In [3]:
from __future__ import division
from collections import Counter
from linear_algebra import distance
from statistics import mean
import math, random
import matplotlib.pyplot as plt
def raw_majority_vote(labels):
votes = Counter(labels)
winner, _ = votes.most_common(1)[0]
return winner
def majority_vote(labels):
"""assumes that labels are ordered from nearest to farthest"""
vote_counts = Counter(labels)
winner, winner_count = vote_counts.most_common(1)[0]
num_winners = len([count
for count in vote_counts.values()
if count == winner_count])
if num_winners == 1:
return winner # unique winner, so return it
else:
return majority_vote(labels[:-1]) # try again without the farthest
def knn_classify(k, labeled_points, new_point):
"""each labeled point should be a pair (point, label)"""
by_distance = sorted(labeled_points,
key=lambda (point, _): distance(point, new_point))
k_nearest_labels = [label for _, label in by_distance[:k]]
return majority_vote(k_nearest_labels)
In [4]:
from __future__ import division
import seaborn as sns
import matplotlib.pyplot as plt
import matplotlib as mpl
import numpy as np
import pandas as pd
import pysal as ps
import geopandas as gpd
from geopandas import GeoSeries, GeoDataFrame
from shapely.geometry import Point
from sklearn import neighbors
sns.set(style="white")
sns.set_context({"figure.figsize": (24, 10)})
pd.options.display.float_format = '{:.2f}'.format
abb_link = './tfg/dbases/development3.csv'
zc_link = './tfg/mapas/barrios_area.shp'
muestra = pd.read_csv(abb_link)
barrios = gpd.read_file(zc_link)
geometry = [Point(xy) for xy in zip(muestra['lon'], muestra['lat'])]
crs = {'init': 'epsg:4326'}
geo_df = GeoDataFrame(muestra, crs=crs, geometry=geometry)
db = gpd.sjoin(geo_df, barrios, how="inner", op='intersects')
metro = pd.read_csv('../../tfg/dbases/distance_matrix_metro.csv')
db = db.join(metro.set_index('InputID'),
on='id', how='left')
db = db.rename(index=str, columns={"DESBDT": "subdistrict_f", "Distance": "metro_distance", "NUMPOINTS": "metro_number"})
db = pd.DataFrame(db)
db['floor']=db['floor'].replace(['Ground floor', 'Mezzanine', 'Semi-basement', 'Basement', 'ground', 'Floor -2', 'Floor -1'], 0,regex=True)
#db.replace(u'\xe', 'A')
db['floor'] = pd.to_numeric(db['floor'])
In [5]:
import shapefile as shp
import matplotlib.pyplot as plt
sf = shp.Reader('../../tfg/mapas/barrios_area.shp')
plt.figure()
for shape in sf.shapeRecords():
x = [i[0] for i in shape.shape.points[:]]
y = [i[1] for i in shape.shape.points[:]]
plt.plot(x,y)
plt.show()
In [6]:
db1 = db[(db["share_loc"] == 1) & (db["district"] == ' Moratalaz ') ]
In [6]:
db1.loc[:,['lon', 'lat']].describe()
Out[6]:
lon
lat
count
134.00
134.00
mean
-3.64
40.41
std
0.01
0.00
min
-3.66
40.40
25%
-3.65
40.40
50%
-3.64
40.41
75%
-3.64
40.41
max
-3.63
40.42
In [7]:
bins = [400, 2000, 2750, 3630, 16200]
In [8]:
group_names = ['400 - 2000', '2001 - 2750', '2751 - 3630', '3631 - 16200']
In [9]:
db1['pricems_disc'] = pd.cut(db1['pricems'], bins, labels=group_names)
#db1.loc[:,['pricems', 'pricems_disc', 'lat', 'lon']]
/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:1: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
if __name__ == '__main__':
In [ ]:
In [45]:
for index, row in db1.iterrows():
print row['lon'], row['lat']
-3.73093 40.4296999
-3.7299488 40.4251062
-3.7313987 40.4302931
-3.7341465 40.4275217
-3.7261981 40.423314
-3.7326166 40.4309927
-3.7336081 40.4327051
-3.7336699 40.4320654
-3.7309005 40.4260849
-3.7268884 40.425878
-3.7275813 40.4265015
-3.7317643 40.4310651
-3.7336081 40.4327051
-3.7296898 40.4263838
-3.7326859 40.4275019
-3.72787 40.4248572
-3.72914 40.4275499
-3.7275813 40.4265015
-3.6675506 40.4582956
-3.678151 40.4546586
-3.6869477 40.4562851
-3.6814584 40.4558222
-3.6836688 40.4540791
-3.6799232 40.4559418
-3.6710613 40.4582465
-3.6806664 40.4559248
-3.677905 40.4554729
-3.6851113 40.4524786
-3.6773371 40.4563165
-3.6855816 40.4576817
-3.6868009 40.4578461
-3.6743445 40.4534127
-3.6809399 40.4569848
-3.6807682 40.4541873
-3.6866322 40.4585379
-3.6814828 40.4551176
-3.6780591 40.4551219
-3.6811877 40.4534868
-3.6767114 40.4558621
-3.67506 40.45779
-3.67873 40.4543084
-3.6786384 40.4538076
-3.6814974 40.4554654
-3.6875943 40.4585151
-3.6709209 40.4554795
-3.6836688 40.4540791
-3.6690327 40.4575297
-3.6739552 40.4582821
-3.6814584 40.4558222
-3.6781996 40.4534818
-3.6810539 40.4534766
-3.6799232 40.4559418
-3.672017 40.4552656
-3.6786087 40.4562915
-3.6814828 40.4551176
-3.6872311 40.4572357
-3.6814584 40.4558222
-3.6898132 40.4555402
-3.6781422 40.4565246
-3.683649 40.452458
-3.6799232 40.4559418
-3.6891779 40.4564639
-3.6761609 40.4582345
-3.674509 40.4527881
-3.6760928 40.457236
-3.6779645 40.4560913
-3.6816767 40.4554594
-3.6773377 40.4561113
-3.6879234 40.4550789
-3.678915 40.4562074
-3.6779082 40.4566202
-3.6898458 40.4555456
-3.6780085 40.4518934
-3.6722667 40.4530545
-3.6712213 40.4562458
-3.6807682 40.4541873
-3.6639728 40.4542991
-3.6760803 40.4575725
-3.6813175 40.45384
-3.6794986 40.4558483
-3.6808363 40.4532006
-3.6767114 40.4558621
-3.6717765 40.4556177
-3.6888572 40.454689
-3.6708704 40.4551734
-3.6814828 40.4551176
-3.6704526 40.4563706
-3.6805528 40.4540101
-3.6780591 40.4551219
-3.689114 40.4562125
-3.6850134 40.4525898
-3.7186049 40.3960717
-3.7173036 40.3904505
-3.7280349 40.3871197
-3.7261796 40.3908299
-3.7221904 40.3896001
-3.7196839 40.3891544
-3.7192914 40.3885694
-3.7284117 40.3870682
-3.72608 40.38674
-3.7252378 40.3924378
-3.7232507 40.3934709
-3.7201416 40.3883531
-3.7189397 40.3915506
-3.719526 40.3856654
-3.7198579 40.3924903
-3.7201806 40.3903153
-3.7197223 40.3953736
-3.72608 40.38674
-3.7225893 40.3854054
-3.7279728 40.387361
-3.7194063 40.3902504
-3.7222568 40.3868228
-3.7308926 40.3877309
-3.7240252 40.3888259
-3.7203008 40.3944754
-3.7298389 40.3885429
-3.723582 40.3861046
-3.7161817 40.3961185
-3.7218096 40.39003
-3.7230525 40.3882778
-3.7275398 40.3905645
-3.7210885 40.3860247
-3.7172007 40.3885654
-3.7191238 40.3923495
-3.7202179 40.3932711
-3.7298824 40.3874016
-3.7163229 40.3961552
-3.7240596 40.3927596
-3.7202277 40.393651
-3.724403 40.390751
-3.7214019 40.3905953
-3.7280424 40.3890054
-3.7196839 40.3891544
-3.7228173 40.3932342
-3.7268273 40.3915407
-3.7270648 40.3880037
-3.7243901 40.387835
-3.7172441 40.3961588
-3.7226027 40.3924812
-3.7173454 40.3957245
-3.7247982 40.3920899
-3.7186711 40.3951195
-3.7194291 40.3889364
-3.7275536 40.3903535
-3.7228074 40.3891375
-3.7196839 40.3891544
-3.7187158 40.3882802
-3.7172032 40.3891189
-3.7155832 40.3949272
-3.7267751 40.3860807
-3.7279103 40.3879145
-3.7184494 40.3888233
-3.71965 40.3924612
-3.7237919 40.3895233
-3.7266359 40.3860481
-3.7198096 40.3891373
-3.7268268 40.3910263
-3.7176501 40.3892605
-3.7213246 40.3926991
-3.7190178 40.3874144
-3.7153893 40.396414
-3.7199345 40.3862695
-3.72443 40.3919014
-3.7203157 40.3861102
-3.7189877 40.3891752
-3.7234131 40.3898216
-3.7275261 40.3878419
-3.7244287 40.3895465
-3.7273564 40.3873423
-3.6737903 40.431454
-3.6757112 40.4325641
-3.6729364 40.4311179
-3.676785 40.4315616
-3.676837 40.4309593
-3.6741199 40.4299295
-3.6776105 40.4359022
-3.6787445 40.4350001
-3.6789187 40.4369229
-3.6777488 40.4370165
-3.6794084 40.4320716
-3.6731312 40.4321568
-3.6775572 40.4301529
-3.671668 40.4308241
-3.6772621 40.4335214
-3.6755623 40.4292573
-3.6766394 40.4332953
-3.6731753 40.4298285
-3.6729714 40.4299175
-3.6777619 40.4370478
-3.6781893 40.4319056
-3.6743798 40.4325319
-3.6733343 40.4327586
-3.674358 40.4296973
-3.6782358 40.4300287
-3.6762949 40.4350919
-3.6782569 40.4372415
-3.6717473 40.4310751
-3.6747826 40.4308566
-3.6791652 40.4361621
-3.6791281 40.4352692
-3.675664 40.4354161
-3.6766981 40.4292039
-3.6789187 40.4369229
-3.6786098 40.4322797
-3.6767287 40.4357551
-3.6791227 40.4353056
-3.6783229 40.43486
-3.7269306 40.3847828
-3.7259491 40.3811231
-3.7269996 40.3810784
-3.7303183 40.3794764
-3.7338578 40.378314
-3.7266538 40.3808747
-3.7288191 40.3741778
-3.7305121 40.374064
-3.7303655 40.377437
-3.7305927 40.3747107
-3.7284315 40.3828131
-3.725246 40.3852026
-3.7219576 40.3840374
-3.7273693 40.3748081
-3.7273717 40.380763
-3.7317317 40.3737393
-3.7281151 40.3733107
-3.7286076 40.3790373
-3.7309879 40.3776436
-3.72679 40.37389
-3.7269741 40.385793
-3.72679 40.37389
-3.7254239 40.3734811
-3.7230498 40.3852348
-3.7218773 40.3847777
-3.7354533 40.3742436
-3.7286327 40.3800915
-3.7306041 40.3789511
-3.73145 40.37789
-3.7310665 40.3769379
-3.7273208 40.3829873
-3.7303286 40.3748953
-3.7274399 40.3822325
-3.73189 40.3760931
-3.7233593 40.3819506
-3.7282345 40.3813323
-3.7305121 40.374064
-3.73057 40.37478
-3.7300431 40.3744444
-3.7309863 40.3794189
-3.7284171 40.3835362
-3.7306164 40.3737458
-3.7303183 40.3794764
-3.7272698 40.3746114
-3.727453 40.3821153
-3.729878 40.3812449
-3.7293339 40.3788522
-3.7269015 40.3749759
-3.7317477 40.3773356
-3.7298248 40.3746263
-3.725701 40.3834775
-3.7320555 40.3795489
-3.7283472 40.374644
-3.7317477 40.3773356
-3.7227275 40.3846097
-3.7312788 40.3737279
-3.72697 40.37476
-3.7265 40.38078
-3.7284863 40.3788016
-3.7253298 40.3835536
-3.727453 40.3821153
-3.7210805 40.3842063
-3.7325042 40.3776686
-3.7279194 40.3852141
-3.7312851 40.376587
-3.7307225 40.3768506
-3.7299114 40.3799008
-3.7306788 40.3791556
-3.73145 40.37789
-3.7279133 40.3738351
-3.7277124 40.3813894
-3.7283328 40.3817806
-3.7320839 40.3798896
-3.74653 40.38311
-3.7434184 40.3898953
-3.7420073 40.389298
-3.7365728 40.3889913
-3.7461815 40.383281
-3.7541243 40.3784204
-3.7385067 40.3893116
-3.7492678 40.3841137
-3.7409289 40.3918919
-3.7455061 40.3867926
-3.7409615 40.3857958
-3.7445274 40.3857707
-3.7393599 40.3901724
-3.7437161 40.3888424
-3.7507391 40.3775058
-3.74653 40.38311
-3.7451404 40.3842015
-3.7455068 40.3850045
-3.7362779 40.3882829
-3.7479724 40.3811537
-3.74653 40.38311
-3.74653 40.38311
-3.7467501 40.380213
-3.7365329 40.386229
-3.7410138 40.3877242
-3.7373742 40.3872946
-3.7438072 40.3896987
-3.7533295 40.3772741
-3.7431734 40.3847419
-3.7466042 40.3803702
-3.7408678 40.3895866
-3.7445073 40.3861104
-3.7461357 40.3860412
-3.7422066 40.3857453
-3.7371638 40.3903304
-3.7447808 40.3836994
-3.738524 40.3891527
-3.7414197 40.3845481
-3.7419929 40.3894455
-3.74653 40.38311
-3.7410138 40.3877242
-3.7378653 40.3911843
-3.7415821 40.3876191
-3.74046 40.38756
-3.7438987 40.3863751
-3.7401379 40.3874188
-3.7533435 40.3781863
-3.7453798 40.3832965
-3.736166 40.3874678
-3.7523807 40.3774625
-3.7426278 40.3871666
-3.7378653 40.3911843
-3.7454778 40.3865793
-3.7468269 40.3831161
-3.7430076 40.3906469
-3.7412727 40.3889518
-3.7349139 40.3884094
-3.7410138 40.3877242
-3.7384214 40.3902216
-3.7397591 40.3903918
-3.7426313 40.3855953
-3.7391914 40.3907505
-3.7382773 40.391386
-3.74653 40.38311
-3.7439121 40.3840367
-3.7378653 40.3911843
-3.7395811 40.3912907
-3.7421341 40.3906975
-3.7434184 40.3898953
-3.7464585 40.3858372
-3.7374352 40.3887206
-3.7489885 40.3838746
-3.740745 40.3872867
-3.7463508 40.3866425
-3.7419929 40.3894455
-3.7404137 40.3851441
-3.74653 40.38311
-3.74653 40.38311
-3.74653 40.38311
-3.7410138 40.3877242
-3.74653 40.38311
-3.7434505 40.3848198
-3.7475047 40.3789675
-3.7392211 40.3904085
-3.7485388 40.3848957
-3.7410138 40.3877242
-3.7404156 40.3917972
-3.7428394 40.3850739
-3.7388171 40.3882629
-3.7328683 40.3888543
-3.744731 40.3835473
-3.7462785 40.3840068
-3.7383333 40.3879057
-3.7346012 40.38681
-3.7476688 40.3828622
-3.7429724 40.3896517
-3.7382773 40.391386
-3.7441049 40.3875095
-3.742799 40.3846617
-3.7455922 40.3858841
-3.7380448 40.3851425
-3.7362088 40.3874445
-3.7533435 40.3781863
-3.7491921 40.3812351
-3.7433206 40.3837424
-3.7475045 40.3789675
-3.7409312 40.3861581
-3.7433206 40.3837424
-3.7431734 40.3847419
-3.7410138 40.3877242
-3.7539435 40.3778076
-3.7406215 40.3886246
-3.74653 40.38311
-3.7488154 40.3802799
-3.7337892 40.3881717
-3.745607 40.3870085
-3.7417031 40.3911452
-3.74653 40.38311
-3.7473772 40.3828834
-3.7439121 40.3840367
-3.6799529 40.4402762
-3.6867107 40.4447215
-3.6790944 40.4405311
-3.6810744 40.4418223
-3.680563 40.4414825
-3.6894366 40.4516857
-3.6800825 40.4433028
-3.6797894 40.4400077
-3.6881006 40.4517995
-3.6874928 40.4500652
-3.6896725 40.4481654
-3.6902337 40.4499374
-3.6898864 40.4492839
-3.6881725 40.4507635
-3.6888969 40.4469508
-3.6910352 40.442484
-3.6811411 40.4420472
-3.6871517 40.4517052
-3.6804588 40.4391196
-3.6897314 40.4492839
-3.6876743 40.4498992
-3.6849738 40.4492588
-3.686207 40.4465914
-3.6894372 40.4502496
-3.6097495 40.3811015
-3.6040628 40.3773744
-3.6161747 40.3832532
-3.60776 40.37897
-3.6025277 40.3782353
-3.6092179 40.3845073
-3.6040628 40.3773744
-3.6045123 40.3783544
-3.6040628 40.3773744
-3.6102635 40.3800658
-3.6117862 40.3803326
-3.6074695 40.3849297
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6024419 40.3782189
-3.6034555 40.3765884
-3.6058824 40.3814323
-3.6107409 40.3806763
-3.6040628 40.3773744
-3.6094691 40.3823441
-3.61574 40.38333
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6170227 40.3830164
-3.6131112 40.3807399
-3.6104433 40.3803185
-3.61031 40.3817637
-3.6148608 40.3822762
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6166113 40.3829553
-3.6073365 40.3805425
-3.6040628 40.3773744
-3.6064077 40.3783688
-3.6046411 40.3804426
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6086607 40.3821386
-3.6077894 40.3795877
-3.60776 40.37897
-3.6034555 40.3765884
-3.6042268 40.3771895
-3.6046411 40.3804426
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6034555 40.3765884
-3.6124111 40.3840215
-3.6034555 40.3765884
-3.6080707 40.3824172
-3.610904 40.3803858
-3.6076797 40.3838367
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6034555 40.3765884
-3.6104233 40.3805795
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.6072751 40.3834542
-3.6040628 40.3773744
-3.6040628 40.3773744
-3.61575 40.38318
-3.7172961 40.3986811
-3.7287048 40.39069
-3.7321429 40.3923214
-3.7248522 40.3951301
-3.7320496 40.3921296
-3.7378648 40.3919798
-3.7301421 40.3910195
-3.73017 40.3918
-3.7376867 40.3940283
-3.7316149 40.397185
-3.7328536 40.3982701
-3.72951 40.39193
-3.7342369 40.3960161
-3.7268877 40.3935876
-3.7376293 40.3930811
-3.7314391 40.3960184
-3.7326853 40.3965489
-3.7172003 40.3971772
-3.72135 40.3999069
-3.7247869 40.3935113
-3.7327452 40.3965947
-3.728399 40.391714
-3.7344324 40.3980413
-3.7304074 40.3962599
-3.7281149 40.3909096
-3.73729 40.39187
-3.7278448 40.3912919
-3.7314391 40.3960184
-3.7343819 40.3968182
-3.7343819 40.3968182
-3.7343819 40.3968182
-3.7216382 40.3948173
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In [10]:
cities = []
for index, row in db1.loc[:,['lon', 'lat', 'pricems_disc']].iterrows():
cities.append(([row["lon"], row["lat"]], row["pricems_disc"]))
In [168]:
cities
Out[168]:
[([-3.6359464999999997, 40.407262100000004], '400 - 2000'),
([-3.6324791, 40.40689570000001], '2001 - 2750'),
([-3.630486, 40.410588399999995], '2751 - 3630'),
([-3.6361061, 40.405421999999994], '2751 - 3630'),
([-3.6328722, 40.409544399999994], '2001 - 2750'),
([-3.6357987, 40.4088277], '2751 - 3630'),
([-3.6434453999999996, 40.4100383], '2751 - 3630'),
([-3.6506542, 40.406048999999996], '2001 - 2750'),
([-3.6377574, 40.4073927], '2751 - 3630'),
([-3.6489095999999996, 40.4113506], '2001 - 2750'),
([-3.6356077000000004, 40.4098351], '2751 - 3630'),
([-3.6477136, 40.411867799999996], '2001 - 2750'),
([-3.6356381, 40.4103403], '2001 - 2750'),
([-3.6310302000000005, 40.410163700000005], '2001 - 2750'),
([-3.6351199999999997, 40.40866], '2001 - 2750'),
([-3.6361061, 40.405421999999994], '400 - 2000'),
([-3.6308479, 40.4091924], '2001 - 2750'),
([-3.6453201, 40.4113079], '400 - 2000'),
([-3.647928, 40.407850700000004], '2001 - 2750'),
([-3.6491843999999998, 40.409638], '400 - 2000'),
([-3.6499664, 40.4105713], '2001 - 2750'),
([-3.6449045, 40.4110223], '2751 - 3630'),
([-3.6521169, 40.4109413], '2001 - 2750'),
([-3.65179, 40.4113], '400 - 2000'),
([-3.6487526, 40.4121933], '2001 - 2750'),
([-3.6356381, 40.4103403], '2001 - 2750'),
([-3.6431998999999995, 40.4070063], '400 - 2000'),
([-3.645145, 40.4040929], '3631 - 16200'),
([-3.6437095999999998, 40.4077697], '2001 - 2750'),
([-3.648194, 40.404221299999996], '2751 - 3630'),
([-3.6482352999999996, 40.4063511], '2001 - 2750'),
([-3.6480454, 40.406915500000004], '2001 - 2750'),
([-3.6419292000000003, 40.4057925], '400 - 2000'),
([-3.6398523999999997, 40.4034502], '400 - 2000'),
([-3.6469637, 40.405291], '2751 - 3630'),
([-3.6403510999999997, 40.4037186], '2001 - 2750'),
([-3.6490767999999996, 40.4064727], '2001 - 2750'),
([-3.6394583, 40.404582], '2751 - 3630'),
([-3.6479011, 40.4048203], '400 - 2000'),
([-3.6435663999999996, 40.4051651], '400 - 2000'),
([-3.6403681000000003, 40.4082028], '400 - 2000'),
([-3.6503619, 40.405854299999994], '400 - 2000'),
([-3.6363136, 40.4023914], '2001 - 2750'),
([-3.659382, 40.410199299999995], '2751 - 3630'),
([-3.6620345000000003, 40.4085467], '2001 - 2750'),
([-3.6575107000000004, 40.4107225], '3631 - 16200'),
([-3.6564504, 40.4089966], '2001 - 2750'),
([-3.6538525, 40.4066533], '3631 - 16200'),
([-3.6534922, 40.412813899999996], '2001 - 2750'),
([-3.6615987999999997, 40.409281899999996], '2751 - 3630'),
([-3.655334, 40.4080396], '2001 - 2750'),
([-3.6597333, 40.4136598], '400 - 2000'),
([-3.6567304, 40.4115396], '400 - 2000'),
([-3.6581921000000004, 40.4087165], '2001 - 2750'),
([-3.6574837999999996, 40.4108554], '2001 - 2750'),
([-3.6578190000000004, 40.4078902], '2001 - 2750'),
([-3.6525582, 40.406433299999996], '2001 - 2750'),
([-3.6584391000000003, 40.4110334], '2001 - 2750'),
([-3.6564504, 40.4089966], '2001 - 2750'),
([-3.6564135, 40.408997799999995], '2001 - 2750'),
([-3.6575742, 40.4145555], '2001 - 2750'),
([-3.6564504, 40.4089966], '2001 - 2750'),
([-3.655334, 40.4080396], '2001 - 2750'),
([-3.6542136, 40.413310700000004], '400 - 2000'),
([-3.6564504, 40.4089966], '2001 - 2750'),
([-3.6574599, 40.4164574], '400 - 2000'),
([-3.6549794999999996, 40.409763700000006], '400 - 2000'),
([-3.6538852999999993, 40.410878100000005], '2001 - 2750'),
([-3.6616032, 40.4104198], '2751 - 3630'),
([-3.6539275, 40.4096064], '2751 - 3630'),
([-3.6580315999999997, 40.409884399999996], '2001 - 2750'),
([-3.6542504, 40.411770600000004], '2751 - 3630'),
([-3.648478, 40.401300799999994], '400 - 2000'),
([-3.6398911, 40.399171100000004], '2001 - 2750'),
([-3.6392220999999996, 40.398700700000006], '2751 - 3630'),
([-3.6453303999999997, 40.3988259], '400 - 2000'),
([-3.6407637999999998, 40.397276], '2001 - 2750'),
([-3.6503266000000005, 40.4030019], '2001 - 2750'),
([-3.6444608, 40.4004447], '400 - 2000'),
([-3.64632, 40.4007999], '3631 - 16200'),
([-3.6449309999999997, 40.4032334], '400 - 2000'),
([-3.6421489, 40.3982227], '400 - 2000'),
([-3.6383468999999997, 40.399239200000004], '400 - 2000'),
([-3.6503266000000005, 40.4030019], '2001 - 2750'),
([-3.6424455, 40.3964303], '2001 - 2750'),
([-3.6445567000000003, 40.399842299999996], '400 - 2000'),
([-3.6429442, 40.396691100000005], '400 - 2000'),
([-3.6471872000000003, 40.4006584], '400 - 2000'),
([-3.6440557, 40.4004875], '400 - 2000'),
([-3.6448042999999997, 40.3989447], '2001 - 2750'),
([-3.640747, 40.3995063], '400 - 2000'),
([-3.6440557, 40.4004875], '400 - 2000'),
([-3.6441778, 40.397138299999995], '400 - 2000'),
([-3.6511306000000006, 40.4046729], '2001 - 2750'),
([-3.6466952000000004, 40.4017689], '2001 - 2750'),
([-3.6404408999999998, 40.399807200000005], '2001 - 2750'),
([-3.6467579, 40.401565399999996], '400 - 2000'),
([-3.6431989000000002, 40.4029678], '2001 - 2750'),
([-3.6464288000000002, 40.4011064], '2001 - 2750'),
([-3.6445528, 40.398146600000004], '400 - 2000'),
([-3.6498561, 40.4031345], '400 - 2000'),
([-3.6444608, 40.4004447], '400 - 2000'),
([-3.6426269000000002, 40.397386], '2001 - 2750'),
([-3.6412839999999997, 40.397811], '400 - 2000'),
([-3.6492568999999997, 40.4030626], '2001 - 2750'),
([-3.6402870000000003, 40.3989092], '400 - 2000'),
([-3.6472933, 40.4027191], '2751 - 3630'),
([-3.647004, 40.4024958], '2001 - 2750'),
([-3.6488394, 40.4021247], '400 - 2000'),
([-3.6306974000000003, 40.4012237], '2751 - 3630'),
([-3.6287472999999997, 40.4009576], '2751 - 3630'),
([-3.6361087999999997, 40.3973248], '400 - 2000'),
([-3.6348790999999996, 40.3957256], '400 - 2000'),
([-3.6331071, 40.401567], '400 - 2000'),
([-3.6325562000000007, 40.40223710000001], '400 - 2000'),
([-3.6376257000000005, 40.3974152], '2001 - 2750'),
([-3.6382641000000002, 40.3963464], '400 - 2000'),
([-3.6288620000000003, 40.40203820000001], '400 - 2000'),
([-3.6382641000000002, 40.3963464], '400 - 2000'),
([-3.6354758, 40.3951128], '400 - 2000'),
([-3.6365729, 40.397449200000004], '2001 - 2750'),
([-3.6333575, 40.4007202], '400 - 2000'),
([-3.6361087999999997, 40.3973248], '400 - 2000'),
([-3.6335276, 40.403484999999996], '2001 - 2750'),
([-3.6304224, 40.407791700000004], '2751 - 3630'),
([-3.6284934, 40.4050984], '2001 - 2750'),
([-3.6295775999999997, 40.4100769], '3631 - 16200'),
([-3.6290418, 40.4084879], '2001 - 2750'),
([-3.6305629999999995, 40.4077124], '2751 - 3630'),
([-3.627249, 40.4081589], '2001 - 2750'),
([-3.6278973, 40.407992], '400 - 2000'),
([-3.6262466, 40.406628000000005], '2001 - 2750'),
([-3.6279953999999996, 40.4078419], '400 - 2000'),
([-3.6250747000000003, 40.4066323], '2001 - 2750')]
In [ ]:
In [11]:
def plot_cities():
plots = { "400 - 2000" : ([], []), "2001 - 2750" : ([], []), "2751 - 3630" : ([], []), "3631 - 16200" : ([], []) }
markers = { "400 - 2000" : "s", "2001 - 2750" : "s", "2751 - 3630" : "s", "3631 - 16200" : "s" }
colors = {"400 - 2000" : "r", "2001 - 2750" : "b", "2751 - 3630" : "k", "3631 - 16200" : "g" }
for (longitude, latitude), language in cities:
plots[language][0].append(longitude)
plots[language][1].append(latitude)
# create a scatter series for each bin
for language, (x, y) in plots.iteritems():
plt.scatter(x, y, color=colors[language], marker=markers[language],
label=language, zorder=10, s = 250)
for shape in sf.shapeRecords():
x = [i[0] for i in shape.shape.points[:]]
y = [i[1] for i in shape.shape.points[:]]
plt.plot(x,y)
plt.legend(bbox_to_anchor=(0., 1.02, 1., .102), loc=3,
ncol=2, borderaxespad=0.) # let matplotlib choose the location
plt.axis([-3.67,-3.62,40.39,40.42]) # set the axes
plt.title("Precio real por metro cuadrado")
plt.show()
In [12]:
plot_cities()
In [18]:
def classify_and_plot_grid(k=1):
plots = { "400 - 2000" : ([], []), "2001 - 2750" : ([], []), "2751 - 3630" : ([], []), "3631 - 16200" : ([], []) }
# we want each language to have a different marker and color
markers = { "400 - 2000" : "s", "2001 - 2750" : "s", "2751 - 3630" : "s", "3631 - 16200" : "s" }
colors = {"400 - 2000" : "r", "2001 - 2750" : "b", "2751 - 3630" : "k", "3631 - 16200" : "g" }
for longitude in np.arange(db1["lon"].min(),db1["lon"].max(), 0.001):
for latitude in np.arange(db1["lat"].min(),db1["lat"].max(), 0.001):
predicted_language = knn_classify(k, cities, [longitude, latitude])
plots[predicted_language][0].append(longitude)
plots[predicted_language][1].append(latitude)
# create a scatter series for each language
for language, (x, y) in plots.iteritems():
plt.scatter(x, y, color=colors[language], marker=markers[language],
label=language, zorder=0, s = 150)
for shape in sf.shapeRecords():
x = [i[0] for i in shape.shape.points[:]]
y = [i[1] for i in shape.shape.points[:]]
plt.plot(x,y)
plt.legend(bbox_to_anchor=(0., 1.02, 1., .102), loc=3,
ncol=2, borderaxespad=0.) # let matplotlib choose the location
plt.axis([-3.67,-3.62,40.39,40.42]) # set the axes
plt.title("Precio estimado mediante %s KNN" %k)
plt.show()
#
In [19]:
classify_and_plot_grid(3)
In [67]:
range(3, 8)
Out[67]:
[3, 4, 5, 6, 7]
In [79]:
len(np.arange(-3.8,-3.54, 0.01))
Out[79]:
26
In [20]:
classify_and_plot_grid(1)
In [21]:
classify_and_plot_grid(5)
In [22]:
classify_and_plot_grid(7)
In [ ]:
Content source: cmmarti/housing-madrid
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