, 226, 351, 127, 76, 216, 461, 220, 534, 180, 456, 118, 158, 449, 160, 223, 345, 79, 327, 156, 199, 123, 171, 285, 397, 754, 176, 274, 367, 64, 289, 63, 149, 150, 182, 84, 154, 420, 349, 317, 116, 132, 152, 110, 74, 487, 105, 384, 167, 185, 183, 274, 445, 55, 124, 156, 560, 242, 117, 234, 87, 433, 709, 376, 101, 326, 149, 148, 406, 165, 99, 1015, 270, 138, 562, 135, 465, 227, 128, 202, 528, 107, 179, 159, 516, 204, 116, 163, 120, 164, 125, 772, 101, 124, 238, 111, 190, 185, 309, 528, 125, 58, 190, 212, 311, 384, 122, 79, 235, 170, 146, 128, 984, 115, 117, 97, 298, 337, 102, 162, 145, 434, 187, 112, 72, 131, 107, 205, 243, 170, 53, 424, 112, 171, 42, 250, 130, 961, 75, 223, 207, 292, 120, 465, 218, 574, 256, 137, 157, 341, 123, 105, 44, 191, 133, 342, 81, 169, 142, 123, 223, 196, 517, 113, 232, 420, 470, 133, 114, 114, 112, 388, 304, 80, 695, 187, 50, 142, 294, 182, 186, 132, 141, 86, 500, 74, 643, 116, 171, 378, 97, 162, 482, 234, 127, 221, 422, 244, 427, 43, 218, 248, 59, 259, 466, 148, 147, 106, 117, 429, 254, 133, 82, 484, 175, 225, 340, 453, 52, 63, 377, 155, 534, 58, 137, 218, 211, 148, 93, 154, 107, 198, 76, 137, 124, 86, 39, 56, 413, 119, 150, 192, 350, 267, 172, 128, 148, 390, 135, 505, 137, 69, 569, 431, 287, 117, 147, 130, 617, 128, 539, 125, 71, 188, 437, 227, 221, 109, 94, 50, 265, 35, 359, 91, 210, 381, 389, 109, 278, 260, 187, 663, 993, 115, 258, 846, 136, 152, 142, 122, 238, 534, 705, 264, 185, 253, 151, 276, 487, 475, 139, 166, 155, 196, 510, 335, 386, 329, 439, 366, 221, 219, 235, 231, 87, 685, 114, 146, 268, 200, 309, 196, 149, 139, 234, 110, 268, 211, 283, 174, 277, 177, 273, 120, 136, 229, 48, 108, 115, 206, 177, 169, 146, 34, 223, 161, 266, 154, 187, 119, 132, 141, 132, 115, 144, 129, 316, 304, 188, 384, 75, 195, 139, 215, 115, 280, 558, 95, 156, 171, 108, 223, 139, 222, 233, 305, 151, 211, 137, 281, 47, 138, 82, 136, 198, 271, 257, 209, 361, 109, 122, 472, 121, 51, 297, 240, 271, 121, 62, 595, 132, 101, 1003, 386, 134, 217, 54, 167, 159, 42, 346, 871, 174, 95, 278, 181, 154, 208, 177, 63, 472, 408, 140, 246, 342, 372, 119, 156, 204, 121, 219, 262, 100, 117, 112, 1148, 183, 118, 184, 102, 121, 93, 137, 150, 107, 238, 147, 144, 232, 94, 118, 153, 250, 490, 351, 162, 166, 227, 487, 134, 189, 113, 441, 390, 151, 220, 219, 114, 145, 128, 221, 131, 155, 103, 144, 221, 134, 479, 133, 46, 645, 170, 230, 196, 63, 472, 193, 314, 210, 48, 306, 142, 137, 169, 110, 131, 114, 573, 150, 135, 133, 393, 99, 218, 239, 229, 132, 60, 227, 334, 258, 205, 133, 216, 173, 170, 194]\n"
     ]
    }
   ],
   "source": [
    "# Number of words in the reviews \n",
    "num_word_pos = []\n",
    "num_word_neg = []\n",
    "# length of words in post\n",
    "for i in positivedf['review']:\n",
    "    num_word_pos.append(len(i.split()))\n",
    "for i in negativedf['review']:\n",
    "    num_word_neg.append(len(i.split()))\n",
    "\n",
    "\n",
    "print(num_word_neg)\n",
    "print(num_word_pos)\n",
    "\n",
    "\n",
    "num_word_pos = sorted(num_word_pos)\n",
    "num_word_neg = sorted(num_word_neg)\n",
    "\n",
    "# print(num_chr_pos)\n",
    "# print(num_chr_neg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "96f40508",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is for neg\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is for pos\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2819cbf2a90>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD4CAYAAADrRI2NAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAZc0lEQVR4nO3df5BV9X3/8edbWH6DhbD8WkCQoi3EBGTD18TUVI2RaFtwprbYmUg7VlIlU9MkndHYJk5bmx/VOLU2tiZa9VsjJV/NwKTaRImtTQclCyX8DAEEYd11d0EQUNhl2ff3j/dZ97JeloW9956797weM3fOuZ97zr2fDxdfHt7n3M8xd0dERLLjvLQ7ICIipaXgFxHJGAW/iEjGKPhFRDJGwS8ikjED0+7AmYwdO9anTZuWdjdERPqVdevW7Xf36nyvlX3wT5s2jbq6urS7ISLSr5jZ66d7TaUeEZGMUfCLiGSMgl9EJGPOGPxmNsXMXjKzbWa2xczuSNrvMbM3zGxD8rguZ5+7zGynmW03s2tz2ueZ2abktQfNzIozLBEROZ3enNxtB77o7uvNbCSwzsxeSF57wN3vy93YzGYBi4HZwCTgRTO7yN1PAg8DS4FXgOeABcDzhRmKiIj0xhmP+N290d3XJ+tHgG1ATQ+7LASWu3uru+8GdgLzzWwiMMrd13jMDPcksKivAxARkbNzVjV+M5sGzAVeTZo+Z2YbzewxMxudtNUA+3J2q0/aapL17u35PmepmdWZWV1LS8vZdFFERM6g18FvZiOAZ4DPu/thomwzA5gDNAL3d26aZ3fvof39je6PuHutu9dWV+f9/YGISOV6+WX4ylegvb0ob9+r4DezKiL0n3L3ZwHcvcndT7p7B/AdYH6yeT0wJWf3yUBD0j45T7uIiOT6n/+Bv/5rOHmyKG/fm6t6DHgU2Obu38ppn5iz2Q3A5mR9FbDYzAab2XRgJrDW3RuBI2Z2WfKeNwMrCzQOERHppd5c1XM58Blgk5ltSNq+DNxkZnOIcs0e4LMA7r7FzFYAW4krgpYlV/QA3AY8DgwlrubRFT0iIt0V+c6IZwx+d/8p+evzz/Wwz73AvXna64APnk0HRUQyq0g/ddIvd0VEMkbBLyJSbopc6lHwi4iUK5V6RESkEBT8IiLlRqUeEZGMUqlHREQKQcEvIpIxCn4RkXKjGr+ISEapxi8iIoWg4BcRKTcq9YiIZJRKPSIiUggKfhGRcqNSj4hIRqnUIyIihaDgFxEpNyr1iIhklEo9IiJSCAp+EZFyo1KPiIgUkoJfRCRjFPwiIuVGpR4RkQwq0hU9oOAXEckcBb+ISLlRqUdEJINU6hERkUJR8IuIZIyCX0Sk3KRd4zezKWb2kpltM7MtZnZH0j7GzF4wsx3JcnTOPneZ2U4z225m1+a0zzOzTclrD5oVsYglItKfpVzjbwe+6O6/DlwGLDOzWcCdwGp3nwmsTp6TvLYYmA0sAL5tZgOS93oYWArMTB4LCjgWERHphTMGv7s3uvv6ZP0IsA2oARYCTySbPQEsStYXAsvdvdXddwM7gflmNhEY5e5r3N2BJ3P2ERGRTmmXenKZ2TRgLvAqMN7dGyH+5wCMSzarAfbl7FaftNUk693b833OUjOrM7O6lpaWs+miiEhlKIfLOc1sBPAM8Hl3P9zTpnnavIf29ze6P+Lute5eW11d3dsuiohIL/Qq+M2sigj9p9z92aS5KSnfkCybk/Z6YErO7pOBhqR9cp52ERHJlXapJ7ny5lFgm7t/K+elVcCSZH0JsDKnfbGZDTaz6cRJ3LVJOeiImV2WvOfNOfuIiEiuIpZ6BvZim8uBzwCbzGxD0vZl4OvACjO7BdgL3Ajg7lvMbAWwlbgiaJm7n0z2uw14HBgKPJ88RESkhM4Y/O7+U/LX5wGuPs0+9wL35mmvAz54Nh0UEcmctEs9IiKSgnK4qkdERCqDgl9EpNyo1CMikkEq9YiISKEo+EVEyo1KPSIiGaRSj4iIFIqCX0Sk3KjUIyKSQSr1iIhIoSj4RUQyRsEvIlJuVOMXEckg1fhFRKRQFPwiIuVGpR4RkYxxV6lHRCRTFPwiIhmj4BcRyRgFv4hIxnR0wHnFi2cFv4hIudERv4hIxij4RUQyRsEvIpIxCn4RkYxR8IuIZIyCX0QkYxT8IiIZo+AXEckYBb+ISMakHfxm9piZNZvZ5py2e8zsDTPbkDyuy3ntLjPbaWbbzezanPZ5ZrYpee1BsyKOSkSkP0s7+IHHgQV52h9w9znJ4zkAM5sFLAZmJ/t828wGJNs/DCwFZiaPfO8pIiJpB7+7vwy81cv3Wwgsd/dWd98N7ATmm9lEYJS7r3F3B54EFp1jn0VEKlvawd+Dz5nZxqQUNDppqwH25WxTn7TVJOvd2/Mys6VmVmdmdS0tLX3ooohIP1Smwf8wMAOYAzQC9yft+XrqPbTn5e6PuHutu9dWV1efYxdFRPqpcgx+d29y95Pu3gF8B5ifvFQPTMnZdDLQkLRPztMuIiLdlWPwJzX7TjcAnVf8rAIWm9lgM5tOnMRd6+6NwBEzuyy5mudmYGUf+i0iUrmKHPwDz7SBmT0N/CYw1szqga8Cv2lmc4hyzR7gswDuvsXMVgBbgXZgmbufTN7qNuIKoaHA88lDRES6Szv43f2mPM2P9rD9vcC9edrrgA+eVe9ERLKoHEs9IiJSRAp+EZGMUfCLiGSMgl9EJGMU/CIiGaPgFxHJGAW/iEjGKPhFRDJGwS8ikjEKfhGRjFHwi4hkjIJfRCRjFPwiIhmj4BcRyZiODgW/iEimuMN5xYtnBb+ISLlRqUdEJGMU/CIiGaPgFxHJGAW/iEjGKPhFRDJGwS8ikjEKfhGRjFHwi4hkjIJfRCRjFPwiIhmj4BcRyRgFv4hIxij4RUQyRsEvIpIxCn4RkYxJO/jN7DEzazazzTltY8zsBTPbkSxH57x2l5ntNLPtZnZtTvs8M9uUvPagWRFHJSLSn6Ud/MDjwIJubXcCq919JrA6eY6ZzQIWA7OTfb5tZgOSfR4GlgIzk0f39xQREYATJ2DgwKK9/RmD391fBt7q1rwQeCJZfwJYlNO+3N1b3X03sBOYb2YTgVHuvsbdHXgyZx8REenkDnv3QnV10T7iXGv84929ESBZjkvaa4B9OdvVJ201yXr39rzMbKmZ1ZlZXUtLyzl2UUSkH7r7bmhuhvnzi/YRhT65m68o5T205+Xuj7h7rbvXVhfx/3oiImXl2DF46CFYuBCWLSvax5xr8Dcl5RuSZXPSXg9MydluMtCQtE/O0y4iIp1++EM4ciRCvwwv51wFLEnWlwArc9oXm9lgM5tOnMRdm5SDjpjZZcnVPDfn7CMiIgBPPQUTJsBVVxX1Y3pzOefTwBrgYjOrN7NbgK8D15jZDuCa5DnuvgVYAWwF/gNY5u4nk7e6DfguccJ3F/B8gcciItJ/tbbCypWwYAEMGHDm7fvgjNcLuftNp3np6tNsfy9wb572OuCDZ9U7EZGs+M//jOWVVxb9o/TLXRGRcrB+fSyvuaboH6XgFxEpB88/D3PnwsSJRf8oBb+ISNpaW2Ht2pKUeUDBLyKSvldeifC/4oqSfJyCX0QkbWvWxPI3fqMkH6fgFxFJ25o1MGUKjBlTko9T8IuIpOn4cfjRj2DRopJ9pIJfRCRNq1dHfX9B6WaqV/CLiKRpxQoYObLo0zTkUvCLiKTl6FH4/vdh8WIYMqRkH6vgFxFJy/e+F1Mxf+YzJf1YBb+ISBrc4Z57YPZs+PjHS/rRCn4RkTRs3QqNjXDjjUWdez8fBb+ISBoeegiqquCzny35Ryv4RURKbc8e+O534Q//MG68UmIKfhGRUvvGN2L55S+n8vEKfhGRUtq9Gx57LI72p01LpQsKfhGRUnGPG6kPGAB/+ZepdeOMt14UEZECefzxuOHK3/0dTJ2aWjd0xC8iUgr798MXvwgXXwx/9mepdkVH/CIixeYOt98Ohw/DSy9FqSdFCn4RkWJ7+umYk+dv/gY+/OG0e6NSj4hIUTU2wm23wbx5cOedafcGUPCLiBRPR0fMvHn8ODz5ZOolnk4q9YiIFEN7O/zRH8HLL8f0DLNmpd2j9+iIX0Sk0NzhC1+Af/3XuJLn9tvT7tEpdMQvIlJI7nD33fAP/wB/+qdw331p9+h9FPwiIoXS0QG33hpTMtx0EzzwQNo9ykulHhGRQjh6FH7v9yL0v/CFOJl7XnlGrI74RUT6atcu+PSnYccO+OpX41Him6ucDQW/iEhfrFkDN9wAra3wwx/C9den3aMz6tO/Q8xsj5ltMrMNZlaXtI0xsxfMbEeyHJ2z/V1mttPMtpvZtX3tvIhIatyjnPOpT8GQIXHZZj8IfShMjf9Kd5/j7rXJ8zuB1e4+E1idPMfMZgGLgdnAAuDbZlYev2YQETkbDQ1w3XWwZEncLP2//gsuuSTtXvVaMc48LASeSNafABbltC9391Z33w3sBOYX4fNFRIrDPebcueSSmGztm9+En/4ULrgg7Z6dlb4GvwM/NrN1ZrY0aRvv7o0AyXJc0l4D7MvZtz5pExEpf3v3wic/GVfuTJoEr74Kf/7nMLD/nSrta48vd/cGMxsHvGBmv+hh23ynuD3vhvE/kaUAU1O8WYGICMeOxaya998fV+rcd1/8MKuqKu2enbM+HfG7e0OybAZ+QJRumsxsIkCybE42rwem5Ow+GWg4zfs+4u617l5bXV3dly6KiJwbd1i+HH7t1+Bv/xZ++7dh27aYgqEfhz70IfjNbLiZjexcBz4FbAZWAUuSzZYAK5P1VcBiMxtsZtOBmcDac/18EZGiWb065s2/6SYYNgxWrozafko3Ry+0vpR6xgM/sPiRwkDge+7+H2b2M2CFmd0C7AVuBHD3LWa2AtgKtAPL3P1kn3ovIlJImzbBX/wFrFoF48fDP/8z3HJL2UynXCjmnrfMXjZqa2u9rq4u7W6ISKVyh5/8BL72tTjSHzYM7rgjJlobPjzt3p0zM1uXc5n9Kfrf6WgRkUJ4+2146qmYK3/bNhg9Gv7qr+JuWWPHpt27olLwi0i2bN4cs2Y+/XRcsTNnDjz6aNwpa9iwtHtXEgp+Eal8bW3w4x/Dv/wLPPssDB0aQX/rrXDZZWU9oVoxKPhFpDK5Q11dlHMefzxKO6NHw5e+FNMmT5yYdg9To+AXkcrhDq+8EpdePvNM/Np24EBYtAj+4A9ifp3Bg9PuZeoU/CLSvx07Bi++GCWc556D5ua4/PLqq+PKnBtuAP0Q9BQKfhHpfxobI+T//d+jdv/OOzBiREyR/Fu/FUf4o0ef8W2ySsEvIuWvoSFuePLSS/Df/w0bN0b7uHHw+78fQX/NNTEvvpyRgl9Eyk9zc9TqV6+Oo/pdu6J98OC4CucrX4Hf+R2YO7ds72tbzhT8IpKu/fvjCH7tWli3Lh67d8drAwfCVVfBH/8xXH451NbGpZjSJwp+ESmdgwdhwwZYvz7ms3/lFdiXc5uOmhq49NKYH+djH4OPfCRq91JQCn4RKY7GRvjf/40j+PXr45r6+vqu1ydMiLLNn/xJzIRZWxsTo0nRKfhFpG+OHYtZLTdujOXWrbFsaura5oIL4KMfhQ99KB7z5sXRvaRCwS8ivdPRAa+9Br/4Rcx3s2kT/PznMcFZR0dsM2QIXHQRXHlllGzmzInlBz6QatflVAp+Eely4gTs2QPbt8eVNDt3wi9/GYH/2mtdAQ9RlrnkErj++gj3D38YfvVX++U9aLNG35BIlrS1RaA3NMR0Brt3R8jv2QNvvBGPXJ1H8B/6ECxcCDNnwsUXw+zZ+jVsP6bgF6kUra3Q0hJXyTQ1xYnU11+PMG9oiPX6emhvP3W/yZPhwgtjioOamri94MUXx9H7pEmZm7kyCxT8IuXu5MkI7IMHu0L8zTfjiL2pKdr27oUDB2KSslwDBsQslBdcECdUb7wxbh4+bVoE/uTJmZmDXroo+EVKzR0OHYrLHQ8ejBBvaek6Sj9wIML98OF4fuRI/vcZMyamLJg6NerrEyfG+rhxcaQ+dWrcSaqqqqTDk/Kn4Bfpi46OuJzxrbdimoFDhyLIjxyJYD98OEL84MFYvv12LHNPkuY6//wot1RXx9H4FVfESdQJE+LKmJqaCPYpUzQvjZwzBb9IW1sE9bvvRmi/804E+YEDEeqNjdF2+HCE+/HjcYR+6FBMN3D8+Onfe/jwCPGxY2H69K6j9M5gHzUqwnz06HiuK2KkBPS3TPq39vYI49bWCOfOYD50KIK7c/2ttyLEm5rg6NEI8aameP3w4ffXxnOZxZH4kCFx5D1iRIT1Rz4CI0dGWaVzOWJElFzOPz8CftCgUv1JiPSagl9Kwz1C+sCBCN62tjjCbm6O9ba2COCDB2P9+PGuYG5ri/ZDhyLgDx+O92ltjUdvjB0bJzFHjYpAnjw5TnaOHBlH5RMmxORfo0dHSWX48AjwYcNiGwW4VBAFf9a5x1UjbW3x4539+yOQT5yIoH733WjrfP3o0QjdEyfi8c478Xrn89ztO0sonWF+tn7lVyKIBw2Ko+3x42M5ZEiE97BhMU3v+PFd6+PGRbh3Hp0PHRrrOsEp8h4Ff3/S1hZB++67px4Nt7RE+5mOot99N7btfK0z6Ltf190bZhHIVVVRrx46NNarqrqOlAcNise4cfH6oEHR3lkCqaqKo+uRI2O9M8SHDIlat64fFykKBX9aTpyI8N67N8L3jTeiDv3mm/F8//4oYxw4ECWOY8ciwHurM3hzw3TQoPhRTmfpoqoqatJjxnSF9vDhURYZODCeDxwYz4cPj+eDBsWRtE5CivRb+q+3mN58E3bsiDlOdu2Kn8fv2RO/oGxoiBJLd6NGxYnBiRMjbKdP7ypZjBwZR8uDB8eR8vnnRxAPH951FD1oUJRHBgwo+XBFpH9Q8PdFa2uE+p49sdyxI9Z3747nR4+euv2kSV3T006fHr+enDAhHpMmxZG3bjohIkWm4D8d96ib790bv57sDPfdu2MulH37Tr2pBEQpZMaMrnC/6KIorcyYEQ/94EZEykB2g7+9PcotnUfsnWG+Z088mprixGiu886LX0xOmQKf+ERMbHXhhfG8M/B1QlJEylzlB397O6xZE/f53LGjq+b++uvvvwZ8zJgI71mz4JOfjECfMCHmPJk+PZY6qSki/Vzlppg7fO1rcP/9cbUMRKllxoyYcvb667tKMFOndv18XkSkwpU8+M1sAfD3wADgu+7+9aJ80EMPwd13w1VXwa23wsc+Fj+z19UuIpJxJQ1+MxsA/CNwDVAP/MzMVrn71oJ/2IoVMHcuvPii6u4iIjlKfcQ/H9jp7q8BmNlyYCFQ+OCvrY0SjkJfROQUpQ7+GmBfzvN64P9038jMlgJLAaZOnXpun/TAA+e2n4hIhTuvxJ+X7/D7ffPhuvsj7l7r7rXVuqGziEhBlTr464EpOc8nAw0l7oOISKaVOvh/Bsw0s+lmNghYDKwqcR9ERDKtpDV+d283s88BPyIu53zM3beUsg8iIllX8uv43f054LlSf66IiIRSl3pERCRlCn4RkYxR8IuIZIy5v+8y+rJiZi3A6+e4+1hgfwG70x9ozNmQtTFnbbzQ9zFf4O55fwhV9sHfF2ZW5+61afejlDTmbMjamLM2XijumFXqERHJGAW/iEjGVHrwP5J2B1KgMWdD1sactfFCEcdc0TV+ERF5v0o/4hcRkW4U/CIiGVORwW9mC8xsu5ntNLM70+5PX5nZHjPbZGYbzKwuaRtjZi+Y2Y5kOTpn+7uSsW83s2tz2ucl77PTzB40K5/bk5nZY2bWbGabc9oKNkYzG2xm/5a0v2pm00o6wDxOM+Z7zOyN5LveYGbX5bzWr8dsZlPM7CUz22ZmW8zsjqS9Yr/nHsac7vfs7hX1IGb93AVcCAwCfg7MSrtffRzTHmBst7ZvAncm63cC30jWZyVjHgxMT/4sBiSvrQU+StwQ53ng02mPLWc8VwCXApuLMUbgduCfkvXFwL+V6ZjvAb6UZ9t+P2ZgInBpsj4S+GUyror9nnsYc6rfcyUe8b93X193bwM67+tbaRYCTyTrTwCLctqXu3uru+8GdgLzzWwiMMrd13j8DXkyZ5/UufvLwFvdmgs5xtz3+n/A1Wn/i+c0Yz6dfj9md2909/XJ+hFgG3E71or9nnsY8+mUZMyVGPz57uvb0x90f+DAj81sncX9iAHGu3sjxF8uYFzSfrrx1yTr3dvLWSHH+N4+7t4OvA18oGg975vPmdnGpBTUWfaoqDEn5Yi5wKtk5HvuNmZI8XuuxODv1X19+5nL3f1S4NPAMjO7oodtTzf+SvpzOZcx9pfxPwzMAOYAjcD9SXvFjNnMRgDPAJ9398M9bZqnrVLGnOr3XInBX3H39XX3hmTZDPyAKGc1Jf/8I1k2J5ufbvz1yXr39nJWyDG+t4+ZDQTOp/dllpJx9yZ3P+nuHcB3iO8aKmTMZlZFBOBT7v5s0lzR33O+Maf9PVdi8FfUfX3NbLiZjexcBz4FbCbGtCTZbAmwMllfBSxOzvRPB2YCa5N/Qh8xs8uS+t/NOfuUq0KOMfe9fhf4SVIrLSudAZi4gfiuoQLGnPTvUWCbu38r56WK/Z5PN+bUv+c0z3gX6wFcR5w93wXcnXZ/+jiWC4mz/D8HtnSOh6jhrQZ2JMsxOfvcnYx9OzlX7gC1yV+wXcBDJL/cLocH8DTxT94TxBHMLYUcIzAE+D5xsmwtcGGZjvn/ApuAjcl/0BMrZczAx4kSxEZgQ/K4rpK/5x7GnOr3rCkbREQyphJLPSIi0gMFv4hIxij4RUQyRsEvIpIxCn4RkYxR8IuIZIyCX0QkY/4/gNC0ayUmrSUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"this is for neg\")\n",
    "plt.plot(num_word_neg)\n",
    "plt.show()\n",
    "print(\"this is for pos\")\n",
    "plt.plot(num_word_pos,color=\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5584ade4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 1, 1, 2, 2, 2, 3, 3, 1, 2, 3, 9, 3, 2, 7, 9, 9, 10, 4, 12, 6, 21, 11, 24, 17, 19, 22, 25, 36, 42, 50, 47, 43, 44, 57, 42, 53, 54, 43, 46, 59, 54, 62, 57, 52, 58, 49, 79, 50, 56, 70, 65, 49, 43, 57, 54, 49, 54, 60, 57, 52, 48, 45, 60, 51, 45, 53, 46, 43, 50, 57, 57, 47, 43, 44, 40, 54, 47, 51, 51, 47, 45, 58, 54, 58, 57, 49, 56, 67, 63, 77, 80, 73, 68, 91, 125, 108, 115, 112, 120, 106, 143, 131, 134, 157, 134, 170, 138, 143, 170, 177, 180, 154, 173, 198, 158, 162, 168, 164, 157, 178, 156, 159, 151, 150, 157, 136, 156, 150, 151, 134, 138, 143, 140, 119, 126, 127, 132, 124, 113, 116, 132, 109, 101, 116, 111, 100, 111, 107, 104, 116, 91, 110, 110, 102, 105, 110, 110, 107, 82, 91, 103, 71, 80, 97, 89, 91, 89, 79, 78, 79, 88, 80, 60, 82, 80, 84, 83, 71, 60, 80, 62, 84, 95, 72, 70, 78, 77, 77, 65, 67, 68, 57, 64, 73, 51, 67, 56, 69, 58, 77, 52, 76, 61, 62, 57, 57, 68, 61, 45, 54, 35, 45, 65, 58, 57, 55, 45, 41, 56, 47, 61, 61, 56, 46, 41, 46, 38, 58, 39, 53, 44, 43, 53, 52, 48, 44, 41, 45, 36, 45, 37, 36, 39, 36, 35, 35, 29, 38, 42, 27, 46, 29, 36, 35, 43, 39, 44, 38, 29, 37, 36, 34, 33, 36, 38, 26, 46, 25, 20, 38, 30, 43, 38, 38, 32, 36, 30, 36, 34, 31, 30, 27, 36, 27, 30, 36, 38, 40, 28, 32, 22, 44, 40, 28, 31, 34, 30, 29, 28, 30, 32, 31, 24, 27, 17, 18, 25, 25, 24, 32, 24, 28, 36, 29, 26, 24, 20, 31, 27, 31, 30, 25, 17, 21, 29, 14, 26, 25, 27, 16, 26, 16, 31, 15, 23, 16, 20, 25, 20, 18, 23, 16, 25, 24, 20, 22, 25, 23, 16, 25, 13, 21, 26, 21, 15, 21, 24, 16, 23, 24, 15, 17, 24, 24, 16, 15, 13, 22, 14, 12, 19, 23, 19, 19, 24, 18, 18, 12, 21, 18, 17, 16, 13, 12, 12, 18, 9, 14, 14, 15, 11, 12, 20, 15, 18, 16, 17, 15, 18, 19, 16, 15, 18, 14, 14, 12, 20, 14, 19, 14, 15, 16, 15, 20, 16, 13, 16, 8, 13, 14, 14, 13, 19, 16, 13, 14, 18, 11, 14, 12, 8, 11, 17, 11, 13, 10, 10, 11, 14, 10, 9, 11, 17, 11, 9, 10, 18, 15, 11, 8, 14, 12, 15, 15, 7, 9, 12, 15, 17, 8, 12, 14, 8, 9, 3, 12, 12, 17, 11, 5, 12, 13, 13, 12, 12, 8, 14, 12, 10, 6, 5, 16, 11, 10, 11, 10, 17, 9, 8, 10, 11, 11, 8, 16, 4, 8, 17, 6, 9, 7, 5, 16, 7, 7, 10, 9, 15, 9, 7, 10, 9, 11, 11, 14, 7, 5, 9, 12, 15, 6, 14, 6, 2, 6, 8, 5, 8, 7, 9, 8, 9, 4, 13, 8, 6, 8, 5, 6, 8, 8, 10, 2, 9, 8, 7, 15, 7, 6, 12, 10, 7, 12, 2, 5, 8, 12, 13, 8, 7, 7, 6, 8, 5, 6, 6, 4, 7, 5, 11, 5, 7, 9, 10, 13, 7, 2, 8, 11, 4, 6, 5, 7, 7, 8, 4, 6, 7, 6, 4, 7, 6, 7, 5, 8, 5, 3, 5, 7, 6, 5, 3, 10, 6, 9, 9, 8, 4, 12, 8, 3, 6, 7, 7, 4, 2, 6, 4, 3, 5, 1, 8, 10, 6, 3, 2, 5, 6, 5, 4, 5, 5, 5, 2, 2, 3, 6, 4, 9, 8, 3, 2, 2, 10, 3, 5, 5, 5, 3, 4, 5, 4, 2, 7, 7, 4, 6, 7, 3, 2, 7, 3, 6, 3, 1, 5, 7, 2, 1, 3, 5, 5, 9, 6, 5, 3, 3, 4, 5, 6, 5, 5, 4, 2, 5, 5, 6, 4, 3, 3, 4, 8, 4, 3, 6, 5, 1, 4, 6, 7, 3, 2, 3, 2, 6, 3, 3, 3, 4, 6, 1, 2, 3, 2, 2, 6, 3, 5, 7, 1, 5, 2, 3, 2, 4, 3, 2, 2, 2, 4, 4, 5, 4, 2, 3, 4, 4, 2, 4, 4, 5, 3, 5, 1, 2, 1, 1, 5, 3, 4, 5, 4, 4, 1, 2, 3, 3, 2, 3, 1, 1, 1, 2, 2, 3, 3, 1, 3, 6, 5, 4, 3, 4, 5, 1, 5, 1, 3, 2, 1, 2, 5, 3, 4, 2, 4, 1, 2, 3, 2, 1, 4, 3, 2, 2, 2, 3, 5, 3, 1, 2, 3, 2, 3, 3, 6, 2, 3, 1, 1, 4, 3, 1, 3, 1, 2, 3, 3, 2, 1, 3, 2, 1, 3, 1, 3, 3, 3, 3, 1, 2, 3, 2, 3, 4, 5, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 4, 1, 1, 4, 2, 2, 1, 2, 4, 2, 1, 2, 1, 4, 1, 1, 3, 3, 2, 1, 2, 1, 1, 2, 6, 3, 3, 1, 2, 4, 2, 1, 1, 3, 1, 1, 3, 1, 2, 1, 1, 1, 1, 3, 1, 5, 1, 1, 2, 2, 3, 4, 1, 3, 2, 3, 2, 2, 1, 1, 1, 1, 1, 6, 3, 3, 3, 2, 3, 3, 3, 2, 2, 2, 3, 4, 1, 3, 3, 2, 2, 2, 2, 1, 3, 3, 1, 3, 2, 4, 3, 2, 5, 2, 6, 3, 3, 9, 5, 11, 8, 8, 9, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n",
      "[4, 6, 8, 9, 10, 11, 12, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519, 520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 739, 740, 741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 760, 761, 762, 763, 765, 766, 768, 769, 770, 771, 772, 773, 775, 776, 777, 778, 779, 780, 781, 783, 784, 785, 786, 788, 789, 790, 791, 792, 793, 794, 795, 796, 797, 799, 800, 801, 802, 803, 804, 805, 806, 807, 808, 809, 811, 813, 814, 816, 817, 818, 819, 820, 821, 822, 823, 824, 825, 826, 827, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 843, 844, 845, 846, 848, 849, 852, 853, 854, 855, 856, 857, 859, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 873, 874, 877, 878, 879, 880, 883, 884, 885, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 906, 907, 908, 910, 911, 913, 914, 915, 917, 918, 919, 920, 921, 924, 925, 927, 928, 929, 930, 931, 933, 935, 936, 937, 939, 940, 942, 944, 945, 946, 947, 951, 953, 955, 956, 957, 958, 959, 960, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990, 991, 992, 993, 994, 995, 996, 997, 998, 999, 1000, 1001, 1002, 1004, 1005, 1007, 1008, 1010, 1011, 1014, 1021, 1057, 1066, 1072, 1085, 1088, 1090, 1192, 1263, 1316, 1364, 1376, 1475, 1522]\n"
     ]
    }
   ],
   "source": [
    "#print(Counter(num_word_neg))\n",
    "#print(Counter(num_word_pos))\n",
    "pos_most_words = dict(Counter(num_word_pos))\n",
    "neg_most_words = dict(Counter(num_word_neg))\n",
    "\n",
    "print(list(pos_most_words.values()))\n",
    "print(list(neg_most_words.keys()))\n",
    "\n",
    "names = list(pos_most_words.keys())\n",
    "values = list(pos_most_words.values())\n",
    "\n",
    "#plt.figure(figsize=(90,40))\n",
    "\n",
    "#plt.plot(names, values)\n",
    "#plt.show()\n",
    "\n",
    "\n",
    "\n",
    "names = list(neg_most_words.keys())\n",
    "values = list(neg_most_words.values())\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0937cb36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(names, values)\n",
    "plt.show()\n",
    "plt.scatter(names, values)\n",
    "plt.show()\n",
    "#plt.plot(names, values,color=\"red\")\n",
    "#plt.show()\n",
    "plt.bar(names, values,color=\"red\")\n",
    "plt.show()\n",
    "plt.scatter(names, values,color=\"red\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f1dec95",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2a6f1bcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "RAND_STATE = 476\n",
    "test_size = 0.25\n",
    "idx_train, idx_test, y_train, y_test = train_test_split(df['review'], df['sentiment'], test_size=0.25, random_state=RAND_STATE)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "#Count vectorizer for bag of words\n",
    "cv=CountVectorizer()\n",
    "\n",
    "#transformed train reviews\n",
    "bow_train=cv.fit_transform(idx_train)\n",
    "\n",
    "#transformed test reviews\n",
    "bow_test=cv.transform(idx_test)\n",
    "\n",
    "\n",
    "\n",
    "#print('BOW_cv_train:',cv_train_reviews.shape)\n",
    "#print('BOW_cv_test:',cv_test_reviews.shape)\n",
    "#vocab=cv.get_feature_names()-toget feature names\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f37d0c77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.88      0.84      0.86      6570\n",
      "    positive       0.83      0.87      0.85      5930\n",
      "\n",
      "    accuracy                           0.85     12500\n",
      "   macro avg       0.85      0.85      0.85     12500\n",
      "weighted avg       0.85      0.85      0.85     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#########MultiNomial NB With Bag of words\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "\n",
    "clf = MultinomialNB()\n",
    "# fit the classifier on the X_train and y_train\n",
    "clf.fit(bow_train, y_train)\n",
    "#\n",
    "y_pred = clf.predict(bow_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e0f13e29",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.89      0.89      0.89      6247\n",
      "    positive       0.89      0.89      0.89      6253\n",
      "\n",
      "    accuracy                           0.89     12500\n",
      "   macro avg       0.89      0.89      0.89     12500\n",
      "weighted avg       0.89      0.89      0.89     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "##############Logistic Regression With Bag of words \n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "clf = LogisticRegression()\n",
    "\n",
    "\n",
    "# Q: fit\n",
    "clf.fit(bow_train,y_train)\n",
    "# Q: predict\n",
    "y_pred = clf.predict(bow_test)\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "717e6b61",
   "metadata": {},
   "outputs": [],
   "source": [
    "#############TFIDF\n",
    "#Tfidf vectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "tv=TfidfVectorizer()\n",
    "\n",
    "#transformed train reviews\n",
    "tfidf_train=tv.fit_transform(idx_train)\n",
    "\n",
    "#transformed test reviews\n",
    "tfidf_test=tv.transform(idx_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1d7ff79e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.88      0.85      0.87      6490\n",
      "    positive       0.85      0.88      0.86      6010\n",
      "\n",
      "    accuracy                           0.86     12500\n",
      "   macro avg       0.86      0.86      0.86     12500\n",
      "weighted avg       0.86      0.86      0.86     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#########MultiNomial NB With TFIDF\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "\n",
    "clf = MultinomialNB()\n",
    "# fit the classifier on the X_train and y_train\n",
    "clf.fit(tfidf_train, y_train)\n",
    "#\n",
    "y_pred = clf.predict(tfidf_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b7b860a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.89      0.91      0.90      6112\n",
      "    positive       0.91      0.89      0.90      6388\n",
      "\n",
      "    accuracy                           0.90     12500\n",
      "   macro avg       0.90      0.90      0.90     12500\n",
      "weighted avg       0.90      0.90      0.90     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "##############Logistic Regression With TFIDF\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "clf = LogisticRegression()\n",
    "\n",
    "\n",
    "# Q: fit\n",
    "clf.fit(tfidf_train,y_train)\n",
    "# Q: predict\n",
    "y_pred = clf.predict(tfidf_test)\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4e6c8dbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.58      0.67      0.62      5360\n",
      "    positive       0.72      0.63      0.67      7140\n",
      "\n",
      "    accuracy                           0.65     12500\n",
      "   macro avg       0.65      0.65      0.65     12500\n",
      "weighted avg       0.66      0.65      0.65     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "#from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=7)\n",
    "\n",
    "#clf = MultinomialNB()\n",
    "# fit the classifier on the X_train and y_train\n",
    "knn.fit(bow_train, y_train)\n",
    "#\n",
    "y_pred = knn.predict(bow_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "cfda9f77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.93      0.66      0.77      8763\n",
      "    positive       0.52      0.88      0.66      3737\n",
      "\n",
      "    accuracy                           0.73     12500\n",
      "   macro avg       0.73      0.77      0.71     12500\n",
      "weighted avg       0.81      0.73      0.74     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#This is KNN with TF-IDF \n",
    "# default settings in the vectorizer\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=1000)\n",
    "\n",
    "knn.fit(tfidf_train, y_train)\n",
    "\n",
    "y_pred = knn.predict(tfidf_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "cfce8dff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.88      0.72      0.79      7605\n",
      "    positive       0.66      0.85      0.74      4895\n",
      "\n",
      "    accuracy                           0.77     12500\n",
      "   macro avg       0.77      0.78      0.77     12500\n",
      "weighted avg       0.79      0.77      0.77     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#This is KNN with TF-IDF \n",
    "# default settings in the vectorizer\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=100)\n",
    "\n",
    "knn.fit(tfidf_train, y_train)\n",
    "\n",
    "y_pred = knn.predict(tfidf_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1781108c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.58      0.67      0.62      5360\n",
      "    positive       0.72      0.63      0.67      7140\n",
      "\n",
      "    accuracy                           0.65     12500\n",
      "   macro avg       0.65      0.65      0.65     12500\n",
      "weighted avg       0.66      0.65      0.65     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#This is KNN with Bag of words \n",
    "# default settings in the vectorizer\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=7)\n",
    "\n",
    "knn.fit(bow_train, y_train)\n",
    "\n",
    "y_pred = knn.predict(bow_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "aeaffe34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.56      0.74      0.64      4711\n",
      "    positive       0.81      0.65      0.72      7789\n",
      "\n",
      "    accuracy                           0.68     12500\n",
      "   macro avg       0.68      0.69      0.68     12500\n",
      "weighted avg       0.71      0.68      0.69     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#This is KNN with Bag of words \n",
    "# default settings in the vectorizer\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=100)\n",
    "\n",
    "knn.fit(bow_train, y_train)\n",
    "\n",
    "y_pred = knn.predict(bow_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c3886502",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "    negative       0.50      0.74      0.60      4208\n",
      "    positive       0.83      0.62      0.71      8292\n",
      "\n",
      "    accuracy                           0.66     12500\n",
      "   macro avg       0.66      0.68      0.65     12500\n",
      "weighted avg       0.72      0.66      0.67     12500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#This is KNN with Bag of words \n",
    "# default settings in the vectorizer\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=1000)\n",
    "\n",
    "knn.fit(bow_train, y_train)\n",
    "\n",
    "y_pred = knn.predict(bow_test)\n",
    "\n",
    "print(classification_report(y_pred, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf980081",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}