In [1]:
%config InlineBackend.figure_format = 'retina'
%matplotlib inline
import numpy as np
import scipy as sp
import matplotlib.pyplot as plt
import pandas as pd
import seaborn as sns
sns.set_style("white")
In [2]:
import util
df = util.load_burritos()
N = df.shape[0]
df.head()
Out[2]:
Location
Burrito
Date
Neighborhood
Address
URL
Yelp
Google
Chips
Cost
...
Nopales
Lobster
Queso
Egg
Mushroom
Bacon
Sushi
Avocado
Corn
Zucchini
0
donato's taco shop
California
1/18/2016
Miramar
6780 Miramar Rd
http://donatostacoshop.net/
3.5
4.2
None
6.49
...
None
None
None
None
None
None
None
None
None
None
1
oscar's mexican food
California
1/24/2016
San Marcos
225 S Rancho Santa Fe Rd
http://www.yelp.com/biz/oscars-mexican-food-sa...
3.5
3.3
None
5.45
...
None
None
None
None
None
None
None
None
None
None
2
oscar's mexican food
Carnitas
1/24/2016
None
None
None
NaN
NaN
None
4.85
...
None
None
None
None
None
None
None
None
None
None
3
oscar's mexican food
Carne asada
1/24/2016
None
None
None
NaN
NaN
None
5.25
...
None
None
None
None
None
None
None
None
None
None
4
pollos maria
California
1/27/2016
Carlsbad
3055 Harding St
http://pollosmaria.com/
4.0
3.8
x
6.59
...
None
None
None
None
None
None
None
None
None
None
5 rows × 65 columns
In [5]:
df.loc[33]
Out[5]:
Location raul's mexican food
Burrito carne asada
Date 3/11/2016
Neighborhood None
Address None
URL None
Yelp NaN
Google NaN
Chips None
Cost 5
Hunger 1
Mass (g) NaN
Length NaN
Circum NaN
Volume NaN
Tortilla 2
Temp NaN
Meat 1
Fillings 1
Meat:filling 0.5
Uniformity 1
Salsa 1.5
Synergy 1
Wrap 4
overall 1
Rec None
Reviewer Scott
Notes burrito was mostly tortilla
Unreliable 0
NonSD 0
...
Sour cream None
Pork None
Chicken None
Shrimp None
Fish None
Rice None
Beans None
Lettuce None
Tomato None
Bell peper None
Carrots None
Cabbage None
Sauce None
Salsa.1 None
Cilantro None
Onion None
Taquito None
Pineapple None
Ham None
Chile relleno None
Nopales None
Lobster None
Queso None
Egg None
Mushroom None
Bacon None
Sushi None
Avocado None
Corn None
Zucchini None
Name: 33, dtype: object
In [4]:
df.sort_values('overall')[['Location','Burrito','overall']]
Out[4]:
Location
Burrito
overall
33
raul's mexican food
carne asada
1.0
101
roberto's very mexican food
Chicken asada
1.5
71
senor grubby's
California
1.5
187
lucha libre north park
Holy Moly
1.5
97
goody's
Custom
1.8
72
senor grubby's
Pastor
1.8
146
los primos mexican food
Carne asada
2.0
32
raul's mexican food
Chile verde pork
2.0
178
lucha libre north park
Bean and cheese
2.0
116
los primos mexican food
Carnitas
2.0
275
lupe's taco shop
Spicy a la Diabla
2.0
263
gloria's taco shop
Cabeza
2.0
233
taco villa
Bean & cheese
2.0
164
lucha libre north park
Surf & Turf
2.0
9
jv's mexican food
Carne Asada
2.0
13
tony's fresh mexican food
battered fish
2.0
113
los primos mexican food
California breakfast
2.0
189
lucha libre north park
Holy Moly
2.0
114
los primos mexican food
Baja monster
2.0
166
lucha libre north park
Surf & Turf
2.2
147
papa chito's mexican food
California
2.2
224
california burrito company
Fajitas
2.2
124
lolita's taco shop
California
2.3
111
los primos mexican food
Monster California
2.3
165
lucha libre north park
Surf & Turf
2.4
184
lucha libre north park
California - Chicken
2.5
10
jv's mexican food
Surf & Turf
2.5
88
rigoberto's taco shop
El Rusio
2.5
51
la perla cocina
Addiction
2.5
144
los primos mexican food
Surf & Turf
2.5
...
...
...
...
62
taco stand
Carne asada
4.4
175
lucha libre north park
Nutty
4.4
257
los panchos taco shop
Bitchin California
4.4
98
taco surf pb
California
4.4
176
lucha libre north park
Veg Out
4.5
292
california burritos
California everything mini
4.5
254
cancun mexican & seafood
California
4.5
24
taco stand
California
4.5
79
taco stand
California
4.5
198
taco stand
Al Pastor
4.5
57
rigoberto's taco shop
Adobada
4.5
56
rigoberto's taco shop
California
4.5
251
valentines mexican food
California
4.5
132
california burritos
California Everything
4.5
131
california burritos
California Everything
4.5
255
cancun mexican & seafood
California
4.5
133
california burritos
Carnitas
4.5
50
mikes taco club
California
4.5
135
california burritos
Carne asada everything
4.5
183
lucha libre north park
California - Pork Adobada
4.5
295
california burritos
Surf & Turf
4.5
23
taco stand
California
4.6
66
california burritos
California Everything
4.6
199
taco stand
California
4.7
253
valentines mexican food
California
4.7
73
taco stand
California
4.9
250
valentines mexican food
Pork california
5.0
228
california burritos
Surf & Turf
5.0
141
california burritos
California Everything
NaN
142
california burritos
Surf & Turf
NaN
296 rows × 3 columns
In [ ]:
Content source: srcole/qwm
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