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@wckdouglas
Created December 14, 2016 18:33
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seaborn anonying facet title\n",
"\n",
"This jupyter notbook intends to record how the facet title from ***seaborn FacetGrid*** can be aligned as ***ggplot2*** in ***R*** (Because I always forget)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"sns.set_style('white')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, lets read the data and make some labels for facetting later.\n",
"\n",
"The [data](https://perso.telecom-paristech.fr/eagan/class/igr204/datasets) is a dataset that stores information from 1038 cameras.\n",
"\n",
"### Read dataset"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Model</th>\n",
" <th>Release date</th>\n",
" <th>Max resolution</th>\n",
" <th>Low resolution</th>\n",
" <th>Effective pixels</th>\n",
" <th>Zoom wide (W)</th>\n",
" <th>Zoom tele (T)</th>\n",
" <th>Normal focus range</th>\n",
" <th>Macro focus range</th>\n",
" <th>Storage included</th>\n",
" <th>Weight (inc. batteries)</th>\n",
" <th>Dimensions</th>\n",
" <th>Price</th>\n",
" <th>price_type</th>\n",
" <th>year_type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Agfa ePhoto 1280</td>\n",
" <td>1997</td>\n",
" <td>1024.0</td>\n",
" <td>640.0</td>\n",
" <td>0.0</td>\n",
" <td>38.0</td>\n",
" <td>114.0</td>\n",
" <td>70.0</td>\n",
" <td>40.0</td>\n",
" <td>4.0</td>\n",
" <td>420.0</td>\n",
" <td>95.0</td>\n",
" <td>179.0</td>\n",
" <td>Cheap</td>\n",
" <td>Before 2002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Agfa ePhoto 1680</td>\n",
" <td>1998</td>\n",
" <td>1280.0</td>\n",
" <td>640.0</td>\n",
" <td>1.0</td>\n",
" <td>38.0</td>\n",
" <td>114.0</td>\n",
" <td>50.0</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>420.0</td>\n",
" <td>158.0</td>\n",
" <td>179.0</td>\n",
" <td>Cheap</td>\n",
" <td>Before 2002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Agfa ePhoto CL18</td>\n",
" <td>2000</td>\n",
" <td>640.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>45.0</td>\n",
" <td>45.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>179.0</td>\n",
" <td>Cheap</td>\n",
" <td>Before 2002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Agfa ePhoto CL30</td>\n",
" <td>1999</td>\n",
" <td>1152.0</td>\n",
" <td>640.0</td>\n",
" <td>0.0</td>\n",
" <td>35.0</td>\n",
" <td>35.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>269.0</td>\n",
" <td>Cheap</td>\n",
" <td>Before 2002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Agfa ePhoto CL30 Clik!</td>\n",
" <td>1999</td>\n",
" <td>1152.0</td>\n",
" <td>640.0</td>\n",
" <td>0.0</td>\n",
" <td>43.0</td>\n",
" <td>43.0</td>\n",
" <td>50.0</td>\n",
" <td>0.0</td>\n",
" <td>40.0</td>\n",
" <td>300.0</td>\n",
" <td>128.0</td>\n",
" <td>1299.0</td>\n",
" <td>Expensive</td>\n",
" <td>Before 2002</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Model Release date Max resolution Low resolution \\\n",
"0 Agfa ePhoto 1280 1997 1024.0 640.0 \n",
"1 Agfa ePhoto 1680 1998 1280.0 640.0 \n",
"2 Agfa ePhoto CL18 2000 640.0 0.0 \n",
"3 Agfa ePhoto CL30 1999 1152.0 640.0 \n",
"4 Agfa ePhoto CL30 Clik! 1999 1152.0 640.0 \n",
"\n",
" Effective pixels Zoom wide (W) Zoom tele (T) Normal focus range \\\n",
"0 0.0 38.0 114.0 70.0 \n",
"1 1.0 38.0 114.0 50.0 \n",
"2 0.0 45.0 45.0 0.0 \n",
"3 0.0 35.0 35.0 0.0 \n",
"4 0.0 43.0 43.0 50.0 \n",
"\n",
" Macro focus range Storage included Weight (inc. batteries) Dimensions \\\n",
"0 40.0 4.0 420.0 95.0 \n",
"1 0.0 4.0 420.0 158.0 \n",
"2 0.0 2.0 0.0 0.0 \n",
"3 0.0 4.0 0.0 0.0 \n",
"4 0.0 40.0 300.0 128.0 \n",
"\n",
" Price price_type year_type \n",
"0 179.0 Cheap Before 2002 \n",
"1 179.0 Cheap Before 2002 \n",
"2 179.0 Cheap Before 2002 \n",
"3 269.0 Cheap Before 2002 \n",
"4 1299.0 Expensive Before 2002 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = 'https://perso.telecom-paristech.fr/eagan/class/igr204/data/Camera.csv'\n",
"df = pd.read_csv(url,sep=';',skiprows=[1]) \\\n",
" .assign(price_type = lambda d: map(lambda x: 'Expensive' if x>1000 else 'Cheap', d.Price))\\\n",
" .assign(year_type = lambda d: map(lambda x: 'Before 2002' if x < 2002 else 'After 2002', d['Release date']))\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Default seaborn facet plot"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f03f98bf690>"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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q1Ihx48YRExND9+7dcXNzw83N7Z7LKknfvn2xtLQkICCAmjVrotVqeeWVV3RdY6Udg1mz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03f9e68f90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.plotting_context('paper', font_scale = 1.3):\n",
" p = sns.FacetGrid(data = df, \n",
" col = 'year_type', \n",
" row = 'price_type')\n",
"p.map(plt.scatter, 'Effective pixels','Dimensions')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The default ***seaborn FacetGrid*** generate an uglya and messy title template. I personally like the facetgrid style in ***ggplot2*** better. There's option in [seaborn](http://seaborn.pydata.org/)\n",
"\n",
"### Make and customize margin titles ###"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f03f95fe0d0>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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clE1BYTFvvtxf77nVnaSxcPIAZn2oPUa1+ssf9Z5bHa1auFR7oemGbPfu3Xz1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\nREQ2jYGKiIhs2v8DNrvQMK/4QnEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03f98f8650>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.plotting_context('paper', font_scale = 1.3):\n",
" p = sns.FacetGrid(data = df, \n",
" col = 'year_type', \n",
" row = 'price_type',\n",
" margin_titles=True)\n",
"p.map(plt.scatter, 'Effective pixels','Dimensions')\n",
"p.set_titles(row_template = '{row_name}', col_template = '{col_name}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There will be some overlapping on the row titles for some reason.\n",
"\n",
"### Fix the overlapping texts ###\n",
"\n",
"This is addressed in a [github issue](https://github.com/mwaskom/seaborn/issues/440), and I tend to look at the issue every time I do the same thing."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f03f8e5ea50>"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Rs2lQnT9/Hqmpqdi3bx9UKhWGDx8OV1dXAMBHH32EtLQ0REdH4+DBg0hISEBoaChCQ0Ox\nd+9eJCYmIiYmxpblERGRHbBp11/v3r2xefNmAIBMJoOLiwu+++47DB8+HADg7++P0tJS5OfnIyUl\nBcOGDQMAhISE4NSpU7YsjYiI7IRNg0oikcDJyQkAcOLECbi7u6OgoACenp7ac7y9vZGTk4OioiK4\nuLjoHCMiImqQyRQpKSlYs2YNEhISIAiCzs8EQYBEIoFEItE5rt8mIqLmyeaTKc6cOYPly5dj69at\n8PHxgY+PD3Jzc7U/VyqVUCgUkMvlKC4uhpubG7Kzs6FQKGxdmtVdy8jHgg0nodZUoYWjFMtnDUJA\nB88Hv/ABbimLsXDjSdwrVcHdRYalMwbBt62bFSomIhI/m95RFRcXIy4uDlu2bIGPjw8AICgoCEeP\nHgUAXLp0Cd7e3pDL5TrHDx8+jODgYFuWZhMLNpyESlMFAYBKU4WY909a5X0XbjyJ3MJyVKirkFtY\njtiN1nlfIiJ7YNM7qiNHjqCwsBBRUVHaLr6IiAg4OzsjLCwMUqkUcXFxAIDIyEhERUXh0KFDkMvl\nWLVqlS1Lswm1pspk+2HdK1WZbBMRNWU2DaoJEyZgwoQJdY736dOnzjFPT09s27bNluXYXAtHKVS1\nwqmFo3VuWN1dZKgoLNdpExE1F1yZwoqWzxoEmaMUEgCy38eorGHpjEHw9nBCyxZSeHs4YekM67wv\nEZE9sPlkiuYkoIMnDsS/aPX39W3rhu2Lhlv9fYmI7AHvqIiISNQYVEREJGpmBVV+fj7++9//AgCO\nHTuG+Ph43L5926aFERERAWYGVXR0NPLz85GRkYGEhAT4+flh4cKFtq6NiIjIvKCqqKhAUFAQvv76\na4SHh2PSpEmorKy0dW1ERETmBZVarYYgCDh+/DiCgoIAAGVlZTYtjIiICDBzenq/fv3Qt29fDBgw\nAB06dMCOHTvQpUsXW9cmWoUlKmw8cBl38kvh4+mCmWMDIXe13UO4Df37iIjExKygmjt3LqZPnw65\nXA6ger+o8PBwmxYmZhsPXMb3l6snk6RlFgAA3prydJP5fUREYmJWUP3yyy/Yv38/CgsLdbbpWLFi\nhc0KE7M7+aUm2/b++4iIxMSsoIqMjMTAgQMREBBg63rsgo+ni/bOpqbdlH4fEZGYmBVUrVq1wvz5\n821di+gYGxuaOTYQAHSOmzrfkvc2JPyFbriWka/djyr8hW62+Q8makAceyVzmRVUXbt2RVZWFnx9\nfW1dj6i898lFnPkpG0D12JBGU4UF0/pB7iozOEZkyViSJefu/uoqcn9fPb2isBy7v7rKMSqyexx7\nJXOZFVTXr1/HyJEj0b59ezg63n/JwYMHbVaYGFz5JVen/ePvbWM7+RoaSzL2rdGScSeOUVFTxM81\nmcusoJozZ85D/4LMzExERkaiV69eiI2NxcGDB7F27Vp07NgRgiDA398fixYtglKpRHR0NDQaDZyd\nnbF69Wp4eHg89O+1BgkkBts1O/kC93fyPRD/osGxJGPfGi0Zd+IYFTVF/FyTucwKqr59++K7777D\n5cuXIZVK0bNnTwwYMMCsXxAVFYXBgwejpKREe2zYsGGIjY3VOS8hIQGhoaEIDQ3F3r17kZiYiJiY\nGAv+U6zv8c6eOPPTHZ02AJ3NEWu3DY1dvb3ltM65Nd8ajY1zGWLJuUT2gp9rMpdZQbVu3TokJyej\nb9++qKqqwsqVKzFy5Ei8+eabD3zttm3bkJSUhJ9++snkeSkpKdrwCgkJwfTp080pzaYiXumFDXrd\ndqYYGrsy9q3R2DiXIcKDTyESLWPd35ZcA9T0nDt3DtevX0dlZSX8/f1N3vyYFVSnT5/GJ598oh2f\nUqlUmDx5sllB5erqWudYamoqZsyYgeLiYsyaNQsDBw5EYWEhXFyq/xH39vZGTk6OOaXZlLELSQqg\nSq9tzOjgLjj7U7Z2PCs02PIVPTjoTPbMGp9fzhBsOkpKSvDmm2+iuLgYvXr1glQqxeHDh7F27Vok\nJiaiTZs2dV5jVlA5OjrqTKKQyWSQyR7uQxIYGAgPDw8MHToUGRkZmDJlCpKSkiCR6I0H6bUbg9Fv\ngm4tUVBcoT1P7t7S6HvE7zinM561csc5i3fr5aAz2TNrfH75Za3pWLFiBYKDg/H666/rHP/oo4/w\n7rvvYtWqVXVeY1ZQtW7dGmvXrkVwcDCqqqqQnJwMT0/Phyqyc+fO6Ny5MwCgY8eOUCgUyMrKgoeH\nB4qLi+Hm5obs7GwoFIqHen9reu+TVO0YVVpmAdSaSsRO648qQXfl+Koq4yvJ3ytVmWybg4POZM+s\n8fm1ZEYtidvly5exdOnSOsfDwsLwySefGHyNWUEVFxeHdevWIS4uDgDQq1cvLFmy5KGK3Lp1K9q0\naYPRo0cjJycHSqUSvr6+CAoKwtGjRzF+/HgcPnwYwcHBD/X+1vTDjVyD7aISjc7xmrahC8fFyREV\n6vvh5OJk1l+5Dg46kz2zxgPylsyotcQtZTEWbjypfZh+6YxB8G3rZvR8hmP9tWrVyujPaoZ/9Jm9\nMsWiRYssLig9PR2LFi1CXl4eSkpKcP36dURERCAxMRH79++HWq3GkiVL4OTkhMjISERFReHQoUOQ\ny+UGb/8aWllFpcm2PkMPCHf2bYUL15Taczr7Gv+fZAwHncmeWeMBeUtm1FoSJvPf/x4F96q78SsK\nyzHv/e+x6+0XjP63sAuy/lq2bIm0tDT4+/vrHL9+/brRIR+TQbVw4UK88847CA0NNfgGD3rgt1On\nTti1a1ed49u3b69zzNPTE9u2bTP5fg1NIgFqrcGLBw2bGXpAuG1r3W8I+UXl1iqPyK5ZMnZlyYxa\nS8KkJqSMtetTMxkWGRmJGTNmYMOGDejatSsA4N69e5g2bZrRGxSTQTVp0iQAaPTnmRpLKzcZ7t5T\n6bRNMfSAcGGx7gdfv03UXNV37MpYl2JWTrHOefrt+jBUM7sDLXPjxg288cYbOHfunM5jS3PnzkV2\ndrbB15gMqsceewwA8OijjyI7Oxvdu3fHsWPHcOnSJUyePNmKpYvTgqn9EFNrqaQFf+5n8nxDDwhf\n+lmpc07JQ0ymIGqKJtVzsWVjXYoF98pNtuvDUDhuYHegRU6fvt9lW1lZiR9//BFdunSBu7s7BEHA\nyy+/XOc1Zo1RRUdHY+rUqcjIyEBCQgLCw8OxcOFC0XXVWdvn397UmVr+efJNvDXFE84tHXTGq5xb\nOgAAxoV0xcWfc7TBNj6kq05wAUCFho/vEgHAHhsttlyhqjTZrk3u4oii0vuTo+Supv9JNBSO7A60\nzLvvvqvTVqlUWLBgQZ3jtZkVVBUVFQgKCsKWLVsQHh6OSZMm4euvv65ftXbgl6wCg21jkyzitp7S\nCbYlW081QJVE4maNhZkt6V6rUFeZbNfm395TZ7KTfzvLH7txd2mh05brtck0mUyGmzdvmjzHrKBS\nq9UQBAHHjx9HfHw8AKCsrKz+FYrcb3mlJtv67pVW1mm3cJBAXXn/LqqFQ+M/yEzUkKyxMPOybSdx\n9X9F2vfIKyjGuxFDDJ7rJHNASblGpw0Y3vWgqES3K16/bY6M34p02ul6bdI1ZcoUnZ3ilUplnRmA\n+swKqn79+qFv374YMGAAOnTogB07dqBLF8uXArI3gmC6bY7Yaf3w9tYUCEL1rMHY6abHuYjsgSV3\nOLf1JjPUtC15PrAmpIy1a3uii5dOl/sTXbwAGN71oO/jino/jFxSpjbZJl0zZ87U/lkikUAul6N7\n9+4mX2NWUM2dOxfTp0+HXC4HUL1obHh4eD1KbZok0F1AVgLg0Lc3tAEnCMCh5BvoFeDTCNURWY+h\nu6QZYwMNhlduoW5PRE3bVs8HTv3jE7h5q1A7SePPf3wCAKDW2/VAramq94QOAHB3kaGisFynTcYN\nGDAAV65cQWpqKlQqFfr27fvA15gVVL/88gv279+PwsJCnVu2FStWPHy1dqBHl9b48eZdnbYpbVs7\n4c7dcp325bQ8nXP020T2yND4krEuvuJS3ZVc9Nu1WWOqt7FJGi0cpTpb9LRwlFplQsfSGYMQq7e6\nBRn34YcfYu/evXjmmWfwn//8B9999x2ef/55kzc/ZgVVZGQkBg4ciICAAKsVaw/mvdrfom0+yvRm\nF5WpKlFZpdtfqN8mskeGxpeMdfHpf+RNXQL/2HMeqT9X75yQllmAsnI13n5joMFzLZ2ksXzWIMS8\nrztGtengjwbPtYRvWzeLF5puzr744gt8/vnncHFxwfXr17Fjxw6Eh4fXP6hatWqF+fPnW61Qe2Fp\npBSVqE22iZoKQ+NLkWu+0TnnQRMTDAXN5TTd1V0u6bVrM3YHZ2wWXkAHTxyIf1HnZ1zwueE5OTlp\n1/Sr6aHTaIzfZQNmBlXXrl2RlZUFX1/fepZoXyz5dkfUnBgaX3J2cgQK9domGNqdwFgPhNxFiqLS\n+912chcpMu/c0zm3pn3913yd4z/rtWvjgs8Nr23btti7dy8mTpyI8vJyrFixQrujhjFmBdX169cx\ncuRItG/fXmdfqget9WfvLl3X3bzx4vXG38yRSAwMrTpeVKK7PJh+W98PaTkm27V1eKQVfrx5P3A6\nPtIK/824q3NOzVJJxWW6XfD67dq44HPDW7lyJa5duwagekb5I488gvHjx5t8jVlBNWfOnPpXZ4cs\n6VsHqp9qr70FiH6bqKlYsOF75BfdX3U8ZsP3Fk2aAIAyVZXJdm1X9ULpvxl3oanUvSD12+bgOn0N\nr7KyEkqlEqmpqfj73/+OyspKODg4mHyNWUHVt29ffP/998jMzERYWBhu3boFPz8/qxQtZlKJbjhJ\nH/CsrtzVCUUlxUbbRE3F3aIKk20AqLLixCFrhJIhhrbmWTCNzzra0vTp0+Hu7o6srCyMGTMGVVVV\nKCsrQ0REhNHXSM1543Xr1mHz5s3a3Rc//vhjrF692jpVi5ib3qCsflvfnbwSk22ipkI/JhpjLqvM\nwXTbHD/c0F00+rJem6xPKpVi8+bN+Oyzz/Dvf/8br7/+OlJSUky/xpw3Tk5Oxs6dO+Hu7g4A+Nvf\n/oazZ8+aVVRmZibGjBmj3Xq4srIS8+fPR1hYGMLCwvDDDz8AqF5GY+rUqQgPD8frr7+OwsJCU2/b\nICoqNCbb+tR63/L020RNmYPUdNva9NeaNbH2rFFlFVUm2/oKS1SI33kO/5eQjPid5x5qyaXm7tFH\nH0VWVhZatmypM+fBFLM+Sm5uulszSyQSSKXmfQqjoqIwePBgbfuLL74AAHz00UeIi4vD4sWLAQAJ\nCQkIDQ3F7t27MWTIECQmJpr1/rakv9I5Vz4nMs7FuYXJdlNQMyU+LbMA31++jQ0HLjd2SXanR48e\nmDhxIiIiIpCeno7p06dDoVCYfI1Zcda2bVvs2rULpaWlOHfuHD7//HOzp6pv27YNSUlJ2g2yTp8+\njREjRgAA/P39UVpaivz8fKSkpCA2NhZA9RJN06dPN+v9xUQqlej0y+u3a+MgLjU1Yl/zztA1Zylu\n6VF/77//Pv7yl79AJpNh6NChaN26NYKCgky+xqygWrx4MRISErRz3vv06YN58+aZVZSrq6tOOzc3\nF56e95fS9/b2Rk5ODoqKirQPgdUcszfOeqs2O8scIAiVKK24H1YuLatnZFiyXTaRPaisMt1ubIau\nOUvxAeH6++CDD9CxY0eLXmNWULm5uWnvdupL0FuCXBAESCQSSCR627hLGn87jB5dPHWe3Xiyi+m9\nagyt2qzRVOHCz/dDt1tHbwD8ZkZNj0Siu8OACC5hHYYeEHaWSVCmul+0s8x00QOfeEQbdgAwKPAR\n6xbZhHXr1q3Ov/81HBwcdLal12dWUH3zzTfYuXNnnUVpH+aBXx8fH+Tm3l8WRalUQqFQQC6Xo7i4\nGG5ubsjOzn5gn2VDmDWup85DjbPG9TR5vqFVm+N3ndM5J/9e9TRefjOjpsa3jRtuKYt12mLyW25J\nnbZKb9y5dmgZsmrvBZ32u7suICiw6T+qYw0//fQTJBIJEhMT0a1bN/Tv3x9SqRQnT57Ezz//bPK1\nZgXV8uXLMWfOnHqFR03ABQUF4ejRoxg6dCguXboEb29vyOVy7fHx48fj8OHDCA4OfujfZS0ffnlF\nZ2Xl7V9x0S6aAAAgAElEQVReQey0/kbPN7QS8z29WUE1bS7dQk1Nx0fkOkHV8RF5I1ZTlyBUmWyb\n9x6m22RczQS8ixcvYvbs2drjzz33HHbs2IG//OUvRl9rVlB16tQJL730ksWFpaenY9GiRcjLy0NJ\nSQnS0tIQEREBZ2dnhIWFQSqVIi4uDkD1Cu1RUVE4dOgQ5HI5Vq1aZfHvs7affsk32dZnqDuvZQvd\n2ZE1bS7dQvbMUDef2L98ebg5ab9IGmpTw7h37x727duH3r17QyKRIDU19YE7xpsVVGPGjEF8fDx6\n9uyps9RFSEiIydd16tQJu3btqnO8T58+dY55enpi27Zt5pTTYAS9xxhr2t4euh9wbw8nAIa7887+\npLsTaU4BLwyyf4+1l+vssvtYe7nov3wZ2jdqRvzxxi6r2YmPj8d7772HHTt2QBAEdOnSBStXrjT5\nGrOCas+ePVAqlbhy5Yr2mEQieWBQ2bsnOntrl1cBgB6dqydCTHvpcby7635f9fTRjwMw/I3ybK3X\nEzUVWbllJttixH2jxKFTp074xz/+YdFrzAqqkpISHDt27KGKsmcRr/Q0uHHi2r2pOuf9Y08qggL9\nUFSi0m5rfbeoHPdKVL9vxX3/LorPSlFTYGjvtWsZ+ViwQXdjwoAOpmfK2htnmYPOBqnOD7NuE1nM\nrOUlevTogby85reFek1Xxj/+Goy3pjytDRljSyUt3HgSuYXlqFBXIbewHLEbT2LpjEHw9nBCyxZS\neHs4cZtqarLmJ34HlaYKAgCVpgrz1n/X2CU9kP4COw9acOdJf2+TbbINs+6obty4geeeew5+fn7N\naj8qS90tKq/TdnOV4bGOntq7MnfeUVETpaky3W4ob4R2x+bP/6vTNqZn17a4cE2p0zYl4pVeBntZ\nyLbMCqrIyEhb1yFKli5zpL8GbaXAFSioaXKWSXX2j9JvW5uhh+8dHR20O3ADQO+ANgCAFwf748XB\n/ma97/9N7G1R8Ih9wkhTZTKoMjMz0a5dO8jl4noeoqFYI2S4AgU1RU/6t9FZheVJ/zYoLlPrPMLx\neGfT41M9urTGjzfv6rQz75SgoPj+s4et3Ku/GM57tZ/BQKnv3Q2Dxz6YDKqEhASsWbMGs2bNqvMz\niUSC48eb9tROa4QMV6CgpshQF9i6T3QnGbn9vnq6v58b0m7dfxDY3696xYp5r/av8x63c4ux4P37\nEzJi/1y9iaGxQGHINA8mg2rNmjUAgP/85z8NUozYGAsZB6nugps1++60cmuJguL7O522cm8p+ocg\niR6GoeDI19vlt6adlaM3lf33tqFFHQ4l34Tq98EtlaYKnyffxFtTPLnbQDP3wDGqzMxMfPDBB7h2\n7RocHBzQo0cPTJ06FT4+Pg1RX6MyFjJ/aOOGzDv3vyH+4fc1zVb+JajOA4XsWqDmwtgXuwq17thV\nTdtQ17qxXgyO9TZvJoMqLS0NU6dOxbhx4zBr1izcu3cPFy5cwNixY/Hhhx/i0Ucfbag6G4WxkOmg\nkOsEVQdF9RgeHyik5szYFzsnve1vnH5/9shQKBkLO471Nm8mg2r9+vVYtmwZnn32We2xkSNHYuDA\ngVi1ahU2bdpk6/pEaXRwF5z9KVvbjx4a3KWxSyJqdMa+2D3RRW+Fly7Vzx4ZCiVjYcex3ubNZFDl\n5ubqhFSNkJAQrFu3zlY1iV78jnM6/egrd5zjnRSREX/+4+O4eatA2yU+9Y/GlxwzFnYc623eTAaV\n1MRj2s11yjoA3CtVmWwT0X27DWx/U7PSi7njTBzrbd5MBlVVVRWKi4uN/qypMzbTyN1Fhopa6/e5\nu3D2EZGx64XjS1RfJoPqwoULePrpp3V29ZVIJNrt45s6YzONDG0XQNTcGbteOL5E9WUyqK5du9ZQ\ndYiSsW+CnN1HVJex64XjS1RfZq31Z21nz57FnDlzEBAQAEEQ0Lp1a6xYsQJRUVEoKCiAo6Mjli1b\nhnbt2jVGeVr8JkhkPmPXC8eXqL4aJagAoGfPnti4caO2nZiYiO7du2P27NlITk7GypUrkZiY2Fjl\nAeA3QSJLWON6uaUsxkK9bnXftm7WLpXsTKMFlb7Tp09j8eLFAIDBgwcjOjq6kSviN0EiS1jjeqnZ\n0w2oniEYu/Eku9mp8YIqPT0ds2fPRl5eHsLCwpCbmwsvLy8A1dPinZ2dUVJSAldX18YqkYgaGB/9\nIEMaJag6dOiAiIgIjBo1Cvn5+Rg3blydZ7aay8xCIrqPj36QIWZtRW9tPj4+GDVqFADA09MTTz75\nJLy8vJCTU70JmlqthkajgYsLJy8QNSdLZwyCt4cTWraQwtvDiY9+EIBGuqP64osv8Ntvv+GNN95A\naWkprl69irFjx+LIkSMICAhAUlIS+vfv3xilEVEj4qMfZEijBFVISAiio6MxceJEqNVqvPnmmxg1\nahSioqIwadIkyGQyrFy5sjFKIyIikWmUoHJxccH69evrHG+KC91ywzciovoRzfT0poobvhER1U+j\nTKZoTrggJxFR/TCobEx/2SUuw0REZBl2/dkYl2EiIqofBpWNcRkmIqL6YdcfERGJGoOKiIhEjUFF\nRESixqAiIiJRY1AREZGoMaiIiEjUGFRERCRqDCoiIhI1BhUREYkag4qIiERNVEsorV69GufOnQMA\nzJw5E88++2zjFkRERI1ONEF1/vx5XLlyBZ988gny8vLwyiuvYPDgwXBwcGjs0oiIqBGJJqhOnTqF\n559/HgDg5eWF9u3b4+rVq3jiiScaraZbymIs3HgS90pVcHeRYemMQfBt64YLV+9gybYUCAIgkQBv\nv94fvQJ8Gq1OooZmyc7V3OWa6ks0Y1S5ubnw9PTUtr28vJCTk9OIFQELN55EbmE5KtRVyC0sR+zG\nkwCgDSkAEATg7S0pjVglUcOr2bk6LbMA31++jQ0HLlvlXCJDRBNUQs2//LVIJJJGqOS+e6Uqg239\nUg2UTtSkWbJzNXe5pvoSTVD5+PggNzdX287OzoZCoWjEigB3F5nBtn5+NnKeEjU4S3au5i7XVF+i\nCarBgwfj2LFjEAQBt2/fRnZ2NgICAhq1pqUzBsHbwwktW0jh7eGEpTMGAagek6oJp5oxKqLmZObY\nQAQF/gH+7VohKPAPJneutuRcIkMkgqE+t0by3nvv4eTJ6nGguXPnol+/fnXOuXXrFkJCQnD8+HH4\n+fk1dIlEjY7XADU3opn1BwBz5szBnDlzGrsMIiISEdF0/RERERnCoCIiIlFjUBERkagxqIiISNQY\nVEREJGoMKiIiEjUGFRERiRqDioiIRI1BRUREosagIiIiUWNQERGRqDGoiIhI1BhUREQkagwqIiIS\nNQYVERGJWoPvR3X27FnMmTMHAQEBEAQBrVu3xrp161BSUoKoqCgUFBTA0dERy5YtQ7t27Rq6PCIi\nEplG2TixZ8+e2Lhxo86xDz/8EN27d8fs2bORnJyMlStXIjExsTHKIyIiERFN19/p06cxfPhwAMDg\nwYNx/vz5Rq6IiIjEoFHuqNLT0zF79mzk5eVh4sSJePHFF5GTkwMvLy8AgFQqhbOzM0pKSuDq6qrz\n2srKSgBAdnZ2g9dNZC6FQgFHR9tcXrwGyB5Y8xqwaVDt378fn376KSQSCQRBgEQiweDBgxEREYFR\no0YhPz8f48ePR+/eveu8tuZ8fTk5OQCASZMm2bJ0ono5fvw4/Pz8bPLevAbIHljzGrBpUI0fPx7j\nx483+nNPT0/06NEDN27cgI+PD3JycuDp6Qm1Wg2NRgMXF5c6r3niiSewZ88etGnTBg4ODrYsn+ih\nKRQKm703rwGyB9a8Bhq86++LL77Ab7/9hjfeeAOlpaW4evUqunTpgqCgIBw5cgQBAQFISkpC//79\nDb7eyckJffr0aeCqicSD1wA1NxJBEISG/IWlpaWIjo5Gfn4+1Go1wsLCMGbMGJSXlyM6Ohp5eXmQ\nyWRYuXIlfHx8GrI0IiISoQYPKiIiIkuIZno6ERGRIQwqIiISNQYVERGJGoOKiIhEjUFFRESixqAi\nIiJRY1AREZGoMaiIiEjUGFRERCRqDCoiIhI1BhUREYkag4qIiESNQUVERKLGoCIiIlGz6caJFRUV\niImJwZ07d6BSqTBu3DiMGjUKUVFRKCgogKOjI5YtW4Z27dohLS0NixcvhlQqRZs2bRAfHw+ZTGbL\n8oiIyA7YdD+qI0eO4H//+x9mzpyJkpISDB06FJMnTwYAzJ49G8nJydi3bx8SExPx6quvYs6cOejT\npw9WrVoFHx8fTJkyxValERGRnbBp19/IkSMxc+ZMAEBOTg7kcjlSUlIwfPhwAMDgwYNx4cIFqFQq\n3Lx5U7u99tChQ3Hq1ClblkZERHaiQcao/vznP2Py5Ml45513kJubCy8vr+pfLpXCyckJeXl58PDw\n0J7fpk0bKJXKhiiNiIhEzqZjVDW2b9+OzMxMvPbaa6isrDR4jn4PpEQiMXieRqNBdnY2FAoFHB0b\npHwiUeE1QM2NTe+orly5gtu3bwMA2rVrB4VCgby8POTk5AAA1Go11Go12rZti8LCQu3rai5CQ7Kz\nsxESEoLs7Gxblk4kWrwGqLmxaVCdP38eW7ZsAQAUFxfj119/xRtvvIEjR44AAJKSktC/f384ODig\nW7duOH36NADg8OHDCA4OtmVpRERkJ2waVGFhYSgpKcHEiRPx6quvIjIyEtOmTUN6ejomTZqETz/9\nFNHR0QCABQsW4P3338ekSZNQXl6OsWPH2rI0IiKyEzbt4G7ZsiXefffdOsfXrVtX51inTp2wa9cu\nW5ZDRER2iCtTEBGRqDGoiIhI1BhUREQkagwqIiISNQYVERGJGoOKiIhEjUFFRESixqAiIiJRY1AR\nEZGoMaiIiEjUGFRERCRqDCoiIhI1BhUREYkag4qIiESNQUVERKLGoCIiIlGz6caJAJCQkIBTp05B\nEASEhobCxcUFa9euRceOHSEIAvz9/bFo0SIolUpER0dDo9HA2dkZq1evhoeHh63LIyIikbNpUJ0/\nfx6pqanYt28fVCoVhg8fjsmTJ2PYsGGIjY3VOTchIQGhoaEIDQ3F3r17kZiYiJiYGFuWR0REdsCm\nXX+9e/fG5s2bAQAymQwuLi5wd3eHIAh1zk1JScGwYcMAACEhITh16pQtSyMiIjth06CSSCRwcnIC\nAJw4cQLu7u5o0aIFLl68iBkzZiA8PFwbSIWFhXBxcQEAeHt7Iycnx5alERGRnbD5GBVQfbe0Zs0a\nbNmyBWVlZZg9ezaGDh2KjIwMTJkyBUlJSZBIJDqv0W8TEVHzZPOgOnPmDJYvX46tW7fCx8cHANCp\nUycAQMeOHaFQKJCVlQUPDw8UFxfDzc0N2dnZUCgUti6NiIjsgE27/oqLixEXF4ctW7ZoQ2rr1q04\ndOgQACAnJwdKpRK+vr4ICgrC0aNHAQCHDx9GcHCwLUsjIiI7YdM7qiNHjqCwsBBRUVEQBAESiQQR\nERFITEzE/v37oVarsWTJEjg5OSEyMhJRUVE4dOgQ5HI5Vq1aZcvSiIjITkgEQ1PwROzWrVsICQnB\n8ePH4efn19jlEDU4XgPU3HBlCiIiEjUGFRERiRqDioiIRI1BRUREosagIiIiUWNQERGRqDGoiIhI\n1BhUREQkagwqIiISNQYVERGJGoOKiIhEjUFFRESixqAiIiJRY1AREZGoMaiIiEjUbL4VfUJCAk6d\nOgVBEBAaGoo//elPiI2NRUZGBgBg/vz5ePLJJ6FUKhEdHQ2NRgNnZ2esXr0aHh4eti6PiIhEzqZB\ndf78eaSmpmLfvn1QqVQYPnw4XF1dAQAfffQR0tLSEB0djYMHDyIhIQGhoaEIDQ3F3r17kZiYiJiY\nGFuWR0REdsCmXX+9e/fG5s2bAQAymQwuLi747rvvMHz4cACAv78/SktLkZ+fj5SUFAwbNgwAEBIS\nglOnTtmyNCIishM2DSqJRAInJycAwIkTJ+Du7o6CggJ4enpqz/H29kZOTg6Kiorg4uKic4yIiKhB\nJlOkpKRgzZo1SEhIgCAIOj8TBAESiQQSiUTnuH6biIiaJ5sH1ZkzZ7B8+XJs3boVCoUCPj4+yM3N\n1f5cqVRCoVBALpejuLgYAJCdnQ2FQmHr0oiIyA7YNKiKi4sRFxeHLVu2wMfHBwAQFBSEo0ePAgAu\nXboEb29vyOVyneOHDx9GcHCwLUsjIiI7YdNZf0eOHEFhYSGioqK0XXwRERFwdnZGWFgYpFIp4uLi\nAACRkZGIiorCoUOHIJfLsWrVKluWRkREdsKmQTVhwgRMmDChzvE+ffrUOebp6Ylt27bZshwiIrJD\nXJmCiIhEjUFFRESixqAiIiJRY1AREZGomRVU+fn5+O9//wsAOHbsGOLj43H79m2bFkZERASYGVTR\n0dHIz89HRkYGEhIS4Ofnh4ULF9q6NiIiIvOCqqKiAkFBQfj6668RHh6OSZMmobKy0ta1ERERmfcc\nlVqthiAIOH78OOLj4wEAZWVlNi2MiIiapqysLJM/9/X11WmbFVT9+vVD3759MWDAAHTo0AE7duxA\nly5dHr5KIiJqtkaMGIHWrVtDIpEgLy8PXl5e2p/l5eXhxx9/1DnfrKCaO3cupk+fDrlcDqB6v6jw\n8HArlk1ERM3FU089hZ07dwIApkyZov1zTVufWUH1yy+/YP/+/SgsLNTZpmPFihX1rZeIiJqZ2jmi\nv/WTIWYFVWRkJAYOHIiAgICHr4yIiAim9xs0FFxmBVWrVq0wf/78h6+KiKgJKCxRYeOBy7iTXwof\nTxfMHBsIuausscuyO7XDyJxNc80Kqq5duyIrK6vOTAwiood1S1mMhRtP4l6pCu4uMiydMQi+bd0a\nuyyT/rH3AlKvKQEAaZkFKKvQ4O3XBzRyVfan9oIRUVFRAIAffvgBTz75JJ599tk655sVVNevX8fI\nkSPRvn17ODref8nBgwfrWW7TYsmFZ+ibmQDw2xo1Gws3nkRuYTkAoKKwHLEbT2L7ouH1ft/6Xody\nV5nR45ev5+i8/pJe+2E1tzu1jh07Yv78+ViwYAEee+wxrF27FidOnMChQ4cwbdq0OuebFVRz5sx5\n6IIyMzMRGRmJXr16ITY2FgcPHsTatWvRsWNHCIIAf39/LFq0CEqlEtHR0dBoNHB2dsbq1avh4eHx\n0L+3MVhy4W08cBnfX67+VpGWWaA9rn/srSlP27JkokZzr1Rlsv2w6nsdvjXlaaPHq/TGT/TbD8vY\n72uqtm3bhs8//xzh4eGQyWR47rnn8Nlnnxk936yg6tu3L7777jtcvnwZUqkUPXv2xIAB5t3uRkVF\nYfDgwSgpKdEeGzZsGGJjY3XOS0hIQGhoKEJDQ7F3714kJiYiJibGrN8hFpZceHfyS022jR0jsjfG\n7hbcXWSo+D1QAMDdxTp3ENa4Do0dl7u2QGGxWntc7tqiXrU+qI6mrKKiAgDg6OgIlUqFyspKODg4\nGDzXrCWU1q1bh4SEBJSUlKCwsBArV67Epk2bzCpm27Zt6Nix4wPPS0lJwbBhwwBUP6d16tQps95f\nTPQvNFMXno+nS522oWNE9q7mbiEtswDfX76NDQcuAwCWzhgEbw8ntGwhhbeHE5bOGGT0PQpLVIjf\neQ7/l5CM+J3nUFRiPHzqex2aOt7FV7eXR7/9sBr62rfk79MWwsPD8cMPP2DPnj3YvXs3HBwcMHbs\nWKPnm3VHdfr0aXzyySfa8SmVSoXJkyfjzTfffOBrXV1d6xxLTU3FjBkzUFxcjFmzZmHgwIEoLCyE\ni0v1/xxvb2/k5Fin77chLZ0xCLF6fePGvk3OHBsIADrHaxg6RmSvjN0t+LZ1M3tMKn5HCn68eRdA\ndddYYXEZls96xuC586Y8jZgNJ6HWVKGFoxTzXjXehRb+Qjdcy8jXXrPhL3QDAKPX5917uv+g67cf\nlql/D2yhsbsaX3/9dQQHB2vbM2fOxJAhQ4yeb1ZQOTo66kyikMlkkMke7jY9MDAQHh4eGDp0KDIy\nMjBlyhQkJSWZNUWxoVk6wGnowovfec7gB0LuKjP4wWjK/dLUPPl4uuiMwz7M3UJNSNVuG7s+P//2\nJlSaKgCASlOFz5Nv4q0pngbfd/uXP+mMZ3345U9YMK2f0evznt6dh377YRn7fbbSWF2N69ev1/5Z\nf5kkAHjssccMvs6soGrdujXWrl2L4OBgVFVVITk5GZ6ehv/HP0jnzp3RuXNnANUzPxQKBbKysuDh\n4YHi4mK4ubkhOzsbCoXiod7fmox967BkVlFWTrHJNlFTZ6u7BWPXZ8ZvRTrn6bdru/JLrk77R722\nPrmrTBtsNW17ZI0vDw+jZteNjIwMZGZm4umnn4ZEIkFKSgr8/f2Nvs6soIqLi8O6desQFxcHAOjV\nqxeWLFnyUIVu3boVbdq0wejRo5GTkwOlUglfX18EBQXh6NGjGD9+PA4fPqxzW9hYjIVMzPvfaW/5\nKwrLMf/977Dz7REG36OwuMJkm8geWdLbYOxuwZL3kAAQ9NrG7gos+XIoVAkm2/r+0MYNv9wu0mnb\no4buaqwRGRkJAIiIiMD+/fu1PWeCIJgcSjJ7ZYpFixZZXFR6ejoWLVqEvLw8lJSU4Pr164iIiEBi\nYiL2798PtVqNJUuWwMnJCZGRkYiKisKhQ4cgl8uxatUqi3+ftd29V26wXVCse7uv366tQlVpsk1k\nj6wxxmHoPWaMDTQYXvrxIQDwlDvpHPP6va0/Y9zUDHKnlo4orajUaZvSWP/AW1tDdzXqu3XrFtRq\ntXYISaPRIDfX+N2syf8rCxcuxDvvvIPQ0FCDY0YPeuC3U6dO2LVrV53j27dvr3PM09MT27ZtM/l+\nDa1IL4Bq2lKJBJW1Pv1SE+NpYhx7I6qv23p3Kfrt2ozdORm6I7IsAPXuhn5vyxyl2jGqmrYxrdxa\nIr+oQqdtSmP/A99UPPPMMxg5ciR69OgBqVSKH3/8ESEhIUbPNxlUkyZNAgC7e57JWvR7AWraT3Vt\ngwu/L6NS0zama/tWSP35/gzGgPatrFojUWPQn85sanqzsfDxlOuGgqe8pUWD/LUDpnZ7+axBiHn/\n/qy/5bOMT3tv5S4z2Sbb+Otf/4oXX3wR169f13b7de3a1ej5JoOqZgbGo48+iuzsbHTv3h3Hjh3D\npUuXMHnyZOtWbkf+b2JvbND7hmhMC71vc44mvt0R2Qt3vUkF7iYmFRgLHwn0ehsgMTrIL3dtgaIS\n3QdtjZ0b0METB+JfNOu/I+O3eybbZDs3b97EpUuXoFKpIJVKHz6oakRHR2Pq1KnIyMhAQkICwsPD\nsXDhQtF11VmbgxSorNJtA5bd/hv71kdkz3zbuCG91qQCXxOTCoyNJeUV6Y4B5xWVaxd41f8S+Kif\nB1J/vj+G8aifh1XGi4pL1SbbZBurVq3CxYsX8fzzz+OTTz5BWVkZrl69irlz5xo836ygqqioQFBQ\nELZs2YLw8HBMmjQJX3/9tVULF6P42YPN7kIwxthF2twWoaSmxbKQMDyWZOiOyOjzS6WaOm1rzCbU\n3/vInE38qP7Onj2Ljz/+GA4ODvjmm2+wcuVKk710ZgWVWq2GIAg4fvw44uPjAQBlZWXWqVjEFN5u\n6Pu4QvuBf8S7+lvjd6m38O6eC9rz3prSG0GBfgbfQ63RvcBUv7cb+8lwovqwRq+CJWFnyXM/731y\nEWd+ygZQfW1pNFVYMK2fwXPVlYLJNtmGg4ODdl2/mi8HNWv/GWJWUPXr1w99+/bFgAED0KFDB+zY\nsQNdunSxQrniZixMaocUAMTvvICgNYaD6vqvhQbbzXERSmqejI87mR92loSapQ/xUsN7/PHHkZiY\niL/85S8oKSnB7Nmz8fTTxj8LZgXV3LlzMX36dMjlcgDVi8aGh4dbp2IRs0aYCBZ0exDZC0u616wx\nlmRJqBmapGGMg1SCylrTex2kfHykIcTGxiIzMxMAMGbMGPj5+RncMLGGWUH1yy+/YP/+/SgsLNTp\nw12xYkX9qhU5a4TJE529td0QANCjszeApvPgIDVPlnRdW6MzzZJgfLyzJ878dEenbUygv5fOJI1A\nfy8rVEsPcu7cOQBAdna2drbf2bNn0bdvX4PnmxVUkZGRGDhwIAICAqxUpn0wFiaOUqDW84QwNeM8\n4pWeBqey88FBsmeW9Da890mqNjjSMgug1lQidlp/i36fJcEY8Uovsx8f+dukp80+l6znn//8p/bP\nlZWVuHnzJgIDA+sXVK1atcL8+fOtU6EdMRYmvbv56Hxj693Nx+L3ILJnlvQ2/PRLvsm2OSwJRkuu\nOV6fjWPPnj067bt372LNmjVGzzfr6dOuXbsiKyurfpU1IeOHdoXMUQoJqpdnGR9i/EE1oqZo5thA\nBAX+Af7tWiEo8A8m70SMjdNagpuKNm2tW7fGjRs3jP7crDuq69evY+TIkWjfvr3OvlQPWuuvqVq5\n85zOfjcrd5wzewM4oqbAkjsRY+O0luCYbtOi30OXlZWlky36zAqqOXPm1K+qJqZQb10z/TYR3ffn\nPz6Om7cKtPu3Tf3j40bPNTZpgl10TUvv3r21f5ZIJAgJCcHgwYONnm9WUPXt2xfff/89MjMzERYW\nhlu3bsHPz/BzQ82BuvZMCgPt2i5cvYMl21IgCIBEArz9en/0CjA+pkVkDyyZhbf7q6s6u+ju/uoq\n3prytMH34IPwzcPAgQORnp6OQYMGIT8/H6mpqdpNFQ0xK6jWrVuH8+fPo6ioCGFhYfj4448BAH//\n+9+tU3UTVhNSQPW+OG9vScG/Vo9u3KKI6smSQDE2EcLQe1jj2UVLduDmUmaN46233sK0adMAAFOn\nToVCocCBAwewYcMGg+ebNZkiOTkZO3fuhLu7OwDgb3/7G86ePWtWQZmZmRgzZgyWLl0KoHoq4vz5\n8xEWFoawsDD88MMPAAClUompU6ciPDwcr7/+OgoLC029rd2wZBM3InthSaAY2s7D2HtYY9LEwo0n\nkcFiNswAABaSSURBVFtYjgp1FXILyxG78aTRc2vCMi2zAN9fvo0NBy5b/PvIcoIgYMiQIbh48SK6\ndOmCzZs349494yvXmxVUbm6630YkEgmkUvO2q4iKitLpe/ziiy8AAB999BHi4uKwePFiAEBCQgJC\nQ0Oxe/duDBkyBImJiWa9f2Nwbulgsl2b/j6J3DeRmgJLAkWjt35eTdvQe0x6oRu8PZzQsoUU3h5O\nCH+hm8W13StVmWzXxqXMGkdNfvz73//GM888A0EQoNFbF1XnfHPetG3btti1axdKS0tx7tw5LFiw\nAL6+vmYVtG3bNnTs2FHbPn36NIYPr54h5+/vj9LSUuTn5yMlJQXDhg0DUL1E06lTp8x6/8Yg1Vtm\nRb9d29uv99eGU80YFZG9C7cgUK79L99g29AU9z2/j2fV3A3t/uqqxbW5u8hMtmvjtPfG0bt3b0yY\nMAHffPMNRowYob1BMcasMarFixcjISEB5eXlWLFiBfr06YN58+aZVZCrq6tOOzc3F56e95c08fb2\nRk5ODoqKiuDi4qJzTKwsmW7bK8CHY1LU5BibIGGIsbX3DM3ks+QOx9j40tIZgxCrN0ZlDKe9N47I\nyEhMmDABXl5ekMlkCA8Ph8REd5NZQeXm5obY2FirFGho/xeJRFKnSFNFNzZjyyIRNReWBErX9rqb\nHnZt7wHAcNBYsuKFsQkdbq4yPNbRU/u+pnYf5rT3xmFspaMVK1Zg8+bNeOONN3SOmxVU33zzDXbu\n3FlnUdqHeeDXx8cHubn3P7RKpRIKhQJyuRzFxcVwc3NDdnY2FAqFxe/dUPjhpubOkkCR6T3IWdOO\n33kWP97IA1AdNEUlFZg19ilcy8jX3g3VdCley8jHgg26m5hm3NadcFXT5hR38av9HFWNmmwxtKas\nWUG1fPlyzJkzp17hUVNEUFAQjh49iqFDh+LSpUvw9vaGXC7XHh8/fjwOHz6M4ODgh/5dRGRblnSZ\n/e+3QoPtmpCq8cONPGw+9KNOl+KWQz/i7dcHYMGGkzqrwcS8fxLqSt3nF7NyS7Q11cYJEuIzbtw4\n7Z/VajW+/fZb/Otf/8L48eMN/ttvVlB16tQJL730ksXFpKenY9GiRcjLy0NJSQnS0tIQEREBZ2dn\nhIWFQSqVIi4uDkB1n2VUVBQOHToEuVyOVatWWfz7iKhhWNKr8Ft+mcl2bZev645NX/q9beghe/0n\nPWo6e7jXm304e/YsvvzySyQnJ+PJJ5/EiBEjjJ5rVlCNGTMG8fHx6Nmzp3b7YKB6dp4pnTp1wq5d\nu+oc79OnT51jnp6e2LZtmznl2BU+UEhkmKODRGfquqOD7iaGAFD1e/q0cJRq76hq2gB0jsl+P8YJ\nEuIXEhKCwMBAPP/884iJiYGTk5PJ880Kqj179kCpVOLKlSvaYzXrM5Fp7C+n5k4i0X3QvWaeVPdO\nnvihVvdf906eyLxzD3fv3X/uqZVb9Ze65bMGVXf31RqjAmDwGMeQxS8oKAinT5+GTCaDi4sLBg0a\nVP9FaUtKSnDs2DGrFdmcsL+cmru3X++Pt7forncJAGUVumu7lVVUYsWswQanlgd08MSB+BfrvLeh\nYyR+S5YsgVqtxokTJ/Dpp58iNjYWwcHB2hWM9JkVVD169EBeXh68vLhNs6XYX07NnbFnCQ1dG75t\n3bhlTjPRokULPP/883j++edRVFSEI0eOGD3XrKC6ceMGnnvuOfj5+XE/Kguxv5zIMF4bzVdBQQHW\nr1+PCxcuQKVSoV+/fvjrX/9q9HyzgioyMtJqBTY37C8nMozXRvMVGxuLDh06YOnSpViyZAl69OiB\nxYsXY+3atQbPNxlUmZmZaNeuHeRyuU2KJSKi5ic/Px/r168HALRs2RIvv/wyDh06ZPR8k0GVkJCA\nNWvWYNasWXV+JpFIcPz48XqWS0REzY1arUZ5ebl2WnpZWZnJbT5MBtWaNWsAAP/5z3+sWCIRETVn\nEyZMQHx8PBYvXoy7d+9i9OjRiIiIMHr+A8eoMjMz8cEHH+DatWtwcHBAjx49MHXqVPj4cDt1IiKy\n3Pjx41FVVf2w9ooVK+Dn54fWrVsbPd/kflRpaWn405/+BLlcjlmzZmHixIlQqVQYO3Ysbty4Yd3K\niYio2ajZPLFHjx4mQwp4wB3V+vXrsWzZMjz77LPaYyNHjsTAgQOxatUqbNq0qf7VElGTZmwZMS4v\nRuYyeUeVm5urE1I1QkJCkJ2dXfcFRER6apYRS8sswPeXb2PDgcsmjxPpMxlUNbdmhnDKOhGZw9gy\nYlxejMxlsuuvqqoKxcXFRn9GRPQgxpYR4/JiZC6TQXXhwgU8/fTTOrv6SiQS7fbxREQPYmypJC6h\nROYyGVTXrl2zyS89e/Ys5syZg4CAAAiCgNatW2PFihWIiopCQUEBHB0dsWzZMrRr184mv5+IGo6x\npZLscQklTgBpHGat9WcLPXv2xMaNG7XtxMREdO/eHbNnz/7/9u4+KKqqjwP4d5c3XRRzUZdMBWwU\nLLMxKSlZMxm1mc3JMclAdJyaUSGwdIKEABsV5DEaDdNIbUqLcXyftDSdKBnFV0bU0cEXUhN5sYUV\nnm1RWOA8fzjsI7Ao6N69F/h+/vKyd+/5HfTn796zZ89Bbm4u0tPTsW7dOrnCIyJqhfvLyeOhkymc\n6fjx45gy5f7y/nq9Hvn5+TJHRETUHCeAyEO2J6rr168jJiYGlZWVCA8PR0VFhW2/K7VajZ49e8Ji\nscDT01OuEImImuEEEHnIUqh8fX2xcOFCGAwGmEwmzJgxo9VUeE7YICKl4QQQechSqHQ6HQwGAwBA\nq9Vi1KhRKCsrg9FohFarhdVqRX19PTQa3q0QkXJ0xgkgXYEsn1Ht27cPGzZsAADU1NSgsLAQoaGh\ntq2IDx06hODgYDlCIyIihZHliSo0NBTx8fGIiIiA1WrF/PnzYTAYEBcXh1mzZsHd3R3p6elyhEZE\nRAojS6HSaDS23R0flJmZKUM0RESkZIqZnk5ERGQPCxURESmabN+jIqLu4dY//yI5Kw/mmjr01rhj\nxYJxeGZAL7nDok6ET1QSq7bU4T9bTmPxmlz8Z8tp/NdSJ3dIRE6VnJWHiup7qLU2oqL6HpKy8uQO\niToZPlFJjGuDUXdnrql76DHRo/CJSmJcG4y6u94a94ceEz0KC5XEWq4FxrXBqLtZsWAc+vXpAQ83\nNfr16YEVC8bJHRJ1Mhz6kxjXBqPu7pkBvfB9yhS5w6BOjIVKYlwbjIjoyXDoj4iIFI2FioiIFI2F\nioiIFI2FioiIFI2FioiIFI2FioiIFE1R09MzMjJw+vRpAEBUVBQmTJggb0BERCQ7xRSq/Px8XLhw\nAdu2bUNlZSVmzpwJvV4PFxcXuUMjIiIZKaZQHTt2DJMmTQIAeHt7Y8iQISgsLMTIkSNljqy1SzdM\n+OybPFjrG+HmqkZa9DgE+GrlDovIaaotdcjada7ZiitenvbX8Gvr3I5cg7o3xXxGVVFRAa32///Z\ne3t7w2g0yhhR2z77Jg919Y0QAOrqG5G4ntsWUPfStCvA1eIqHD1Xim92nevwuR25BnVviilUQohW\nP1OpVDJE8mjW+saHHhN1dR3ZFaCtc7mzALWXYgqVTqdDRUWF7bi8vBw+Pj4yRtQ2N1f1Q4+JurqO\n7ArQ1rncWYDaSzGfUen1enzxxReIjIxEWVkZysvLERAQIHdYdqVFj0Pi+uafURF1Jx3ZFaCtc7mz\nALWXStgbc5PJ2rVrkZd3//OeRYsWYezYsa3OuXXrFkJDQ5GTk4NBgwY5O0Qi2TEHqLtRzBMVAMTG\nxiI2NlbuMIiISEH44QoRESkaCxURESkaCxURESkaCxURESkaCxURESkaCxURESkaCxURESkaCxUR\nESkaCxURESkaCxURESkaCxURESkaCxURESkaCxURESkaCxURESkaCxURESma0/ejOnXqFGJjYxEQ\nEAAhBPr27YvMzExYLBbExcWhqqoKrq6uSE1NxeDBg50dHhERKYwsGyeOHj0aWVlZzX72ww8/4Lnn\nnkNMTAxyc3ORnp6OdevWyREeEREpiGKG/o4fP44pU6YAAPR6PfLz82WOiIiIlECWJ6rr168jJiYG\nlZWViIiIwNSpU2E0GuHt7Q0AUKvV6NmzJywWCzw9PZu9t6GhAQBQXl7u9LiJ2svHxweurtKkF3OA\nOgNH5oCkhWrHjh3YuXMnVCoVhBBQqVTQ6/VYuHAhDAYDTCYTwsLCMGbMmFbvbTq/JaPRCACYNWuW\nlKETPZGcnBwMGjRIkmszB6gzcGQOSFqowsLCEBYW1ubrWq0WL7zwAoqKiqDT6WA0GqHVamG1WlFf\nXw+NRtPqPSNHjkR2djb69+8PFxcXKcMnemw+Pj6SXZs5QJ2BI3PA6UN/+/btQ1lZGebNm4eamhoU\nFhbi2WefRUhICPbv34+AgAAcOnQIwcHBdt/fo0cPBAUFOTlqIuVgDlB3oxJCCGc2WFNTg/j4eJhM\nJlitVoSHh2P69Om4d+8e4uPjUVlZCXd3d6Snp0On0zkzNCIiUiCnFyoiIqKOUMz0dCIiIntYqIiI\nSNFk+R7Vk2prGSYpZGRk4PTp0wCAqKgoTJgwQZJ2AOf1q7i4GB999BFeeuklJCUloaGhAUlJSbhx\n4wYAICEhAaNGjZKsvT179mD16tXw8/ODEALDhg1DSkqKw9pbs2YNjh07BiEEpk2bhvfee0/S/rVs\nT6PRSNo/gDnwpJgDnSsHOmWhAuwvw+Ro+fn5uHDhArZt24bKykrMnDkTer1e0inBzuhXXFwc9Ho9\nLBYLgPszMQFg69atuHr1KuLj47Fnzx7J2gOAyZMnIykpyWFtNMnPz8eZM2ewfft21NXVYcqUKbYv\njUvRP3vtzZ49W7L+PYg58PiYA50rBzj09xDHjh3DpEmTAADe3t4YMmQICgsLZY7qyX333Xfw8/Oz\nHT+4fNWwYcNQU1ODO3fuSNaelMaMGYMNGzYAANzd3aHRaHDkyBHJ+mevvd69e6OrzFFiDkjTnpS6\nYg502kLVtAxTeHg49u7dK0kbFRUV0Gq1tmNvb2/bqgBScUa/Wi5LJXU/W7YHAGfOnMGCBQsQGRmJ\nvLw8h7WlUqnQo0cPAMDhw4fRu3dvVFVVSdY/e+25ubmhoKBAkv49iDnw+JgDnSsHFD/0155lmGbM\nmIGXX34ZTz/9tEPbtndHYG9ZJ0fx9fV1Sr9acnY/X3zxRfTp0wcTJ07EjRs3MHv2bPz+++/w8PBw\nWBsnTpzAl19+iY0bNyIxMbHV647u34Pt3b17FzExMQ7rH3OAOfA4ulIOKL5QtWcZplGjRqGoqMjh\n/5h1Oh0qKipsx+Xl5ZIujaPT6WAwGABI2y977T7Yz9u3b0v6ZeuhQ4di6NChAAA/Pz/4+PigpKTE\n9rMndfLkSaSlpWHTpk3Q6XSS969lewDg7+8PwDH9Yw4wBzqqq+VApxz627dvn21MtGkZJkf9BT9I\nr9fj4MGDEEKgtLQU5eXlCAgIcHg7TZzVryZNd5EhISE4cOAAAODs2bPo378/vLy8JGt306ZN+Pnn\nnwHcX2DVaDRi4MCBDrn2v//+i2XLlmHjxo22hJGyf/bak7J/TZgDjsEckKY9R/evU65M0dYyTFJY\nu3atbXx10aJFGDt2rCTtAM7p1/Xr15GSkoLKykpYLBbbUMvevXtx9epVqNVqLF26FMOHD5e0vXXr\n1sFqtcJqtSI6Ohqvv/66Q9rbvn07MjMzMXToUNswmZT9a6s9qfrXhDnw+JgDnS8HOmWhIiKi7qNT\nDv0REVH3wUJFRESKxkJFRESKxkJFRESKxkJFRESKxkJFRESKpviVKbqawMBAjBkzxrb6tBACrq6u\n+P7772E2mxEREQEvLy9kZ2dj8eLFuHbtGlatWtXh7zycO3cOXl5e8Pf3x4YNG+Dn54fJkydL0SVc\nunQJ2dnZWL58eYff+/XXX8NsNiMhIUGCyEiJmAPNMQcejYXKyVQqFb799lv06tWr1WuXL18GAGRn\nZwMAfvvtN+Tl5aFv374dbmfXrl0YP348/P39MW/evCcL+hECAwMfK0Gpe2IOUEexUDlZW9+vNplM\nWLFiBUpKSjBnzhwMGDAAjY2NiImJQXJyMiwWC7766isAQG1tLeLi4hAUFISqqiokJibCZDIBuL+x\nncViwYEDB1BQUIDGxkb8+eefCAwMtH3bPz4+HgCQm5uLrKwsbN26Fdu2bbOtVK3RaLBixYpWa4El\nJCTAw8MDxcXFuHPnDkaOHIlly5bh1KlTSEtLw+7duxEREYHo6GiMHz8eBw8exE8//YQff/wRRUVF\nWLlyJRoaGmA2m7FgwQLb9hFNVq9ejZMnT8LNzQ0eHh5YtWpVsxWfqWtgDjAHOkyQUwUEBAiz2Wz3\ntZMnT4pp06a1Ovfu3bti4sSJwmg0CiGEuHnzppgwYYIQQojk5GSRlZUlhBCipKREREVFCSGEiIyM\nFDk5OUIIIZYsWSI2b94srl27Jt544w3b9T/55BOxY8cOcf78eREWFiYaGhqEEELs2rVLLFq0qFV8\nS5YsEZGRkUIIIerr68XUqVPF0aNHm8V98+ZNYTAYxK1bt8Sbb74pysrKhBBCvPXWW+LSpUtCCCGq\nqqrE+PHjRXV1tVi7dq1IS0sT1dXVIigoSDQ2NgohhDhy5Ii4ePFih3+/pHzMAeZAR/GJSgbz58+H\nWn1/HotKpUJwcDCio6PbPP/KlSswmUxYvHix7W7U3d0dJpMJBQUFeOeddwAAAwcOxPr1623vEy3u\nXP39/dGvXz+cPXsWgYGBOH78OD7//HNs3boVt2/fxty5cyGEQENDQ5vL8ev1egCAi4sLRo8ejStX\nruD555+3vT548GC8//77mD59OpKTk+Hj4wOTyYS//voLqamptpg8PT1RUlJie5+XlxdeffVVhIeH\nIzQ0FJMmTXLaRnPkfMwB5kBHsFA52cPG5+2dCwAeHh7QarXYsmVLq3PUajUaGxvb3f7bb7+NX3/9\nFaWlpQgJCYGnpyc8PDzw2muvYeXKle3vCGBbgLKl8vJy9O3bF6WlpQDu/4eiVquxefPmVufn5OTY\n/pyZmYm///4bR48eRVRUFD7++GPbrqTUdTAHmAMdxenpTtbyDq895/r7+6O2thb5+fkAgNLSUltC\nBQUF4fDhwwCAf/75B++++y6EEFCr1aivr291TYPBgNzcXOzfv9+2KnVQUBCOHDli25o6NzcXe/bs\nsRvTiRMnAABWqxUFBQUIDAxs9vr58+fxxx9/YPfu3fjll19w8eJF9OrVC8OGDbON/5vNZqSkpDT7\nXRQXF2Pz5s3w9fXFrFmzEBkZibNnz7b7d0WdB3OAOdBRfKJyMpVKhfnz5zebmqtSqbB06VK75wL3\n78bWrFmDjIwMuLm5wWq1YuHChQCA2NhYJCUlITIyEvX19fjwww+hUqkQEhKC1NRUmM3mZtd86qmn\nMHz4cBQVFeGVV14BAIwYMQIxMTH44IMP4OnpCVdXV6SmptqNX6fTITY2FiUlJRg7diyCg4Nx6tQp\nAMDdu3eRmJiIjIwMaDQaLF++HJ9++il27tyJVatWYdmyZdixYwdqa2sxd+7cZneWAwcOxOXLlzFz\n5kz07NkTLi4unEXVRTEHmAMdxW0+qN0SEhIwYsQIzJkzR+5QiGTBHJAHh/6IiEjR+ERFRESKxicq\nIiJSNBYqIiJSNBYqIiJSNBYqIiJSNBYqIiJStP8BE29l/669MxUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03f909e450>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.plotting_context('paper', font_scale = 1.3):\n",
" p = sns.FacetGrid(data = df, \n",
" col = 'year_type', \n",
" row = 'price_type',\n",
" margin_titles=True)\n",
"p.map(plt.scatter, 'Effective pixels','Dimensions')\n",
"[plt.setp(ax.texts, text=\"\") for ax in p.axes.flat] # remove the original texts\n",
" # important to add this before setting titles \n",
"p.set_titles(row_template = '{row_name}', col_template = '{col_name}')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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