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@ricklupton
Created July 10, 2018 08:59
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UK house price comparison notebook
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook plots house prices in two locations using the [UK House Price Index](http://landregistry.data.gov.uk/app/ukhpi).\n",
"\n",
"[Build the query URL here](http://landregistry.data.gov.uk/app/ukhpi/compare?from=2000-01-01&in=avg&location[]=E06000022&location[]=E07000008&st=ter&to=2018-06-01)\n",
"\n",
"*Rick Lupton, July 2018*"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"URL = ('http://landregistry.data.gov.uk/app/ukhpi/download/new.csv'\n",
" '?from=2000-01-01'\n",
" '&to=2018-06-01'\n",
" '&location%5B%5D=E06000022'\n",
" '&location%5B%5D=E07000008'\n",
" '&st%5B%5D=ter'\n",
" '&in%5B%5D=avg'\n",
" )\n",
"df = pd.read_csv(URL, parse_dates=['Pivotable date']) \\\n",
" .rename(columns={'Pivotable date': 'Date'}) \\\n",
" .pivot(index='Date', columns='Name', values='Average price Terraced houses') / 1000"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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QuAjcWywJDVdFYmJi5n6dOnW4ePFi5vHgwYMZPHhwjnOyryOwrcM2LyQkhJUrV5acsAbD\ntc6JreDoAnUC9LGDg+4NHF6uTUXZV4VHbtSfR/+BOq3LUNCcFGmxmFJquVJqoLXfSykVpJQKVErd\npZRKtNKVUuoxpZS/lW9ChhkMhvLFxbOwYhKkJpdMfVFboF4bcLTxBNu0BySegs1f5Sx/wppRf2xt\nyVy/GJgVwwaDofKxYTosewN2/FD8ulIuaXOQb4es6UHD9ADxoqdg/WdX0lOT4ZQ1jnZ0rd0XlRkl\nYDAYKhdKwc65en/DZ8V/CR9fD2nJVwaDM3CuCnd8Dy36wZJXIGafTj+9G9JToHFXSDgB8cez11im\nGCVgMBgqBwmn4Mf74Z8P4MwB3XI/uROOrStevYdXgIMTNO6SM8/RGQZ9CFXcYMEjkJZyxRTU0RpG\nPWpfk5BRAgaDoeJzPhpmDNA9gD9f0y/t4TPAtQaseu9KudiD2v/Plq8L30M4vBwahIJL9rW0FtVr\nw8DJ2mT01/9BxGpw9YSWN4OLhx5UtiPlNrKYwWAwlAhpKfDDPZAQDXf9pN05VK0Bnr7Q7V+w9FXd\nmm/QHr7qDxdO6/MadwUv//zrvnQOorfBDc/mXy5gqL7Gmg/1ceAwcHSCR9eBR/3i32MxMD2BfHB0\ndCQkJITg4GDatWtX4Hz4uLg4Pv7448zj5cuXM3DgwNIWkzFjxjBv3rxc0xs0aEBysp4BERsbi5+f\nX5Hqvtp7GjNmDE2aNCEkJISQkBC6dMmlq1zEa2fnzTffJCAggDZt2hASEsL69euLfI2yYsGCBeze\nbf854ZWSZW9C5AZtlmnWGwZNhRv/rfPCHgLPRvDbs/DnRK0Abpig8xJPF1z33sWg0sG/V8Fl+70N\n3Z6G4TNhiPW79myQc/poGWOUQD5UrVqVbdu2sX37dt5++21eeOGFfMsX9NKyB46Ojnz55ZdXdW5a\nWlqx7mnSpEmZ7iWuZkFZftdeu3YtixYtYsuWLezYsYM///yThg0b5lq2pFFKkZ6eXqRzjBKwE5cv\nwrpPIGgEBN6aM9/ZFW55H+IjYeN0aDUQrrtF510swA27Unpg2acVNAzLvyzogeLer0LAEHByKfq9\nlBJGCRSS8+fPU7NmTUAvourduzft2rUjKCiIn3/W3gKff/55Dh06REhICBMmTMgsO2zYMFq1asWd\nd96JysXOOH36dDp06EBwcDC33XZb5sKuMWPGMG7cOLp06ULTpk0zW/tKKR5//HFat27NgAEDOH06\n7xbL+PHjmTJlCqmpqVnSlVJMmDCBwMBAgoKCmDNnDqBb+j179mTUqFEEBQVd9T3lxYYNG+jSpQtt\n27alS5cu7NunZ0zs2rWLsLAwQkJCaNOmDQcOHMj12hlER0fj7e2d6evI29ub+vV1t/qvv/6ibdu2\nBAUFMXbs2MyekJ+fHy+++CKdO3cmNDSULVu20LdvX/z9/fn0008z6540aRIdOnSgTZs2vPaadgAW\nERHBddddx6OPPkq7du04fvw4Y8aMyXx+GS67Dx06RL9+/Wjfvj3dunVj7969rFmzhoULFzJhwgRC\nQkI4dOhQoZ+XoZhErILUJAgemXeZZr3h4dXQ4QHdWnezfJldiMm/7siN2l102AN2b80XC6WU3bf2\n7dur7OzevTtzf+LCcDXi0zUluk1cGJ7jmtlxcHBQwcHBqmXLlsrDw0Nt2rRJKaVUSkqKio+PV0op\nFRMTo/z9/VV6ero6cuSICggIyDx/2bJlysPDQx0/flylpaWpTp06qVWrVuW4TmxsbOb+Sy+9pKZO\nnaqUUmr06NFq2LBhKi0tTe3atUv5+/srpZT68ccfVZ8+fVRqaqqKiopSnp6eau7cuTnqHT16tJo7\nd66699571ZdffqliYmJU48aNlVJKzZs3L7OOkydPqoYNG6oTJ06oZcuWqWrVqqnDhw8rpdRV39Po\n0aOVn5+fCg4OVsHBwWrUqFFKKaXi4+NVSkqKUkqppUuXqltvvVUppdTjjz+uZs2apZRSKjk5WV28\neDHHtW1JSEhQwcHBqnnz5uqRRx5Ry5cvV0opdenSJeXr66v27dunlFLq7rvvVlOmTFFKKdW4cWP1\n8ccfK6WUGj9+vAoKClLnz59Xp0+fVj4+Pkoppf744w/1wAMPqPT0dJWWlqYGDBigVqxYoY4cOaJE\nRK1du1YppdSmTZtUnz59MuU5d+6cUkqpXr16qf379yullFq3bp3q2bNnlu8iL2x/74YS5JfxSr1R\nT6mUpMKfk5Ks1GseSi3/b95l0tOVmj1Cqbd8lUpKKL6cVwmwSRXz/WsGhvMhwxwE2vxwzz33EB4e\njlKKF198kZUrV+Lg4EBUVFRmYJbshIWF4evrC2h3CxEREVx//fVZyoSHh/Pyyy8TFxdHYmIiffv2\nzcwbMmQIDg4OtG7dOvMaK1eu5I477sDR0ZH69evTq1f+9sgXX3yRQYMGMWDAgMy01atXZ9ZRp04d\nunfvzsaNG/Hw8CAsLCyLe+mruSfQLephw4ZlSYuPj2f06NEcOHAAEckMVNO5c2fefPNNIiMjufXW\nW2nevHm+91S9enU2b97MqlWrWLZsGbfffjvvvPMObdu2pUmTJrRo0QKA0aNH89FHHzF+/HgABg0a\nBGjX2ImJibi7u+Pu7o6rqytxcXEsWbKEJUuW0Lat9gaZmJjIgQMHaNSoEY0bN6ZTp04ANG3alMOH\nD/PEE08wYMAAbrrpJhITE1mzZg3Dhw/PlDOjF2KwA0rB/iXg37No5henKuDimbMnsHoK7JynYwY0\n6wP7f9djCy7VS1buMuaaUAKv3RJgbxHo3LkzsbGxxMTEsHjxYmJiYti8eTPOzs74+fllccdsS4a5\nArR9PrtZBrTZZ8GCBQQHBzNjxgyWL1+e6/nKxuwiReh+NmvWjJCQEH744crqSNu6suPm5pZvfYW5\np7x45ZVX6NmzJ/PnzyciIoIePXoAMGrUKDp27Mivv/5K3759+fzzz2natGm+dTk6OtKjRw969OhB\nUFAQM2fOJCQkpFCyOzg4ZLkPW1fZL7zwAg899FCW8yIiIrI8l5o1a7J9+3b++OMPPvroI3744Qfe\nf/99atSokdlwMNiRlCRt4z8fCT2eK7h8dty8c44JbPwCHBy1Elg9GeoFQ6fHSkZeO2LGBArJ3r17\nSUtLw8vLi/j4eGrXro2zszPLli3j6NGjALi7u5OQkFDkuhMSEqhXrx4pKSnMnj27wPI33HAD33//\nPWlpaURHR7Ns2bICz3nppZd49913s9QxZ84c0tLSiImJYeXKlYSF5Rzcutp7ygtbN9YzZszITD98\n+DBNmzZl3LhxDBo0iB07duR77X379nHgwIHM423bttG4cWNatWpFREQEBw8eBOCbb76he/fuhZav\nb9++fPnll5nO86KionIdc4mNjSU9PZ3bbruN119/nS1btuDh4UGTJk2YO1evRlVKsX27DjFY0s/R\nkAdnj8DiZ+G9lrDkZWh8PbTO6SyxQNy8s/YE0lLh/AkIGq7HD278Nwz7Sk/zvMa59u+gFLl06VJm\ny1IpxcyZM3F0dOTOO+/klltuITQ0lJCQEFq1agWAl5cXXbt2JTAwkP79+2cxv+TH66+/TseOHWnc\nuDFBQUEFviyGDh3K33//TVBQEC1atCjUSy4gIIB27dqxZcuWzDrWrl1LcHAwIsJ///tf6taty969\ne7Ocd7X3BDBhwgTeeOONzOMNGzbw7LPPMnr0aCZPnpzFjDVnzhxmzZqFs7MzdevW5dVXX6VWrVpZ\nrj1p0qTM8omJiTzxxBPExcXh5OREs2bNmDZtGq6urnz11VcMHz6c1NRUOnTowMMPP0xhuemmm9iz\nZw+dO3cGtNlp1qxZODo6ZikXFRXFvffemzlL6O233wZg9uzZPPLII7zxxhukpKQwcuRIgoODGTly\nJA888ABTp05l3rx5+PsXMP/cUHR2/ADzH9at9esGQfvR4Nft6gZt3Xzg7OErxwnRoNL02oIqbtD1\nyZKT285IfmaBsiI0NFRt2pTV2eiePXu47rrr7CSRwVC2mN97MUk4CR+F6emaw2eCRzFDnv7ypF4D\nMMHqbR5dC1/1g7t+1OMB5QQR2ayUCi1OHcYcZDAYrn1+f0GPAwz+uPgKAHRAmItnIGM9SHyk/vQs\nm7UoZYlRAgaD4drmzCHYNR+6PA7ezUqmTjcfbf5JitPHGZ4+PX1Lpv5yhFECBoPh2mbDNO0QLuzB\nkqvTzQq7mjE4HB8JVWvp8YAKhlECBoPh2iXpPGydBYG3gXvdkqs3UwlY00TjIytkLwCKoARExFFE\ntorIIuu4iYisF5EDIjJHRKpY6S7W8UEr3690RDcYDJWew8vgciK0H1Oy9WZ3HRF/vEKOB0DRegJP\nAntsjv8DTFFKNQfOAfdZ6fcB55RSzYApVjmDwWAoeY6uAedq2g10SVItF3NQZe4JiIgvMAD43DoW\noBeQ4b94JjDE2h9sHWPl95aiLG8tZ5w8eZKRI0fi7+9P69atufnmm9m/f3+x6pw4cWKWhVv5kZcL\n5rzcRxsMlYqja8A3VLt6KEmqeemVwTF7ISkeks9XWCVQ2MVi7wPPAhmhc7yAOKVUhr+ASKCBtd8A\nOA6glEoVkXirfJY12CLyIPAgQKNGja5W/lJFKcXQoUMZPXo033//PaBXpp46dSrTN01pkZaWhqOj\n41W5YDYYKgVJ8To8ZPercAtREI5OEDwKNn0FjpaCqaBKoMCegIgMBE4rpTbbJudSVBUi70qCUtOU\nUqFKqVAfH59CCVvWLFu2DGdn5ywrTkNCQmjbtm2urqQjIiJo1aoV999/P4GBgdx55538+eefdO3a\nlebNm7Nhw4bMerZv306vXr1o3rw506dPB3K6cQa9YhXydx+9ePFiWrVqxfXXX8+4ceMyg75cuHCB\nsWPH0qFDB9q2bZspp8FQITi+AVC5x/YtCfq9paN+rftYrzxu0bfgc65BCtMT6AoMEpGbAVfAA90z\nqCEiTlZvwBc4YZWPBBoCkSLiBHgCZ4sl5W/Pa41fktQNgv7v5FskPDyc9u1z2hpdXV2ZP38+Hh4e\nxMbG0qlTp0zvlAcPHmTu3LlMmzaNDh068O2337J69WoWLlzIW2+9xYIFCwDYsWMH69at48KFC7Rt\n2zbTHcOGDRsIDw/P4cVz/vz57Nu3j507d3Lq1Clat27N2LFjSUpK4qGHHmLlypU0adKEO+64I/Oc\nN998k169evHll18SFxdHWFgYffr0KdBBnMFwTRCxWk8N9e1QOvW7esKoH/S7J2g4OFTMyZQF3pVS\n6gWllK9Syg8YCfytlLoTWAZk+AkeDWQ0Mxdax1j5f6vy4JuiBMlwJd2mTRv69OmTxZV0kyZNCAoK\nwsHBgYCAAHr37o2IEBQURERERGYdgwcPpmrVqnh7e9OzZ8/MXkJebpzzch+9d+9emjZtmnmOrRJY\nsmQJ77zzDiEhIfTo0YOkpCSOHTtWWo/FYCg70lJ10Hi/blClWuldp05rCL69wioAKJ4DueeA70Xk\nDWAr8IWV/gXwjYgcRPcA8gnpU0gKaLGXFgEBAbkOvs6ePTtPV9LZ3RPbui62dbmcfaw84zi/Vnpu\n4+v56VelFD/++CMtW7bMs4zBcE1ycCmcj4J+9nk3VCSKpN6UUsuVUgOt/cNKqTClVDOl1HClVLKV\nnmQdN7PyD+dfa/mlV69eJCcnZ9rsATZu3MjRo0dzdSVdFH7++WeSkpI4c+YMy5cvp0OH/Lu0ebmP\nbtWqFYcPH87sZWSEiQTtFvnDDz/MVBRbt24tspwGQ7lizyL4TxPtLrp6XWjZ394SXfNU3D5OCSAi\nzJ8/n6VLl+Lv709AQAATJ07k5ptvZtOmTYSGhjJ79uxMV9JFISwsjAEDBtCpUydeeeWVzPi4eTF0\n6FCaN29OUFAQjzzySKb76KpVq/Lxxx/Tr18/rr/+eurUqYOnpyegA7ikpKTQpk0bAgMDeeWVV4r+\nEAyG8oJSsOxNUOmQcELH9nV0trdU1zzGlXQFIDExkerVq6OU4rHHHqN58+Y89dRT9hbLUATM770Q\n7P8Dvh0BQz+D624Bp6oV2lZfGIwraQMA06dPJyQkhICAAOLj43OERjQYKgT/fKBdNwTeph25VXIF\nUFKYyGIVgKeeesq0/A0Vm1O74Og/OqyjMQGVKOValZYHU5XBUNqY37kN8ZEQdzxn+qYvwdEF2t5d\n9jJVcMqtEnB1deXMmTPmD2JPa9IFAAAgAElEQVSo0CilOHPmDK6urvYWxf7sWgD/C4PpPXVQ9wyS\nE2H7HAi8FarVsp98FZRyaw7y9fUlMjKSmJgYe4tiMJQqrq6u+PpWTL80hWbLN7DwcajfDmL2wbyx\nMHqR9uETsQouJ0DwHQXXYygy5VYJODs757py1mAwVDB2L4SFT4B/b7jjO3380/2wejJ0f1a7h3B0\ngYYd7S1phaTcmoMMBkMl4MwhWPCojgdw+yxwcoE2w7WvnhX/gRNbdU+gYRg4G5NZaWCUgMFgsB8/\nPwYOjjB8RlYfQDdP0oFdFjwG0TvA73q7iVjRMUrAYDDYh5QkOL5er/ytkS10Y9WacNMbcHoXoIwS\nKEWMEjAYDPYhdr92AVG7de75QcOgUWe9MrhBsRbFGvKh3A4MGwyGCk7MXv1ZOw93GSIw4ms4d9SM\nB5QiRgkYDAb7cHqPDgpTyz/vMtVr681QahhzkMFgsA8x+7QCKOkg8YYiYZSAwWCwDzF7oHbR3bAb\nShajBAwGQ9mTcgnOHgEfowTsTYFKQERcRWSDiGwXkV0i8n9W+gwROSIi26wtxEoXEZkqIgdFZIeI\ntCvtmzAYDNcYsfsBZZRAOaAwA8PJQC+lVKKIOAOrReQ3K2+CUip7EN7+QHNr6wh8Yn0aDAaDJmqL\n/qzbxr5yGAruCShNonXobG35ufYcDHxtnbcOqCEi9YovqsFgqDAcWQHu9cErn5lBhjKhUGMCIuIo\nItuA08BSpdR6K+tNy+QzRURcrLQGgK1D8EgrLXudD4rIJhHZZDyFGgyViPR0OLIKmtyg1wIY7Eqh\nlIBSKk0pFQL4AmEiEgi8ALQCOgC1gOes4rl9qzl6DkqpaUqpUKVUqI+Pz1UJbzAYrkFi9sDFWGja\n3d6SGCji7CClVBywHOinlIq2TD7JwFdAmFUsErB1BOILnMBgMBgADq/Qn37d7CuHASjc7CAfEalh\n7VcF+gB7M+z8IiLAECDcOmUhcI81S6gTEK+Uii4V6Q0GQ/nmfC7tv6P/QM0mOZ3GGexCYWYH1QNm\niogjWmn8oJRaJCJ/i4gP2vyzDXjYKr8YuBk4CFwE7i15sQ0GQ7knajNM7wV3LwD/nlfST4VD/bb2\nk8uQhQKVgFJqB5DjG1NK9cqjvAIeK75oBoPhmubYOv254wetBJSCy4lwLgLa3mVX0QxXMCuGDQZD\n6RC9Q3/u/RVWT4EpARC5SafVCbSfXIYsGC+iBoOhdIjeDq41ICkO/pyo09b+T3/mFUPAUOaYnoDB\nYCh5Ll+E2H0Qei+4euqFYS6ecPBPqOIONRrZW0KDhekJGAyGkufULh01zLcDtOinw0Wu+A+E/wh1\nAswisXKEUQIGg6H4pKWAOEB6Gvz5mvYQClAvGDx99X7Lm68oAUO5wSgBg8FQPE6Gw/ejwLmajg+w\na75Od/MBDxuPMc36QPW6ZqVwOcMoAYPBUHQuXwBHF+0Ibs7d4OIOyQnaJUS3Z3SrXySr2adqDXhm\nn/1kNuSKUQIGg6FoXL4AH4Rom3/yefBuCXfOBZUGR1ZCm5HgYOacXCsYJWAwGIrGjh/gwmnw7w1O\nLjDkYz3wCxAyyr6yGYqMUQIGg6HwKAUbpkOdILjrRzPLpwJglIDBYCgcm2fC9u/g9C64ZapRABUE\nowQMBkPeXDgDJ7aAgyP88iT4tITgUdBmhL0lM5QQRgkYDIa8WfEObJim972awQN/QxU3+8pkKFGM\nEjAYDHkTsVr7+fFpqad+GgVQ4TDzuAwGg+boGki5dOX44lk4vRsCboXhM6Cu8fxZETFKwGAwQMx+\n+Ko/LH/7Strx9fqzcWf7yGQoE4wSMBgMsHeR/tw8A5IT9f7RNeDgDA3a200sQ+ljxgQMBoMO/FLN\nGy7GwteDIWavTm/QDpyr2lc2Q6lSmEDzriKyQUS2i8guEfk/K72JiKwXkQMiMkdEqljpLtbxQSvf\nr3RvwWAwFIuEkxC1CTo9DL5hcGKrdvbm2RDa3G5v6QylTGF6AslAL6VUoog4A6tF5DfgX8AUpdT3\nIvIpcB/wifV5TinVTERGAv8BzC/JYChvnDkEf7ykA8IDtBoI7cdCygUT9KUSUWBPQGksIyHO1qaA\nXsA8K30mMMTaH2wdY+X3FjFLCw2GckXUFvikKxz9B/x7Qe9XwacVuHkZBVBGJKWk8cqCcNYeOmNX\nOQo1JiAijsBmoBnwEXAIiFNKpVpFIoEMx+ENgOMASqlUEYkHvIDYbHU+CDwI0KiR+dEZDGVGehr8\n+i8d9vHBZeBR394SVToOxyTy2Ldb2RN9nrqernT297KbLIVSAkqpNCBERGoA84HrcitmfebW6lc5\nEpSaBkwDCA0NzZFvMBhKiS1fa7v/bV8YBWAHFu+M5pm523FxcuDLMaH0alXHrvIUaYqoUioOWA50\nAmqISIYS8QVOWPuRQEMAK98TOFsSwhoMhhJg6yyo2wYCb7O3JBWW6PhLPDtvO53f/ovjZy9mpq/Y\nH8MT322lVV13Fj/Zze4KAAo3O8jH6gEgIlWBPsAeYBkwzCo2GvjZ2l9oHWPl/62UMi19g6EsWfUe\nfHYDrJoMaalX0i+e1Q7hWvY3XkBLibR0xb1fbWTBthNExyexcLtuH0fHX+LRWZtpUcedmWPDqOdZ\nPqbeFqYnUA9YJiI7gI3AUqXUIuA54F8ichBt8//CKv8F4GWl/wt4vuTFNhgMebJ3Mfz1b/3C/+v/\nYMvMK3lHVuqIYP697CdfBefnbVHsPZnAu8ODadeoBot3RgMwfeURklLT+eyu9ri7OttZyisUOCag\nlNoBtM0l/TAQlkt6EjC8RKQzGAxFIyUJfn4U6oXA2D9gWg8dCazDfTr/0N/g4mFWAZcSKWnpTF66\nn4D6HgwMqsfp80m88eseth47x7cbjjIkpAGNvKrZW8wsGLcRBkNF4uCfcOkc9HkNnF213//j6+Ds\nER0V7NAyaHIDOJaflmhFYsW+GCLPXeLJ3s1xcBD6BdYF4PbP1pGcms4jPfztLGFOjBIwGCoSu+ZD\n1Vrgd4M+DrI65du/hz0LIf6YXhRmuGpS0tL5e+8p4i5ezpE3f2sUtdyq0LNVbQB8a1bjsZ7+DGlb\nn+l3h9KsdvWyFrdAjO8gg6GikHIJ9v0GbYaDo/XXrtEQWvSHVe9q5VC79RXFYCgymyLOMn7ONiLP\nXaJ1PQ9mjO1AQlIqTb3dSEhOZemeU9zRoSHOjlfa1xP6trKjxAVjlIDBUB64fAEWT4DrbtEzdwpL\n4mnt/jn0Pm32SbkArYdkLXPrZ9op3Imtet+xcv/t09IVaemKKk4OOdJnronA0UG4q1NjHB2yzp7a\ndzKBe2dsxMutCs/3b8V7S/YR9uZfALSq646bixOXU9MZ0rYB1xKV+9dgMJQHlIKF4yB8ng7kfssH\n0O6egs9LOAkzb4HY/RD+k1Ykft20zd8WV0+452c4uRP8ri+de7iGePqHbRyOvcD8R7tmvugvp6Zz\n74wN/HNQu3BYtOMEn97VHq/qLgCcT0rhvpkbqersyKz7O+JbsxrBvjVYeyiWWm5VmLclkgvJqYzr\n1YyQhjXsdm9Xg1EChorDxbOw7mO4/l9QpXzNwMiX8B+1Auj2jJ7Dv+hf0KgzeDfP+5z4KK0AEk/B\n0Gnw9+vg5gMjvtZB4bPj6mkUgMXGiHNExV3i+43HuLNjYwDWHj7DPwfP8NLN1+FVvQovzt/J7dPW\nMfv+jtR2d+Gl+eFExycx9+HO+NbUv63O/l6Z7h7GdG1it/spLkYJGCoOa6bC6ilQvQ6EPWBvaQrP\njh/AsxH0fEn78/8wFH59Wrfec1vQlRQPMwfChVi46ydo1FGbkeDaUn52IP5SClFxl3B0EN79Yx/u\nrs70D6zLhiNncHQQRnVshJuLE/VrVOW+GRt58OtNDGxTn1+2n+CZm1rQrlFNe99CiWNmBxkqBimX\ndFQsgI2faxPLtUByAhxeDtcNBAcHqF4ber0MR1boIO/ZUQp+eRLOHYVRc7QCAP3yNwqgQPadTADg\nuX4tqe7qxLjvtvLGot2sP3yWoAaeuLnodnGnpl68NyKE7ZHxvLl4Dze2rsOjPZrZU/RSwygBw7XJ\nuaNw4Yx+KR74E/78Pz0/PuROHRUrtxdoeeTgX5CWDK0GXEkLGQWOVfRMn+xs/05PA+31MjTuUnZy\nVhD2njwPwKDgBqx4pie3tmvAnE3H2R4ZR8emtbKU7RdYlwl9W9KtuTfv3x6Cg0PFdLNhzEGGa49j\n6+CboTr+bd1A7RMf9CrZAe/pl+eK/2gbeHn2j5OWoufvV/OChp2upLtU14O7+3+Dvm9euYfzJ+C3\n56FxV+g63j4yX+PsiU6gRjVn6ni4ICI8eENTftoSBUCnJjndOT/WsxmP9ayYPYAMTE/AcO1w7igs\neRlmDdMukOu10cFR+v8Xxm2Dsb/reLi9XoaIVbBzXsF1liVpqbDtWzi1W8v9UZh+0be9O+e0zRb9\n4OxhiD1wJe2PlyDtMgz6UJuODEVm78nztKzjTkacq1Z1PejazAsHgfZ+Fc/eXxhMT8BwbXDmEHzV\nX88AatZHt/g96uuxgOy28PZjtLvkJS9D68HgVMUuImfhxDZY9JSe/SOO4OCkB7BHzYXmN+Ys36If\nLH4G9v0KPi3gXATsXgBdxoFX+XM9cC2Qnq7YfzKB4aENs6S/PjiQ3dHn8ShHTt3KEqMEDOWflEva\n/JOWAg+vgto2MY1yGwx1cIQeL8C3w2H/79B6UNnJmp3UZPjtWT1oXc0bhnwCkZu0aWfQh1DdJ/fz\najTUZp/VUyDgVlg/DcQBOj5UpuJXJDZEnOXC5TQCG3hmSW/qU52mPuXPnUNZYZSAofyzdRbEHYW7\nF2RVAPnRrDe419fn2ksJXDwLc+7SYxadH4fuz+r5+iGjCnf+4I90TIAv+8GlsxAw1EQCKwRHz1xg\n7qZIth2P43JqOlPvaEtdT1em/nUAH3cXBrapZ28RyxVGCRjKN2mpsOZDaBAKTXsU/jwHRwi5Q7ek\nz0eDRxn/8c8dhVm3QtwxuHW69uZZVGo1geFfwT9T9dTR3q+WvJwVjIjYC/R9fyUpaekENvBk94nz\nfL7qMDcF1GXNoTO8POA6XJ1zWUxXiTFKwFC+2fWT7gX0favoM31C7oTV72vb+ohvSm8wNeGk9svj\n1ezKKt+//g0Jp/SCr+JM5WzWR2+GQjHpj304iLDsmR409nLjye+38v3G4yzdc4q6Hq6ZK4QNVzBT\nDAzli6TzELVZz4xJTdbuEOoEQcubi16Xlz/c9DrsXQR/vgbp6RCzX8/Q2f9Hych7PhqmBMJ3I+Gz\n7hC5WQd22f87BN5q5vKXIVuPnePXndE8eENTGnu5AfBAt6YkJqcSee4S/xvVlqpVTC8gOwX2BESk\nIfA1UBdIB6YppT4QkYnAA0CMVfRFpdRi65wXgPuANGCcUqqE/nGGCotSsPwdWPsRXNarOqnpp80p\nd8+/+lZ8p0e1g7U1U7WPnvN6TjgOTvD0fnDLOTe8SBxZCekpesB3xX9g9jC44Rm4nKhnJhnKBKUU\nby3eg3d1Fx68oWlmemADTx7r6U+z2tUJ9auVTw2Vl8KYg1KBp5VSW0TEHdgsIkutvClKqXdtC4tI\na2AkEADUB/4UkRZKqbSSFNxQwdizEFa8owOetLkdzh2Bfz6AlgOKFw9XBAa+r8cUdsyBTo9os813\nI7Wpqbg+ho6u1oO9bW6HRp1gei/440VwrZHTm6eh1Fi6+xQbI87x5tDATNcPGZR3f/72pjAxhqOB\naGs/QUT2APk5zB4MfK+USgaOWAHnw4C1JSCvoSKSnKBXwtYJguEzryyc6vRYydQvAu3u1lsGtQP0\nat3iKoGI1Xoqp4Mj1Gqq5f9mqPYFZEI4lglJKWm8/dte/H3cuD3bGgBDwRSpjy0ifuig8+utpMdF\nZIeIfCkiGcvtGgDHbU6LJBelISIPisgmEdkUExOTPdtQmVj+DiScgIGTs66cdXQqvQAowbdD1Ca9\nCO1qOX9Cj1007nolrWl3eGQN9PtP8WU0FIoP/z7AkdgL/N+gQJwczTBnUSn0ExOR6sCPwHil1Hng\nE8AfCEH3FN7LKJrL6TlcOiqlpimlQpVSoT4+eSyYMVR8Tu2CdZ9Au9HQMKzsrhswVH8e/PPq64iw\nfBZl99Nfu5X2/2MoFunpilnrjjL4f6sJeu0PVu7P2VgMj4rnsxWHua2dL9c397aDlNc+hVICIuKM\nVgCzlVI/ASilTiml0pRS6cB0tMkHdMvftk/mC5woOZENFYILZ+CLvnpGjasn9JlYttev0Qg8fLUz\nuqtl36/a+VvdoJKTy0BicipTlu5nwIereXlBOAqo7urE64t2k5qWnlnu0uU0nvx+K17Vq/DygEIu\nIjTkoEAlINrT0hfAHqXUZJt029U3Q4Fwa38hMFJEXESkCdAc2FByIhsqBOs/heProdPDcM8CqGaH\nmRuNOmolcDWxBy7Fwd7FEDgs90hehqtm4sJdTP37AFWcHHh3eDA/P9aVVwe25sDpROZtjswsN3np\nPg7FXOC94SHUdCsH/qGuUQpjcO0K3A3sFJFtVtqLwB0iEoI29UQADwEopXaJyA/AbvTMosfMzCBD\nJmv+p00lG6ZpH/o3vWE/WRp20tNG44/rnkFR2L1AxwEIHlk6slVSVh2IYd7mSB7t4c+z/a7M6ukX\nWJfQxjV5a/EeujbzxsXJga/XHjVmoBKgMLODVpO7nX9xPue8CbxZDLkMFZHIzbDkpSvH9vaJ38jy\n4X9sfdGUwP4/tDLzbgn125aObJUQpRSvL9pNE283xvXOGl9ZRJg8IoQBH67ioW8206hWNVLTFeN6\nV2xf/2WBGUo3lB0rJ0HVmjDkU+0GomEH+8pTJwCquMOxIsxe3jUfvh2ho5j1frV8B625xli+L4b9\npxIZ17tZrv59GnlVY8qIEI6dvcjvu05ya9sGmSuDDVeP8R1kKH1W/Fcv1DpzUAdTD7nD3hJpHBy1\nW4eDS/W4QGFe6OunQc0m8PhGsw6gBElPV3y64hD1PV0Z2CZvT6l9Wtdhyys3siMyjuvqeZShhBUX\n0xMwlC6XL2ovmA5OEDSi/PnDv+4W7ZoienvBZU/vgWNrIPReowCKyemEJCbM3c7+Uwn8ufsUfaas\nYP2Rs9zfrSnOBcz1r+LkQKhfrRwrgw1Xh3mKhtJl/2/aF9DNk8qnG4WWN+tIX3sWQv2Q/MtunqED\nwIfcVSaiVWS+W3+cuZsjWbj9BMmp6bSs4877t4cwKNjESyhrjBIwlC47fgCPBtD4+oLL2gM3L/Dr\nCrsXQq9X8jcJHfwLmvYsvtM5A7+FRxNQ3wMfdxf8farzbL+WuDiZqbb2wJiDDKVHfKRekRt4W/kO\njB5wK5w5oF1OA5zeC6smQ1L8lTKJp3UZv66512EoNIdiEtl7MoFh7X2ZcW8YrwxsbRSAHSnH/0zD\nNc+yt3Rc3A7321uS/Gl7l171u+hf8N0d8HFH+Ov/YP7DOgYBwNE1+rORiQ+QHxeSU5m8dD/hUfEo\npYiIvUDcxcuZ+fGXUvh81REA+geaMI/lAWMOMpQOJ8N18JYuj0PNch7NydEZBn+s3UAfWwvdn9cD\n2cvegPWfQOfHdLpzNagXbG9p7c6ly2n8e9EuujbzzjKTZ2dkPOPnbOVQzAVmrTtKz5a1+XGLXuHb\nvYUP/QLr8sai3Vy4nMaAoHrU9XS11y0YbDBKwFA6rPsEqrhBt6dLpfrl+06zZPcpnByEVwe2Lr73\nyHpt4IlN4Oaj5VZKxwr45wMIe1AHi/ftAE6Vwz3B5dR0qjjlfKZJKWncN3Mjaw6d4fuNx7mYnMbw\nUF/eXbKPT5Yfwru6C5OGteHNxXv4cUskY7r44VnVmU9XHGLF/hjaNarBa7cE0MbX0w53ZcgNowQM\nJU9Kkp5tc90gvTishAmPiuf+mZtwdXYkMTmVJt5u3Nu1SfErrul3ZV9ERyX7doQ2a50Mhx4vFP8a\n5ZRzFy4z4rO1+Hm7kZSSxvrDZ/ltfDf8fbJ6Q/3grwOsOXSGt28N4rfwkzz74w6+WXeUnVHxDGvv\nyysDW+NZ1Zk2vjWIPHeR3tfVAWBAm3qsORjLqI6Nc1UuBvthvg3D1XF6D5zanXvegSWQfB6ChpX4\nZS+npjNh3g5qulVh9XM9uaGFD+8t2c/xsxdL/Fo066PdSayerGc4hY4t+WuUE7765wgHTiey9dg5\ndp84z+W0dH4PP5mlzLEzF/li1RFubdeAO8Ia8cXoUB7o1oSdUfE8dENTJg1rg2dVvX6iZV33TAUA\n0KKOO2O6NjEKoBxivhFD0Uk4qd1Af9JZR9GK2Zc1f+cP2qzSpHuJX/q38Gj2RJ/n34MCqFGtCv8e\nFEC6UvR7fyWT/thLeJSe0TNzTQRjZ2wkxcb1cJFxcIQu48DFA0bOhuqlE/ciOTWNQzGJpVJ3fiil\neHH+Tl74aQdfrYmgX0Bd1r/Yh40v9SGogSfL9p7OUv6/f+zFyVF4znLs5uzowEsDWrPt1Rt54ebr\nEONC45rEKIHKTMJJSE0u+nm/Pw+pSdDtGYjaAp901T51QM+i2bMIgu8olahgC7ZGUd/Tlb4BdQHw\n83bjtye70dnfm4+XH2Lgh6u5/bO1vLZwF3/vPc3CbcUMZRH2AEw4WPBCsqvkcmo698/cRJ/JK9hy\n7NxV1bH/VAKXU4uu7FYeiOXb9cf4bsNxEpJSeaxnMxwdBAcHoWdLH7YcO5c5sycmIZnfw09yZ8dG\n1PHIOqBbo1rlGCepqBglUBlJuQS/PgPvtYT/NoXlRQiFuOcX/cK/YQL0fgUe36Q9af78hF4TsOBR\nqNEQuj9X4mKfSUxm5YFYbgmpj4PDlVZnYy83Ph8dyuaXb+SZm1qw7XgcnZrWolVddz5efpD09KuI\nF2CLk0sxJc+blxfsZNWBWNyqODFx4a4iy7ru8BlumrKSgR+uyuwFZXAhOZV3ftubq6ksPV0x6Y+9\n+Nasyl9Pd+frsWEE2QzW9mxVm3QFK6xoXvM2R5KarhgZVkSX24Zyj1EClZE/XoKN07WN2+96WP6W\nDpge/pP2o2NLfKRWEsmJOqbuwif0S7/rkzq/ug8M+1IvBpt1G5yPgiGflEp4xV93RpOWrhgSkiNk\nNQC13KrweK/mrH+xN9/c15FHezbjUMwF7p2xkW3H40pcnuKybO9pftgUyeM9m/HGkEB2RMYzf2tU\nkeqY+tcBvNyqEHcxhSe+24qyCZAzb3Mkn644xN1frCc2MWuP75MVhwiPOs9TfVrg71OdG1pkNXUF\n+9agvqcrL/y0k7cX72H2+qOE+dXKMVBsuPYxSqCyEXcctnwN7e+FgVP0C9yzEXw9BObdC79nmwHz\n69NaSXw9SI8DpCbDbV9knSpZoyGMmgv9J8H48Jwxd0tC7IuX+d/fBwlq4Fmg98ga1arg7OjAgKB6\njO/T3JpNtJELyaklLtfVcvFyKi8vCKd57eqM692cwSH1aVXXnc9XH8nyIs+PzUfPsubQGR7p4c/z\n/VtxJPYCaw+dycyfs/E4vjWrcvJ8End9vp4zliL4eVsUk/7Yx+CQ+gxtm7tCdXAQ5jzUma7NvPls\n5WEiz13ini7lfL2H4aowU0QrG6un6M+M+ftV3OCW9+GX8eBeV8/suRQHVWvA4RWw/3do0U+bemo0\nhnsWgpd/znobddRbKRCbmMzL88M5e+EyX44pfAwCRwdhfJ8WdG/hw9CP1zD17wN4uDqz/XgcKWnp\ndGzqxejOflStUrouCzJe6rYDp7PWHSUq7hI/PNQ5c8bM6C5+vPDTTjZGnCOsScHhNr/8J4Ia1ZwZ\n1bERDiL8e9FuZm84Rpdm3oRHxbM7+jyvDw7Az9uN+2du4o7p6/j8ng5MXLiL9o1rMmlYcBazWnYa\n1qrG9HtCSU5N49LlNGP7r6AYJVCZiI/UvYC2d+nWewbNesNTO3Xkr8976Xnx+3+HuKM6GPvwGXAh\nBtxqg3PprvJMTk3jRFwSzo6CiPDZikPMXn+MtHTFhL4tCWxQ9EVGbRvVpG9AHT5bcRiAZrWrI8Cy\n3/ay/1QCk0eUzqAvaAV234yN1KhWhS9Gh7LlWBy13V2YtvII1zfzzvKyHxLSgHd+28v0VYezpMdd\nvMy7S/bRrbkPN7Wug4gQd/EyS3edYlTHRlSrov/Gt7XzZeaaCKb+dYDfw0/i4uTAoJAGeFZ15qsx\nHRjz1Ub6f7CSiylp/HtwQKGna7o4ORrfPhWYApWAiDQEvgbqAunANKXUByJSC5gD+KFjDI9QSp2z\nAtN/ANwMXATGKKW2lI74hkKRnAgpF216Af/KvVyDdjpgyobP9Pz43q9B68HgXLXoMXiLgFKKjRHn\nWLbvND9sPM6ZC1d8zYjAnR0bcWfHxsUKIvLygNb4uLswskOjTEUyeel+pv51gO4tfBicxzhDcdh3\nMoFHZ2/m2NmLpKQphnz8D+FR5zPzH++VNTRl1SqO3H99E95bup85G49xe4dGnE5I4u7PN7DvVAKz\n1h1jQFA9pt7RloXbT3A5LZ3hob6Z5z/Sw58DpxOZvHQ/3tWr8OEdbTPn7Xdp5s27I4IZ991WRoT6\nElDfrNg1aKQg+6OI1APqKaW2iIg7sBkYAowBziql3hGR54GaSqnnRORm4Am0EugIfKCUytdOEBoa\nqjZt2lT8uzHkzjdD4dAy7cyt3T3a/JMXG6Zrv/kjvy0Tnz9KKV5buIuv1x7FQaBny9r0C6yLUrpX\n0LZRzatq/ReG1LR0bv1kDQlJqfz9dPcSnef+e3g0477bhrurEx/f2Y4F207w3YZjjOniR1q6QqF4\nfXBgjmumpSvu+XI9GyPOMWlYGz5bcZiIMxf45K727Dgex3tL9zM4pD7bjsfhVsWJxU92y3Htg6cT\nqO3hiodrzsA3B04l0NjLzSzaqiCIyGalVGix6ijsIJTNRX8G/mdtPZRS0ZaiWK6Uaikin1n731nl\n92WUy6tOowRKkQwTjxWvQs8AABhUSURBVH8vSEuBoZ+BZ8m3eq+WqX8dYPLS/Yzt2oQn+zTPbLmW\nFXM3HWfCvB38+Ehn2jcu2A5fGJRS3DhlJU4Owuz7O+JV3YW0dMWR2As0q13w7JozicmM+WojO6Pi\ncXQQvhgdSo+WtQGYuHAXM9ZEaB89w9vQ00o3VE5KQgkUaUxARPyAtsB6oE7Gi91SBBm/xgbAcZvT\nIq20LEpARB4EHgRo1MjMPS41Vk8GV08Y8TW4uNtbmiz8ufsUk5fu59Z2DXhloH1WnPYPqserP+9i\n3ubIElMC64+c5eDpRCYNa4NXdb3GwNFBCqUAALyquzD34c68/+cBghp4ZioAgFcHtmZYe19a1XUv\nvtM8g4EiTBEVkerAj8B4pdT5/Irmkpaju6GUmqaUClVKhfr4lM5y/ApPajIcXas9Xp6LgOgdWfN3\nL9SBUsIeLHcKIDr+Ek/9sI3ABh68NTTIbi4Hqrs40T+wLou2R5OUknbV9VxOTWdP9Hl+D4/mf38f\nxMPViVuKESrR1dmR5/u3YkCbrD73HRyEwAaeRgEYSoxC9QRExBmtAGYrpX6ykk+JSD0bc1CGo5FI\nwGbqCb5AMdfuG3Ll13/B1llQJwhi9wMK7v0NfP+/vTuPq6paGzj+e0AERxScUDDEeTYcK1OzuUzL\nsjS10bTB22jltbe37i1vNmi3XrtdLc0GhzQtyyitLLVSU1NBwSk1AZmUAEVAhvX+sbeGhopwRs7z\n/XzOB1hnn72fvTye5+y119ADkjfBkrHW9MdOms65Ml78MoHjRSW8dXs0QQHu7Xlyc/dwlmxOZkV8\n2nmvcXskv5CJS+L4fkc6x47/mUTG9Y9y+3kpVR7l6R0kwCwgwRgzrdRTnwN3AlPsn0tLlY8XkQVY\nN4azz3Y/QFVAzkGrP//mj6yF0g/thg6DIfEXWDASrp4MyydZo3mHz7d693iQb+PT+DI2hcevbMMF\nobXcHQ4XRYXSNDiIxZuSzisJGGP4+5I4vopLYUSv5vRqYY2oDa4RQLN6nlXnSp1Jea4ELgFGA3Ei\nssUum4T14b9QRO4FDgDD7OdisHoG7cHqInq3QyP2ZcbA2umw4lnAWEsiDnv/z9G7adth7jBYfC8E\nBlsDu5w082VFlJQY5vy8n3/FJNC2cR3G9otyd0iA1cRyU3Qz3v7hN9Jy8v8yQdqZLNiQyLLYFJ68\nui0PXdbKyVEq5Rzn3TvIGbR3UDnk/WFN6bB1vrVYS897raae6qd9ky4qgPil0KC1NcePExlj+C4h\nnY/W/06TukEMjQ4/40jXhJQcnvk0jl8PZHF5u0a8PrxbmV0Y3WVvxlEGTl3FoC5hTL216zkHR6Xn\n5HP5tFV0ahrM3DG9zzryVilncXnvIOUCJcVwLPPUb/B5WTCjH2QnQ7+nrBWu/M5wY7BaIHS51elh\nHszK4+nFsazZfYiw4CA27f+DjzcmMuna9oy5tMUpN3pn/biPf8UkEFwjgKnDujI0upnHzT0f1bA2\nE65qw2srdpGdV8jsu3oScJabr/9cFk9BYQmTb+qkCUB5NU0CnqSkGBbeATtjoNvt1oLn9SKs+fuz\nk+GuZXDBxW4NMTuvkEmfxrF8WyoB/n78c0hHRvRqTmFxCU8s3MrkmARCa1dnaLQ1knVn6hFeiklg\nQJuGTL21q0fPPzN+YGsa1A5k4pI4Xl2+k0nXtS9zu1W7MlgWm8KjV7QmSmfVVF5Ok4C75B6CebdZ\n39qr14aVL0LNUEiLg9ZXQ+wiiF0Ioa0hfbt1BeDmBADw4rJ4vt6Wyt0XR3LnxZFEhNQErFWmpt8e\nzW0z1vKPL+KpWd2fxMw8lm5Npk5QNV4d5tkJ4IThvZqz/WAOM1fvpV7NAB7o3/KUq5a848U8+9k2\nohrU4oEBZUykp5SX0STgLsufgeSN1gOgSRc4ftRazvCqF6zJ3tZMs352GAJ9H3NqOPsP5XLPnA2E\n1q7OQ5e1OmWA0gkrd6SxaFMSDw5oyVP2EoOl+fsJL9/ShWvfWMP9H1nTRVX39+O1W7sSUsvzE8AJ\nzw7qQFZeIa98vZP9h3J5aWgX/O0mnxe/jOdA5jHm3ddbJ1VTVYLeGHa1rETY/CGsetn6YC8psm76\nXj/NqStYnc36vYcZP38zRcUl1A6qRtIfebx3V89TEsGSX5OYuDiOqIa1+OyhS87aB35LYhZH84vo\n3CyYWoH+XjmwyRjD69/s4s2Ve+jbqgFN6wVRVGxYsjmZcf2i+PsZmoqUciW9Mextcg/DzAFw7BBE\nDbCWYHRxH/5tydkUlRia1gti9a5DrNieyor4NCJCajB7TG+a1a/BzW+v5W/zN/PBPb24sHl9vt+R\nzhOLtnJRVChvj+x+zkFQ3SLquehsnEdEePyqttQKrMbM1XvZk36UvMJiBrZrxISr27o7PKUcRq8E\nXOnTByBuIYz51undN09XWFzCq8t3MnP13lPKG9cN5ObocMYPbHVyXvrEzGMMn7mO1Jx8rmjfiLW/\nHSa8fk0WP3Cx0xdgUUqVn14JeIuiAmuhlq3z4NIJLk8A+YXFjJ+3mW8T0hjVpzk9LgghNSefvq0a\n0LFp3b9014wIqUnMI5cy5asdrN9rJYAZo7trAlCqCtIk4GwFR61RvAd+tuby7/+Uy0N4enEs3yak\n8cKQjoy+KLJcrwmuEcBLQzs7NzCllNtpEnCmgqMw9xZrTp+bZ0HnW1wewob9mSzdcpCHB7YqdwJQ\nSvkOTQLOcuIKIPEXuPld6DTU5SEUlxj++UU8YcFBPDBA57ZRSv2V9/Xd8xY/ToMDa92WAABm/7iP\nuORsJl7bTtvzlVJl0iTgDMePwcbZ0O56tyWAHak5vLpiJ1d1aHzec+QrpXyHJgFniP3YGgDW50G3\nHP63jKOMnvULwTUCmOzGVbuUUp5Pk4CjZSfBqlcgrKtb5vpJzc5n1LvrMcYwb0xvGtZxzyhkpZR3\n0BvDjlRwBD640ZoDaPDH4OJv4EfyC7lnzgZy8gpZdP/FtG7sWesKK6U8j14JnI/cw7D3B2uFr7LE\nfQKHd8OwORDWxeGHLygqZt+hXHLyC4k/mMPhowUnn0vPyWfku+vZlXaE6SOj6dC0rsOPr5SqevRK\n4HwsfQh2fWWN+O37GLS9HvxLVeHWBdCwHbQc6PBDr96VwTOfxZGYmXeyrEaAP4O7NiUhNYe45GwC\n/P2YMbo7l5UxA6hSSpWlPAvNzwYGAenGmE522fPAfUCGvdkkY0yM/dzfgXuBYuBhY8xyJ8Ttesmb\nrATQbhCkxlqLv0ReCqM/s6aDEH9IXAdXPO/wZqCvt6Xy4NxNtGhQi8k3deJIfhFhwUF8FZfKks1J\ndA2vx6OXt+G6zk20CUgpdV7KcyUwB5gOfHBa+evGmNdKF4hIB2A40BFoCnwrIm2MMcUOiNW9fngZ\natSHG9+21vX95R34+mlrVtC0OHsjgc6OXdpxS2IWDy/YTJfwesy7r/fJSd4AhnRrRkmJ0eUNlVIV\nds4kYIxZLSKR5dzfEGCBMaYA2Ccie4BewNoKR+gJMvfB7uXW2r5Bdlt7n/utq4O4hdBrHDTpbK0N\nENzMYYfNLyzmiYVbaFCrOu/d1fOUBHCCJgClVGVU5p7AeBG5A9gIPGGM+QNoBqwrtU2SXfYXIjIW\nGAvQvHnzSoThAlsXAAIXjjq1fPCbcOFIaNHfKT2B3vhuN79l5PL+Pb2o70UrcymlvEdFewe9DbQE\nugEpwFS7vKxPwjK70hhjZhpjehhjejRs2LCCYbhASQlsmWctAhMcfupzATWscickgK2JWcxY9Ru3\n9YigfxsPrh+llFerUBIwxqQZY4qNMSXAO1hNPmB9848otWk4cLByIbrZrq8h+wB0G+mSw+XkF/L1\ntlQeX7iFRnWCeGaQLmOolHKeCjUHiUiYMSbF/vMmYJv9++fAPBGZhnVjuDXwS6WjdJfcQ7DsUavb\nZ/sbnHqorYlZTP1mFz/tOURxiaFOYDX+MyqaukEBTj2uUsq3laeL6HxgANBARJKA54ABItINq6ln\nPzAOwBizXUQWAvFAEfCQ1/YMMgaWjrfmABq1BAKCnHKY3IIiXvoqgY/WHSC0VnXG9Yuif5uGXNi8\nPtWr6Vg+pZRzlad30IgyimedZfvJwOTKBOURNs62xgVc/RI06eSUQ5SUGO59fwPr92Uypm8LHr2y\nDbUDdfyeUsp19BPndFmJ8MMUaybQlgOh9/1OO9THGxNZtzeTl4Z2ZkQvD+8hpZSqkjQJnJB7CNK2\nwZKx1kRw0aNh4LPg5/gmmczc48xY/Rsfrv2dPlEhDO8Zce4XKaWUE2gSANi1AhaMsAZ71Q2H+76H\nRu2ccqjU7HxGvruO/YePcWX7xvzvDR10vn+llNv4ThIwBtITYM83ENYNovpb5YX5EDMBQlrCwP+B\nyL5QM8Thh88vLGb6yj3MXf87x4tKmDemN72jQh1+HKWUOh9VNwnkHoL0eLjgEmuw1+pXIOuA9VxA\nTbh3hTXVw6opkPU73PH5n4nBCV7+egfv/bSfqzo05tEr2uhUz0opj1A1k8Dat2DlZCjMhQZt4dBO\nCO8FfR+HZtEwbzjMHQatLofNH1nTQTgxAazZncF7P+3nrosjeX5wR6cdRymlzlfV64i+8T1YPgla\nXArXvAxHUqHLbXB3DPS421r28fYFUCfMSgDtB8OgN5wWTtax40xYtJVWjWoz8Vrn3GdQSqmKqlpX\nAmnx8OUT0PoquG2uteBLzzGnLvwCViIY+73VHbRuU/Dzd0o4xhie+XQbmbnHmXVnT4ICnHMcpZSq\nqKp1JfDzm1AtCG6a8ecH/+kJoLR6EU5LAACfbk7my7gUHruyDZ2aBTvtOEopVVFVJwlkJULcIuh+\np1N695yvvRlH+d+l2+kVGcK4fi3dHY5SSpWp6iSBn9+0uoH2edDdkbByRxpD3vqJav7C1Fu74q8L\nvyilPFTVSAKZ+6wbwtGjrSYeN1qzO4NxH26ieUhNvhjfl4iQmm6NRymlzqZq3Bhe+QL4B1jLPzrR\n5gN/sOn3P2hYJ5AN+zMJqubPzd3DCa9fgyP5RSyLPci/v91Ny4a1mXdfH4Jr6DTQSinP5v1JIOEL\n2LYY+j0FdZo4fPfFJYZlsQdZuuUgK3eknyyvWd2fwuIS3v1x3ynbX9q6Aa8N66oJQCnlFbw7CWQn\nw+d/g6YXQr8nnXKIKV8l8M6afTSuG8hjV7RheK8IMo4U0KpRbY7kF7FqVwaZuQXUDgygQ9O6dIuo\n55Q4lFLKGbw7CaRsAfGDm2dBNccvxB4Tl8I7a/Yxus8F/GNwR/zsG7yN61oLzAQF+HNL9/Cz7UIp\npTyadyeBdtdDi/4QWNvhu07Nzmfi4li6RdTj2UEdTiYApZSqSs7ZO0hEZotIuohsK1UWIiLfiMhu\n+2d9u1xE5E0R2SMisSIS7czgAackAGMME5fEcry4hNdv66bLPCqlqqzyfLrNAa45rWwi8J0xpjXw\nnf03wLVYi8u3BsYCbzsmTMdKz8ln9o/7+GnPIY4Xlfzl+Zi4VH7YmcHT17SjRYNabohQKaVcozxr\nDK8WkcjTiodgLT4P8D7wA/C0Xf6BMcYA60SknoiEGWNSHBVwZeUdL+buORvYfjAHgCZ1g5hwdduT\nbfv5hcX8KyaB9mF1ueOiSDdGqpRSzlfRewKNT3ywG2NSRKSRXd4MSCy1XZJd9pckICJjsa4WaN7c\nNevrHj5awFOfxBKfksP/jbiQwGp+zFi9lwmLtgLQr00DJi2JIzkrj2k60lcp5QMcfWO4rE9NU9aG\nxpiZwEyAHj16lLmNI20/mM2od9dztKCIfwzuyA1dmwIwoG0j7p7zy8lEUN3fj+dv6KCrfimlfEJF\nk0DaiWYeEQkDToyiSgJKz9sQDhysTIAVlZ1XyPaD2aTnFFC9mh8vLIsnKMCfj8ddRJvGdU5uV72a\nH/8d1Z156w9ggMvaNqJtkzpn3rFSSlUhFU0CnwN3AlPsn0tLlY8XkQVAbyDb1fcDjDE89Uksn/ya\nhCl1fVEjwJ9PHjg1AZxQJyiAcf11pk+llO85ZxIQkflYN4EbiEgS8BzWh/9CEbkXOAAMszePAa4D\n9gDHgLudEPNZfbIpiUWbkhjRK4LrOocRFlyDY8eLaFQniCbBQa4ORymlPFp5egeNOMNTl5exrQEe\nqmxQFZGZe5x563/nv6v20rtFCJNv7KwDvJRS6hy8e8QwVpfO+b8c4PVvdpGTX8QlrUJ55ZaumgCU\nUqocvDoJrNyRxpOLYjmce5yLW4by/OCOZbb5K6WUKptXJ4HI0Fp0jajH2H5R9G4Rgoh++1dKqfPh\n1UkgqmFtZt/V091hKKWU19KZ0ZRSyodpElBKKR+mSUAppXyYJgGllPJhmgSUUsqHaRJQSikfpklA\nKaV8mCYBpZTyYWKM09dzOXcQIhnA7xV8eTCQXckQPGEfjoihOdasrpXhCefhKfuobH16ynl4wr+p\nvjcdt4/SdXmBMaZhpaIxxnj1A5hZFfbhoBgyqsh5eMo+KlWfHnQenvBvqu9Nx51Hpeuy9KMqNAd9\nUUX24YgYshywD084D0/ZR2Xr01POwxP+TfW96bh9OKIuT/KI5iDlGCKy0RjTw91xVBVan46jdek4\njq7LqnAloP40090BVDFan46jdek4Dq1LvRJQSikfplcCSinlwzQJKKWUD9Mk4MFEJEJEvheRBBHZ\nLiKP2OUhIvKNiOy2f9a3y0VE3hSRPSISKyLRp+2vrogki8h0d5yPuzmyPkXkZRHZZj9uc9c5uUsF\n6rKdiKwVkQIRmVDG/vxFZLOILHP1ubibI+tSRB6x35PbReTR8hxfk4BnKwKeMMa0B/oAD4lIB2Ai\n8J0xpjXwnf03wLVAa/sxFnj7tP29AKxyReAeyiH1KSLXA9FAN6A38KSI1HXliXiA863LTOBh4LUz\n7O8RIMG5IXssh9SliHQC7gN6AV2BQSLS+lwH1yTgwYwxKcaYX+3fj2D9J2kGDAHetzd7H7jR/n0I\n8IGxrAPqiUgYgIh0BxoDK1x4Ch7FgfXZAVhljCkyxuQCW4FrXHgqbne+dWmMSTfGbAAKT9+XiIQD\n1wPvuiB0j+PAumwPrDPGHDPGFGF94bvpXMfXJOAlRCQSuBBYDzQ2xqSA9QYCGtmbNQMSS70sCWgm\nIn7AVOBJV8Xr6SpTn1gf+teKSE0RaQBcBkS4JnLPU866PJt/A08BJU4K0WtUsi63Af1EJFREagLX\nUY73pVcvNO8rRKQ2sBh41BiTIyJn3LSMMgM8CMQYYxLP8lqfUdn6NMasEJGewM9ABrAW65Le55xH\nXZ7p9YOAdGPMJhEZ4IQQvUZl69IYkyAiLwPfAEexvqyc832pVwIeTkQCsN4Yc40xS+zitFLNPGFA\nul2exKmZPxw4CFwEjBeR/VjtiHeIyBQXhO9xHFSfGGMmG2O6GWOuxEoWu10Rvyc5z7o8k0uAwfZ7\ncwEwUEQ+clLIHstBdYkxZpYxJtoY0w/r3sE535eaBDyYWF8FZgEJxphppZ76HLjT/v1OYGmp8jvs\nXi19gGy7vXGkMaa5MSYSmIDVzj0RH+Oo+rR7soTa++wCdMHH7rVUoC7LZIz5uzEm3H5vDgdWGmNG\nOSFkj+WourT31cj+2RwYCsw/ZwCOnI1OH459AH2xmnNigS324zogFKu3wG77Z4i9vQBvAb8BcUCP\nMvZ5FzDd3efmzfUJBAHx9mMd0M3d5+YFddkE68oqB2sCtCSg7mn7HAAsc/e5eXNdAmvs9+VW4PLy\nHF+njVBKKR+mzUFKKeXDNAkopZQP0ySglFI+TJOAUkr5ME0CSinlwzQJKJ8kIsUissWebXGriDxu\nT69xttdEisjtropRKVfQJKB8VZ6xRvx2BK7E6pf93DleEwloElBVio4TUD5JRI4aY2qX+jsK2AA0\nAC4APgRq2U+PN8b8LCLrsGZq3Ic1q+ObwBSsQU6BwFvGmBkuOwmlHECTgPJJpycBu+wPoB1wBCgx\nxuTb87HPN8b0sCc4m2CMGWRvPxZoZIx5UUQCgZ+AYcaYfS49GaUqQWcRVepPJ6ZtDACmi0g3oBho\nc4btrwK6iMgt9t/BWAvQaBJQXkOTgFKcbA4qxpqp8TkgDWt1Jj8g/0wvA/5mjFnukiCVcgK9Max8\nnog0BP6LNbGewfpGn2KMKQFGA/72pkeAOqVeuhx4wJ4GGBFpIyK1UMqL6JWA8lU1RGQLVtNPEdaN\n4BPT+P4HWCwiw4DvgVy7PBYoEpGtwBzgDaweQ7/a0wFn8OfSlEp5Bb0xrJRSPkybg5RSyodpElBK\nKR+mSUAppXyYJgGllPJhmgSUUsqHaRJQSikfpklAKaV82P8D+iPy48EMHd4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff9b9b4e828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(title='Average price of terraced house (£k)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sometimes it's easier to see the normalised index:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def normed_price(norm_date):\n",
" norm = df.copy()\n",
" for c in norm:\n",
" norm[c] /= norm.loc[norm_date, c]\n",
" norm.name = 'Normalised to price on %s' % norm_date\n",
" return norm"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GVi+yEEKIrk1mcxKtr+HLTzvNHLMhPpt//ZDIrCHeDPZ1aZcyCHHNyvO1hR8H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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff9b6c616a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"YEARS = ['2005', '2010', '2015']\n",
"fig, ax = plt.subplots(1, len(YEARS), figsize=(10, 3), sharex=True, sharey=True)\n",
"for year, a in zip(YEARS, ax):\n",
" date = '%s-01-01' % year\n",
" d = normed_price(date)\n",
" d.plot(title=year, ax=a, legend=False)\n",
" a.axhline(1, c='k', alpha=0.5)\n",
" a.axvline(date, c='k', alpha=0.5)\n",
" if a == ax[-1]:\n",
" a.legend(bbox_to_anchor=(1,1))"
]
},
{
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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