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July 26, 2019 06:01
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Hotelling, Ripley's Function, NYC Restaurants, and Cuisines" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Analysis started because of this tweet by John Horton: https://twitter.com/johnjhorton/status/1154449990040707073\n", | |
" \n", | |
"So, I started wondering whether restaurants in NYC, tend to cluster by cuisine or not. Do Greek restaurants cluster in next to each other? Do we observe higher colocation of restaurants based on their cuisine, or do they cluster on the \"regular\" restaurant locations?\n", | |
"\n", | |
"The DOH Restaurants dataset contains all the NYC restaurants, their cuiside, and theur longitude and latitude. So it was easy to check...\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Render our plots inline\n", | |
"%matplotlib inline\n", | |
"%config InlineBackend.figure_format = 'retina'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Fetch the DOH Restaurants Dataset" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"!curl 'https://data.cityofnewyork.us/api/views/43nn-pn8j/rows.csv?accessType=DOWNLOAD' -o restaurants.csv" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"df = pd.read_csv(\"restaurants.csv\", low_memory=False)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Convert lon/lat to numbers and nullify bad lon/lat entries\n", | |
"df.Latitude = pd.to_numeric(df.Latitude)\n", | |
"df.Longitude = pd.to_numeric(df.Longitude)\n", | |
"df.loc[df.Latitude == 0, 'Latitude'] = None\n", | |
"df.loc[df.Longitude == 0, 'Longitude'] = None" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Keep only the attributes of interest and only one entry per\n", | |
"# restaurant/CAMIS\n", | |
"keep = ['CAMIS', 'CUISINE DESCRIPTION', 'Longitude','Latitude']\n", | |
"todrop = set(df.columns.values) - set(keep)\n", | |
"restaurants = df.drop(todrop, axis='columns').dropna().drop_duplicates()\n", | |
"del df # drop the full dataset" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 92, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Just to shorten\n", | |
"restaurants[\"CUISINE DESCRIPTION\"].replace(\n", | |
" to_replace='Latin (Cuban, Dominican, Puerto Rican, South & Central American)',\n", | |
" value = 'Latin',\n", | |
" inplace=True\n", | |
")\n", | |
"\n", | |
"restaurants[\"CUISINE DESCRIPTION\"].replace(\n", | |
" to_replace='Bottled beverages, including water, sodas, juices, etc.',\n", | |
" value = 'Bottled beverages',\n", | |
" inplace=True\n", | |
")\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Ripleys K(t) and L(t) functions" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"See the corresponding [Wikipedia entry](https://en.wikipedia.org/wiki/Spatial_descriptive_statistics#Ripley's_K_and_L_functions) for the description of the estimator.\n", | |
"\n", | |
"Effectively the Riley's function $K(r)$ checks for each data point, as you increase the radius, how many other data points you encounter. In 2-dimensions, if points are uniformly distributed, when you are at distance $r$, you are expected to encounter a number of data points proportional to $\\pi r^2$ .\n", | |
"\n", | |
"The normalized function $L(r) = \\left(\\frac{K(r)}{\\pi}\\right)^{1/2}$ is expected to be $r$ when the points are uniformly spread on two dimensions. It is below $t$ when you find less data points than expected following a uniform distribution (i.e., higher dispersion), and it is higher than $t$ when the points are more clustered than expected following a uniform distribution.\n", | |
"\n", | |
"In other words if \n", | |
"\n", | |
"* $\\frac{L(r)}{r} \\approx 1$ then points are distributed according to a uniform distribution\n", | |
"* $\\frac{L(r)}{r} > 1$ then points are dispersed\n", | |
"* $\\frac{L(r)}{r} < 1$ then points are clustered" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Requirement already up-to-date: astropy in /usr/local/lib/python3.6/dist-packages (3.2.1)\n", | |
"Requirement already satisfied, skipping upgrade: numpy>=1.13 in /usr/local/lib/python3.6/dist-packages (from astropy) (1.16.4)\n" | |
] | |
} | |
], | |
"source": [ | |
"!sudo -H pip3 install -U astropy " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# See https://docs.astropy.org/en/stable/stats/ripley.html\n", | |
"from astropy.stats import RipleysKEstimator" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 54, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"x_max=restaurants.Longitude.max() \n", | |
"y_max=restaurants.Latitude.max() \n", | |
"x_min=restaurants.Longitude.min()\n", | |
"y_min=restaurants.Latitude.min()\n", | |
"area = (x_max - x_min) * (y_max - y_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 55, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# restaurants.Latitude.min(), restaurants.Latitude.max()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 56, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# restaurants.Longitude.min(), restaurants.Longitude.max()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 57, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# restaurants.Longitude.hist(bins=100)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 58, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# restaurants.Latitude.hist(bins=100)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 59, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"Kest = RipleysKEstimator(area=area,\n", | |
" x_max=x_max,\n", | |
" y_max=y_max,\n", | |
" x_min=x_min,\n", | |
" y_min=y_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 60, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# (x_max-x_min)*(y_max-y_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 61, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# (x_max-x_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 62, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# (y_max-y_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 63, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# (0.547*0.547+0.405*0.405)**0.5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 64, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"z = restaurants[[\"Longitude\",\"Latitude\"]].values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(26419, 2)" | |
] | |
}, | |
"execution_count": 65, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"z.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 66, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[-73.85253702, 40.8340942 ],\n", | |
" [-73.96941514, 40.75934644],\n", | |
" [-73.96492083, 40.75983098],\n", | |
" ...,\n", | |
" [-73.94703966, 40.82598907],\n", | |
" [-73.98532317, 40.72604738],\n", | |
" [-73.92136774, 40.70052794]])" | |
] | |
}, | |
"execution_count": 66, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# These are the lon/lat coordinates of all the restaurants\n", | |
"z" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 67, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# TODO: Perhaps convert the lon/lat coordinates\n", | |
"# to values that would allow the distance metric to be miles" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007, 0.008, 0.009,\n", | |
" 0.01 , 0.011, 0.012, 0.013, 0.014, 0.015, 0.016, 0.017, 0.018,\n", | |
" 0.019, 0.02 , 0.021, 0.022, 0.023, 0.024, 0.025, 0.026, 0.027,\n", | |
" 0.028, 0.029, 0.03 , 0.031, 0.032, 0.033, 0.034, 0.035, 0.036,\n", | |
" 0.037, 0.038, 0.039, 0.04 , 0.041, 0.042, 0.043, 0.044, 0.045,\n", | |
" 0.046, 0.047, 0.048, 0.049, 0.05 ])" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# This is the set of radii that we consider\n", | |
"# We consider distance to be Euclidian on lon/lat coordinates as x/y values\n", | |
"r = np.linspace(0.001, 0.05, 50)\n", | |
"r" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# We compute the baseline L values for the restaurants in NYC, in general\n", | |
"# We will use this L values are a baseline later, when we will examine the\n", | |
"# concentration of restaurants per cuisine\n", | |
"K = Kest(data=z, radii=r, mode='none')\n", | |
"L = np.sqrt(K/np.pi)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f35a6ddb6d8>]" | |
] | |
}, | |
"execution_count": 42, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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Hi8u1wPnAVcDednh+yklPC1zQbE9021wkSZK6rjYN6CGE8cD3gZ9FUfR8Kx7VK4TwDyGEr4UQPh9COK2NSuy0Zjc7VfQJTxWVJEnqstqsxSWEkAHcBmwAvtbKx00BfnvY8xcBn4yi6I3jqGX+US6Na2VdsTlzdCHdM9PZX1vPmu17WbO9ipFFJ9LeL0mSpGTWljPo/wlMBT4VRdH+Vjznf4BZQBGQC5wC/JVEaH86hDCwtYV2RtmZ6Zw1urDpvW0ukiRJXVObBPQQwqkkZs1/HEXRS615VhRF10dRNDeKoh1RFFVFUTQviqIPAncDhRzHotMoiqYf6QtY0Zra4jb7pOZtLgZ0SZKkrqjVAb2xteWPwErg662u6Ohubnw9ux1/jaR2/rhiDu6uuGDDbrbvqY63IEmSJLW5tphBzwHGAOOBA80PFgK+0XjPrxvHftqKX2d742vPVjyjUyvo2Y0ZwwoAiCJ4armz6JIkSV1NWywSreawBZ3NTCPRlz4HeBNoTfvLwZ1c1rbiGZ3e7Al9eXXdLiDR5vKRmUNirkiSJEltqdUBvXFB6NVHuhZCuJFEQP9DFEW/aTbeAxgC7IuiaEOz8cnA8iiKag97zmTgO41vb29tzZ3ZRRP68u2HlgMwZ/UO9tXU0aNbuxwIK0mSpBi0x0FFx2MmsJxE73pz/wJsDSHcG0L4RQjhRyGEB4EFQB/g18CfO7bU5DK0T0/G9s0FoLqugedX7oi5IkmSJLWlZJt6vRfIAyaTOI00G9gJPAL8Ooqi+2OsLWlcNKEvb27bA8Djy7Zy8cR+x/iEJEmSOot2DehRFN0I3HiE8WeBcITxe0mEdL2Niyb05aZnVgPw9Ioy6uobyEiP6w9DJEmS1JZMdZ3QpIH59MvLBqB8Xy3z1u+OuSJJkiS1FQN6J5SWFrhwQnHTew8tkiRJ6joM6J3URRMO9Z0/vmwrURTFWI0kSZLaigG9kzptRAE5WYklBBt37W9aNCpJkqTOzYDeSWVlpHPu2KKm908stc1FkiSpKzCgd2IXTejb9P0Tyw3okiRJXYEBvRM7d2wxGWmJ3SoXl1awpWJ/zBVJkiSptQzonVh+90xOG9Gn6f2T7uYiSZLU6RnQO7nZJx1qc3ncgC5JktTpGdA7uQvHHwroL6/dSeWB2hirkSRJUmsZ0Du5Ab26M3FgHgC19RHPvrk95ookSZLUGgb0LuCi8YcOLfJUUUmSpM7NgN4FNO9Df2ZFGTurqmOsRpIkSa1hQO8CxvXLZURhTwCqquv41oPLYq5IkiRJJ8qA3gWEEPj6FROa3t/3+maeXmGriyRJUmdkQO8izhtbzJUnD2h6/x/3LKGqui7GiiRJknQiDOhdyH9ecRIFPbsBsLniAP/96IqYK5IkSdI7ZUDvQgp6duMbzVpdbnt5PfNKdsVYkSRJkt4pA3oX8+4pAzhvbBEAUQQ33L2YA7X1MVclSZKk42VA72JCCHznvZPo2S0dgDXb93LT06tjrkqSJEnHy4DeBQ3o1Z2vXjKu6f3Nz61h+ZbKGCuSJEnS8TKgd1EfP3UopwzrDUBdQ8QNdy+mrr4h5qokSZJ0LAb0LiotLfC9902mW3rit3hxaQW3vlgSb1GSJEk6JgN6FzaqOIdrLxjV9P7HT7zJ+p17Y6xIkiRJx2JA7+L+6ZyRjOuXC8CB2gb+7W9vEEVRzFVJkiTpaAzoXVxmehr//YHJpIXE+7lrdnLnvI3xFiVJkqSjMqCngMmDenH1WSOa3n/7oeWUVR6IsSJJkiQdjQE9RVx34RiG9ukBwJ4DdfznfUtjrkiSJElHYkBPEd27pfO9905qev/o0q08umRLjBVJkiTpSAzoKeSMUYV8eMbgpvdfv28pFftqY6xIkiRJhzOgp5ivXTqeotwsALbvqeY7Dy+LuSJJkiQ1Z0BPMfk9Mvmv90xsen/nvFKeebMsxookSZLUnAE9BV08sR+XTOzX9P66v7zOpvL9MVYkSZKkgwzoKeq/rpxI37xEq0v5vlo+d8cCquvqY65KkiRJBvQUVZiTxU0fm0Z64wlGizaW852HlsdclSRJkgzoKeyUYQX82yXjmt7/8aX13Pf6phgrkiRJkgE9xX36zOFcOulQP/pX736Dldv2xFiRJElSajOgp7gQAj94/2RGFPYEYH9tPdfcPp+q6rqYK5MkSUpNBnSRm53Jrz4xne6Z6QCs3b6XG/66mCiKYq5MkiQp9RjQBcDYfrl8932H9kd/6I0t3PpiSXwFSZIkpSgDupq8d+ogPnHakKb33314OfPX74qxIkmSpNRjQFcLX798AlMG5QNQ1xDxuTsWsKOqOuaqJEmSUke7BPQQwidCCFHj19Xv8LMTQgh3hhDKQggHQghvhhC+GULo3h61qqWsjHR++fFp9OqRCcC2ymqu/fNC6hvsR5ckSeoIbR7QQwiDgZuAqhP47KnAa8CVwJPAz4BK4D+BJ0IIWW1Yqo5iUO8e/PTDJxMSZxgxd81O/ueJN+MtSpIkKUW0aUAPIQTgVmAncPM7/Gx642d7AB+IouhjURTdAJwK3A3MAq5ry3p1dOeOLeafzx/d9P6Xz6zhqeXbYqxIkiQpNbT1DPq1wPnAVcDed/jZc4DxwPNRFN1/cDCKogbgXxvfXtP4PwHqAF+8YDRnjS5sen/dX15n4659MVYkSZLU9bVZQA8hjAe+D/wsiqLnT+AR5ze+Pnr4hSiK1gIrgaHAiOOoZf6RvoBxx/qsDklPC/zsI1MZkJ8NQOWBOj57x3wO1NbHXJkkSVLX1SYBPYSQAdwGbAC+doKPGdv4uvIo11c1vo45wefrBBT07MYvPz6NzPTEH1ws2VTJ1/72Bg0uGpUkSWoXbTWD/p/AVOBTURTtP8Fn5De+Vhzl+sHxXsd6UBRF04/0Baw4wdpS2tQhvfn65ROa3v9t4Sa+cf9STxqVJElqB60O6I07r3wN+HEURS+1viQlo0+eNpQPzxjc9P62l9fz3YeXG9IlSZLaWKsCemNryx9JtKV8vZW1HJwhzz/K9YPj5a38dXQCQgh8932TePeUAU1jv35hHf/zxNE6kiRJknQiWjuDnkOiJ3w8cKDZ4UQR8I3Ge37dOPbTYzzr4EbbR+sxP7jnn4kwJulpgR9/aArvOqlv09gvnl7NL59ZHWNVkiRJXUtrA3o18NujfC1svGdO4/tjtb883fh68eEXQggjSAT39cDaVtasVshMT+MXH53GeWOLmsZ++Nib/OYFf1skSZLaQkZrPty4IPTqI10LIdxIYuHoH6Io+k2z8R7AEGBfFEUbmn3kOWA5cHYI4d0H90IPIaQBP2i85+bIpufYdctI41efmM6n//AaL67eCcC3H1pOVmY6nzxtaMzVSZIkdW5tfVDR8ZhJIoj/sflgFEX1JA442gf8NYTwpxDC94FXgA8ALwI/6eBadRTZmen8+u9mMHNYQdPY1+9dwp3zNsZYlSRJUucXR0A/qiiKXgFOAe4DZgPXkVgc+i3goiiKqmMsT4fp0S2D335qBicPPrTz5Q13L+a+1zfFWJUkSVLn1qoWl7cTRdGNwI1HGH8WCG/zuWXAB9urLrWt3OxM/nDVTD7665dZtqWSKIJ/uXMRWRlpXDyxf9zlSZIkdTpJNYOuzim/Rya3X30qY/rmAFDfEPHPf17IMyvKYq5MkiSp8zGgq00U9OzG7VefyojCngDU1kf80+3zmbNqR8yVSZIkdS4GdLWZ4txs7vjHUxlc0B2AmroGrv7ja7y6blfMlUmSJHUeBnS1qf753fnT1afRPz8bgAO1DXzq1ld5dMnWmCuTJEnqHAzoanODC3pwx9WnUpSbBcC+mnquuX0+P3xsBfUNbmMvSZL0dgzoahcjinL4c7N2F4BfPrOGf/j9a1Tsq42xMkmSpORmQFe7GVWcywNfOJOzRhc2jT23cjtX3DSH5VsqY6xMkiQpeRnQ1a569ejG76+ayefOHdk0tmHXPt73v3O5f9HmGCuTJElKTgZ0tbv0tMC/XjyOmz8xjZ7d0gHYX1vPtX9eyHceWkZdfUPMFUqSJCUPA7o6zMUT+3Pv52c17ZUO8OsX1vHJ377KzqrqGCuTJElKHgZ0dajRfXO59wuzuHB8cdPYS2t3csUv5vBGaUWMlUmSJCUHA7o6XF52Jv/vkzO47sIxhJAY21xxgPffPJe75m2MtzhJkqSYGdAVi7S0wBcvHM1v/34GudkZQOLk0a/8dTFfv3cJNXX2pUuSpNRkQFeszh/Xl/u/cCZj+uY0jd328no+cPNcSnbsjbEySZKkeBjQFbvhhT2553OzuHRSv6axxaUVXPbzF7h7filR5OmjkiQpdRjQlRR6ZmXwy49N4z8uG09meqIxfW9NPdfftYgv/eV1Kg94+qgkSUoNBnQljRACV581gr99dhbDm23FeN/rm7ns5y+wYMPuGKuTJEnqGAZ0JZ1Jg/J58J/P5EMzBjWNbdy1nw/e/BI3Pb2K+gZbXiRJUtdlQFdS6pmVwX9/YAo3fWxq0y4v9Q0RP3p8JR//zctsqdgfc4WSJEntw4CupHb55AE8fO1ZTB/au2ns5bW7uORnL/DY0q0xViZJktQ+DOhKeoMLevCXz5zGFy8YTVrjwUbl+2r5p9vm8+/3vMH+mvp4C5QkSWpDBnR1ChnpaVx30Rj+7zOnMyA/u2n8jlc28O6b5rB8S2WM1UmSJLUdA7o6lZnDC3jki2dz2aT+TWOryqp4z00v8stnVlNX7wmkkiSpczOgq9PJ75HJTR+byg/eP4numekA1NQ38MPH3uT9v5rLqm17Yq5QkiTpxBnQ1SmFEPjwKUN48NozmTK4V9P4otIKLvv5HH717Bpn0yVJUqdkQFenNrIoh7uvOZ0bLh5Ht/TE38419Q384NEVvP/ml1hd5my6JEnqXAzo6vQy0tP47LkjefDaM5k8KL9pfNHGci79+RxueW6NhxtJkqROw4CuLmNM31z+9tkz+Mq7xpKZntiPsaauge89soIP3jyXNdurYq5QkiTp2Azo6lIy0tP4/HmjeOCfz2TiwLym8QUbyrn0Zy/w6+fXOpsuSZKSmgFdXdK4fnnc87lZXH/RmKbZ9Oq6Br7z8HI+dMtLrHU2XZIkJSkDurqszPQ0/vmC0dz/hTOZ0P/QbPr89bu59Ocv8MtnVlNd5ymkkiQpuRjQ1eWN75/HfV+YxZcuHE1GWmI2/UBtYt/0S372AnNW7Yi5QkmSpEMM6EoJmelpfOnCMdz3hVktZtPXbt/LJ377Cl/40wK2VhyIsUJJkqQEA7pSykkD8rn/C7P4xhUTyMnKaBp/cPEWLvjxs/zmhbXUesCRJEmKkQFdKScjPY2rZg3n6evP4T0nD2ga31tTz7cfWs4Vv5jDayW7YqxQkiSlMgO6UlZxXjY/+8hU/vSPpzKqOKdpfMXWPXzw5pe4/s5F7KiqjrFCSZKUigzoSnlnjCzk4WvP4oaLx9E9M71p/O4FpZz/o2e57aUS906XJEkdxoAuAd0y0vjsuSN58vpzuPikfk3jlQfq+Pp9S7nyly+yaGN5jBVKkqRUYUCXmhnYqzs3f3I6t151CkP79Ggaf2NTBVf+74v8+z1vULGvNsYKJUlSV2dAl47gvLHFPPals/nShaPplpH4xySK4I5XNnD+j5/lrnkbiSLbXiRJUtszoEtHkZ2ZzpcuHMMT153NuWOLmsZ37q3hK39dzIdueYkVWytjrFCSJHVFbRLQQwg/CCE8FULYGELYH0LYFUJYGEL4Rgihzzt4TkkIITrK19a2qFV6p4b26cmtnzqFmz8xnQH52U3jr5Xs5rKfz+E7Dy2jqrouxgolSVJXknHsW47LdcAC4AmgDOgJnAbcCHwmhHBaFEUbj/NZFcBPjzBe1QZ1SickhMDFE/tx9phCfv7Uan7zwlrqGiLqGyJ+/cI6Hli0ha9fPoFLJ/UjhBB3uZIkqRNrq4CeF0XRW85JDyF8B/ga8G/A547zWeVRFN3YRnVJbapHtwy+esk43j9tIP9x7xJeWZc40Ghr5QE+/6cFnDW6kG+9ZyLDC3vGXKkkSeqs2qTF5UjhvNGdja+j2+LXkZLF6L65/N9nTuOnHz6ZwpyspvEXVu3gXT95nv95YmOvtqoAACAASURBVCUHautjrFCSJHVW7b1I9IrG18Xv4DNZIYRPhBC+FkL4YgjhvBBC+rE/JnWsEAJXTh3IU9efw9+fPpS0xs6WmvoGfv7UKi76yXPcv2gzDR5yJEmS3oHQllvFhRC+DOQA+cAM4EwS4fzCKIq2H8fnS4ChR7i0DrgqiqLnjrOO+Ue5NG7atGk95s8/2mXpxC3ZVMG/37vkLQcaTRqYz1cvGcesUYUxVSZJkjra9OnTWbBgwYIoiqa/08+29Qz6l4FvAF8iEc4fBWYfTzhvdCtwAdCPxELTScAtwDDgkRDClDauV2ozEwfmc89nz+C7751Erx6ZTeNvbKrg4795hU/+9hWWbq6IsUJJktQZtOkMetNDQ+gLnAF8H8gFLo+iaEErnvcj4Hrg3iiK3tuK58yfNm3aNGfQ1d4q9tdy83Nr+N2cdVTXNbS4duXJA7h+9lgGF/Q4yqclSVJnl0wz6ABEUbQtiqJ7gNlAH+CPrXzkzY2vZ7fyOVKHyO+eyQ0Xj+O5r5zHh2cMbupPB7j39c1c8OPn+NYDy9i1tya+IiVJUlJq10WiURStB5YBJ4UQWtOAe7BFxr3r1Kn0y8/mBx+YzGNfOpsLx/dtGq+pb+B3L67jnP9+hl8+s5p9NR50JEmSEtp7FxeAAY2vrdlz7rTG17WtrEWKxei+ufzm72dw1zWnM31o76bxPdV1/PCxNzn3h8/yp1c2UFff8DZPkSRJqaDVAT2EMCaEkH+E8bTGg4qKgblRFO1uHM8MIYwLIYw87P7xIYS3zJCHEIYBNzW+vb219UpxOmVYAX+95nRu+eR0RhYd+tu9bE81X7vnDWb/5HkeXOzWjJIkpbK2OEn0UuB7IYQ5JLZD3An0Bc4BRgBbgX9sdv9AYDmwnsTuLAd9GLg+hPB847U9wEjgMiAbeBj4URvUK8UqhMC7TurHBeOKuWt+KT95YiVle6oBWLtjL1/400Im9F/DV941lnPHFhFCOMYTJUlSV9IWAf1JYBSJbRWnAr2AvcBK4Dbg51EU7TqO5zwDjG18xiwS/eblwJzG59wWtceWM1JMMtLT+OjMIVx58kB+9+I6bn5uDXsOJHrRl22p5Krfv8aMob35yrvGcuqIPjFXK0mSOkq7bLOYrNxmUcmsfF8Ntzy/lltfXMeB2pa96GePKeIrs8cyadBbuskkSVISSrptFiW9c716dOOGi8fx/L+ex9+fPpTM9EOtLc+v3M4VN83hc3fMZ3XZnhirlCRJ7c2ALiWZ4txsvvmeiTx9/bl8YPqgFnuoP/zGVmb/5Hm+fNciNu7aF1+RkiSp3RjQpSQ1uKAHP/rgFB6/7mwumdivabwhgr/OL+X8Hz/L1+9dQulug7okSV2JAV1KcqOKc/nVJ6Zz/xdmcfaYoqbx2vqI215ez7k/fJYv37WI1WVVMVYpSZLaigFd6iQmD+rFH/9hJv/3mdOY0eywo7qGiL/OL+WinzzH5+6Yz5JNFTFWKUmSWsuALnUyp43ow13XnM4f/2Empw4vaBqPokSP+uW/mMPf/+5VXl13PLubSpKkZNMW+6BL6mAhBM4eU8TZY4qYV7KL/312DU+vKGu6/tzK7Ty3cjunDOvN584bxbljPPBIkqTOwhl0qZObMayA333qFB669kwun9yf5jn8tZLdXHXra1z+izk8/MYW6htS59wDSZI6KwO61EWcNCCfmz42jaf+5Rw+PGNwi33Ul26u5HN3LOCinzzHHa+sZ39NfYyVSpKkt2NAl7qYEUU5/OADk3nuK+dx1axhZGce+sd87fa9/Ps9Szjj+0/xo8fepKzyQIyVSpKkIzGgS13UgF7d+cYVJ/HiDefzhfNGkZt9aMnJ7n213PTMamb94Gn+5S+vu/OLJElJxIAudXF9crL48rvGMver5/P1yycwqHf3pmu19RF/W7iJy38xh4/8v5d4Ytk2GuxTlyQpVu7iIqWI3OxMPn3mcP7+9KE8sWwbv52zjnnrdzddf3ntLl5eu4thfXpw1azhfGD6IHpm+a8ISZI6mjPoUorJSE/jkkn9+etnz+C+z8/i3VMGkJ52aEFpyc59fOP+pZz+vaf43sPL2Vy+P8ZqJUlKPQZ0KYVNGdyLn390Ki/863n80zkjyGvWp155oI5bnl/LWf/9DJ//0wLmr99FFNn+IklSe/PPryUxoFd3/u2S8Vx7/mjuXlDK7+aso2TnPgDqGyIeWryFhxZvYcqgfK6aNZxLJ/WnW4b/fy9JUnvwv7CSmvTMyuDvTh/G09efy2/+bganj+jT4vqi0gq+9JfXOfMHT/OLp1axs6o6pkolSeq6nEGX9BZpaYELJ/Tlwgl9Wb6lkt+/WMI9r2+ipq4BgLI91fz4iZX84pnVXHnyAK6aNZzx/fNirlqSpK7BGXRJb2t8/zx+8IHJvPTV8/ny7DEU52Y1Xaupa+DOeaVc8rMX+Oj/e5knlm2j3m0aJUlqFWfQJR2XPjlZfOH80Xzm7JE8smQLv52zjsWlhw44emntTl5au5OhfXrwd6cP40MzBpGbnRljxZIkdU7OoEt6R7plpPGekwdy3+dncfdnT+eyyf1bbNO4fuc+/uvBZZz23ae48f6lrNuxN8ZqJUnqfJxBl3RCQghMH1rA9KEFbC7fzx9fWs+fX91Axf5aAPbW1PP7uSX84aUSzhtbzFWzhnHmqEJCCG//YEmSUpwBXVKrDejVna9eMo5rLxjFPQs38fsXS1hVVgVAFMHTK8p4ekUZo4pz+NQZw3jftIH06Oa/fiRJOhJbXCS1mR7dMvj4qUN5/Lqzue3TMzl/XHGL66vLqviPe5dw+vee5nsPL6d0976YKpUkKXk5hSWpzYUQOGt0EWeNLmLdjr38YW4Jd83byN6aegAq9tdyy/Nr+fULa3nXSf34u9OHcdqIAttfJEnCgC6pnQ0v7MmN7z6J62eP4a55pfzhpRLWN55S2hDBI0u28siSrYws6snHTx3K+6cNIr+Hu79IklJXiKLU2bM4hDB/2rRp0+bPnx93KVLKqm+IeGZFGbfOXceLq3e+5Xp2ZhpXTB7Ax08bypRB+c6qS5I6penTp7NgwYIFURRNf6efdQZdUodKb3ZK6Ztb93DbyyXcs2BTU/vLgdoG7ppfyl3zS5k4MI+PnzqU95w8wEWlkqSU4Qy6pNhVVddx/+ubuf3l9SzbUvmW67lZGbx32kA+fupQxvbLjaFCSZLeGWfQJXVqOVkZfOzUIXx05mBe31jOHa9s4IFFm6muawBgT3Udf3xpPX98aT2nDOvNx08dysUT+5GdmR5z5ZIktT0DuqSkEUJg6pDeTB3Sm/+4bDx3L9jEHa+sZ+32Q6eRvlaym9dKdtPrgUzeN3UQH505mNF9nVWXJHUdtrhISmpRFPHS2p3c8coGHluylbqGt/47a8bQ3nx05hAundSf7t2cVZckxc8WF0ldVgiBM0YWcsbIQsr2HOCueaX832sb2Lhrf9M989bvZt763dz4wFLeN3UgH5k5hPH982KsWpKkE+cMuqROp6Eh4sU1O/jzqxt4fOm2I86qnzy4Fx+bOYTLp/R3BxhJUodzBl1SSklLO3RS6fY91dy9oJT/e3UDJY0HIAG8vrGc1zeW860Hl/Gekwfw4VMGM2mg+6pLkpKfAV1Sp1aUm8U154zkM2eN4OV1O/nzqxt5bMlWauoTO8BUVddxxysbuOOVDYzrl8sHZwzmvVMHUtCzW8yVS5J0ZAZ0SV1CWtqhXvVde2v424JS/vTqhhY7wKzYuof/enAZ339kOReO78uHZgzmrNGFZKSnxVi5JEktGdAldTkFPbtx9Vkj+PSZw3l13S7unFfKw29sYX9t4rTS2vqIR5Zs5ZElW+mbl8X7pw3iQzMGM6ywZ8yVS5LkIlFJKWLPgVoeWryFO+dtZMGG8iPeM3N4AR+aMZhLJ/VzYakkqVVcJCpJx5CbnclHZg7hIzOHsGrbHu6aX8rfFpSyo6qm6Z5X1+3i1XW7+MZ9S7hiygA+OGMw04b0cmGpJKlDOYMuKWXV1jfwzIoy7pxXyjNvllF/hO0aRxb15EMzBvO+aYMoys2KoUpJUmcU+wx6COEHwAxgDFAI7AfWA/cCN0VRtPMdPGsQ8C3gYqAPsKXxOd+Momh3W9QrSQCZ6WnMPqkfs0/qR9meA9yzYBN3ztvImmYLS9ds38v3HlnBfz/2JuePK+ZDMwZz7tgiMl1YKklqJ20ygx5CqAEWAMuAMqAncBqJ0L4ZOC2Koo3H8ZyRwFygGLgPWAHMBM4D3gRmvZOwf4TnO4Mu6W1FUcSCDbu5a14pDyzazN6a+rfcU5iTxfunDeSDMwYzqjgnhiolScmuNTPobRXQs6MoOnCE8e8AXwN+FUXR547jOY8Bs4Froyj6RbPx/wGuA26JouiaVtRpQJd03PZW1/HwG1u4a14pr5bsOuI904f25kMzBnHZ5AHkZLmsR5KUEHtAP+rDQ5gCvA48GUXRRce4dySwGigBRkZR1NDsWi6JVpcAFEdRtPeIDzl2PQZ0SSdk7fYq7ppfyt3zSynbU/2W690z07l4Yj+unDqQWSP7uLe6JKW42HvQ38YVja+Lj+Pe8xpfH28ezgGiKNoTQniRxOz6acBTbVeiJB3biKIcbrh4HNdfNIbnV23nztdKeXL5NuoaF5bur63nnoWbuGfhJgpzsnj3lAG8d+pAJg7McxcYSdI70qYBPYTwZSAHyCfRf34miXD+/eP4+NjG15VHub6KREAfwzECegjhaFPk446jDkk6qoz0NM4f15fzx/VlR1U19y5MLCxdua2q6Z4dVdX87sV1/O7FdYwqzuG9Uwfy7ikDGFzQI8bKJUmdRVvPoH8Z6Nvs/aPAp6Io2n4cn81vfK04yvWD471OsDZJalOFOVlNJ5Yu3VzJPQs3cd/rm9lRdagFZnVZFT987E1++NibzBxWwHunDeTSif3J75EZY+WSpGTWpgE9iqJ+ACGEvsAZJGbOF4YQLo+iaEFb/lrHqOOIvT6NM+vTOqoOSakhhMDEgflMHJjPv10yjrlrdnLvwk08unQr+5rtAvNqyS5eLdnFN+5byvnjinnPyQM4b1wx2ZnpMVYvSUo27dKDHkXRNuCeEMICEi0rfwQmHuNjB2fI849y/eD4kc/olqQkkJGextljijh7TBHfrqnj8aXbuGfhJl5YtZ2D5yDV1Dfw6NKtPLp0KzlZGcye0JcrTh7AmaMK3V9dktS+i0SjKFofQlgGnBxCKIyiaMfb3P5m4+uYo1wf3fh6tB51SUoqPbplcOXUgVw5dSBlew7wwKIt3LtwE29sOtTJV1Vdx98WbuJvCzfRq0cml0zsz7unDGDm8ALS01xcKkmpqCM27R3Q+PrW0z5aeqbxdXYIIe0I2yzOAvYBL7d9iZLUvopzs/n0mcP59JnDWV22h/te38wDizZTsnNf0z3l+2r586sb+POrGyjOzeLyyQO4Ykp/Th7cy51gJCmFtDqghxDGANuiKKo4bDwN+C8Sp4LOjaJod+N4JjASqI2iaM3B+6MoWhNCeJzETi2fB37R7HHfJHE66S0nuge6JCWLUcW5XD97LP9y0RiWbKrk/kWbeHDxFrZUHDrvrWzPoZ1gBhd054rJA7hiygDG9cs1rEtSF9fqg4pCCF8CvgfMAdYBO0ns5HIOMALYClwQRdGyxvuHNd63PoqiYYc9ayQwl0Sovw9YDpxKYo/0lcAZURTtbEWtHlQkKSk1NETMW7+bBxZt5uE3trBzb80R7xtZ1LNpZn1UcW4HVylJOl6xniQaQpgIXENiz/NBJLZB3EsiUD8E/DyKol3N7h/GUQJ64/XBwLeAi4E+JE4QvQf45sFZ+FbUakCXlPTq6huYu2YnDyzazKNLt7LnQN0R7xvXL5fLJ/fn8skDGFbYs4OrlCS9nVgDemdiQJfU2VTX1fPcm9t5YPEWnly2jf21R17OM3FgHpdPHsBlk/p7IJIkJYHWBPSOWCQqSTpBWRnpzD6pH7NP6sf+mnqeXlHGg4s38/SKMqrrmtbSs2RTJUs2VfL9R1YwZXAvrpjcn8sm96d/fvcYq5cknQgDuiR1Et27pXNZY/Cuqq7jqeXbeGDRFp5fuZ2a+kNhfdHGchZtLOfbDy1n2pBeXDyxHxef1J8hfZxZl6TOwIAuSZ1QTlYG7zl5IO85eSAV+2t5Ytk2Hly8mTmrdlDXcKh1ccGGchZsKOe7D69gfP88Lj6pHxdP7MeYvjnuBiNJScqALkmdXH73TD4wfRAfmD6I3XtreGzpVh5cvIWX1u6kvllYX76lkuVbKvnJkysZXtiTd53Uj0sm9mPyoHzDuiQlEReJSlIXtWtvDU8u38ZjS7bywqodLdpgmuufn827GmfWTxnmCaaS1BZcJCpJeouCnt340IzBfGjGYPYcqOXZN7fz6NKtPLOijH01h3aD2VJxgN/PLeH3c0so6NmNC8YVM/ukfpw1upDszPQYfwJJSk0GdElKAbnZmVwxJXEa6YHaeuas2sGjS7fyxLJtVOyvbbpv194a7ppfyl3zS+memc7ZYwqZPaEf548rpnfPbjH+BJKUOgzokpRisjPTuXBCXy6c0Jfa+gZeXbeLR5ds5bGlWynbU9103/7aeh5buo3Hlm4jPS1wyrDezJ7Qj4sm9HWvdUlqR/agS5IAaGiIWFRazuPLtvH40q2s2b73qPdO6J/H7JP6ctGEvkzon+ciU0k6jD3okqRWS0sLTB3Sm6lDenPDxeNYs72KJxrD+oIN5S3uXbalkmVbKvnpk6sYkJ/N+eOLuWB8X04f0ce+dUlqJQO6JOmIRhblMPKcHK45ZyRllQd4cnkZjy/bytzVO1vsCLO54gC3v7yB21/eQPfMdM4cXcgF44o5f1wxxXnZMf4EktQ5GdAlScdUnJfNx04dwsdOHcKeA7U8t3I7jy3dxrNvlrHnQF3Tfftr63li2TaeWLYNgMmD8rlgXF8uGF/MSQNshZGk42FAlyS9I7nZmVw+eQCXTx5AbX0D80p289TybTy9ooy1O1r2rS8urWBxaQU/eXIl/fKyOa9xZv30kX3IyfI/QZJ0JC4SlSS1mbXbq3h6RRlPLt/GayW7W5xk2lxmemDG0ALOHlPEOWOKGN8/19l1SV2Ki0QlSUlhRFEOI4pyuPqsEVTsT7TCPL18G8+8ub3Ffuu19REvrd3JS2t38oNHV1CUm8XZo4s4Z2wRZ40qdM91SSnNgC5Jahf53TN595QBvHvKAOrqG1iwoZynVmzj+ZU7WL6lssW92/dUc/eCUu5eUEoIMHlQL84ZU8Q5YwqZMqgXGelpMf0UktTxDOiSpHaXkZ7GzOEFzBxewL9dAtsqD/D8yu08v2oHL6zaTvm+Q7PrUQSLNpazaGM5P39qFXnZGZw5upCzRxdx9pgiBvTqHuNPIkntz4AuSepwffOy+eCMwXxwxmDqGyIWl5bz/ModPLeyjNc3ltO8db3yQB0Pv7GVh9/YCsCo4pzGsF7Iae67LqkLMqBLkmKV3uyApC9eOJqKfbXMWZ0I68+v3MHWygMt7l9dVsXqsip+9+I6sjISM/PnjEnMro8uznGxqaROz4AuSUoq+T0yuWxyfy6b3J8oili5raqxHWY7r6zbRU3doUOSqusaeGHVDl5YtQMeWk7//GzOGl3IWaOLmDWqkAIXm0rqhAzokqSkFUJgbL9cxvbL5R/PHsH+mnpeWbezqR1mzfaW+65vqTjAnfNKuXNeKQAnDcjjzNGFnDmqkFOGFdgOI6lTMKBLkjqN7t3SOXdsMeeOLQYmsKl8f2J2feV25qze0eJUU4ClmytZurmSW55bS7eMNGYOK2DWqELOGl3IhP55pKXZDiMp+XhQkSSpS6irb2BR42LTOat38PrG8qMelATQu0cmZ4xKzK6fOaqQwQU9OrBaSV2dBxVJklJeRnoa04cWMH1oAdddNIY9B2p5ee0uXlyd2Mrx8HaY3ftqeWjxFh5avAWAwQXdOWNEIaeP7MPpI/vQNy87jh9DkgzokqSuKTc7k4sm9OWiCX0B2FKxnzmrdvDi6h3MWb2THVXVLe7fuGs/f9m1kb/M2wjAyKKenDGykDNG9uG0EX083VRShzGgS5JSQv/87k17r0dRxJvb9jBnVaId5tV1u9hXU9/i/jXb97Jm+15ue3k9ABP653H6yD6cMbIPM4cXkJudGcePISkFGNAlSSknhMC4fnmM65fH1WeNoLa+gcWl5cxdvZO5a3Yyf8PuFts5AizbUsmyLZX8ds460tMCJw3I49ThBZw6vA+nDCsgv4eBXVLbMKBLklJeZrP+9X++YDQHautZsH43c9fsZO6aHSwqrWix4DRx+mkFi0sr+PUL6wgBxvU7GNgLmDm8gD45WTH+RJI6MwO6JEmHyc5M54xRhZwxqhAYS1V1Ha+V7OKlxsC+dHMlzTdBiyJYvqWS5Vsq+f3cEgBGF+cwc3gBp47ow2nDCyh20amk42RAlyTpGHKyMjhvbDHnjS0GoGJfLa+V7OLVkl28snYnSzZXvmVLx1VlVawqq+KOVzYAMKxPD2YMK+CUYb2ZMayAEYU9CcF92CW9lQFdkqR3KL9HJhdO6MuFjTvEVFXXMa9kF6+u28Ur63axuLSc2vqWgb1k5z5Kdu7jr/MTp5z26dmNGcN6c8qwAmYMK+CkAXlkpqd1+M8iKfkY0CVJaqWcrIxmJ5zC/pp6Fm7YzcvrEjPsCzeWv2XR6c69NTy2dBuPLd0GQHZmGlMH926aYZ86pJc7xUgpyoAuSVIb696teQ87VNfVs2RTBa+V7GZeyS5eK9lNxf7aFp85UNvAS2t38tLanQCkNS48nT60d9PXoN7dbYuRUoABXZKkdpaVkd60SwznjKShIWLN9ipeLdnFvJLdvFayi9Ld+1t8piE6tLXjwb3Yi3KzmD4kEdanDe3NxIF5ZGWkx/EjSWpHBnRJkjpYWlpgdN9cRvfN5eOnDgUSJ53Oa5xhf7VkN29ureSwdads31PNo0u38ujSrQB0S09j0qD8RGAf0ptpQ3tRnOtuMVJnZ0CXJCkJ9M/vzhVTunPFlAEA7DlQy6KNFcxfv5v5G3azcP1u9lTXtfhMTX1D4vr63U1jA3t1Z+qQXkwd0pupQ3px0gBn2aXOxoAuSVISys3O5MzRhZw5OtHHXt8QsbqsqimQL9iwm3U79r7lc5vK97OpfD8PLt4CJGbZJwzIOxTaB/eyl11KcgZ0SZI6gfS0wNh+uYztl8vHTh0CwI6qahZuKGfe+l0sWL+bNzZVcKC25W4xNfUNvL6xnNc3lnPriyUAFOZkMXVIL04enPiaNCifPHeMkZKGAV2SpE6qMCeLiyb05aLG/dhr6xt4c+seFm7YzcIN5SzcWH7EWfYdVdU8sWwbTyzb1jQ2oqgnJw/qxZTBvZg8KJ/x/fPIzrQ1RoqDAV2SpC4iMz2NiQPzmTgwn0+enhjbtbeGRRvLE6F9Yzmvbyh/Sy87wNrte1m7fS9/W7ip8VmB8f3zmDwonymDEjPtI4pySE+zNUZqbwZ0SZK6sIKe3ThvXDHnjUsconRwi8cFG3azqLSCRRvLWbF1D/WHbRlTWx+xuLSCxaUV3M4GAHp2S2fiwHwmD8pn0qBeTB6Yz9A+Pexnl9pYqwN6CKEP8F7gMmASMBCoAd4AbgVujaKo4ehPaPGsEmDoUS5vi6KoX2vrlSQplTXf4vHDpyTGDtTWs3RzJYs2lrOotJzFpRVHbI3ZW1PPK+t28cq6XU1jedkZTBqUz+TGwD5pUD4De7kIVWqNtphB/yDwK2AL8AywAegLvA/4DXDJ/2/vXmMjO+s7jn//vntmbO/6ut7sxeu9b0JCdqMmBAgJCJCKKLeivqHQqgHxIoRIiYQUiZK2Qk1VKEGgNlURREBV9QWirdQQmhKabFKk0IQkm715vV5vdu31fX2Z8d1++uIcj28za896xud45veRjmZ95sxzzpn/jv3z4+c8x8w+65xz6ZtYZgR4KsX6eBaOVURERFaoKC1O3q10wcj4DG91DfPmlWHeuDLCm1eH6R+bWvXa0clZXmkf5JX2weS62mgZ71roafeH3DTXVCi0i6xTNgJ6G/AHwH8u7Sk3s8eBV4HP4IX1n62zvWHn3BNZOC4RERG5STWRUt5/sIH3H2wAwDlHz+gkb10d4dTVEd7qGuHU1WGuj8+seu1QYpoX2/p5sa0/ua42WsatO6u9MfI7a7jtlmr21Gp4jEgqGw7ozrkX0qzvMbOngW8C97P+gC4iIiIhY2Y011TSXFPJR2/1Rpw657h6fYJTXSP+ePVhTnWNMDa5+iLUocQ0Jy8McPLCQHJdVUUJx5r90H5LNbftrNGFqCLk/iLRhV+rV39S0ys3s88Be4AE8BbwknNuLtsHJyIiIjfPzNhdG2F3bYTff1cz4F2EenlonLf8seynu0c43TWacuaYscnZVWPaK0uLOdJcxbHmao7trOZYczVHdlRTWaYpH6Vw5Cygm1kJ8Hn/y+cyeOkO4Ccr1l0ysz91zr24zn2/luapIxkch4iIiGSoqMjYVx9lX32UT7z7FsAL7Veuj/N21yhvd4/wdpe3pBoeMzEz583h/s7wYpsGrQ2xZGi/1Q/udbHyTTsvkc2Uyx70J4HbgGedc79c52t+BJwETgNjQCvwEPAl4Bdm9h7n3Ju5OFgRERHJjaIiY29dlL11UT52u9fT7pzj2sikF9a7RzndNcKprhH6UlyIOu+gvS9Oe1+c/3izO7m+qbo8GdqPNntLS11UQ2Rky7P1T66SQaNmDwPfBc4B73XODa3xkrXa+xbwKPBvzrlPbaCd144fP378tdfSdbCLiIhIkPrGJjl7bYwz3aOcuTbK6W5vysf1xpWK0iIO76jmWHNVMrQf2VFFVUVpbg9cZIUTJ07w+uuvv+6cO5Hpa7Peg25mD+GF8zPAhzYau1fY/AAAD8BJREFUzn1P4wX0+7LQloiIiIRUY1UFjVUVfOBQQ3Ld+PQs53qWhvZRzl0bZWp29W1WJmfmvfncrwwvW7+7tpIjO7zAfqy5isM7vFlk1NsuYZTVgG5mjwDfAd7GC+d9WWp6YZ6maJbaExERkS0iUlbC8T3bOb5ncZ722bl5OgcTnO4e5ey1Mc5eG+XstdGUQ2QArgxNcGVogufP9CbXVZQWcaipisNNVRzesbg0xMo1/aMEKmsB3cy+hjfu/A3gw865gTVekol7/MeOLLYpIiIiW1RJcREHGqs40FjFJ969uH4gPsW5JYH9zLVR2vvizM6vHiMzOTPvTw85smx9bbRsVWg/1FRFrDzXk9+JeLLyP83Mvg78JfAa8JEbDWsxs1JgPzDjnLu4ZP1R4B3nXGLF9i3A9/0vf5qN4xUREZH8VB8r530Hy3nfwfrkuunZedr74snQfq5njHM9YwzEU/e2DyWm+U3HIL/pGFy2ftf2Sg43VXFoh9frfqipiv2NUcpLNAWkZNeGA7qZfQEvnM/hzcDycIo/C3U6557x/30LcBa4DLQs2eaPgEfN7CX/uTG8IP8xoAJ4FvjWRo9XRERECktZSZE3p/rO6mXrB+NTnO8d43zPGG29Xmhv6xkjMZ361itXr09w9foEvzq3OIK3uMhoqYske9kXAvze2gglxUU5PS/JX9noQd/nPxYDj6TZ5kXgmTXa+TVwGLgTeC/eePNh4GW8edF/4nIx5YyIiIgUpLpYOffGyrl3/2Jv+/y8o2t4gvM9Y5z3Q/v5nlE6+hMph8nMzTsu9ie42J/g2VM9yfVlJUXsb4hxqCnGoaYqDjZ6j7t1YaqsQ06mWQwrTbMoIiIiN2N61rso9XzPWDK8t/WO8c7Q+LqngATvwtQDjTEONVZxsKkqGeBv2VZJkYJ7XgnVNIsiIiIi+aasxJvx5VBTFR+/Y3H9+PQs7X3x5DCZ871xzveM0juaenz75My8d0fVrtFl6yNlxRxojHGgMcbBxir/MaYe9wKlgC4iIiJykyJlJdy+axu379q2bP3I+AwX+sZo643T5ve2t/XG016YOj49l3JGmYWhMgeT4T3GwaYYe+uilGqMe95SQBcRERHJsppIKXe11HJXS+2y9dcT015Y74tzYUlwH0pMp2xnenY+OfvMUiVFRkt9lAMNsWTP+4HGGK0NUSJlindbnSooIiIiskm2R8u4u7WOu1vrlq0fiE/R3hfnQl+ci31xLvSNcaE3nvbGS7Pzjva+OO19cTi9/LlbtlUuGS6zGN63RcpydVqSZQroIiIiIgGrj5VTHyvnnhXBfWR8hvZ+L6wvBPj2vjhdwxNp2+oanqBreIIX2/qXra+PldHaEGN/Q4z9DVH2N8Y40BBj57ZKjXMPGQV0ERERkZCqiZRyYm8tJ/YuHyoTn5qloz/uBfd+L7Rf7ItzeWicuRTTQQIMxKcZiA/x6qXl95MsLyliX70X2JPhvUHDZYKkd11ERERki4mVp744dWp2jsuD48nhLwu97h39caZm51O2NTU7n7y76ko7aypo9cN6a300+e+dNZoWMpcU0EVERETyRHlJcXI6yKXm5h1d1ye4OOD1tHs3V4rT0Z9IO7MMQPfIJN0jk7zcPrBsfUVpES11iz3tXoD3/l1VUZqTcyskCugiIiIiea64yNhTF2FPXYQHDjcue25kfGZVcL/YH+fyYPrhMpMz6Xvd62PltNZH2VcfpcV/bG2Isqc2QkVpcU7OL98ooIuIiIgUsJpIKcf3bOf4nu3L1s/MzfPO0Dgd/Qk6/N72jgHvcTDNtJDgzUgzEJ/i1c7lY93NYGdNJa0NUVrqvOC+ryHKvroou7ZXUqJ53ZMU0EVERERkldLiIv+i0RjQtOy54fFpOgYSq8J758A403Opx7o7tzjDzMkLy4fMlBQZe2ojtNT74d0P7vsaojRXVxTceHcFdBERERHJyLZIGcf3lK3qdZ+bd3QPT3BpILFquXp9nDQjZpidd17gH0iseq68pIi9dZHFITN10WSQb6ouxyz/wrsCuoiIiIhkRXGRsbs2wu7aCPcdalj23NTsHFeGFsJ7nEt+D3znYILe0fQXqk7NztPWG6etN77qucrSYvbWRWipi7K3PsK+uih7/eEzWzm8K6CLiIiISM6VlxQn72q6cshMYmqWzsEEnQPjdA4uBvfOgRuPd5+YmUt7serCTDML4f0rHzxIrHxrRN+tcZQiIiIikrei5SXcurOGW3fWrHpuZGKGzoFEMrhfHkxwaXCczoEEIxMzadtcOtNMcZHx2EcO5/IUskoBXURERERCq6aylDt2b+OO3dtWPTc8Ps2lgQSXB8e55If4zhThfdf2Skq30CwxCugiIiIisiVti5Rx554y7lxxsSoshvfOwQQuzcWpYaWALiIiIiJ550bhPey2Tl+/iIiIiEgBUEAXEREREQkRBXQRERERkRBRQBcRERERCREFdBERERGREFFAFxEREREJEQV0EREREZEQUUAXEREREQkRBXQRERERkRBRQBcRERERCREFdBERERGREFFAFxEREREJEQV0EREREZEQUUAXEREREQkRBXQRERERkRBRQBcRERERCRFzzgV9DJvGzAYrKytrjx49GvShiIiIiEgeO3v2LBMTE0POubpMX1toAf0SUA10brCpI/7juQ22I1uHal5YVO/ConoXFtW7sARZ7xZg1Dm3L9MXFlRAzxYzew3AOXci6GORzaGaFxbVu7Co3oVF9S4sW7XeGoMuIiIiIhIiCugiIiIiIiGigC4iIiIiEiIK6CIiIiIiIaKALiIiIiISIprFRUREREQkRNSDLiIiIiISIgroIiIiIiIhooAuIiIiIhIiCugiIiIiIiGigC4iIiIiEiIK6CIiIiIiIaKALiIiIiISIgUV0M1sl5n90My6zWzKzDrN7Ckz255hO7X+6zr9drr9dnflet+SmaBqbmZ/aGbfM7OTZjZqZs7Mfpqds5J0gqi3mdWZ2YNm9nMzazezCTMbMbOXzezPzKygvs9upgA/339jZr8ysyt+vYfM7Hdm9g0zq8vO2clKQf4MX/H6z/nf052ZPXhzZyNrCfDz3bmkviuXnuyc3TqOu1BuVGRm+4H/BRqBfwfOAb8HPACcB97rnBtcRzt1fjuHgBeA3wJHgE8AfcB7nHMdudi3ZCbgmr8B3AHEgav+9v/snPtcVk5OVgmq3mb2ZeAfgGvAr4F3gCbg00AN8DPgs65QvtlukoA/39PA68AZf5socA9wF9AN3OOcu7Lxs5QFQdZ7xet3A6eAYiAGfNE594ObPzNJJeDPdyewDXgqRZNx59y3bu6sMuScK4gF+CXggK+sWP93/vqn19nOP/rbf3vF+of99c/lat9atlTNHwAOAgbc72/306Dfk3xegqo38EHg40DRivU78MK6Az4T9PuTb0vAn++KNG1903/N3wf9/uTbEmS9l2xjwH8DF4G/9bd/MOj3Jh+XgD/fnUBn4O9B0AewSYXe7xfiUoofolV4vZwJILpGOzFg3N++asVzRX5RHdCa7X1r2To1T9HG/SigF0y9V7zmcX/77wX9HuXTEuJ63+Fv/3zQ71E+LWGpN/BVYB64D3gCBfS8rDchCeiFMjbyAf/xv5xz80ufcM6NAa8AEbw/Ud7IPUAl8Ir/uqXtzOP9xrd0f9nct2QmyJrL5gtrvWf8x9l1bi/rE9Z6f9x/fGud28v6BF5vMzsKPAl81zn3UsZnIJkIvN5AuX+tweNm9lUze8DMijM9kY0olIB+2H9sS/P8Bf/xUA7ayda+JTNB1lw2X+jqbWYlwOf9L59ba3vJSCjqbWaPmdkTZvYdMzsJ/BVeOH9yjf1KZgKtt/9Z/gnekLXH19iHbFwYPt878Gr+Tbyx6C8AF8zsA2vsM2tKNmtHAavxH0fSPL+wflsO2snWviUzQdZcNl8Y6/0kcBvwrHPul2ttLBkJS70fw7sgeMFzwJ845/rX2K9kJuh6/zlwJ/A+59zEGvuQjQu63j8CTgKngTGgFXgI+BLwCzN7j3PuzTX2vWGF0oMuIrJpzOxh4FG8mQf+OODDkRxxzu1wzhleb9un8X6Q/87Mjgd7ZJItZnY3Xq/5t51zvwn6eCT3nHN/4Zx7wTnX65wbd8697Zz7Mt4FqpV41x/kXKEE9IXfkmrSPL+wfjgH7WRr35KZIGsumy809Tazh4Dv4k3B94BzbmiNfUrmQlNvAP8H+c+BjwB1wI/X2K9kJpB6+0Nbfow3ROLrax+mZEmoPt9LPO0/3rfO7TekUAL6ef8x3Xilg/5junFKG2knW/uWzARZc9l8oai3mT0CfA94Gy+cb9pNLQpMKOq9knPuMt4vZreaWf16XiPrElS9Y/62R4HJpTesAb7hb/NP/rpUc2bLzQnl5xtYGLoWXef2G1IQNyryJ7xvx5s6Z//Sq4LNrArvBiMGNDrnEjdoJ4Y3sf080Lz0qmD/boEXgRZ/Hx3Z3LdkJsiap2jjfrwb2OhGRTkShnqb2dfwxp2/AXzYOTeQlZOTVcJQ7xu02Yt3c5Va59z1zM5MUgmq3mZWifcLdyrH8calv4wXBJ93zv3rzZ6jLArr59vMPop3nclZ59yxzM8sQ0HP87hZCxlOeo93p6kjKdrRjYq2yBJkzVdsdz+aBz2v6433528H/B9eMAv8/cj3Jah64/XG1aRop4jFGxW9EvT7k29LWL6fL9n+CTQPet7VG++vJavmV8cL8hf81zy+Ge9BQfSgQ8rbxp4F7sab/7INuNctuW2s/ycsnHcB0NJ2Vt429lW8gi7cNvZe59zFjexbsiPgmn8S+KT/5Q7go0AH3pXhAAPOuceyda4SXL3N7AvAM8AcXm9bqhkDOp1zz2ThNMUXYL0fAf4ar+f0EjCIN5PLB/AuEu0BPuScO5P1ky5gQX4/T3M8T+ANc/mic+4HGzw9WSHAz/cTeBf4vwRcxpvFZT/wMaACeBb4lHNuOtvnvErQvyVt5gLsxps+5xow7b/5TwHbU2zrvLcnZTu1eBeBXfbbuQb8ENiVjX1r2fo1Z7F3Jd3SGfR7k49LEPVeR60d8D9Bvzf5uARU79uA7+MNZRrAuwnVCPBb//+C/oKSR/W+wbEsfO7Vg55H9cb7Rftf8GbgGsa72Vw/8DzefS1ss86/YHrQRURERES2gkKZxUVEREREZEtQQBcRERERCREFdBERERGREFFAFxEREREJEQV0EREREZEQUUAXEREREQkRBXQRERERkRBRQBcRERERCREFdBERERGREFFAFxEREREJEQV0EREREZEQUUAXEREREQkRBXQRERERkRBRQBcRERERCREFdBERERGREFFAFxEREREJEQV0EREREZEQ+X9qMoAMAb8o1QAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 248, | |
"width": 372 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Just for fun: Let's see whether the restaurants in NYC are clustered or not\n", | |
"#\n", | |
"# The values of L/r seem to be consistently higher than 1\n", | |
"# so we observe higher clustering coefficient than random\n", | |
"# \n", | |
"# TODO: However, to do a proper analysis we need to compare\n", | |
"# against a uniform distribution of points *spread only within NYC limits*\n", | |
"# So, do not overinterpret this result \n", | |
"#\n", | |
"plt.plot(r, L/r)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Ripleys K(t) and L(t) functions per Cuisine type" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 93, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"American 5628\n", | |
"Chinese 2346\n", | |
"Café/Coffee/Tea 1751\n", | |
"Other 1451\n", | |
"Pizza 1177\n", | |
"Name: CUISINE DESCRIPTION, dtype: int64" | |
] | |
}, | |
"execution_count": 93, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"freq = restaurants['CUISINE DESCRIPTION'].value_counts()\n", | |
"freq[:5]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 94, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# We now create slices of the dataset with the lon/lat entries \n", | |
"# of the restaurants, brokenb down by cuisine.\n", | |
"# We only keep cuisines with sufficiently high number of restaurants\n", | |
"\n", | |
"freq_threshold = 100\n", | |
"rest_slices = dict()\n", | |
"for cuisine in freq.index.values:\n", | |
" if freq.loc[cuisine]<freq_threshold:\n", | |
" continue\n", | |
" condition = (restaurants['CUISINE DESCRIPTION'] == cuisine)\n", | |
" rest_slices[cuisine] = restaurants[condition][[\"Longitude\",\"Latitude\"]].dropna().values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 95, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"dict_keys(['American', 'Chinese', 'Café/Coffee/Tea', 'Other', 'Pizza', 'Italian', 'Mexican', 'Japanese', 'Latin', 'Bakery', 'Caribbean', 'Spanish', 'Donuts', 'Chicken', 'Pizza/Italian', 'Juice, Smoothies, Fruit Salads', 'Asian', 'Hamburgers', 'Sandwiches', 'Ice Cream, Gelato, Yogurt, Ices', 'Indian', 'Jewish/Kosher', 'French', 'Korean', 'Thai', 'Delicatessen', 'Mediterranean', 'Sandwiches/Salads/Mixed Buffet', 'Seafood', 'Middle Eastern', 'Irish', 'Bagels/Pretzels', 'Greek', 'Tex-Mex', 'Vegetarian', 'Bottled beverages'])" | |
] | |
}, | |
"execution_count": 95, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"rest_slices.keys()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We will now compute the Riley's $L_c(r)$ function for each cuisine $c$, and will compare against $L(r)$ computed for all restaurants in NYC. If the ratio is above 1, it means that the restaurants for that cuisine are more clustered than the general NYC restaurant. If the ratiois below 1, it means that restaurants for that cuisine are less clustered than the general NYC restaurant. \n", | |
"\n", | |
"For visualization purposes, we take the log of the ratio: values above 0 are clustered, values below 0 are dispersed." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 96, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"100%|██████████| 36/36 [00:03<00:00, 10.81it/s]\n" | |
] | |
} | |
], | |
"source": [ | |
"from tqdm import tqdm\n", | |
"coef = dict()\n", | |
"for target in tqdm(rest_slices):\n", | |
" # Compute Ripley's functions for the cuisine\n", | |
" Kc = Kest(data=rest_slices[target], radii=r, mode='none')\n", | |
" Lc = np.sqrt(Kc/np.pi)\n", | |
" # Compare the L function for the cuisine, against the L function\n", | |
" # for all restaurants in NYC.\n", | |
" C = Lc/L\n", | |
" coef[target] = np.log10(C) # we take a log since it is a ratio" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 97, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f35a5532588>" | |
] | |
}, | |
"execution_count": 97, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1080x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 574, | |
"width": 882 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ratios = pd.DataFrame(coef)\n", | |
"ratios.plot(figsize=(15,10) ,legend=False)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 98, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Donuts -0.144639\n", | |
"Pizza/Italian -0.126296\n", | |
"Hamburgers -0.105269\n", | |
"Pizza -0.101346\n", | |
"Chicken -0.099227\n", | |
"Chinese -0.028959\n", | |
"Tex-Mex -0.025448\n", | |
"Bakery -0.023485\n", | |
"Spanish -0.023176\n", | |
"Mexican -0.016736\n", | |
"Bagels/Pretzels -0.010726\n", | |
"Ice Cream, Gelato, Yogurt, Ices -0.000687\n", | |
"Juice, Smoothies, Fruit Salads 0.006165\n", | |
"Other 0.012957\n", | |
"Sandwiches 0.017765\n", | |
"Latin 0.020870\n", | |
"Delicatessen 0.034947\n", | |
"Middle Eastern 0.049539\n", | |
"Seafood 0.050376\n", | |
"Indian 0.070495\n", | |
"Asian 0.083137\n", | |
"Sandwiches/Salads/Mixed Buffet 0.088998\n", | |
"Bottled beverages 0.090680\n", | |
"Caribbean 0.091379\n", | |
"Thai 0.102109\n", | |
"Greek 0.106925\n", | |
"American 0.109073\n", | |
"Café/Coffee/Tea 0.124974\n", | |
"Mediterranean 0.131040\n", | |
"Jewish/Kosher 0.141549\n", | |
"Italian 0.151732\n", | |
"Japanese 0.157567\n", | |
"Vegetarian 0.210214\n", | |
"Irish 0.225902\n", | |
"French 0.273518\n", | |
"Korean 0.329536\n", | |
"dtype: float64" | |
] | |
}, | |
"execution_count": 98, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ratios.mean().sort_values()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 100, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Cuisine</th>\n", | |
" <th>Freq</th>\n", | |
" <th>Mean_Ratio</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>Donuts</td>\n", | |
" <td>513</td>\n", | |
" <td>-0.144639</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>Pizza/Italian</td>\n", | |
" <td>477</td>\n", | |
" <td>-0.126296</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>Hamburgers</td>\n", | |
" <td>365</td>\n", | |
" <td>-0.105269</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Pizza</td>\n", | |
" <td>1177</td>\n", | |
" <td>-0.101346</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>Chicken</td>\n", | |
" <td>503</td>\n", | |
" <td>-0.099227</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Chinese</td>\n", | |
" <td>2346</td>\n", | |
" <td>-0.028959</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>33</th>\n", | |
" <td>Tex-Mex</td>\n", | |
" <td>128</td>\n", | |
" <td>-0.025448</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>Bakery</td>\n", | |
" <td>731</td>\n", | |
" <td>-0.023485</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>Spanish</td>\n", | |
" <td>639</td>\n", | |
" <td>-0.023176</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>Mexican</td>\n", | |
" <td>942</td>\n", | |
" <td>-0.016736</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>31</th>\n", | |
" <td>Bagels/Pretzels</td>\n", | |
" <td>156</td>\n", | |
" <td>-0.010726</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td>Ice Cream, Gelato, Yogurt, Ices</td>\n", | |
" <td>338</td>\n", | |
" <td>-0.000687</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>Juice, Smoothies, Fruit Salads</td>\n", | |
" <td>420</td>\n", | |
" <td>0.006165</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Other</td>\n", | |
" <td>1451</td>\n", | |
" <td>0.012957</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>Sandwiches</td>\n", | |
" <td>357</td>\n", | |
" <td>0.017765</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>Latin</td>\n", | |
" <td>814</td>\n", | |
" <td>0.020870</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td>Delicatessen</td>\n", | |
" <td>291</td>\n", | |
" <td>0.034947</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>Middle Eastern</td>\n", | |
" <td>190</td>\n", | |
" <td>0.049539</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>28</th>\n", | |
" <td>Seafood</td>\n", | |
" <td>191</td>\n", | |
" <td>0.050376</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>20</th>\n", | |
" <td>Indian</td>\n", | |
" <td>332</td>\n", | |
" <td>0.070495</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>Asian</td>\n", | |
" <td>414</td>\n", | |
" <td>0.083137</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>27</th>\n", | |
" <td>Sandwiches/Salads/Mixed Buffet</td>\n", | |
" <td>237</td>\n", | |
" <td>0.088998</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>35</th>\n", | |
" <td>Bottled beverages</td>\n", | |
" <td>102</td>\n", | |
" <td>0.090680</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>Caribbean</td>\n", | |
" <td>701</td>\n", | |
" <td>0.091379</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>Thai</td>\n", | |
" <td>304</td>\n", | |
" <td>0.102109</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>32</th>\n", | |
" <td>Greek</td>\n", | |
" <td>145</td>\n", | |
" <td>0.106925</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>American</td>\n", | |
" <td>5628</td>\n", | |
" <td>0.109073</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Café/Coffee/Tea</td>\n", | |
" <td>1751</td>\n", | |
" <td>0.124974</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td>Mediterranean</td>\n", | |
" <td>281</td>\n", | |
" <td>0.131040</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>Jewish/Kosher</td>\n", | |
" <td>324</td>\n", | |
" <td>0.141549</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>Italian</td>\n", | |
" <td>951</td>\n", | |
" <td>0.151732</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>Japanese</td>\n", | |
" <td>862</td>\n", | |
" <td>0.157567</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>34</th>\n", | |
" <td>Vegetarian</td>\n", | |
" <td>124</td>\n", | |
" <td>0.210214</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>30</th>\n", | |
" <td>Irish</td>\n", | |
" <td>188</td>\n", | |
" <td>0.225902</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>French</td>\n", | |
" <td>310</td>\n", | |
" <td>0.273518</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>Korean</td>\n", | |
" <td>307</td>\n", | |
" <td>0.329536</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Cuisine Freq Mean_Ratio\n", | |
"12 Donuts 513 -0.144639\n", | |
"14 Pizza/Italian 477 -0.126296\n", | |
"17 Hamburgers 365 -0.105269\n", | |
"4 Pizza 1177 -0.101346\n", | |
"13 Chicken 503 -0.099227\n", | |
"1 Chinese 2346 -0.028959\n", | |
"33 Tex-Mex 128 -0.025448\n", | |
"9 Bakery 731 -0.023485\n", | |
"11 Spanish 639 -0.023176\n", | |
"6 Mexican 942 -0.016736\n", | |
"31 Bagels/Pretzels 156 -0.010726\n", | |
"19 Ice Cream, Gelato, Yogurt, Ices 338 -0.000687\n", | |
"15 Juice, Smoothies, Fruit Salads 420 0.006165\n", | |
"3 Other 1451 0.012957\n", | |
"18 Sandwiches 357 0.017765\n", | |
"8 Latin 814 0.020870\n", | |
"25 Delicatessen 291 0.034947\n", | |
"29 Middle Eastern 190 0.049539\n", | |
"28 Seafood 191 0.050376\n", | |
"20 Indian 332 0.070495\n", | |
"16 Asian 414 0.083137\n", | |
"27 Sandwiches/Salads/Mixed Buffet 237 0.088998\n", | |
"35 Bottled beverages 102 0.090680\n", | |
"10 Caribbean 701 0.091379\n", | |
"24 Thai 304 0.102109\n", | |
"32 Greek 145 0.106925\n", | |
"0 American 5628 0.109073\n", | |
"2 Café/Coffee/Tea 1751 0.124974\n", | |
"26 Mediterranean 281 0.131040\n", | |
"21 Jewish/Kosher 324 0.141549\n", | |
"5 Italian 951 0.151732\n", | |
"7 Japanese 862 0.157567\n", | |
"34 Vegetarian 124 0.210214\n", | |
"30 Irish 188 0.225902\n", | |
"22 French 310 0.273518\n", | |
"23 Korean 307 0.329536" | |
] | |
}, | |
"execution_count": 100, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"results = []\n", | |
"for k,v in coef.items():\n", | |
" results.append({\"Cuisine\": k, \"Mean_Ratio\":np.mean(v), \"Freq\": freq.loc[k] })\n", | |
"\n", | |
"pd.DataFrame(results).sort_values('Mean_Ratio')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Grand Conclusion" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"So, Donuts, Pizza, and Burger places tend to be more spread out from each other than you would expect based on the \"normal\" distribution of all restaurants in NYC. Perhaps the existence of chains in these categories (Dunkin, MacDonalds, etc) affects the results, as the chains would try to spread out their restaurants.\n", | |
"\n", | |
"On the other hand, we have Korean, and if you check the plot earlier you can see that Korean is super clustered in small distances: effectively the effect of Korean-town restaurants.\n", | |
"\n", | |
"I was rather surprised to see French and Irish being so highly clustered. I guess I will need to check deeper the reasons for that." | |
] | |
}, | |
{ | |
"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": "3.6.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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