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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": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" % Total % Received % Xferd Average Speed Time Time Time Current\n", | |
" Dload Upload Total Spent Left Speed\n", | |
"100 156M 0 156M 0 0 5707k 0 --:--:-- 0:00:28 --:--:-- 6457k\n" | |
] | |
} | |
], | |
"source": [ | |
"!curl 'https://data.cityofnewyork.us/api/views/43nn-pn8j/rows.csv?accessType=DOWNLOAD' -o restaurants.csv" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"df = pd.read_csv(\"restaurants.csv\", low_memory=False)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"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": 6, | |
"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": 7, | |
"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 clustered (you find more points than expected)\n", | |
"* $\\frac{L(r)}{r} < 1$ then points are dispersed (you find less points than expected)\n", | |
"\n", | |
"Since $\\frac{L(r)}{r}$ is a ratio, with a value of 1 being the neutral point, taking the log allow us to have 0 as the neutral ground, and is more appropriate for visualization. So:\n", | |
"\n", | |
"$ LL(r) = \\log \\left( L(r) / r \\right) $" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"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)\r\n", | |
"Requirement already satisfied, skipping upgrade: numpy>=1.13 in /usr/local/lib/python3.6/dist-packages (from astropy) (1.16.4)\r\n" | |
] | |
} | |
], | |
"source": [ | |
"!sudo -H pip3 install -U astropy " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# See https://docs.astropy.org/en/stable/stats/ripley.html\n", | |
"from astropy.stats import RipleysKEstimator" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Converting coordinates from lon/lat \n", | |
"\n", | |
"In the steps below we convert the coordinate system from lon/lat to a miles-based one. This is not stricly necessary, and the clustering results would be the same, even if we skip it. However,it helps to have the radius in miles." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"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": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(40.507690443078, 40.912822326386)" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"restaurants.Latitude.min(), restaurants.Latitude.max()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(-74.248434473464, -73.700928057808)" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"restaurants.Longitude.min(), restaurants.Longitude.max()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# restaurants.Longitude.hist(bins=100)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# restaurants.Latitude.hist(bins=100)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.5475064156560023" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# The actual distance is around 27 miles\n", | |
"(x_max-x_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.40513188330800176" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# The actual distance is around 28 miles\n", | |
"(y_max-y_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Normalizing lat/log, just to compute distance later on in miles\n", | |
"restaurants.Longitude = restaurants.Longitude - restaurants.Longitude.min()\n", | |
"restaurants.Longitude = restaurants.Longitude / (x_max-x_min)\n", | |
"restaurants.Longitude = 27*restaurants.Longitude" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"restaurants.Latitude = restaurants.Latitude - restaurants.Latitude.min()\n", | |
"restaurants.Latitude = restaurants.Latitude / (y_max-y_min)\n", | |
"restaurants.Latitude = 28*restaurants.Latitude" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Setup for the estimation" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"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", | |
"\n", | |
"# We need the total area to estimate what is the \"expected\"\n", | |
"# number of restaurants per square mile. \n", | |
"# The \"true\" area is ~302.6 sq miles.\n", | |
"# area=302.6\n", | |
"# It does not really make a difference \n", | |
"# as we will be comparing the \"cuisine\" \n", | |
"# clustering coefficient vs the overall\n", | |
"# restaurant clustering.\n", | |
"area = (x_max - x_min) * (y_max - y_min)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"z = restaurants[[\"Longitude\",\"Latitude\"]].values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(26420, 2)" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"z.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[20.90304742, 22.20043839],\n", | |
" [12.84272493, 15.67869952],\n", | |
" [12.80187527, 14.83985274],\n", | |
" ...,\n", | |
" [11.74998375, 13.97463747],\n", | |
" [11.76388303, 8.71746772],\n", | |
" [12.52145849, 14.33869397]])" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# This holds the (converted) lon/lat coordinates of all the restaurants\n", | |
"z" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"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": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([0.01, 0.02, 0.03, 0.04, 0.05, 0.06, 0.07, 0.08, 0.09, 0.1 , 0.11,\n", | |
" 0.12, 0.13, 0.14, 0.15, 0.16, 0.17, 0.18, 0.19, 0.2 , 0.21, 0.22,\n", | |
" 0.23, 0.24, 0.25, 0.26, 0.27, 0.28, 0.29, 0.3 , 0.31, 0.32, 0.33,\n", | |
" 0.34, 0.35, 0.36, 0.37, 0.38, 0.39, 0.4 , 0.41, 0.42, 0.43, 0.44,\n", | |
" 0.45, 0.46, 0.47, 0.48, 0.49, 0.5 ])" | |
] | |
}, | |
"execution_count": 24, | |
"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(0.01, 0.5, 50)\n", | |
"r" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# We compute the baseline L values for the restaurants in NYC, in general\n", | |
"# We will use this L values as 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", | |
"LL = np.log10(L/r)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f34f6b41320>]" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\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 log(L/r) are positive\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, LL)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Ripleys K(t) and L(t) functions per Cuisine type" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"American 5628\n", | |
"Chinese 2348\n", | |
"Café/Coffee/Tea 1752\n", | |
"Other 1455\n", | |
"Pizza 1174\n", | |
"Name: CUISINE DESCRIPTION, dtype: int64" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"freq = restaurants['CUISINE DESCRIPTION'].value_counts()\n", | |
"freq[:5]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"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": 29, | |
"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": 29, | |
"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": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"100%|██████████| 36/36 [00:03<00:00, 11.08it/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": 31, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ratios = pd.DataFrame(coef)\n", | |
"ratios.set_index(r, inplace=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Normalized L coefficient -- log(L/r)')" | |
] | |
}, | |
"execution_count": 32, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1080x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 588, | |
"width": 904 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = ratios.plot(figsize=(15,10) ,legend=False)\n", | |
"ax.set_xlabel(\"Diameter (in miles)\")\n", | |
"ax.set_ylabel(\"Normalized L coefficient -- log(L/r)\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Donuts -0.189885\n", | |
"Pizza/Italian -0.154026\n", | |
"Chicken -0.124599\n", | |
"Pizza -0.115704\n", | |
"Hamburgers -0.020008\n", | |
"Tex-Mex 0.006543\n", | |
"Sandwiches 0.018980\n", | |
"Mexican 0.026863\n", | |
"Juice, Smoothies, Fruit Salads 0.034728\n", | |
"Other 0.040153\n", | |
"Spanish 0.049728\n", | |
"Delicatessen 0.052630\n", | |
"Bakery 0.052738\n", | |
"Seafood 0.080337\n", | |
"Ice Cream, Gelato, Yogurt, Ices 0.084456\n", | |
"Bagels/Pretzels 0.102231\n", | |
"Café/Coffee/Tea 0.110004\n", | |
"Latin 0.121753\n", | |
"American 0.123162\n", | |
"Caribbean 0.136367\n", | |
"Chinese 0.164883\n", | |
"Mediterranean 0.165340\n", | |
"Asian 0.179063\n", | |
"Italian 0.182541\n", | |
"Japanese 0.183915\n", | |
"Thai 0.186328\n", | |
"Greek 0.193866\n", | |
"Indian 0.208061\n", | |
"Sandwiches/Salads/Mixed Buffet 0.225119\n", | |
"Middle Eastern 0.225303\n", | |
"Vegetarian 0.273840\n", | |
"Bottled beverages 0.286956\n", | |
"French 0.290730\n", | |
"Jewish/Kosher 0.297607\n", | |
"Irish 0.300329\n", | |
"Korean 0.667441\n", | |
"dtype: float64" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ratios.mean().sort_values()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"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>512</td>\n", | |
" <td>-0.189885</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>Pizza/Italian</td>\n", | |
" <td>477</td>\n", | |
" <td>-0.154026</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>Chicken</td>\n", | |
" <td>503</td>\n", | |
" <td>-0.124599</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Pizza</td>\n", | |
" <td>1174</td>\n", | |
" <td>-0.115704</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>Hamburgers</td>\n", | |
" <td>365</td>\n", | |
" <td>-0.020008</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>33</th>\n", | |
" <td>Tex-Mex</td>\n", | |
" <td>128</td>\n", | |
" <td>0.006543</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>Sandwiches</td>\n", | |
" <td>357</td>\n", | |
" <td>0.018980</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>Mexican</td>\n", | |
" <td>942</td>\n", | |
" <td>0.026863</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>Juice, Smoothies, Fruit Salads</td>\n", | |
" <td>420</td>\n", | |
" <td>0.034728</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Other</td>\n", | |
" <td>1455</td>\n", | |
" <td>0.040153</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>Spanish</td>\n", | |
" <td>637</td>\n", | |
" <td>0.049728</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td>Delicatessen</td>\n", | |
" <td>291</td>\n", | |
" <td>0.052630</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>Bakery</td>\n", | |
" <td>732</td>\n", | |
" <td>0.052738</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>28</th>\n", | |
" <td>Seafood</td>\n", | |
" <td>192</td>\n", | |
" <td>0.080337</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td>Ice Cream, Gelato, Yogurt, Ices</td>\n", | |
" <td>339</td>\n", | |
" <td>0.084456</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>31</th>\n", | |
" <td>Bagels/Pretzels</td>\n", | |
" <td>157</td>\n", | |
" <td>0.102231</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Café/Coffee/Tea</td>\n", | |
" <td>1752</td>\n", | |
" <td>0.110004</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>Latin</td>\n", | |
" <td>817</td>\n", | |
" <td>0.121753</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>American</td>\n", | |
" <td>5628</td>\n", | |
" <td>0.123162</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>Caribbean</td>\n", | |
" <td>701</td>\n", | |
" <td>0.136367</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Chinese</td>\n", | |
" <td>2348</td>\n", | |
" <td>0.164883</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td>Mediterranean</td>\n", | |
" <td>281</td>\n", | |
" <td>0.165340</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>Asian</td>\n", | |
" <td>414</td>\n", | |
" <td>0.179063</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>Italian</td>\n", | |
" <td>950</td>\n", | |
" <td>0.182541</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>Japanese</td>\n", | |
" <td>861</td>\n", | |
" <td>0.183915</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>Thai</td>\n", | |
" <td>304</td>\n", | |
" <td>0.186328</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>32</th>\n", | |
" <td>Greek</td>\n", | |
" <td>145</td>\n", | |
" <td>0.193866</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>20</th>\n", | |
" <td>Indian</td>\n", | |
" <td>332</td>\n", | |
" <td>0.208061</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>27</th>\n", | |
" <td>Sandwiches/Salads/Mixed Buffet</td>\n", | |
" <td>236</td>\n", | |
" <td>0.225119</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>Middle Eastern</td>\n", | |
" <td>190</td>\n", | |
" <td>0.225303</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>34</th>\n", | |
" <td>Vegetarian</td>\n", | |
" <td>123</td>\n", | |
" <td>0.273840</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>35</th>\n", | |
" <td>Bottled beverages</td>\n", | |
" <td>102</td>\n", | |
" <td>0.286956</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>French</td>\n", | |
" <td>309</td>\n", | |
" <td>0.290730</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>Jewish/Kosher</td>\n", | |
" <td>324</td>\n", | |
" <td>0.297607</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>30</th>\n", | |
" <td>Irish</td>\n", | |
" <td>188</td>\n", | |
" <td>0.300329</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>Korean</td>\n", | |
" <td>306</td>\n", | |
" <td>0.667441</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Cuisine Freq Mean_Ratio\n", | |
"12 Donuts 512 -0.189885\n", | |
"14 Pizza/Italian 477 -0.154026\n", | |
"13 Chicken 503 -0.124599\n", | |
"4 Pizza 1174 -0.115704\n", | |
"17 Hamburgers 365 -0.020008\n", | |
"33 Tex-Mex 128 0.006543\n", | |
"18 Sandwiches 357 0.018980\n", | |
"6 Mexican 942 0.026863\n", | |
"15 Juice, Smoothies, Fruit Salads 420 0.034728\n", | |
"3 Other 1455 0.040153\n", | |
"11 Spanish 637 0.049728\n", | |
"25 Delicatessen 291 0.052630\n", | |
"9 Bakery 732 0.052738\n", | |
"28 Seafood 192 0.080337\n", | |
"19 Ice Cream, Gelato, Yogurt, Ices 339 0.084456\n", | |
"31 Bagels/Pretzels 157 0.102231\n", | |
"2 Café/Coffee/Tea 1752 0.110004\n", | |
"8 Latin 817 0.121753\n", | |
"0 American 5628 0.123162\n", | |
"10 Caribbean 701 0.136367\n", | |
"1 Chinese 2348 0.164883\n", | |
"26 Mediterranean 281 0.165340\n", | |
"16 Asian 414 0.179063\n", | |
"5 Italian 950 0.182541\n", | |
"7 Japanese 861 0.183915\n", | |
"24 Thai 304 0.186328\n", | |
"32 Greek 145 0.193866\n", | |
"20 Indian 332 0.208061\n", | |
"27 Sandwiches/Salads/Mixed Buffet 236 0.225119\n", | |
"29 Middle Eastern 190 0.225303\n", | |
"34 Vegetarian 123 0.273840\n", | |
"35 Bottled beverages 102 0.286956\n", | |
"22 French 309 0.290730\n", | |
"21 Jewish/Kosher 324 0.297607\n", | |
"30 Irish 188 0.300329\n", | |
"23 Korean 306 0.667441" | |
] | |
}, | |
"execution_count": 34, | |
"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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