Skip to content

Instantly share code, notes, and snippets.

@narongdejsrn
Created October 9, 2020 03:48
Show Gist options
  • Save narongdejsrn/2a59557aaf74a8a6aaa5fb07695829d7 to your computer and use it in GitHub Desktop.
Save narongdejsrn/2a59557aaf74a8a6aaa5fb07695829d7 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Pre Exercise\n",
"This exercise is optional. You only have to hand in 10 exercises. If you hand in this one you may skip one of the earlier one.\n",
"\n",
"In the google doc sheet we have 41 restaurant and 44 people. There are about 1000 rating in total. We want to do collaborative filtering with 7 hidden features.\n",
"\n",
"https://docs.google.com/spreadsheets/d/143AcuFLKRLkz7yoKiEas0rABfuKPYCSlVKY1DUbFiBo/edit#gid=0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1) What is the size of matrix F?"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#41 * 7\n",
"#restaurant * features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2) What is the size of matrix P?"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#44 * 7\n",
"#people * features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3) What should be the dimension of the Guess G? Write a numpy statement to calculate the Guess$G$ from $F$ and $P$."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This code will help you do pre exercise. Try print names, restaurants, has_rating, rating to see what they are. rating and has_rating matrix use the convention that row=People, column=restaurant."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Piti', 'Meena', 'Pitoon', 'Sohum', 'Sam', 'Keng', 'O', 'Yok', 'Kitty', 'Time', 'Robroo', 'Peem', 'Chanon', 'Ohm', 'Sun', 'Tii', 'Tow', 'John', 'Mint', 'Opal', 'Kelly', 'Jay', 'Sharik', 'Ou', 'PJ', 'Punawit', 'Martin', 'Ploy', 'Majeed', 'Bossy', 'Sea', 'Pan', 'Ice', 'Karn', 'May', 'Rin', 'Peter', 'Ham', 'Benz', 'Billy', 'Kanat', 'Sam', 'Boss', 'Best']\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1061e0150>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQAAAAELCAYAAAA2tVilAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFW5JREFUeJzt3V+IXOd5x/Hv2HFwVLd1RILkf8nmohSpBBKtKTRNGyXI\n0AZp6ys1AQVheiFdlISmTaXkRrNXcdyLBHqzC3WKahUXQ0CsFNrYIV7RUGriXZs43k3dQGVSB68S\n8oe0vmiLpxfnrHc153k077PnvLMz+/4+MOzu0Zk575kz++jsc57zvCAiIiIiIiIiIiIiIiIiEvYH\nwPeBfwfO7fJY2vgqsAG8tG3ZfuAZ4BXgaeDuXRhXFx4AngVeBr4HfLpePu37dyfwHPAisAZ8sV4+\n7fu16XbgBeBK/fPE7dftwA+AGeAOqgNxaDcH1MLvAR/k5gDwGPCX9ffngEfHPaiOHAQ+UH9/F/Bv\nVMdpL+zfvvrr24B/BT7M3tgvgM8Cfw8s1T9P3H79DvBP234+Xz+m1Qw3B4DvAwfq7w/WP+8Fl4Fj\n7K392wd8B/gt9sZ+3Q98E/goW2cA4f26LcvQttwH/HDbz/9ZL9srDlD9WUD99cAt1p0WM1RnOs+x\nN/bvNqozzw22/szZC/v1ZeBzwJvbloX3K3cAGGR+/UkyYPr39y7ga8BngF8O/du07t+bVH/e3A/8\nPtX/mNtN434dB25Q/f3fc9ZJ2q/cAeA1qgTTpgeozgL2ig2qUy2Ae6gOyrS6g+qX/wmqPwFgb+3f\nL4CvA7NM/359CJgD/gN4EvgY1XEL71fuAPA88BtUp5VvB/6YrYTFXrAEnK6/P83WL8606QGPU2XK\nv7Jt+bTv37vYyoS/A3iI6n/Nad+vL1D9Z/o+4BPAt4BPMaH79YdUWeUfAJ/f5bG08STwI+B/qPIa\nj1BddvkmE3TZZYc+THWq/CLVL8gLVJdvp33/3g+sUu3Xd6n+Zobp36/tPsLWf6p7ab9ERERERERE\nZILslTp/kSJ5RQQpbqfK7h+jut7/HeCTwPrWKu8dwKstNiEiO/Ne4NWRv99va7GF36a6tHe9/vkf\ngD/ipgDwKnABWAaOAjA4M2++WG/xQvKGDw3mGssuccpc98jZ9cYyd1vH+81tXVk1V13vbV55WWZz\n3y5g79s86fs2OZbZ3K9JYX12+ovN9fpn7OdvHfdlRu2bdyxT7c4xX2Zrv9LG36YQaK/X+YvseW3O\nABLrp5epThKWqQoCRaR719n6PUvXJgAk1vkfpRrYDOCfflund4cXVsx1t06/txw50zzV97a3MnjK\nXPfI2eYYVp32BbOcrL+beWuZd+o5b5ymttXFn1K3NtPR61Qi4/VOv63Pw/pi87PQH3n6O/PWd/5n\nobmsi/fW2re5gfMZ6500l9tmqH7XZuqfryU9q82fAIE6/xl78Z4ws9sDyGRmtweQ0cxuDyCTmfAz\n2pwB/B/wp8A3qK4IPM5NCUARmXRtAgDAP9YPEZlCuW8HFpEJpgAgUrA2lYApBocGN2du187O2gMx\nMqxdZLqtLK+XXQ1diThxpLFsdNHQtnWNYiZrvZzMMRj7Bf6+Wcz9MIqsALjaXO5l5q3jZq17ikvJ\n47LeA2/dLnjbSx1D+njnIeH3W2cAIgVTABApmAKASMEUAEQK1rYOYKRGcsIpl21795X3/NleenIx\nYnBfM7/SM7blGWfCz0+qWUvtca0b67qvi5FkNZJ9nkgJrJ0YtO8MtcblJqUDd/NZnycvUe1tL3UM\nXX9udAYgUjAFAJGCKQCIFEwBQKRgCgAiBct+FaANq98b2NnnpQ6Kmq3tWQ0nAPdqhsW6QjHOnnGx\nxhLplnrpd39HrvJ4701qtt0rBbaucHifMYu3D5HS9LbbG93vMEZnACIFUwAQKZgCgEjBFABECjb2\nfgDeBB6RRFWk9DJXP4CTvWZJp5e88kpmh3lJNet1I70SUrcP9kQqYCevukhk2gldZwxGAizW9bn5\nuqsLdkdea10vgWd19c2VeE2nfgAiMoICgEjBFABECqYAIFIwBQCRgo29FNjLMlsimW533UCTDouV\n7fdExmCtO9tBVt28QuK8B5GrKZZI916PVba7dsZ+z62M/YVF6z23M/vmFYMFex9C5b3GnJLTQmcA\nIgVTABApmAKASMEUAEQKlr0UeMUok7SkTvsEsURipIQ1VymwNZ2T1R3WK0u1eO9B5DUsXhmuVe4a\nWddjJQG9xKt3L/ww7z1o+xnLVW6+03v5b02lwCIyggKASMEUAEQKpgAgUjAFAJGCZb8KQGJ5ayQ7\n2jaTGpkbMJJRjpQut9VFGe60sfY5ckUoUkKeqwHK+OgqgIiMoAAgUjAFAJGCKQCIFCx7P4DUjrTW\nPeuR6aS8ZI6VxIvcH+9NM7UyaHY3jvQeiJQde52UU3nHwLwX3yhRBvt9jCQcrXJogPVec7qutr0d\nvP09tNAcwyrO53MxPbkYKQWeNDoDECmYAoBIwRQARAqmACBSsJQA8FVgA3hp27L9wDPAK8DTwN3d\nD01Ecku5CvC3wF8Df7dt2XmqAPAYcK7++XzKBiPZUa/0sm9cHfDmbXtqwcriNzPPYGe63a7AgaYX\nqduyMuLVtpqLIg0nVp0uuZGrC5GSW4u7bxn4703zWPZeM95cYHCmWUU773zGpiXjb0k5A/hn4GdD\ny+aAi/X3F4GHuxyUiIzHTnMAB6j+LKD+eqCb4YjIOHVRCDTAPEmtLPZ//Nb3s0f3dbA5EWm6Xj9i\ndhoANoCDwOvAPcANb8Uz/XfvcBMikm6mfmy6lvSsnQaAJeA08KX662V3xaHOsZ1M92Ws65UNW6Wt\nvcB93V4n2lVjWWS8kaSalWTy9tfallUCC37Z7ziZJcKBqbYiJdU98+74vv3CiR2IwT4W09I7ICUH\n8CTwL8BvAj8EHgEeBR6iugz4sfpnEZkyKWcAn3SWH+tyICIyfqoEFCmYAoBIwRQARAo29q7AkW62\nudb1RDLKlki5a6SJhJUp97blNd5I5b1upCNv2y7I3tUU61hE5lhs28Ak8p7nKn1ObbAzW119U1dg\nEfEpAIgUTAFApGAKACIFG3tX4LYlsJ7hkuNNkQSNeW/4CXt7h640i4HbTg3mdkHupZeamqXPgaTc\nJEw55k4Jx/hKl61eCUvYn7H5E31jaZ4kYPpxSCun1hmASMEUAEQKpgAgUjAFAJGCKQCIFCz7VYDh\n+ecuLTidaJ2Oqxaz861T/plWOFm/7n3NyslIKXCENS/fJWO+QbAzv5G5EFcW0ucG9N6xXPPfWa/r\nXdHxjnHX2wf7apWX11+5crixbFo6BesMQKRgCgAiBVMAECmYAoBIwbInAYdLKiOlwF6iy+IljvwZ\nC5rMEtTF9PvjvenJLFY58uzxNXPdQ4Nm2XHfKA8G6Bvlqm5prTVVlrOu3WegfblraKq4xO4VqffM\nR7fvSR3XJNIZgEjBFABECqYAIFIwBQCRgikAiBQs+1WANryMtNU4w5vDL1IKHBEpFbVYVzh6zlWE\nk07G39J2jkVPri63EalXhXq9PPPyeQ1bpmUeQIvOAEQKpgAgUjAFAJGCKQCIFGzPTA0WcrxvLrY6\n/UaSX16SyioRfmrQ7DPQxbYiiT2rvNfqhuvJ1Q/Ak1pGHukb4O2D9f56pd5zg+b23PfG+OxZnzuI\nfR6Gj+V6bxY0NZiI3IoCgEjBFABECqYAIFIwBQCRgmUvBW5mmts3a4iUApvz/V3tm+uunW2+7mEj\nW+8yng9OqeiJI41FK05XYKt7r9cQxGI384B1Ywynrlidgu05ByMiV3QijWCsrs3eWCNl0tbrnlxM\nfw/8qzTNZesdXIvbaam2zgBECqYAIFIwBQCRgikAiBQseynwilEmaWlbVtpFaaz1Gt7UYFbSpYsy\n59Tne/emW2WpkdedBJH77ttOWZat3HzXzYNKgUXkVhQARAqmACBSMAUAkYKlBIAHgGeBl4HvAZ+u\nl+8HngFeAZ4G7s4xQBHJJ6UU+H+BPwNeBO4CVqh+8R+pvz4GnAPO14/sIqWibUVKLNtmjrvIPE9/\n9tov655bSLtykuuKkNdoJHKVZtI6CKecAbxO9csP8F/AOnAfMAdcrJdfBB7ufHQiklU0BzADfBB4\nDjgAbNTLN+qfRWSKRO4GvAv4GvAZ4JdD/zbAmYh7sf/jt76fPbqPB4/+SnCIIjLa9foRkxoA7qD6\n5X8CuFwv2wAOUv2JcA9ww3rimf67w4MSkaiZ+rHpWtKzUgJAD3gcWAO+sm35EnAa+FL99XLzqXlY\nyZjUjrG3YnV99e6lj3TPte7nnw0UYVtj6Hu9B4x9yFXumqszsddXIZWXrBsYiblV7HUjnzFrH+Zz\nF9l3JCUA/C5wCvgu8EK97PPAo1TdPf6E6txj+tPPIoVJCQDfxk8WHutwLCIyZqoEFCmYAoBIwRQA\nRAqWvSvwcKY50gjDzTL32pVTemWaEZEM+iGjQiLSyMIsR3bKZS25yoO9ufIirM7Evav28V0xSoEj\nzVasqxPWa3qv63qtuQ/VRbLJpzMAkYIpAIgUTAFApGAKACIFm+ipwbyOvIcWmssipbk45Z9Wqeec\n87qzx9cay1auHDbXPYVdTjwuXjmzNYWWV8ZrvcaccywjZbCHrqwa43Km66L5ebCmU7NKrwEGZ5r7\na70mwAWa63p9Cg4vNN+bLqb7GgedAYgUTAFApGAKACIFUwAQKVj2qcGYsCaIUbnupbeSajud470U\nVmWoWd3XwTFL3dbk0tRgIjKCAoBIwRQARAqmACBSMAUAkYJlLwVuw+sHYN2HPjdIL++NTPGUS9uM\nf66rE5PMPG4texJ00dl4mukMQKRgCgAiBVMAECmYAoBIwSY6CRhJxHhTZZmv4SSOzDnhnd4BbUtF\nI01BLZGp0Lx+AG0TkdOWQDOPr5MQtpqFeu+51bfCe28nrcRYZwAiBVMAECmYAoBIwRQARAqmACBS\nsOxXAYaznpEy3Mg0Yl62vm2pqNdh9tKC0S3Y2ZadhU/fN/N9OJv8dLdj8izN99zL7GdzvN9Y5HVX\nTr3y4V1Nsd5H9/ga75n32Y1oO52ad3yGxzab2OpHZwAiBVMAECmYAoBIwRQARAo29q7A476PPVJy\nG1m3bUlnjlJiGG8/gFxjiJQYh95HI+HIVWMZ7Uu1IyLJ7vQxqCuwiIygACBSMAUAkYIpAIgUTAFA\npGDZrwKsDIZLFNMzqZFGFl7muG2zhkj5Z2TfIplfqwTWKym1uiNHGll4ZcOWcWfFrbLd9RNHmitG\nMvsn1sx1L1xt/mr0z5irmp8R7725QPMzNh+YPzP1vVnvzYKuAojIrSgAiBRMAUCkYKMCwJ3Ac8CL\nwBrwxXr5fuAZ4BXgaeDuXAMUkXxSkoD7gDeoegd8G/gLYA74CfAYcA54J3DeeO5g4CROGgNpWUbr\nJcUiCRaLl3SxEmtt9yHXlGWRkt1J6PRrJcrAPpZtS3YnoaQ6j+5Kgd+ov74duB34GVUAuFgvvwg8\nHB+giOy2lABwG9WfABvAs8DLwIH6Z+qvB7KMTkSySmkJ9ibwAeDXgW8AHx3690H9MPWf3/r+6L3V\nQ0S6dr1+xER6Av4C+DowS/W//kHgdeAe4Ib3pP6D4TGJSNhM/dh0LelZo/4EeBdbGf53AA8BLwBL\nwOl6+WngctogRWSSjMoSvp8qyXdb/XgC+Cuqy4BPAe+hOu84CfzceH6jIUiuLHMkW99Ftn2cDSNK\nk+sqQFnHLO0qwKg/AV4CjGJrfgociw9KRCaJKgFFCqYAIFIwBQCRgmWfGmxclnr2Pe+zVimwUzZs\nJZ+s++u7kKcTrG0Synsj2pZve/Zuwm/ndAYgUjAFAJGCKQCIFEwBQKRgCgAiBct+FWA4293rtc/w\nellty7yT8TfXNbLPc6Rn6yMiJcq5lFUa2/7KSxfNQ9rOCdk1nQGIFEwBQKRgCgAiBVMAEClY9iTg\ncLIrksDzkmL9wIRmk5rosvbNm8LLEul/4LHeB286trWzs41lk1pK7DGP+/G+ue7gTPND5iWw237G\nIv0PuqYzAJGCKQCIFEwBQKRgCgAiBVMAEClY9qsAw5niSPbay6RG5gZsm/H3Go201XZcua5krPeW\nzOW9xI68kG9s1hWK2cAVIbsM117X2l9P2/3tO/NnWmXsXb/nOgMQKZgCgEjBFABECqYAIFKwsXcF\nbjv9FrTvKdBFIqVtmeY47wvP1RV43CXVXoJyWBefG6s8t4vSXOs990qBLV6p9/BrpL6izgBECqYA\nIFIwBQCRgikAiBRMAUCkYBMzN6CVue2iQYblFJfM5RdoNr14arBirmu1KknNUkP7DHwks9/F1YVJ\n62a7yRyXk+2PZPatOSHnA2XHnkjGP2J4vPOJJew6AxApmAKASMEUAEQKpgAgUrDsScDhJE3vtYG5\nXuS+7ra8ZJ11X7aXWjS75Hqlokbn2cF9RtdZJ6kWScBZ63rdlSOlvONM+HkJTms/rIRfJEHqJY/b\n9oHIVX7tHctIwnw7nQGIFEwBQKRgCgAiBVMAECmYAoBIwcZeCmxlv8HOoHuZ1MMLzfLcpZ69rtdx\n1VzX6MK6ZpQHR1242tznfuD5VuY4kmW+sGiv27b8OpLRjozX6/A8v5h21cIbV2QOP2u8Vpfe6Bis\nUmDvM2q9hnd8muumlRzrDECkYAoAIgVTABApWGoAuB14AbhS/7wfeAZ4BXgauLv7oYlIbqkFuJ8F\nZoFfBeaAx4Cf1F/PAe8EzhvPGwyGEhxdlKVGyl0j24okiVLHBZNx33xbbd+biEgpsJUUi3zGIh2i\nJ+H4pk6tV095NvL3O+UM4H7g48DfbHvBOeBi/f1F4OGE1xGRCZMSAL4MfA54c9uyA8BG/f1G/bOI\nTJlRdQDHgRtUf/8fddYZ1A9T//mt74/eC78WGp6IpFj+UfWIGhUAPkR1uv9x4E6q398nqP7XPwi8\nDtxDFSRM/Qdv/nk1PkYRGeHovdVj07zdyrJh1J8AXwAeAN4HfAL4FvApYAk4Xa9zGrgcGayITIZI\nG46PAH9OdUawn6pXxnuA68BJ4OfGcwZ0MJ+aiGecVye60HbOwfSrFvOQ8PsduRfgWv0A+ClwLPBc\nEZlAqgQUKZgCgEjBFABECpa7F2+jFNhj3sfu3NMcucc/dVve9qwpoqJSy0pz3V/fxbqpz++Cd9yt\nZFmkp0GkK3Akkdi2z0AXx735mtWXUevpDECkYAoAIgVTABApmAKASMEUAEQKlr0r8HCH11CXXmdd\nq+FDpMkHTndXc3tORjnSgKStSGbeEumSu0pgvwJdciO84x7pypvDocGcufwU1nJ7/knzc7OL+zWW\nM4Dr49jILnl++b93ewhZ7NX9qlzf7QFksZPbgRUAWlpZfmO3h5DFXt2vyvXdHkAWExsARGQyKQCI\nFCx3KfAyVR8BERmva/ht/EREREREREREREREZM/7fykGyl730c9tAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x105ebf190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import StringIO\n",
"import csv\n",
"with open('rating.csv') as f:\n",
" s = StringIO.StringIO(f.read()) \n",
" reader = csv.reader(s, delimiter=',')\n",
" raw = [row for row in reader]\n",
"\n",
"def get_names(raw):\n",
" return raw[2][2:]\n",
"\n",
"def get_restaurant(raw):\n",
" restaurants = []\n",
" for i in range(3, len(raw)):\n",
" restaurants.append(raw[i][1])\n",
" return restaurants\n",
"\n",
"def get_rating(raw):\n",
" \n",
" names = get_names(raw)\n",
" restaurants = get_restaurant(raw)\n",
" #print restaurants\n",
" name_offset = 2\n",
" rests_offset = 3\n",
" \n",
" n_names = len(names)\n",
" n_rests = len(restaurants)\n",
"\n",
" has_rating = np.zeros((n_names, n_rests))\n",
" rating = np.zeros((n_names, n_rests))\n",
" \n",
" for ir in range(n_rests):\n",
" this_row = raw[rests_offset + ir]\n",
" #print ir, n_rests, len(raw), this_row[1]\n",
" #print this_row\n",
" for ip in range(n_names):\n",
" #print ip, name_offset, len(this_row)\n",
" this_cell = this_row[name_offset + ip]\n",
" hr = this_cell.isdigit()\n",
" has_rating[ip, ir] = 1 if hr else 0\n",
" if hr:\n",
" rating[ip, ir] = int(this_cell)\n",
" return names, restaurants, has_rating, rating\n",
"\n",
"names, restaurants, has_rating, rating = get_rating(raw)\n",
"print names\n",
"plt.matshow(rating, vmin=0, vmax=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4) What is the dimension of rating matrix? AFTER you figure out, check it with rating.shape."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"5) What is the dimension of has_rating matrix? AFTER you figure out, check it with rating.shape."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"6) Suppose you have a the guess matrix G. How do you calculate HGR matrix? Write a numpy code for that"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"7)The update rule for $P$ is\n",
"\n",
"\n",
"$P = P - \\eta\\; dp$\n",
"\n",
"Write down the formula for dp. Then, write a numpy code to calculate dp."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"8)The update rule for $F$ is\n",
"\n",
"$F = F - \\eta\\; df$\n",
"\n",
"Write down the formula for df. Then, write a numpy code to calculate df."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"9) Write the numpy code to calculate the cost. (you may find np.sum useful)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Exercise\n",
"You have given CSV file for all the rating. Now your job is to figure out what is the next restaurant you should go next using collaborative filtering with gradient descent.\n",
"\n",
"The idea is to keep update matrix F and P with the update rule we find above many many times.\n",
"\n",
"Debugging this is quite a pain. One way to do it is to monitor the value of the costfunction making sure it is going in the right direction.\n",
"\n",
"If you are doing it right this should not be more than 50 lines."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2.47302 , 1.90396084, 2.21683847, ..., 1.9894535 ,\n",
" 1.75163513, 2.47284329],\n",
" [ 2.16673387, 1.86131366, 1.51251227, ..., 1.81905173,\n",
" 1.66650479, 1.66609552],\n",
" [ 1.78351936, 1.39175146, 2.08360246, ..., 1.53862092,\n",
" 1.44330275, 2.10091864],\n",
" ..., \n",
" [ 1.63151892, 1.44395338, 1.78724443, ..., 1.32383532,\n",
" 1.29804252, 1.87343131],\n",
" [ 1.99273866, 1.71016489, 1.93810327, ..., 1.71540077,\n",
" 1.45202736, 2.18101043],\n",
" [ 2.475493 , 2.19690278, 1.93304843, ..., 2.44898342,\n",
" 1.80856254, 2.14866836]])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"\n",
"class Collab:\n",
" \n",
" def __init__(self, p, f):\n",
" #self.p = np.array(np.random.random(44, 7))\n",
" #self.f = np.array(np.random.random(41, 7))\n",
" self.p = p\n",
" self.f = f\n",
" \n",
" def guess(self, p ,f):\n",
" pp = p\n",
" ff = f\n",
" ft = ff.T\n",
" g = np.dot(pp, ft)\n",
" \n",
" return g\n",
" \n",
" \n",
" def diffP(self):\n",
" f = self.f\n",
" p = self.p\n",
" gr = self.guess(p, f) - rating\n",
" hgr = has_rating * gr\n",
" result = np.dot(hgr, f)\n",
" #print hgr.shape\n",
" #print f.shape\n",
" \n",
" return result\n",
" \n",
" \n",
" def diffF(self):\n",
" p = self.p\n",
" f = self.f\n",
" gr = self.guess(p, f) - rating\n",
" hgr = has_rating * gr\n",
" hgrT = hgr.T\n",
" result = np.dot(hgrT, p)\n",
" \n",
" return result\n",
" \n",
" \n",
" def newP(self):\n",
" #print self.p\n",
" df = self.diffP()\n",
" #print df\n",
" new = self.p - (0.00001 * df)\n",
" \n",
" return new\n",
" \n",
" \n",
" def newF(self):\n",
" new = self.f - (0.00001 * self.diffF())\n",
" return new\n",
" \n",
" \n",
" def update(self):\n",
" \n",
" for i in xrange(500000):\n",
" ff = self.newF()\n",
" pp = self.newP()\n",
" updateG = self.guess(pp, ff)\n",
" \n",
" return updateG\n",
" \n",
" \n",
" \n",
"P = np.array(np.random.random((44, 7)))\n",
"F = np.array(np.random.random((41, 7)))\n",
"#print rating\n",
" \n",
"c = Collab(P, F)\n",
"c.guess(P, F)\n",
"c.diffP()\n",
"c.diffF()\n",
"c.newP()\n",
"c.newF()\n",
"c.update()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Debugging Tip\n",
"To compare your guess rating(G*has_rating) and the actual rating graphically use\n",
"\n",
"plt.matshow(rating, vmin=0, vmax=5)\n",
"\n",
" if they look almost the same then your algorithm is doing the right thing "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# plt.matshow(rating, vmin=0, vmax=5)\n",
"# plt.figure()\n",
"# plt.matshow(G*has_rating, vmin=0, vmax=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Once you have F and P and guess matrix.\n",
"I wrote this so that visualizing your result is easier."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import HTML\n",
"\n",
"class TableCell:\n",
" \n",
" def __init__(self, text, tc=None, color=None):\n",
" self.text = text\n",
" self.tc = tc\n",
" self.color = color\n",
" \n",
" def to_html(self):\n",
" return '<td>%s</td>'%self.text\n",
" \n",
"def maketable(rating, has_rating, guess, restaurants, names):\n",
" n_rests = len(restaurants)\n",
" n_names = len(names)\n",
" tab = np.empty((n_rests+1, n_names+1),dtype='object')\n",
" #print tab.shape\n",
"\n",
" for irest in range(n_rests):\n",
" tab[irest+1,0] = restaurants[irest]\n",
"\n",
" for iname in range(n_names):\n",
" tab[0,iname+1] = names[iname]\n",
"\n",
" for irest in range(n_rests):\n",
" for iname in range(n_names):\n",
" if not has_rating[iname, irest]:\n",
" tab[irest+1, iname+1] = TableCell('<span style=\"color:red\">%3.2f</span>'%(guess[iname, irest]))\n",
" else:\n",
" tab[irest+1, iname+1] = TableCell('<span style=\"color:blue\">%3.2f</span><span style=\"color:red\">(%3.2f)</span>'%(rating[iname, irest], guess[iname, irest]))\n",
" #now convert tab array to nice html table\n",
" nrow, ncol = tab.shape\n",
" t = []\n",
" t.append('<table>')\n",
" for irow in range(nrow):\n",
" t.append('<tr>')\n",
" for icol in range(ncol):\n",
" cell = tab[irow,icol]\n",
" if cell is not None:\n",
" if isinstance(cell,TableCell):\n",
" t.append(tab[irow, icol].to_html())\n",
" else:\n",
" t.append('<td>')\n",
" t.append(tab[irow, icol])\n",
" t.append('</td>')\n",
" else:\n",
" t.append('<td></td>')\n",
" t.append('</tr>') \n",
" t.append('</table>')\n",
" return '\\n'.join(t)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<tr>\n",
"<td></td>\n",
"<td>\n",
"Piti\n",
"</td>\n",
"<td>\n",
"Meena\n",
"</td>\n",
"<td>\n",
"Pitoon\n",
"</td>\n",
"<td>\n",
"Sohum\n",
"</td>\n",
"<td>\n",
"Sam\n",
"</td>\n",
"<td>\n",
"Keng\n",
"</td>\n",
"<td>\n",
"O\n",
"</td>\n",
"<td>\n",
"Yok\n",
"</td>\n",
"<td>\n",
"Kitty\n",
"</td>\n",
"<td>\n",
"Time\n",
"</td>\n",
"<td>\n",
"Robroo\n",
"</td>\n",
"<td>\n",
"Peem\n",
"</td>\n",
"<td>\n",
"Chanon\n",
"</td>\n",
"<td>\n",
"Ohm\n",
"</td>\n",
"<td>\n",
"Sun\n",
"</td>\n",
"<td>\n",
"Tii\n",
"</td>\n",
"<td>\n",
"Tow\n",
"</td>\n",
"<td>\n",
"John\n",
"</td>\n",
"<td>\n",
"Mint\n",
"</td>\n",
"<td>\n",
"Opal\n",
"</td>\n",
"<td>\n",
"Kelly\n",
"</td>\n",
"<td>\n",
"Jay\n",
"</td>\n",
"<td>\n",
"Sharik\n",
"</td>\n",
"<td>\n",
"Ou\n",
"</td>\n",
"<td>\n",
"PJ\n",
"</td>\n",
"<td>\n",
"Punawit\n",
"</td>\n",
"<td>\n",
"Martin\n",
"</td>\n",
"<td>\n",
"Ploy\n",
"</td>\n",
"<td>\n",
"Majeed\n",
"</td>\n",
"<td>\n",
"Bossy\n",
"</td>\n",
"<td>\n",
"Sea\n",
"</td>\n",
"<td>\n",
"Pan\n",
"</td>\n",
"<td>\n",
"Ice\n",
"</td>\n",
"<td>\n",
"Karn\n",
"</td>\n",
"<td>\n",
"May\n",
"</td>\n",
"<td>\n",
"Rin\n",
"</td>\n",
"<td>\n",
"Peter\n",
"</td>\n",
"<td>\n",
"Ham\n",
"</td>\n",
"<td>\n",
"Benz\n",
"</td>\n",
"<td>\n",
"Billy\n",
"</td>\n",
"<td>\n",
"Kanat\n",
"</td>\n",
"<td>\n",
"Sam\n",
"</td>\n",
"<td>\n",
"Boss\n",
"</td>\n",
"<td>\n",
"Best\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Mai-tok-mai-tak\n",
"</td>\n",
"<td><span style=\"color:red\">2.47</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:red\">3.11</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(3.13)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.81)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.87)</span></td>\n",
"<td><span style=\"color:red\">3.45</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.24)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.04)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:red\">2.39</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.51)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.39)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.60)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:red\">2.66</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.68)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.11)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.75)</span></td>\n",
"<td><span style=\"color:red\">1.96</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(3.37)</span></td>\n",
"<td><span style=\"color:red\">2.11</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:red\">2.31</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.97)</span></td>\n",
"<td><span style=\"color:red\">2.63</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.99)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.73)</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">2.44</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.37)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.83)</span></td>\n",
"<td><span style=\"color:red\">2.06</span></td>\n",
"<td><span style=\"color:red\">2.16</span></td>\n",
"<td><span style=\"color:red\">3.86</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.26)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.76)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.88)</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.48)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Puttharaksa\n",
"</td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.90)</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.39)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.89)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.37)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.59)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.32)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.42)</span></td>\n",
"<td><span style=\"color:red\">2.95</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.17)</span></td>\n",
"<td><span style=\"color:red\">1.62</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.60)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.55)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.25)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.98)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.17)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.80)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.47)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.02)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.08)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.50)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.89)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.48)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.17)</span></td>\n",
"<td><span style=\"color:red\">2.10</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"<td><span style=\"color:red\">2.31</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.45)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.21)</span></td>\n",
"<td><span style=\"color:red\">2.97</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.47)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.37)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.37)</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">3.25</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.53)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.72)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.93)</span></td>\n",
"<td><span style=\"color:red\">1.44</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.71)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.20)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Big Mamma\n",
"</td>\n",
"<td><span style=\"color:red\">2.22</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.51)</span></td>\n",
"<td><span style=\"color:red\">2.08</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.76)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.23)</span></td>\n",
"<td><span style=\"color:red\">2.59</span></td>\n",
"<td><span style=\"color:red\">2.22</span></td>\n",
"<td><span style=\"color:red\">2.28</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.01)</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:red\">2.30</span></td>\n",
"<td><span style=\"color:red\">1.59</span></td>\n",
"<td><span style=\"color:red\">2.57</span></td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:red\">2.04</span></td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:red\">2.52</span></td>\n",
"<td><span style=\"color:red\">0.96</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:red\">2.01</span></td>\n",
"<td><span style=\"color:red\">3.06</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:red\">2.21</span></td>\n",
"<td><span style=\"color:red\">2.14</span></td>\n",
"<td><span style=\"color:red\">1.94</span></td>\n",
"<td><span style=\"color:red\">2.55</span></td>\n",
"<td><span style=\"color:red\">2.52</span></td>\n",
"<td><span style=\"color:red\">1.81</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.28)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.80)</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.31)</span></td>\n",
"<td><span style=\"color:red\">2.05</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:red\">2.11</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:red\">1.94</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Seefah\n",
"</td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.21)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.24)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:red\">2.20</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.71)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.04)</span></td>\n",
"<td><span style=\"color:red\">2.16</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.42)</span></td>\n",
"<td><span style=\"color:red\">1.55</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.24)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.23)</span></td>\n",
"<td><span style=\"color:red\">1.36</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.22)</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.65)</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:red\">0.74</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.26)</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.46)</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.54)</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.09)</span></td>\n",
"<td><span style=\"color:red\">1.23</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:red\">1.62</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.49)</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.48)</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:red\">1.35</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.71)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.00)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Music Square\n",
"</td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.89)</span></td>\n",
"<td><span style=\"color:red\">0.97</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">0.97</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.72)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.64)</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.54)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.81)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.34)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:red\">0.89</span></td>\n",
"<td><span style=\"color:red\">1.37</span></td>\n",
"<td><span style=\"color:red\">1.33</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.10)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.21)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.20)</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.73)</span></td>\n",
"<td><span style=\"color:red\">0.56</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.43)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.09)</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.01)</span></td>\n",
"<td><span style=\"color:red\">1.19</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.51)</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.92)</span></td>\n",
"<td><span style=\"color:red\">1.10</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.10)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.50)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.07)</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">2.13</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.08)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.00)</span></td>\n",
"<td><span style=\"color:red\">1.08</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.32)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.34)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Mamma Mia\n",
"</td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.44)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:red\">2.10</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.04)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.77)</span></td>\n",
"<td><span style=\"color:red\">3.12</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.66)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.82)</span></td>\n",
"<td><span style=\"color:red\">3.37</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.25)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.40)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.93)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.34)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.42)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.34)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.87)</span></td>\n",
"<td><span style=\"color:red\">2.47</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.62)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.15)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.22)</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.47)</span></td>\n",
"<td><span style=\"color:red\">2.02</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.13)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.40)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.94)</span></td>\n",
"<td><span style=\"color:red\">2.62</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.21)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.66)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.31)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.78)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.24)</span></td>\n",
"<td><span style=\"color:red\">2.21</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.82)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.54)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.31)</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.25)</span></td>\n",
"<td><span style=\"color:red\">2.43</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Srijan\n",
"</td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.56)</span></td>\n",
"<td><span style=\"color:red\">0.70</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.86)</span></td>\n",
"<td><span style=\"color:red\">0.62</span></td>\n",
"<td><span style=\"color:red\">1.32</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.44)</span></td>\n",
"<td><span style=\"color:red\">1.37</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.17)</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.90)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.03)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.88)</span></td>\n",
"<td><span style=\"color:red\">0.95</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.85)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.91)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.20)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.15)</span></td>\n",
"<td><span style=\"color:red\">1.21</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.60)</span></td>\n",
"<td><span style=\"color:red\">0.28</span></td>\n",
"<td><span style=\"color:red\">1.09</span></td>\n",
"<td><span style=\"color:red\">0.53</span></td>\n",
"<td><span style=\"color:red\">0.79</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.51)</span></td>\n",
"<td><span style=\"color:red\">1.04</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.34)</span></td>\n",
"<td><span style=\"color:red\">1.18</span></td>\n",
"<td><span style=\"color:red\">1.24</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.58)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.65)</span></td>\n",
"<td><span style=\"color:red\">0.62</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.99)</span></td>\n",
"<td><span style=\"color:red\">1.25</span></td>\n",
"<td><span style=\"color:red\">1.01</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.32)</span></td>\n",
"<td><span style=\"color:red\">0.60</span></td>\n",
"<td><span style=\"color:red\">1.31</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.75)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.96)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.82)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.96)</span></td>\n",
"<td><span style=\"color:red\">0.85</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.01)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.80)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Steak House\n",
"</td>\n",
"<td><span style=\"color:red\">3.18</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.87)</span></td>\n",
"<td><span style=\"color:red\">2.53</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.95)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.10)</span></td>\n",
"<td><span style=\"color:red\">3.27</span></td>\n",
"<td><span style=\"color:red\">2.79</span></td>\n",
"<td><span style=\"color:red\">2.97</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.52)</span></td>\n",
"<td><span style=\"color:red\">2.43</span></td>\n",
"<td><span style=\"color:red\">2.46</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:red\">2.90</span></td>\n",
"<td><span style=\"color:red\">2.40</span></td>\n",
"<td><span style=\"color:red\">2.35</span></td>\n",
"<td><span style=\"color:red\">2.33</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.64)</span></td>\n",
"<td><span style=\"color:red\">3.07</span></td>\n",
"<td><span style=\"color:red\">1.12</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.52)</span></td>\n",
"<td><span style=\"color:red\">2.10</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.45)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.71)</span></td>\n",
"<td><span style=\"color:red\">2.25</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.42)</span></td>\n",
"<td><span style=\"color:red\">2.70</span></td>\n",
"<td><span style=\"color:red\">2.51</span></td>\n",
"<td><span style=\"color:red\">3.04</span></td>\n",
"<td><span style=\"color:red\">3.03</span></td>\n",
"<td><span style=\"color:red\">1.87</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:red\">2.75</span></td>\n",
"<td><span style=\"color:red\">2.01</span></td>\n",
"<td><span style=\"color:red\">2.95</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.74)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(4.03)</span></td>\n",
"<td><span style=\"color:red\">2.78</span></td>\n",
"<td><span style=\"color:red\">2.13</span></td>\n",
"<td><span style=\"color:red\">2.24</span></td>\n",
"<td><span style=\"color:red\">2.02</span></td>\n",
"<td><span style=\"color:red\">2.51</span></td>\n",
"<td><span style=\"color:red\">2.56</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Anya\n",
"</td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.95)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.02)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.89)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.89)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.54)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.58)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.32)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.44)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.20)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.95)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.04)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.72)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.46)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.28)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.09)</span></td>\n",
"<td><span style=\"color:red\">2.46</span></td>\n",
"<td><span style=\"color:red\">1.76</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.60)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.41)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.75)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.16)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.01)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.35)</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:red\">1.99</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.25)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.80)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.50)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.12)</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">1.49</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:red\">1.46</span></td>\n",
"<td><span style=\"color:red\">2.32</span></td>\n",
"<td><span style=\"color:red\">2.20</span></td>\n",
"<td><span style=\"color:red\">1.97</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(3.53)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.18)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.40)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.89)</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.66)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.22)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Chicky Chic\n",
"</td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.91)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.52)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.08)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.24)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.20)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.93)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.14)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.28)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.86)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(0.93)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.95)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.82)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.59)</span></td>\n",
"<td><span style=\"color:red\">1.55</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.07)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.76)</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.05)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.20)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.47)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.93)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.43)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.97)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.36)</span></td>\n",
"<td><span style=\"color:red\">1.81</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.20)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.81)</span></td>\n",
"<td><span style=\"color:red\">1.21</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.06)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.04)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.95)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.56)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.15)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:red\">1.31</span></td>\n",
"<td><span style=\"color:red\">1.08</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.47)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.09)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Loong Nuad\n",
"</td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.39)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.37)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.17)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.10)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.74)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.12)</span></td>\n",
"<td><span style=\"color:red\">2.08</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.88)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.12)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.15)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.03)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.91)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.60)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.39)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.27)</span></td>\n",
"<td><span style=\"color:red\">1.85</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:red\">0.92</span></td>\n",
"<td><span style=\"color:red\">1.37</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.40)</span></td>\n",
"<td><span style=\"color:red\">1.49</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.46)</span></td>\n",
"<td><span style=\"color:red\">1.66</span></td>\n",
"<td><span style=\"color:red\">1.12</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.81)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.58)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.61)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.06)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.06)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.70)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.91)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.95)</span></td>\n",
"<td><span style=\"color:red\">1.32</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.52)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.16)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.54)</span></td>\n",
"<td><span style=\"color:red\">1.25</span></td>\n",
"<td><span style=\"color:red\">1.10</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.52)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.13)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Nong Na\n",
"</td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.57)</span></td>\n",
"<td><span style=\"color:red\">0.83</span></td>\n",
"<td><span style=\"color:red\">1.80</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:red\">1.58</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.06)</span></td>\n",
"<td><span style=\"color:red\">1.23</span></td>\n",
"<td><span style=\"color:red\">0.76</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.19)</span></td>\n",
"<td><span style=\"color:red\">1.16</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.44)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.19)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.79)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.44)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.66)</span></td>\n",
"<td><span style=\"color:red\">0.91</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.67)</span></td>\n",
"<td><span style=\"color:red\">0.77</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.89)</span></td>\n",
"<td><span style=\"color:red\">1.47</span></td>\n",
"<td><span style=\"color:red\">1.15</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"<td><span style=\"color:red\">1.55</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:red\">0.69</span></td>\n",
"<td><span style=\"color:red\">0.88</span></td>\n",
"<td><span style=\"color:red\">1.30</span></td>\n",
"<td><span style=\"color:red\">0.73</span></td>\n",
"<td><span style=\"color:red\">1.58</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:red\">0.98</span></td>\n",
"<td><span style=\"color:red\">2.13</span></td>\n",
"<td><span style=\"color:red\">1.21</span></td>\n",
"<td><span style=\"color:red\">0.87</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.94)</span></td>\n",
"<td><span style=\"color:red\">0.79</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.86)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.42)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Shabu Nangnai\n",
"</td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.46)</span></td>\n",
"<td><span style=\"color:red\">1.58</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">1.96</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.28)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.58)</span></td>\n",
"<td><span style=\"color:red\">2.40</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.27)</span></td>\n",
"<td><span style=\"color:red\">3.17</span></td>\n",
"<td><span style=\"color:red\">2.15</span></td>\n",
"<td><span style=\"color:red\">2.09</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">2.45</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:red\">1.76</span></td>\n",
"<td><span style=\"color:red\">2.32</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.44)</span></td>\n",
"<td><span style=\"color:red\">2.63</span></td>\n",
"<td><span style=\"color:red\">0.89</span></td>\n",
"<td><span style=\"color:red\">1.85</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.06)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(3.37)</span></td>\n",
"<td><span style=\"color:red\">2.03</span></td>\n",
"<td><span style=\"color:red\">2.50</span></td>\n",
"<td><span style=\"color:red\">2.48</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.93)</span></td>\n",
"<td><span style=\"color:red\">2.70</span></td>\n",
"<td><span style=\"color:red\">2.53</span></td>\n",
"<td><span style=\"color:red\">1.60</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">2.39</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:red\">3.44</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.55)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.70)</span></td>\n",
"<td><span style=\"color:red\">2.11</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:red\">1.91</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Buri-yummy\n",
"</td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:red\">1.32</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.32)</span></td>\n",
"<td><span style=\"color:red\">1.46</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.02)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.73)</span></td>\n",
"<td><span style=\"color:red\">2.65</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.42)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.06)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.11)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.70)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.33)</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.60)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.65)</span></td>\n",
"<td><span style=\"color:red\">2.11</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.90)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.53)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.25)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.82)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:red\">1.38</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.48)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.44)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.84)</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.65)</span></td>\n",
"<td><span style=\"color:red\">2.73</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.13)</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.34)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Gin-na\n",
"</td>\n",
"<td><span style=\"color:red\">2.21</span></td>\n",
"<td><span style=\"color:red\">1.65</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:red\">2.65</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.55)</span></td>\n",
"<td><span style=\"color:red\">2.10</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.47)</span></td>\n",
"<td><span style=\"color:red\">2.45</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.86)</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:red\">2.06</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:red\">1.32</span></td>\n",
"<td><span style=\"color:red\">1.95</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.97)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.01)</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">1.25</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">2.56</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:red\">1.17</span></td>\n",
"<td><span style=\"color:red\">1.82</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:red\">1.92</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.53)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:red\">1.26</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.16)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.16)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.29)</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:red\">2.94</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:red\">1.64</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:red\">1.81</span></td>\n",
"<td><span style=\"color:red\">2.36</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Fong-nom\n",
"</td>\n",
"<td><span style=\"color:red\">1.65</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:red\">1.55</span></td>\n",
"<td><span style=\"color:red\">2.27</span></td>\n",
"<td><span style=\"color:red\">2.63</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.40)</span></td>\n",
"<td><span style=\"color:red\">2.70</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.70)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:red\">1.62</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.60)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.46)</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"<td><span style=\"color:red\">1.01</span></td>\n",
"<td><span style=\"color:red\">1.44</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:red\">1.44</span></td>\n",
"<td><span style=\"color:red\">2.63</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:red\">1.64</span></td>\n",
"<td><span style=\"color:red\">1.91</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:red\">1.96</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.61)</span></td>\n",
"<td><span style=\"color:red\">1.44</span></td>\n",
"<td><span style=\"color:red\">1.28</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:red\">1.30</span></td>\n",
"<td><span style=\"color:red\">2.31</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:red\">1.33</span></td>\n",
"<td><span style=\"color:red\">2.95</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:red\">1.66</span></td>\n",
"<td><span style=\"color:red\">1.94</span></td>\n",
"<td><span style=\"color:red\">1.38</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.31)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Fresh box\n",
"</td>\n",
"<td><span style=\"color:red\">2.25</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.36)</span></td>\n",
"<td><span style=\"color:red\">1.81</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">2.20</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.48)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.13)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.21)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.59)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:red\">1.94</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.51)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.79)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.21)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(0.93)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.90)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.81)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.71)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.78)</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.63)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.08)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.46)</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">1.33</span></td>\n",
"<td><span style=\"color:red\">1.95</span></td>\n",
"<td><span style=\"color:red\">1.20</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.25)</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.04)</span></td>\n",
"<td><span style=\"color:red\">2.18</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"<td><span style=\"color:red\">1.78</span></td>\n",
"<td><span style=\"color:red\">1.44</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.94)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.73)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Buta grill\n",
"</td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:red\">1.12</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">0.90</span></td>\n",
"<td><span style=\"color:red\">1.95</span></td>\n",
"<td><span style=\"color:red\">1.88</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.73)</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.46)</span></td>\n",
"<td><span style=\"color:red\">1.05</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.35)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.41)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.37)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:red\">1.06</span></td>\n",
"<td><span style=\"color:red\">1.40</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.71)</span></td>\n",
"<td><span style=\"color:red\">1.61</span></td>\n",
"<td><span style=\"color:red\">1.07</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:red\">1.09</span></td>\n",
"<td><span style=\"color:red\">1.08</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:red\">1.11</span></td>\n",
"<td><span style=\"color:red\">1.06</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"<td><span style=\"color:red\">0.94</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:red\">2.34</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"<td><span style=\"color:red\">1.07</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"<td><span style=\"color:red\">1.11</span></td>\n",
"<td><span style=\"color:red\">1.40</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Lodiham\n",
"</td>\n",
"<td><span style=\"color:red\">2.01</span></td>\n",
"<td><span style=\"color:red\">1.47</span></td>\n",
"<td><span style=\"color:red\">1.53</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.34)</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.11)</span></td>\n",
"<td><span style=\"color:red\">2.04</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.86)</span></td>\n",
"<td><span style=\"color:red\">2.70</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.73)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.36)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.55)</span></td>\n",
"<td><span style=\"color:red\">1.82</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.47)</span></td>\n",
"<td><span style=\"color:red\">2.16</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.60)</span></td>\n",
"<td><span style=\"color:red\">2.05</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.34)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.84)</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.50)</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.69)</span></td>\n",
"<td><span style=\"color:red\">1.53</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.72)</span></td>\n",
"<td><span style=\"color:red\">2.27</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.35)</span></td>\n",
"<td><span style=\"color:red\">1.31</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.74)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.21)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.94)</span></td>\n",
"<td><span style=\"color:red\">1.30</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.95)</span></td>\n",
"<td><span style=\"color:red\">2.93</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.65)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.09)</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Kao-pun\n",
"</td>\n",
"<td><span style=\"color:red\">2.41</span></td>\n",
"<td><span style=\"color:red\">1.91</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:red\">1.53</span></td>\n",
"<td><span style=\"color:red\">2.89</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.05)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.65)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.78)</span></td>\n",
"<td><span style=\"color:red\">3.11</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.14)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.79)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.48)</span></td>\n",
"<td><span style=\"color:red\">2.20</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.30)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.13)</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.44)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.32)</span></td>\n",
"<td><span style=\"color:red\">1.05</span></td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:red\">1.37</span></td>\n",
"<td><span style=\"color:red\">1.64</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.02)</span></td>\n",
"<td><span style=\"color:red\">2.14</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:red\">2.24</span></td>\n",
"<td><span style=\"color:red\">1.78</span></td>\n",
"<td><span style=\"color:red\">2.39</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.65)</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">2.36</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.39)</span></td>\n",
"<td><span style=\"color:red\">2.75</span></td>\n",
"<td><span style=\"color:red\">2.09</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:red\">3.46</span></td>\n",
"<td><span style=\"color:red\">2.31</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.93)</span></td>\n",
"<td><span style=\"color:red\">1.88</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:red\">2.02</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.51)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Sutharos\n",
"</td>\n",
"<td><span style=\"color:red\">2.32</span></td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"<td><span style=\"color:red\">2.66</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.77)</span></td>\n",
"<td><span style=\"color:red\">2.48</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.59)</span></td>\n",
"<td><span style=\"color:red\">3.00</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.48)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.86)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.55)</span></td>\n",
"<td><span style=\"color:red\">2.39</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.58)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:red\">2.26</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.35)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.28)</span></td>\n",
"<td><span style=\"color:red\">1.20</span></td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:red\">2.04</span></td>\n",
"<td><span style=\"color:red\">1.72</span></td>\n",
"<td><span style=\"color:red\">3.31</span></td>\n",
"<td><span style=\"color:red\">1.95</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:red\">2.30</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:red\">2.23</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.16)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:red\">1.36</span></td>\n",
"<td><span style=\"color:red\">2.11</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.57)</span></td>\n",
"<td><span style=\"color:red\">2.15</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"<td><span style=\"color:red\">3.50</span></td>\n",
"<td><span style=\"color:red\">2.69</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.88)</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">1.46</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.16)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Hua-seng-hong\n",
"</td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.01)</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.33)</span></td>\n",
"<td><span style=\"color:red\">1.78</span></td>\n",
"<td><span style=\"color:red\">2.32</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.55)</span></td>\n",
"<td><span style=\"color:red\">2.37</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.32)</span></td>\n",
"<td><span style=\"color:red\">3.09</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.60)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.49)</span></td>\n",
"<td><span style=\"color:red\">2.03</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.91)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.26)</span></td>\n",
"<td><span style=\"color:red\">2.01</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.61)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.21)</span></td>\n",
"<td><span style=\"color:red\">0.91</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(3.15)</span></td>\n",
"<td><span style=\"color:red\">2.25</span></td>\n",
"<td><span style=\"color:red\">2.28</span></td>\n",
"<td><span style=\"color:red\">2.40</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.63)</span></td>\n",
"<td><span style=\"color:red\">2.47</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.54)</span></td>\n",
"<td><span style=\"color:red\">1.35</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">1.85</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.35)</span></td>\n",
"<td><span style=\"color:red\">2.27</span></td>\n",
"<td><span style=\"color:red\">1.66</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(3.24)</span></td>\n",
"<td><span style=\"color:red\">2.38</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.64)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.08)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Jok at 3 AM\n",
"</td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.81)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.31)</span></td>\n",
"<td><span style=\"color:red\">2.75</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.26)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.52)</span></td>\n",
"<td><span style=\"color:red\">2.86</span></td>\n",
"<td><span style=\"color:red\">1.88</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:red\">1.66</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.94)</span></td>\n",
"<td><span style=\"color:red\">1.88</span></td>\n",
"<td><span style=\"color:red\">2.26</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">1.64</span></td>\n",
"<td><span style=\"color:red\">2.25</span></td>\n",
"<td><span style=\"color:red\">1.95</span></td>\n",
"<td><span style=\"color:red\">1.05</span></td>\n",
"<td><span style=\"color:red\">1.58</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.81)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.65)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.93)</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:red\">1.91</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.15)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.46)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.16)</span></td>\n",
"<td><span style=\"color:red\">2.88</span></td>\n",
"<td><span style=\"color:red\">1.61</span></td>\n",
"<td><span style=\"color:red\">1.44</span></td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:red\">2.42</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.34)</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">3.16</span></td>\n",
"<td><span style=\"color:red\">2.31</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">2.18</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"<td><span style=\"color:red\">2.42</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"RIT\n",
"</td>\n",
"<td><span style=\"color:red\">2.24</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"<td><span style=\"color:red\">1.38</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:red\">2.16</span></td>\n",
"<td><span style=\"color:red\">2.55</span></td>\n",
"<td><span style=\"color:red\">2.32</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.23)</span></td>\n",
"<td><span style=\"color:red\">2.80</span></td>\n",
"<td><span style=\"color:red\">2.18</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:red\">1.42</span></td>\n",
"<td><span style=\"color:red\">2.33</span></td>\n",
"<td><span style=\"color:red\">2.05</span></td>\n",
"<td><span style=\"color:red\">1.72</span></td>\n",
"<td><span style=\"color:red\">1.99</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:red\">0.83</span></td>\n",
"<td><span style=\"color:red\">1.65</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:red\">1.28</span></td>\n",
"<td><span style=\"color:red\">2.97</span></td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:red\">2.07</span></td>\n",
"<td><span style=\"color:red\">2.24</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:red\">2.22</span></td>\n",
"<td><span style=\"color:red\">2.39</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:red\">1.43</span></td>\n",
"<td><span style=\"color:red\">1.88</span></td>\n",
"<td><span style=\"color:red\">1.21</span></td>\n",
"<td><span style=\"color:red\">2.37</span></td>\n",
"<td><span style=\"color:red\">1.90</span></td>\n",
"<td><span style=\"color:red\">1.76</span></td>\n",
"<td><span style=\"color:red\">3.10</span></td>\n",
"<td><span style=\"color:red\">2.53</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:red\">1.97</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"<td><span style=\"color:red\">1.87</span></td>\n",
"<td><span style=\"color:red\">1.72</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Hong nung len\n",
"</td>\n",
"<td><span style=\"color:red\">2.35</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.08)</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.63)</span></td>\n",
"<td><span style=\"color:red\">3.02</span></td>\n",
"<td><span style=\"color:red\">2.39</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.76)</span></td>\n",
"<td><span style=\"color:red\">2.95</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.93)</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:red\">3.00</span></td>\n",
"<td><span style=\"color:red\">1.90</span></td>\n",
"<td><span style=\"color:red\">2.44</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">2.15</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.29)</span></td>\n",
"<td><span style=\"color:red\">1.09</span></td>\n",
"<td><span style=\"color:red\">2.06</span></td>\n",
"<td><span style=\"color:red\">1.82</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:red\">3.01</span></td>\n",
"<td><span style=\"color:red\">1.88</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:red\">2.16</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:red\">2.35</span></td>\n",
"<td><span style=\"color:red\">2.91</span></td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:red\">1.60</span></td>\n",
"<td><span style=\"color:red\">2.29</span></td>\n",
"<td><span style=\"color:red\">1.74</span></td>\n",
"<td><span style=\"color:red\">2.63</span></td>\n",
"<td><span style=\"color:red\">2.14</span></td>\n",
"<td><span style=\"color:red\">1.99</span></td>\n",
"<td><span style=\"color:red\">3.40</span></td>\n",
"<td><span style=\"color:red\">2.30</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:red\">2.28</span></td>\n",
"<td><span style=\"color:red\">2.61</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"slum bar\n",
"</td>\n",
"<td><span style=\"color:red\">1.94</span></td>\n",
"<td><span style=\"color:red\">2.04</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(1.84)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.66)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.79)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.42)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.66)</span></td>\n",
"<td><span style=\"color:red\">3.00</span></td>\n",
"<td><span style=\"color:red\">2.20</span></td>\n",
"<td><span style=\"color:red\">1.72</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:red\">2.63</span></td>\n",
"<td><span style=\"color:red\">2.38</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.23)</span></td>\n",
"<td><span style=\"color:red\">2.18</span></td>\n",
"<td><span style=\"color:red\">1.64</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.47)</span></td>\n",
"<td><span style=\"color:red\">2.05</span></td>\n",
"<td><span style=\"color:red\">1.25</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.90)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.73)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(3.18)</span></td>\n",
"<td><span style=\"color:red\">2.06</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">2.23</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.51)</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(3.24)</span></td>\n",
"<td><span style=\"color:red\">1.61</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:red\">2.01</span></td>\n",
"<td><span style=\"color:red\">1.18</span></td>\n",
"<td><span style=\"color:red\">2.52</span></td>\n",
"<td><span style=\"color:red\">2.40</span></td>\n",
"<td><span style=\"color:red\">1.62</span></td>\n",
"<td><span style=\"color:red\">3.41</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.45)</span></td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:red\">1.82</span></td>\n",
"<td><span style=\"color:red\">2.50</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Ban-nam\n",
"</td>\n",
"<td><span style=\"color:red\">2.13</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.11)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"<td><span style=\"color:red\">1.28</span></td>\n",
"<td><span style=\"color:red\">1.95</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.02)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.63)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:red\">2.05</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.63)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.47)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.06)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.43)</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:red\">1.40</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(0.67)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.37)</span></td>\n",
"<td><span style=\"color:red\">1.47</span></td>\n",
"<td><span style=\"color:red\">1.49</span></td>\n",
"<td><span style=\"color:red\">1.80</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.64)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.86)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.05)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.11)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.30)</span></td>\n",
"<td><span style=\"color:red\">1.78</span></td>\n",
"<td><span style=\"color:red\">1.35</span></td>\n",
"<td><span style=\"color:red\">1.82</span></td>\n",
"<td><span style=\"color:red\">1.53</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:red\">2.45</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.99)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.39)</span></td>\n",
"<td><span style=\"color:red\">1.30</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Mango Bar\n",
"</td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.84)</span></td>\n",
"<td><span style=\"color:red\">0.90</span></td>\n",
"<td><span style=\"color:red\">0.94</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.40)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.42)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.55)</span></td>\n",
"<td><span style=\"color:red\">1.38</span></td>\n",
"<td><span style=\"color:red\">0.82</span></td>\n",
"<td><span style=\"color:red\">0.75</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.18)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.27)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.85)</span></td>\n",
"<td><span style=\"color:red\">1.09</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.16)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.32)</span></td>\n",
"<td><span style=\"color:red\">0.42</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.02)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.87)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.83)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.20)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.15)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.40)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.06)</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.33)</span></td>\n",
"<td><span style=\"color:red\">0.59</span></td>\n",
"<td><span style=\"color:red\">0.89</span></td>\n",
"<td><span style=\"color:red\">1.23</span></td>\n",
"<td><span style=\"color:red\">0.72</span></td>\n",
"<td><span style=\"color:red\">1.35</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.09)</span></td>\n",
"<td><span style=\"color:red\">1.15</span></td>\n",
"<td><span style=\"color:red\">1.78</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.59)</span></td>\n",
"<td><span style=\"color:red\">1.09</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.92)</span></td>\n",
"<td><span style=\"color:red\">0.77</span></td>\n",
"<td><span style=\"color:red\">1.09</span></td>\n",
"<td><span style=\"color:red\">1.06</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Sri suwan\n",
"</td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.58)</span></td>\n",
"<td><span style=\"color:red\">1.16</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.30)</span></td>\n",
"<td><span style=\"color:red\">0.86</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:red\">1.95</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.75)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.10)</span></td>\n",
"<td><span style=\"color:red\">0.98</span></td>\n",
"<td><span style=\"color:red\">1.35</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.70)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.07)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.59)</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.17)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.60)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.72)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.62)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.33)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.85)</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.90)</span></td>\n",
"<td><span style=\"color:red\">1.33</span></td>\n",
"<td><span style=\"color:red\">1.37</span></td>\n",
"<td><span style=\"color:red\">1.39</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.80)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.05)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.17)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"<td><span style=\"color:red\">1.21</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.26)</span></td>\n",
"<td><span style=\"color:red\">1.11</span></td>\n",
"<td><span style=\"color:red\">1.04</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.30)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.19)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Herb Garden\n",
"</td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.07)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.44)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.88)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.51)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.53)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.41)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.96)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.18)</span></td>\n",
"<td><span style=\"color:red\">0.64</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.11)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.16)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.35)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.14)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.79)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"<td><span style=\"color:red\">0.59</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.71)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.71)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.62)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.86)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.49)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.24)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.41)</span></td>\n",
"<td><span style=\"color:red\">0.91</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:red\">1.42</span></td>\n",
"<td><span style=\"color:red\">0.62</span></td>\n",
"<td><span style=\"color:red\">0.85</span></td>\n",
"<td><span style=\"color:red\">1.09</span></td>\n",
"<td><span style=\"color:red\">0.72</span></td>\n",
"<td><span style=\"color:red\">1.42</span></td>\n",
"<td><span style=\"color:red\">1.36</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.83)</span></td>\n",
"<td><span style=\"color:red\">1.97</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.24)</span></td>\n",
"<td><span style=\"color:red\">0.79</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.95)</span></td>\n",
"<td><span style=\"color:red\">0.75</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.71)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Best Bar\n",
"</td>\n",
"<td><span style=\"color:red\">1.94</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">2.24</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.39)</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:red\">2.18</span></td>\n",
"<td><span style=\"color:red\">3.02</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.59)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">2.35</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:red\">1.88</span></td>\n",
"<td><span style=\"color:red\">2.16</span></td>\n",
"<td><span style=\"color:red\">1.92</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.54)</span></td>\n",
"<td><span style=\"color:red\">2.29</span></td>\n",
"<td><span style=\"color:red\">0.85</span></td>\n",
"<td><span style=\"color:red\">1.47</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.55)</span></td>\n",
"<td><span style=\"color:red\">1.62</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.98)</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.11)</span></td>\n",
"<td><span style=\"color:red\">2.28</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.24)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.82)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.56)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.27)</span></td>\n",
"<td><span style=\"color:red\">1.38</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:red\">1.81</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"<td><span style=\"color:red\">2.14</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.05)</span></td>\n",
"<td><span style=\"color:red\">1.78</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(3.12)</span></td>\n",
"<td><span style=\"color:red\">1.94</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.32)</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:red\">1.61</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">2.05</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Princess Cafe\n",
"</td>\n",
"<td><span style=\"color:red\">2.36</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.58)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.06)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.59)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.52)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.23)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.28)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.79)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.54)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">1.80</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.87)</span></td>\n",
"<td><span style=\"color:red\">1.96</span></td>\n",
"<td><span style=\"color:red\">1.60</span></td>\n",
"<td><span style=\"color:red\">2.14</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.44)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.83)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.88)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.07)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.79)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.60)</span></td>\n",
"<td><span style=\"color:red\">1.74</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.69)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.87)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.01)</span></td>\n",
"<td><span style=\"color:red\">2.41</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.90)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.25)</span></td>\n",
"<td><span style=\"color:red\">1.50</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.55)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.25)</span></td>\n",
"<td><span style=\"color:red\">1.38</span></td>\n",
"<td><span style=\"color:red\">2.06</span></td>\n",
"<td><span style=\"color:red\">3.06</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:red\">1.33</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.42)</span></td>\n",
"<td><span style=\"color:red\">1.44</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.67)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.01)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Hachi Ban\n",
"</td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.80)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.89)</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(1.50)</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.08)</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.74)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.02)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.16)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.12)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.10)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.57)</span></td>\n",
"<td><span style=\"color:red\">1.21</span></td>\n",
"<td><span style=\"color:red\">1.07</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.19)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:red\">0.62</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.61)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.13)</span></td>\n",
"<td><span style=\"color:red\">1.42</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.88)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(0.99)</span></td>\n",
"<td><span style=\"color:red\">1.35</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.30)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.39)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.70)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.50)</span></td>\n",
"<td><span style=\"color:red\">1.28</span></td>\n",
"<td><span style=\"color:red\">1.12</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.80)</span></td>\n",
"<td><span style=\"color:red\">0.92</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.62)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.31)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">1.21</span></td>\n",
"<td><span style=\"color:red\">1.64</span></td>\n",
"<td><span style=\"color:red\">1.36</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Vietnam Hut\n",
"</td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:red\">1.18</span></td>\n",
"<td><span style=\"color:red\">1.43</span></td>\n",
"<td><span style=\"color:red\">1.24</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.82)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.87)</span></td>\n",
"<td><span style=\"color:red\">1.58</span></td>\n",
"<td><span style=\"color:red\">1.80</span></td>\n",
"<td><span style=\"color:red\">2.07</span></td>\n",
"<td><span style=\"color:red\">1.50</span></td>\n",
"<td><span style=\"color:red\">1.18</span></td>\n",
"<td><span style=\"color:red\">1.11</span></td>\n",
"<td><span style=\"color:red\">1.96</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.42)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.37)</span></td>\n",
"<td><span style=\"color:red\">1.29</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.47)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.80)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.66)</span></td>\n",
"<td><span style=\"color:red\">0.61</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.29)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.23)</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.32)</span></td>\n",
"<td><span style=\"color:red\">1.65</span></td>\n",
"<td><span style=\"color:red\">1.60</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.83)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.48)</span></td>\n",
"<td><span style=\"color:red\">1.84</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.93)</span></td>\n",
"<td><span style=\"color:red\">0.94</span></td>\n",
"<td><span style=\"color:red\">1.27</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.35)</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:red\">1.69</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"<td><span style=\"color:red\">2.32</span></td>\n",
"<td><span style=\"color:red\">1.91</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.36)</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:red\">1.43</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Chi-see\n",
"</td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.92)</span></td>\n",
"<td><span style=\"color:red\">1.91</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.76)</span></td>\n",
"<td><span style=\"color:red\">2.56</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.77)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.38)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.57)</span></td>\n",
"<td><span style=\"color:red\">2.98</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.00)</span></td>\n",
"<td><span style=\"color:red\">1.91</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.68)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.54)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.20)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.23)</span></td>\n",
"<td><span style=\"color:red\">2.15</span></td>\n",
"<td><span style=\"color:red\">1.55</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.30)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.14)</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.88)</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(1.77)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(3.04)</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:red\">1.66</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.07)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.54)</span></td>\n",
"<td><span style=\"color:red\">2.18</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.03)</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:red\">1.33</span></td>\n",
"<td><span style=\"color:red\">1.99</span></td>\n",
"<td><span style=\"color:red\">1.23</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.47)</span></td>\n",
"<td><span style=\"color:red\">2.14</span></td>\n",
"<td><span style=\"color:red\">1.72</span></td>\n",
"<td><span style=\"color:red\">3.37</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">1.92</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.84)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.33)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"J-Class\n",
"</td>\n",
"<td><span style=\"color:red\">2.07</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"<td><span style=\"color:red\">1.11</span></td>\n",
"<td><span style=\"color:red\">1.60</span></td>\n",
"<td><span style=\"color:red\">2.66</span></td>\n",
"<td><span style=\"color:red\">2.74</span></td>\n",
"<td><span style=\"color:red\">2.52</span></td>\n",
"<td><span style=\"color:red\">2.54</span></td>\n",
"<td><span style=\"color:red\">2.94</span></td>\n",
"<td><span style=\"color:red\">2.26</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">2.16</span></td>\n",
"<td><span style=\"color:red\">2.38</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:red\">2.24</span></td>\n",
"<td><span style=\"color:red\">1.71</span></td>\n",
"<td><span style=\"color:red\">2.41</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.05)</span></td>\n",
"<td><span style=\"color:red\">1.08</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.58)</span></td>\n",
"<td><span style=\"color:red\">1.45</span></td>\n",
"<td><span style=\"color:red\">1.28</span></td>\n",
"<td><span style=\"color:red\">2.98</span></td>\n",
"<td><span style=\"color:red\">2.08</span></td>\n",
"<td><span style=\"color:red\">1.62</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:red\">1.42</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.72)</span></td>\n",
"<td><span style=\"color:red\">1.25</span></td>\n",
"<td><span style=\"color:red\">1.27</span></td>\n",
"<td><span style=\"color:red\">2.03</span></td>\n",
"<td><span style=\"color:red\">0.93</span></td>\n",
"<td><span style=\"color:red\">2.54</span></td>\n",
"<td><span style=\"color:red\">2.11</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:red\">3.27</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.38)</span></td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">1.23</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:red\">2.19</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Bon chon\n",
"</td>\n",
"<td><span style=\"color:red\">1.50</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.31)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.27)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.70)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.58)</span></td>\n",
"<td><span style=\"color:red\">1.97</span></td>\n",
"<td><span style=\"color:red\">1.77</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.76)</span></td>\n",
"<td><span style=\"color:red\">2.48</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">1.53</span></td>\n",
"<td><span style=\"color:red\">1.30</span></td>\n",
"<td><span style=\"color:red\">2.33</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:red\">1.74</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:blue\">1.00</span><span style=\"color:red\">(2.04)</span></td>\n",
"<td><span style=\"color:red\">1.76</span></td>\n",
"<td><span style=\"color:red\">0.73</span></td>\n",
"<td><span style=\"color:red\">1.13</span></td>\n",
"<td><span style=\"color:red\">1.74</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:red\">2.66</span></td>\n",
"<td><span style=\"color:red\">1.76</span></td>\n",
"<td><span style=\"color:red\">2.09</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.01)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:red\">2.03</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.21)</span></td>\n",
"<td><span style=\"color:red\">1.30</span></td>\n",
"<td><span style=\"color:red\">1.32</span></td>\n",
"<td><span style=\"color:red\">1.31</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.40)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.78)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.97)</span></td>\n",
"<td><span style=\"color:red\">1.36</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.59)</span></td>\n",
"<td><span style=\"color:red\">2.06</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.33)</span></td>\n",
"<td><span style=\"color:red\">1.89</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.38)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.39)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.58)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Sunrise Taco\n",
"</td>\n",
"<td><span style=\"color:red\">1.26</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(0.90)</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(0.93)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.26)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.24)</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">1.50</span></td>\n",
"<td><span style=\"color:red\">1.40</span></td>\n",
"<td><span style=\"color:red\">1.90</span></td>\n",
"<td><span style=\"color:red\">1.26</span></td>\n",
"<td><span style=\"color:red\">1.36</span></td>\n",
"<td><span style=\"color:red\">0.98</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:red\">1.20</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:red\">1.17</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.33)</span></td>\n",
"<td><span style=\"color:red\">1.43</span></td>\n",
"<td><span style=\"color:red\">0.57</span></td>\n",
"<td><span style=\"color:red\">1.05</span></td>\n",
"<td><span style=\"color:red\">1.28</span></td>\n",
"<td><span style=\"color:red\">0.85</span></td>\n",
"<td><span style=\"color:red\">1.92</span></td>\n",
"<td><span style=\"color:red\">1.12</span></td>\n",
"<td><span style=\"color:red\">1.47</span></td>\n",
"<td><span style=\"color:red\">1.38</span></td>\n",
"<td><span style=\"color:red\">0.92</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.47)</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:red\">1.07</span></td>\n",
"<td><span style=\"color:red\">0.93</span></td>\n",
"<td><span style=\"color:red\">1.10</span></td>\n",
"<td><span style=\"color:red\">0.88</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.51)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.22)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(1.12)</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.04)</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.13)</span></td>\n",
"<td><span style=\"color:red\">1.50</span></td>\n",
"<td><span style=\"color:red\">0.99</span></td>\n",
"<td><span style=\"color:red\">1.22</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Beach Bar\n",
"</td>\n",
"<td><span style=\"color:red\">1.99</span></td>\n",
"<td><span style=\"color:red\">1.82</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.50)</span></td>\n",
"<td><span style=\"color:red\">2.46</span></td>\n",
"<td><span style=\"color:red\">2.09</span></td>\n",
"<td><span style=\"color:red\">2.46</span></td>\n",
"<td><span style=\"color:red\">2.57</span></td>\n",
"<td><span style=\"color:red\">2.17</span></td>\n",
"<td><span style=\"color:red\">1.34</span></td>\n",
"<td><span style=\"color:red\">1.42</span></td>\n",
"<td><span style=\"color:red\">2.41</span></td>\n",
"<td><span style=\"color:red\">2.23</span></td>\n",
"<td><span style=\"color:red\">1.90</span></td>\n",
"<td><span style=\"color:red\">1.78</span></td>\n",
"<td><span style=\"color:red\">1.57</span></td>\n",
"<td><span style=\"color:red\">2.29</span></td>\n",
"<td><span style=\"color:red\">1.79</span></td>\n",
"<td><span style=\"color:red\">1.08</span></td>\n",
"<td><span style=\"color:red\">1.53</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">2.95</span></td>\n",
"<td><span style=\"color:red\">2.02</span></td>\n",
"<td><span style=\"color:red\">1.47</span></td>\n",
"<td><span style=\"color:red\">2.18</span></td>\n",
"<td><span style=\"color:red\">1.48</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.94)</span></td>\n",
"<td><span style=\"color:red\">3.03</span></td>\n",
"<td><span style=\"color:red\">1.27</span></td>\n",
"<td><span style=\"color:red\">1.28</span></td>\n",
"<td><span style=\"color:red\">1.92</span></td>\n",
"<td><span style=\"color:red\">1.12</span></td>\n",
"<td><span style=\"color:red\">2.26</span></td>\n",
"<td><span style=\"color:red\">2.35</span></td>\n",
"<td><span style=\"color:red\">1.51</span></td>\n",
"<td><span style=\"color:red\">3.01</span></td>\n",
"<td><span style=\"color:red\">2.51</span></td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:red\">1.56</span></td>\n",
"<td><span style=\"color:red\">1.32</span></td>\n",
"<td><span style=\"color:red\">1.72</span></td>\n",
"<td><span style=\"color:red\">2.45</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Brew & Bev\n",
"</td>\n",
"<td><span style=\"color:red\">1.75</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(1.44)</span></td>\n",
"<td><span style=\"color:red\">1.49</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.22)</span></td>\n",
"<td><span style=\"color:red\">2.25</span></td>\n",
"<td><span style=\"color:red\">2.04</span></td>\n",
"<td><span style=\"color:red\">2.09</span></td>\n",
"<td><span style=\"color:red\">2.63</span></td>\n",
"<td><span style=\"color:red\">1.76</span></td>\n",
"<td><span style=\"color:red\">1.63</span></td>\n",
"<td><span style=\"color:red\">1.41</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.91)</span></td>\n",
"<td><span style=\"color:red\">1.99</span></td>\n",
"<td><span style=\"color:red\">1.73</span></td>\n",
"<td><span style=\"color:red\">2.04</span></td>\n",
"<td><span style=\"color:red\">1.43</span></td>\n",
"<td><span style=\"color:blue\">0.00</span><span style=\"color:red\">(2.08)</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">1.64</span></td>\n",
"<td><span style=\"color:red\">1.54</span></td>\n",
"<td><span style=\"color:red\">2.72</span></td>\n",
"<td><span style=\"color:red\">1.61</span></td>\n",
"<td><span style=\"color:red\">1.52</span></td>\n",
"<td><span style=\"color:red\">1.83</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.45)</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.51)</span></td>\n",
"<td><span style=\"color:red\">1.43</span></td>\n",
"<td><span style=\"color:red\">1.18</span></td>\n",
"<td><span style=\"color:red\">1.70</span></td>\n",
"<td><span style=\"color:red\">1.04</span></td>\n",
"<td><span style=\"color:red\">2.04</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.72)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.63)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.95)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.86)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.28)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.50)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.30)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.45)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(1.81)</span></td>\n",
"</tr>\n",
"<tr>\n",
"<td>\n",
"Bake & Bite\n",
"</td>\n",
"<td><span style=\"color:red\">2.47</span></td>\n",
"<td><span style=\"color:red\">1.67</span></td>\n",
"<td><span style=\"color:red\">2.10</span></td>\n",
"<td><span style=\"color:red\">2.12</span></td>\n",
"<td><span style=\"color:red\">2.42</span></td>\n",
"<td><span style=\"color:red\">2.86</span></td>\n",
"<td><span style=\"color:red\">2.47</span></td>\n",
"<td><span style=\"color:red\">2.55</span></td>\n",
"<td><span style=\"color:red\">3.25</span></td>\n",
"<td><span style=\"color:red\">2.20</span></td>\n",
"<td><span style=\"color:red\">2.33</span></td>\n",
"<td><span style=\"color:red\">1.68</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(2.96)</span></td>\n",
"<td><span style=\"color:red\">2.14</span></td>\n",
"<td><span style=\"color:red\">2.11</span></td>\n",
"<td><span style=\"color:red\">2.20</span></td>\n",
"<td><span style=\"color:red\">2.06</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.45)</span></td>\n",
"<td><span style=\"color:red\">2.60</span></td>\n",
"<td><span style=\"color:red\">1.03</span></td>\n",
"<td><span style=\"color:red\">2.00</span></td>\n",
"<td><span style=\"color:red\">2.28</span></td>\n",
"<td><span style=\"color:red\">1.98</span></td>\n",
"<td><span style=\"color:red\">3.49</span></td>\n",
"<td><span style=\"color:red\">2.07</span></td>\n",
"<td><span style=\"color:red\">2.48</span></td>\n",
"<td><span style=\"color:red\">2.53</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(1.97)</span></td>\n",
"<td><span style=\"color:red\">2.70</span></td>\n",
"<td><span style=\"color:blue\">2.00</span><span style=\"color:red\">(2.95)</span></td>\n",
"<td><span style=\"color:red\">1.86</span></td>\n",
"<td><span style=\"color:red\">1.76</span></td>\n",
"<td><span style=\"color:red\">2.13</span></td>\n",
"<td><span style=\"color:red\">1.80</span></td>\n",
"<td><span style=\"color:red\">2.57</span></td>\n",
"<td><span style=\"color:red\">2.25</span></td>\n",
"<td><span style=\"color:blue\">5.00</span><span style=\"color:red\">(2.22)</span></td>\n",
"<td><span style=\"color:blue\">3.00</span><span style=\"color:red\">(3.61)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.69)</span></td>\n",
"<td><span style=\"color:red\">1.93</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.39)</span></td>\n",
"<td><span style=\"color:red\">1.87</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.18)</span></td>\n",
"<td><span style=\"color:blue\">4.00</span><span style=\"color:red\">(2.15)</span></td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML at 0x1061d1150>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# call it like this\n",
"\n",
"HTML(maketable(rating, has_rating, c.update(), restaurants, names))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment