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Science of Hit Songs
P.Sridhar FT181055
Tarun Siddharth FT181095
Nitin Uppal FT181054
Prakhar Srivastav FT182063
Ashutosh Singh FT181027
Motivations
• The ability to rationalize the choice of songs based on specific features elates our curious
minds.
• Features related to the basic components of the audio spectrum, and how each changes
over time. For example, the number of high or low frequencies in a sound determines its
perceived "brightness."
• It seems that brightness has a big influence and how the time between beats evolves
throughout a song.
• Theoretically popular songs share a certain set of features that make them appealing to
the majority of people, and we can test any new song against those success markers to
predict its commercial potential.
• It's important to note that hit-predicting algorithms tend to leave out certain crucial
factors for determining a song's commercial success, like marketing budget, the social
mood, the music video, or artist name recognition.
Problem Statement-:We wish to predict whether or not a song will make it to the Top 10.
Data Set and Insights: UCI, Kaggle and Advanced Business Analytics Lectures
Model: logistic regression model with all the remaining variables and Top10 as a dependant
variable and identify the significant variables
Method – We use the subset function to split the data into a training set "SongsTrain" consisting of
all the observations up to and including 2009 song releases, and a testing set "SongsTest",
consisting of the 2010 song releases.
The training set has 7201 observations, which can be found by looking at the structure with
str(SongsTrain).
We will only use the variables in our dataset that describe the numerical attributes of the song in
our logistic regression model. So we won't use the variables "year", "songtitle", "artistname",
"songID" or "artistID".
1.Amazon/iTunes/etc. use collaborative
filtering.
2. Hit Song Science – clusters a provided set
of songs against a database of top 30 hits to
predict success.
3.Relatable – musical “fingerprint”
technology
4.Hitwizard takes into account the various
sound parameters of a song (like BPM,
valence, tempo) and compares them against
airplay data sourced from Dutch radio
stations and the local Spotify charts.
• Year –Which year had maximum number of
songs released and How many?
• Which year saw the maximum number of
songs in Top 10 and How many?
• Pitch and Loudness - Generate a scatter plot
of Pitch and Loudness.
• Derive inference can you derive from this
plot.
• Use different models to classify the
top 10 songs.
• Cross Validate efficiency of each
model
Current research Our Approach
Variables
The variables included in the dataset either describe the artist or the song, or they are associated with the following song
attributes: time signature, loudness, key, pitch, tempo, and timbre.
 year = the year the song was released
 songtitle = the title of the song
 artistname = the name of the artist of the song
 songID and artistID = identifying variables for the song and artist
 timesignature and timesignature_confidence = a variable estimating the time signature of the song, and the
confidence in the estimate
 loudness = a continuous variable indicating the average amplitude of the audio in decibels
 tempo and tempo_confidence = a variable indicating the estimated beats per minute of the song, and the confidence
in the estimate
 key and key_confidence = a variable with twelve levels indicating the estimated key of the song (C, C#, . . ., B), and the
confidence in the estimate
 energy = a variable that represents the overall acoustic energy of the song, using a mix of features such as loudness
 pitch = a continuous variable that indicates the pitch of the song
 timbre_0_min, timbre_0_max, timbre_1_min, timbre_1_max, . . . , timbre_11_min, and timbre_11_max = variables
that indicate the minimum/maximum values over all segments for each of the twelve values in the timbre vector
(resulting in 24 continuous variables)
 Top10 = a binary variable indicating whether or not the song made it to the Top 10 of the Billboard Hot 100 Chart (1 if
it was in the top 10, and 0 if it was not)
Other Analytical concept
Naive Bayes
The naive Bayes classifier estimates the probability of a hit or non-hit based on the assumption that the features are
conditionally independent. This conditional independence assumption is represented by equation
• whereby each attribute set x = {x1, x2, . . . , xN } consists of M attributes.
• Because of the conditional dependence assumption, the class-conditional probability for every combination of x does
not need to be calculated.
• Only the conditional probability of each xi given Y has to be estimated.
This offers a practical advantage since a good estimate of the probability can be obtained without the need for a very
large training set.
Naive Bayes classifies a test record by calculating the posterior probability for each class Y
Although this independence assumption is generally a poor assumption in practice, numerous studies prove that naive
Bayes competes well with more sophisticated classifiers. In particular, naive Bayes seems to be particularly resistant to
isolated noise points and robust to irrelevant attributes,
Advanced Thought process
• Language processing can include the distinct characteristics of every
language that are influenced by culture and history.
• Data mining can provide word clouds which can be further aligned with
beats and other sounds to get complete songs with a click of button.
• This will take music creation to new level and only thing that will create
distinction is emotions of the singer, which is the next target of machine
learning.
The pitch and Energy scatterplot shows that the
top songs have pitch element on the lower side but
energy side varies from 0 to 1.Hence it seems pitch
is more important deciding factor compared to
energy.
The Pitch and loudness scatterplot shows that
pitch should be confined to lower side and
loudness is on the higher side.
Scatter Plot for preliminary Investigation
Random Forest(Inspection of important Variables)
The Mean Decrease Gini Index shows that Timbre_0 is the most
important variable while determining the song is hit or not
Classication Techniques
A total of four models were built for each dataset using diverse classification techniques
1.Tree
The tree data structure consists of decision nodes and leaves. The class value is specified by the
leaves, in this case hit or non-hit, and the nodes specify a test of one of the features. When a path
from the node to a leave is followed based on the feature values of a particular song, a predictive
rule can be derived
A “divide and conquer" approach is used by the algorithm to build trees recursively .This is a top
down approach, in which a feature is sought that best separates the classes, followed by pruning
of the tree
Here also Timbre_0 is shown as important determining factor
Logistic Regression
Equation shows the output of a logistic regression, whereby fhit(si) represents the probability
that a song i with M features xj is a dance hit. This probability follows a logistic curve, as can
be seen in the above figure. The cut-opoint of 0.5 will determine if a song is classified as a hit
or a non-hit. With AUC = 0.65 for train dataset and AUC=0.67 for test dataset .
Logistic
accuracy
[1] 0.8553649
CART
accuracy
[1] 0.8632849
Radom Forest
accuracy
[1] 0.8678107
Naive Bayes Classifier
[1] 0.8306619
Confusion Matrix and Statistics
Reference
Prediction 0 1
0 1890 265
1 46 70
Accuracy : 0.8631
95% CI : (0.8482, 0.8769)
No Information Rate : 0.8525
P-Value [Acc > NIR] : 0.08115
The highest accuracy is exhibited by
Radom Forest
Comparison of Different Models
Multiple models were built that can successfully predict if a song is going to be a top 10 hit versus a lower
positioned song. The original dataset has been extracted from Echo nest and the dataset used here is a part
of the larger, original data set . Standard audio features were used, as well as more advanced features that
capture the temporal aspect. This resulted in a model that could accurately predict top 10 hits. This
research proves that popularity of songs can be learnt from the analysis of music signals.
Finally, by comparing different classifiers that have significantly different results in performance, the best
model could be selected.
Here the best model came out to be Random Forest with highest Accuracy
Conclusion
R Code in Doc File
R code execution File
Original Data Set
Probability data set with highlighted portions actual vs probability of the event.
Appendix
year timbre_0_maxtimbre_4_maxtimbre_6_mintimbre_11_minloudness timbre_1_mintimbre_11_maxtimbre_0_mintimbre_5_minenergy Top10 pred5
3 2010 57.422 152.095 -88.874 -43.733 -3.571 -17.222 25.744 0.003 -98.673 0.9899 0 0.098917
4 2010 57.765 119.158 -70.79 -59.439 -3.815 -32.083 37.082 0 -77.515 0.939207 0 0.078418
5 2010 56.872 99.332 -110.757 -50.414 -4.707 -223.922 32.758 0 -96.147 0.987738 0 0.04145
11 2010 54.103 81.737 -55.646 -30.036 -7.726 -66.524 25.216 42.365 -75.495 0.888763 0 0.048278
14 2010 52.722 111.329 -87.846 -35.152 -11.689 -101.552 47.818 0.003 -86.493 0.363526 0 0.055157
15 2010 56.298 153.321 -98.896 -39.096 -7.302 -244.725 35.099 0.026 -97.661 0.700096 0 0.041234
17 2010 55.172 134.934 -79.387 -51.279 -9.57 -227.259 39.258 22.045 -94.189 0.550271 0 0.071471
21 2010 57.457 115.547 -46.276 -41.481 -7.58 -252.382 58.249 21.104 -88.412 0.710765 0 0.020709
22 2010 54.714 137.844 -104.559 -45.647 -10.248 -285.432 55.842 20.161 -112.022 0.435555 0 0.118761
23 2010 55.695 133.683 -78.916 -37.508 -9.831 -251.839 46.506 2.527 -98.59 0.683719 0 0.015303
32 2010 57.467 101.735 -95.927 -51.909 -5.973 -157.026 32.617 0.383 -95.864 0.754954 0 0.038081
33 2010 55.531 100.879 -97.965 -54.542 -11.216 -89.399 47.855 0.711 -199.542 0.39078 0 0.063445
36 2010 57.656 126.34 -101.221 -49.667 -4.86 -89.806 48.644 7.382 -88.783 0.796397 0 0.132744
38 2010 58.552 125.632 -84.083 -56.345 -4.986 -31.278 34.383 6.247 -107.72 0.859646 0 0.074302
43 2010 57.118 128.602 -64.162 -37.238 -4.702 -111.741 42.61 0.842 -115.558 0.932624 0 0.038092
46 2010 56.074 116.056 -80.899 -34.611 -6.058 -110.85 53.444 0 -73.312 0.961889 0 0.035158
52 2010 56.701 148.984 -102.271 -51.821 -5.242 35.752 78.157 0.005 -71.294 0.938166 0 0.288946
59 2010 58.078 86.381 -81.393 -36.704 -3.247 -39.652 53.403 0 -77.095 0.997366 0 0.043142
62 2010 57.799 67.258 -105.666 -49.614 -4.492 -130.567 29.581 0.002 -91.914 0.925159 0 0.029493
63 2010 58.185 57.478 -58.374 -50.85 -3.342 -154.553 51.072 0 -108.505 0.94791 0 0.022569
64 2010 57.742 67.022 -81.446 -52.079 -5.985 -161.526 36.751 0.001 -112.883 0.854587 0 0.016058
65 2010 57.453 57.491 -74.11 -32.74 -4.457 -70.544 55.41 0 -105.178 0.987283 0 0.020162
69 2010 44.261 92.291 -67.852 -36.104 -20.36 -152.535 39.285 0 -58.056 0.146051 0 0.02846
70 2010 47.862 119.121 -89.869 -50.164 -20.489 -284.797 49.409 0 -102.761 0.010605 0 0.02699
72 2010 54.606 196.188 -80.315 -59.867 -7.045 -285.929 42.756 0.035 -148.387 0.388914 0 0.309337
81 2010 57.001 132.843 -86.505 -43.81 -5.65 -149.987 50.134 0 -216.577 0.765655 0 0.094491
82 2010 55.701 142.465 -60.151 -52.572 -6.943 -276.302 52.941 6.412 -114.227 0.594624 0 0.077687
83 2010 58.926 105.754 -80.496 -53.293 -4.016 -134.01 33.669 0 -145.076 0.853115 0 0.040191
89 2010 56.47 113.134 -78.58 -53.547 -5.524 -125.278 23.815 0 -122.697 0.783419 0 0.053839
93 2010 58.944 102.417 -92.004 -50.085 -1.313 -30.307 42.509 4.605 -70.298 0.966256 0 0.129859
95 2010 56.122 132.056 -76.442 -61.42 -5.107 -78.686 35.876 18.347 -94.405 0.889622 0 0.190299
99 2010 56.449 102.787 -83.408 -50.328 -5.097 -71.621 47.185 24.701 -91.242 0.813998 0 0.180591
102 2010 55.836 174.856 -103.306 -66.18 -4.563 -66.851 51.849 1.217 -91.053 0.883997 0 0.436499
107 2010 58.092 101.125 -78.924 -58.042 -2.305 -14.05 38.083 11.913 -108.543 0.957019 0 0.167033
112 2010 56.306 88.292 -39.547 -41.577 -3.885 25.424 25.36 34.362 -110.575 0.962226 0 0.099753
114 2010 56.493 118.457 -61.689 -37.261 -4.112 51.339 26.623 1.073 -128.237 0.934292 0 0.067183
116 2010 56.375 64.666 -54.959 -45.572 -3.673 14.281 33.645 31.117 -96.756 0.929189 0 0.116706
117 2010 57.031 88.693 -68.583 -47.883 -4.103 -120.828 30.291 7.382 -119.147 0.950054 0 0.040556
119 2010 55.975 89.935 -81.507 -77.703 -5.859 -228.029 46.312 13.453 -100.303 0.843189 0 0.116787
131 2010 56.96 67.293 -86.655 -58.722 -6.121 -87.532 40.171 0 -86.73 0.896779 0 0.031131
140 2010 57.898 126.866 -84.414 -46.718 -4.713 -171.888 53.315 0 -87.618 0.920209 0 0.04704
148 2010 56.332 85.932 -44.607 -35.349 -5.777 -20.041 48.492 1.829 -90.045 0.930039 0 0.020863
149 2010 56.585 142.076 -56.031 -50.193 -5.855 -110.203 36.077 4.724 -75.55 0.82965 0 0.050251
151 2010 49.755 76.97 -75.456 -33.962 -15.727 -228.79 55.007 0.44 -104.079 0.311398 0 0.016611
160 2010 58.016 104.101 -93.435 -55.376 -4.191 -59.204 50.283 0.327 -139.823 0.963647 0 0.090653
162 2010 57.128 126.695 -84.735 -60.208 -5.132 -62.955 54.728 0 -83.06 0.938582 0 0.107228
164 2010 57.635 136.497 -93.786 -67.663 -5.469 -181.976 36.145 0.683 -211.616 0.842263 0 0.109428
170 2010 41.936 114.1 -102.306 -77.973 -18.451 -69.447 58.685 0 -84.011 0.500097 1 0.513546
174 2010 57.608 121.235 -74.931 -57.782 -6.619 -265.629 47.137 0 -96.628 0.74457 0 0.027636
184 2010 48.81 57.466 -75.304 -23.49 -15.108 -20.325 29.7 0.001 -89.037 0.598363 0 0.011148
185 2010 54.384 166.493 -64.177 -49.389 -9.439 -73.207 44.246 0 -221.684 0.643214 0 0.112411
200 2010 57.473 71.01 -70.076 -35.19 -4.309 -77.595 38.416 18.648 -86.526 0.880813 0 0.038859
205 2010 55.64 58.444 -63.858 -33.274 -5.161 -56.79 27.691 14.509 -108.893 0.911069 0 0.030457
206 2010 57.051 115.015 -115.337 -42.501 -4.247 -29.603 36.765 17.832 -112.615 0.947691 0 0.188598
209 2010 57.633 184.35 -125.167 -47.363 -4.744 -142.305 49.84 0 -117.235 0.489382 1 0.39263
214 2010 57.193 99.802 -90.994 -57.114 -4.964 -68.046 54.475 0.203 -240.522 0.807228 0 0.161337
215 2010 58.023 101.659 -60.524 -65.323 -4.248 -65.733 67.963 0 -90.337 0.814228 0 0.104724
228 2010 57.308 57.437 -47.296 -30.764 -4.598 28.91 62.623 0.001 -76.053 0.953537 0 0.019664
234 2010 52.884 92.865 -87.912 -50.537 -8.938 -96.726 45.119 2.882 -213.289 0.639949 0 0.139159
237 2010 54.456 111.544 -79.954 -61.74 -7.398 -72.277 45.681 3.653 -205.379 0.733291 0 0.183783
239 2010 54.468 103.071 -87.917 -51.436 -7.982 -39.912 36.358 2.168 -114.478 0.7644 0 0.080296
243 2010 51.18 112.236 -116.601 -61.156 -11.159 -78.554 50 2.616 -120.224 0.6605 0 0.236771
244 2010 46.948 118.31 -84.213 -52.126 -12.687 -138.431 53.019 0 -170.19 0.41806 0 0.367056
245 2010 54.472 111.555 -106.254 -58.951 -7.32 -64.875 41.404 4.47 -94.157 0.729197 0 0.187963
246 2010 50.306 105.952 -72.456 -57.127 -12.415 -78.482 40.236 21.984 -130.384 0.500652 0 0.19598
248 2010 57.96 57.491 -73.389 -43.905 -5.332 -155.012 59.892 0 -109.779 0.966841 0 0.014345
253 2010 57.691 57.491 -74.087 -40.578 -4.759 31.571 51.805 0 -113.388 0.983354 0 0.029011
254 2010 56.338 128.241 -71.832 -51.932 -6.471 -208.515 48.405 0 -96.793 0.918566 0 0.034224
255 2010 58.288 55.364 -78.255 -49.092 -4.477 20.529 41.848 0.228 -97.543 0.994632 0 0.026002
256 2010 57.584 78.461 -74.204 -40.259 -5.507 -176.426 47.351 0.064 -81.4 0.956879 0 0.012392
263 2010 57.386 161.681 -107.382 -51.5 -7.609 -173.335 60.761 0.006 -94.232 0.485661 0 0.1397
265 2010 56.428 121.196 -119.501 -48.667 -8.806 -150.381 53.51 0.004 -118.107 0.450564 0 0.099495
270 2010 52.485 131.488 -122.159 -30.882 -12.294 -104.307 41.176 0 -63.892 0.038343 0 0.145223
284 2010 55.02 105.179 -51.463 -49.082 -8.283 -186.915 58.378 1.265 -107.093 0.733763 0 0.029263
289 2010 52.77 91.674 -72.352 -28.073 -13.635 -175.798 69.527 0.014 -84.66 0.527631 0 0.011068
291 2010 54.455 112.679 -58.932 -40.831 -12.96 -257.893 38.849 0.409 -71.58 0.242086 0 0.008705
292 2010 46.318 117.201 -62.571 -34.431 -22.306 -228.079 49.817 0 -86.199 0.044702 0 0.010366
303 2010 53.631 150.925 -81.264 -49.361 -14.42 -170.561 39.995 17.343 -61.521 0.173227 0 0.05557
311 2010 57.065 101.385 -50.034 -54.068 -5.502 -91.986 35.225 0 -76.924 0.89279 0 0.023723
319 2010 58.798 116.655 -97.507 -42.061 -4.417 -81.194 48.105 0.001 -94.613 0.607203 1 0.088938
320 2010 56.939 88.454 -55.498 -45.588 -6.212 -110.79 35.956 0.01 -112.568 0.693106 1 0.022778
322 2010 53.292 174.324 -88.753 -60.873 -10.091 -285.042 59.389 0 -221.022 0.697025 0 0.158428
330 2010 51.035 154.912 -82.203 -54.358 -13.76 -281.598 46.388 0 -110.482 0.308885 0 0.07672
333 2010 56.195 100.335 -102.307 -66.088 -5.226 -212.989 58.374 26.168 -246.401 0.949368 1 0.312659
334 2010 55.739 139.669 -96.443 -54.155 -6.358 -68.628 65.87 27.166 -262.476 0.900096 1 0.46611
337 2010 56.374 147.073 -95.02 -53.373 -7.374 -102.973 41.157 12.12 -95.468 0.67951 0 0.137481
339 2010 56.341 111.482 -71.967 -45.891 -6.61 -142.661 37.303 26.655 -114.113 0.797364 0 0.074519
345 2010 54.636 132.644 -81.387 -63.07 -8.091 -124.975 53.411 6.847 -242.695 0.710205 0 0.222544
346 2010 54.057 123.279 -68.413 -58.799 -7.762 -167.732 30.474 12.86 -119.029 0.771825 0 0.091462
348 2010 52.952 174.536 -108.327 -41.166 -10.189 -127.626 56.026 0 -58.811 0.2447 0 0.303262
351 2010 58.982 98.821 -68.225 -52.308 -5.466 -47.99 38.553 0.001 -62.908 0.611306 0 0.033554
355 2010 56.005 142.408 -84.167 -28.528 -6.557 -57.104 48.733 0 -66.898 0.402805 0 0.122899
357 2010 53.277 158.036 -105.694 -52.594 -12.219 -99.909 58.213 0 -97.282 0.282509 0 0.194618
359 2010 52.868 78.548 -67.565 -25.727 -10.912 -135.296 47.748 0.079 -99.715 0.38962 0 0.022436
361 2010 59.127 151.261 -72.207 -46.085 -3.82 -173.464 75.635 0 -111.019 0.908587 1 0.074754
368 2010 51.565 132.05 -69.467 -61.604 -11.768 -112.753 48.13 13.32 -88.464 0.707686 0 0.112788
370 2010 57.291 94.952 -84.841 -44.724 -7.695 -137.997 41.997 0.008 -95.304 0.50387 0 0.029474
377 2009 58.33 121.707 -77.786 -51.377 -5.272 -113.885 27.768 0 -71.135 0.755034 0 0.034659
384 2009 58.102 131.945 -117.017 -47.763 -6.579 -89.749 43.385 0.558 -123.127 0.874069 0 0.061507
386 2009 58.135 97.804 -117.765 -39.778 -5.044 -42.922 41.072 13.297 -103.982 0.6627 0 0.134738
388 2009 57.717 75.068 -74.375 -65.626 -6.608 -159.979 34.122 0.004 -191.946 0.545101 0 0.045817
389 2009 53.035 133.73 -98.142 -61.175 -11.214 -170.425 54.021 0.007 -81.673 0.317057 0 0.173922
390 2009 57.765 74.812 -62.36 -56.253 -6.576 -132.465 43.248 9.308 -111.389 0.743249 0 0.026502
399 2009 45.1 129.543 -96.57 -64.741 -17.22 -150.295 48.291 12.917 -121.171 0.395367 1 0.361823
402 2009 50.471 106.501 -76.537 -51.731 -12.633 -121.323 46.172 0 -106.478 0.443231 0 0.089275
403 2009 54.376 134.994 -86.539 -32.177 -7.452 -164.174 50.639 0 -105.353 0.743848 0 0.069891
409 2009 56.6 109.374 -60.655 -46.9 -6.912 -48.343 57.968 0.127 -89.255 0.800418 0 0.042993
414 2009 46.699 83.505 -55.096 -58.038 -14.731 -137.367 24.134 3.88 -63.148 0.399401 0 0.068374
424 2009 57.859 64.123 -75.77 -34.103 -3.643 -22.792 39.357 0 -114.99 0.930132 0 0.029016
427 2009 46.5 83.959 -62.115 -37.949 -17.309 -95.889 42.484 9.346 -94.842 0.448948 0 0.036985
433 2009 56.532 95.845 -50.042 -53.432 -4.879 -140.096 45.521 0 -93.629 0.961723 0 0.031869
437 2009 60.316 137.542 -78.01 -57.264 -3.802 -109.159 62.924 0 -107.05 0.914799 0 0.065524
441 2009 58.14 99.065 -52.81 -64.147 -4.075 -93.075 37.546 0 -129.938 0.951378 0 0.04166
443 2009 59.25 59.215 -48.517 -50.709 -4.586 -115.412 40.108 0 -97.988 0.886661 0 0.009354
445 2009 58.848 66.91 -88.46 -43.121 -3.161 -185.143 44.68 0 -114.538 0.9198 0 0.025585
450 2009 59.301 77.509 -45.323 -52.077 -2.837 -9.733 37.686 0.83 -72.109 0.970757 0 0.023551
455 2009 54.521 93.471 -72.229 -67.284 -7.054 -54.927 41.477 0.026 -72.248 0.69341 1 0.119913
459 2009 56.812 118.076 -80.377 -60.353 -5.102 -105.009 48.535 1.335 -115.791 0.950661 0 0.093102
462 2009 54.068 105.626 -74.879 -67.436 -8.064 -128.648 54.238 1.427 -213.145 0.844854 0 0.133185
465 2009 56.175 164.61 -90.301 -53.349 -5.411 -96.997 58.448 0.352 -207.099 0.68388 0 0.359572
469 2009 56.062 124.568 -89.551 -57.927 -4.608 -97.84 49.711 1.023 -121.793 0.894799 0 0.184025
473 2009 54.731 146.787 -125.006 -59.367 -7.744 -127.762 53.856 0.057 -105.671 0.64838 0 0.305895
476 2009 56.714 73.721 -93.379 -33.42 -5.873 -114.272 46.054 0 -107.012 0.763336 0 0.032658
477 2009 55.648 117.247 -82.29 -54.657 -6.868 -191.489 57.806 0 -109.568 0.664069 0 0.096821
480 2009 55.248 151.922 -87.111 -48.556 -12.537 -140.974 43.905 0 -94.481 0.274219 0 0.042868
488 2009 55.693 143.64 -78.493 -62.753 -7.402 -94.64 37.905 0 -74.93 0.399995 0 0.181415
490 2009 58.1 107.142 -74.388 -31.258 -7.01 -72.345 56.684 0 -88.88 0.790742 0 0.017694
492 2009 54.851 164.357 -114.98 -50.122 -14.486 -160.811 63.496 0.07 -86.219 0.12914 0 0.082896
493 2009 56.288 142.09 -99.922 -47.62 -9.275 -211.753 43.74 0 -89.134 0.40052 0 0.058959
494 2009 54.608 136.268 -106.556 -45.587 -11.13 -262.82 46.831 0 -126.021 0.296009 0 0.065383
497 2009 50.767 121.075 -92.611 -41.222 -17.043 -208.377 54.588 0.116 -117.36 0.138999 0 0.034105
501 2009 57.19 150.967 -98.53 -48.951 -5.956 -111.571 62.679 0.676 -98.947 0.610098 1 0.194211
505 2009 57.556 190.536 -115.966 -66.788 -6.669 -183.092 58.57 7.208 -104.422 0.525843 1 0.396378
506 2009 56.384 131.13 -74.456 -50.681 -5.385 -135.735 56.692 27.29 -111.254 0.609758 1 0.312248
512 2009 56.614 98.943 -67.392 -49.825 -6.045 -65.571 48.124 0 -111.758 0.809025 0 0.05071
513 2009 56.665 179.639 -68.1 -77.646 -7.337 -106.66 33.658 0 -125.446 0.666786 0 0.15843
515 2009 56.076 90.822 -54.995 -52.39 -5.545 -52.75 33.78 0.018 -122.544 0.906619 0 0.039046
516 2009 58.005 102.1 -80.615 -41.101 -4.713 -33.024 55.216 0 -115.037 0.932909 0 0.050725
517 2009 57.023 164.621 -60.162 -49.833 -6.212 -299.977 42.371 0 -110.417 0.911597 0 0.025625
518 2009 56.877 104.768 -67.521 -49.608 -4.902 -124.078 49.229 0 -115.918 0.893189 0 0.052106
523 2009 57.774 156.97 -101.417 -55.751 -3.174 -76.62 63.493 0 -95.031 0.749498 0 0.380404
524 2009 58.142 127.26 -87.319 -62.691 -5.267 -102.407 47.455 0 -232.243 0.741986 0 0.14779
525 2009 56.074 153.54 -107.396 -56.688 -7.643 -93.607 63.749 0 -92.588 0.51264 0 0.27299
528 2009 45.748 53.601 -77.316 -49.579 -19.32 -157.77 50.897 0.22 -126.878 0.227821 1 0.035479
529 2009 57.996 147.34 -87.209 -53.125 -4.603 -64.861 40.569 0.255 -76.871 0.852706 1 0.100177
530 2009 43.059 69.486 -59.68 -68.125 -16.918 -62.774 40.763 0 -117.778 0.497056 1 0.181069
531 2009 43.522 92.792 -104.539 -68.087 -18.078 -108.737 56.394 11.495 -78.999 0.44106 1 0.374068
532 2009 57.283 122.046 -101.888 -56.332 -6.23 -40.648 59.255 24.237 -223.919 0.8843 1 0.298632
533 2009 49.177 100.599 -82.444 -56.86 -13.618 -207.586 38.61 12.886 -80.95 0.558061 1 0.083424
534 2009 55.312 142.55 -119.498 -69.406 -7.764 -101.75 57.125 1.67 -192.229 0.821854 1 0.314064
535 2009 46.79 123.532 -84.544 -62.171 -17.083 -116.234 44.842 13.745 -79.208 0.435138 1 0.168651
537 2009 56.011 145.448 -96.476 -55.001 -10.781 -250.935 39.636 0 -68.861 0.219627 0 0.051488
540 2009 58.777 162.977 -78.579 -81.935 -3.749 -38.787 41.967 0 -107.998 0.670853 0 0.339726
543 2009 59.264 144.508 -76.224 -58.412 -4.18 -238.519 38.44 0 -178.865 0.627034 0 0.080337
545 2009 58.245 101.025 -86.064 -74.817 -5.021 -94.208 40.987 0 -81.63 0.841958 0 0.078402
547 2009 60.481 152.448 -72.09 -69.648 -3.206 -102.169 36.225 0 -81.546 0.758514 0 0.092624
556 2009 58.216 164.591 -78.069 -47.787 -5.457 -24.465 63.511 0 -104.417 0.908797 1 0.105775
561 2009 56.01 147.804 -100.609 -45.712 -5.795 -254.229 39.414 4.762 -100.43 0.694411 0 0.113152
566 2009 54.386 139.95 -83.952 -56.493 -9.005 -140.627 52.348 34.024 -95.529 0.624936 0 0.285919
567 2009 58.25 102.083 -98.428 -51.378 -3.447 -40.382 50.221 25.922 -229.49 0.898582 0 0.317933
569 2009 52.382 120.116 -93.027 -53.524 -10.409 -109.17 42.547 2.125 -218.009 0.581069 0 0.168549
571 2009 54.869 131.624 -92.486 -40.125 -7.177 -106.97 51.681 25.868 -244.754 0.85197 0 0.25677
573 2009 56.93 137.978 -79.893 -47.471 -4.959 -148.555 57.922 1.449 -106.604 0.743351 0 0.123911
575 2009 57.651 157.79 -117.825 -46.401 -6.893 -143.511 43.305 0.028 -77.341 0.610165 1 0.1025
576 2009 57.746 85.439 -81.139 -35.739 -4.556 -103.341 29.231 40.798 -62.588 0.875604 0 0.073388
579 2009 57.297 52.445 -58.516 -54.697 -4.071 1.575 28.084 23.131 -88.848 0.881093 0 0.068265
581 2009 57.711 92.675 -66.693 -52.697 -4.278 -28.593 44.696 6.9 -141.49 0.959723 0 0.068532
590 2009 57.038 87.076 -88.971 -57.096 -6.325 -181.612 53.383 0 -79.908 0.606562 0 0.061216
592 2009 58.45 119.484 -90.271 -51.414 -4.508 -164.283 52.829 0.007 -110.028 0.853303 0 0.063028
598 2009 56.566 102.942 -74.952 -71.77 -5.728 2.204 39.98 0.038 -96.56 0.816559 0 0.124728
599 2009 57.657 139.493 -105.021 -61.591 -3.317 -40.041 42.59 7.187 -125.77 0.804814 0 0.369515
602 2009 55.995 141.248 -75.009 -40.032 -8.719 -163.296 55.904 0 -115.547 0.437799 0 0.062581
606 2009 56.646 153.507 -51.225 -53.063 -7.608 -226.046 59.664 0 -109.703 0.703995 0 0.040928
608 2009 55.483 141.216 -98.352 -49.294 -8.016 -209.208 40.41 0 -122.225 0.666316 0 0.072568
615 2009 54.577 144.682 -91.4 -60.309 -9.367 -153.973 40.729 0 -136.27 0.356253 0 0.175346
619 2009 49.689 74.304 -94.737 -33.341 -21.031 -170.977 33.748 6.308 -76.197 0.021351 0 0.005967
621 2009 57.597 75.733 -81.767 -49.996 -10.313 -224.509 52.975 0 -207.692 0.499822 0 0.012239
622 2009 49.897 102.323 -81.637 -40.376 -17.641 -196.811 50.376 8.132 -85.203 0.18357 0 0.025127
627 2009 55.415 60.955 -66.395 -47.805 -11.939 -173.727 39.094 3.002 -82.061 0.47682 0 0.006451
628 2009 55.019 104.787 -79.331 -47.909 -13.072 -236.074 48.755 7.694 -80.202 0.169744 0 0.022685
637 2009 56.297 99.816 -76.887 -55.191 -9.888 -196.072 51.206 5.815 -69.47 0.411258 0 0.033174
642 2009 58.726 57.598 -35.627 -43.732 -2.672 13.802 38.774 0.854 -76.594 0.991203 0 0.017284
645 2009 58.238 87.031 -73.603 -54.392 -3.544 -104.226 51.216 0.002 -136.754 0.967928 0 0.054667
647 2009 58.085 129.226 -92.526 -52.443 -5.369 -100.682 49.843 0.023 -163.493 0.887033 0 0.08102
650 2009 58.021 147.792 -92.344 -61.442 -6.213 -147.944 37.571 6.503 -134.056 0.674693 0 0.115026
653 2009 54.806 97.91 -61.388 -22.37 -7.811 -59.313 38.95 1.442 -140.493 0.709284 0 0.02522
654 2009 55.938 51.818 -49.291 -41.058 -5.471 -18.654 23.503 15.545 -83.603 0.964056 0 0.021319
657 2009 54.91 112.163 -68.658 -37.929 -6.555 -52.934 39.649 21.204 -213.043 0.921374 0 0.118844
660 2009 54.871 137.576 -80.241 -30.87 -8.586 -117.836 46.55 0.077 -205.581 0.581946 0 0.073319
662 2009 57.833 90.622 -76.209 -54.636 -5.184 -51.392 55.422 13.737 -94.937 0.965524 0 0.070026
666 2009 58.031 144.954 -75.492 -67.759 -4.005 -66.538 38.607 24.926 -100.026 0.957412 0 0.241265
667 2009 54.797 97.497 -74.277 -32.172 -8.043 -101.477 45.59 1.319 -62.581 0.659178 0 0.032444
669 2009 56.486 164.799 -113.097 -42.817 -6.128 -55.757 38.894 0 -79.428 0.891379 0 0.12471
671 2009 55.515 115.619 -63.425 -28.632 -8.888 -155.786 42.54 0.001 -93.649 0.520871 0 0.019342
672 2009 58.16 151.71 -39.711 -43.98 -4.561 -109.903 34.672 0 -77.077 0.881076 0 0.026459
674 2009 58.447 87.573 -55.683 -74.406 -4.397 -54.152 31.861 0 -76.225 0.960891 0 0.035321
676 2009 57.998 144.68 -106.065 -31.079 -6.356 -113.041 63.485 0.052 -93.378 0.813395 0 0.057537
679 2009 56.203 85.406 -88.555 -54.465 -5.273 -130.442 42.099 0.803 -93.255 0.956949 0 0.053063
680 2009 57.138 119.113 -71.83 -61.308 -4.526 -110.496 36.724 0 -219.656 0.857697 0 0.113024
684 2009 56.409 103.091 -80.223 -63.199 -5.119 -131.554 47.623 14.182 -82.288 0.862908 0 0.1379
687 2009 56.733 108.736 -68.179 -44.933 -6.238 -204.048 50.875 0.036 -106.385 0.82006 0 0.028116
690 2009 56.434 102.956 -42.291 -41.615 -5.76 -103.82 32.079 0.393 -80.342 0.773121 0 0.021161
691 2009 54.437 137.302 -74.501 -51.978 -9.931 -160.8 30.978 0 -91.607 0.601458 0 0.038821
699 2009 55.77 122.442 -96.136 -68.88 -9.502 -163.406 38.459 0.115 -88.172 0.566507 0 0.066567
702 2009 58.873 114.878 -71.725 -66.671 -3.983 -137.449 48.003 12.551 -76.755 0.759034 0 0.114562
707 2009 57.233 126.956 -60.158 -40.786 -3.952 -84.392 39.452 36.369 -133.836 0.948007 0 0.160907
714 2009 55.623 107.76 -80.708 -85.08 -6.474 -20.713 48.579 1.365 -228.514 0.790705 0 0.32031
717 2009 49.204 154.482 -67.713 -39.075 -15.16 -102.979 66.526 2.128 -68.582 0.146889 0 0.159895
718 2009 50.235 146.421 -54.202 -53.468 -12.738 -166.016 45.544 15.872 -67.361 0.426359 0 0.138753
722 2009 56.953 81.81 -84.655 -60.902 -5.985 -66.92 48.855 0 -113.791 0.706086 0 0.084416
725 2009 56.224 131.994 -85.98 -66.781 -5.925 -126.668 38.858 0 -101.747 0.75013 0 0.137894
728 2009 57.195 114.828 -83.133 -85.597 -5.572 -66.553 35.343 0 -91.262 0.589095 0 0.216303
729 2009 55.908 135.989 -69.122 -58.661 -6.777 -119.531 46.055 0 -92.48 0.689609 0 0.096473
733 2009 56.515 97.943 -75.022 -38.824 -6.358 -153.973 67.105 0 -88.707 0.672899 1 0.049989
734 2009 47.825 121.661 -97.229 -55.421 -16.594 -101.358 51.355 21.532 -98.837 0.380103 1 0.238541
741 2009 57.12 57.438 -103.063 -52.071 -5.311 -41.718 41.454 0.002 -99.653 0.782878 0 0.06255
742 2009 58.486 113.354 -91.529 -48.857 -4.102 -24.564 37.191 0.077 -76.181 0.802145 0 0.077614
744 2009 55.354 131.529 -98.563 -55.198 -6.744 -176.034 50.529 0.049 -206.452 0.813345 1 0.151159
745 2009 48.396 114.342 -81.091 -59.71 -14.071 -138.219 44.474 21.548 -80.205 0.729209 1 0.146123
747 2009 57.341 176.849 -69.88 -57.2 -6.076 -168.39 42.586 0 -149.251 0.964821 0 0.0642
750 2009 55.734 144.299 -87.464 -40.781 -7.177 -292.759 47.712 2.637 -151.079 0.811273 0 0.046218
754 2009 56.804 121.529 -111.126 -35.978 -5.599 -95.638 45.594 1.952 -130.687 0.857288 0 0.086521
758 2009 57.051 120.103 -72.192 -49.116 -5.344 -77.519 28.649 1.239 -99.364 0.944666 0 0.038558
760 2009 52.675 131.698 -69.789 -50.058 -11.808 -250.165 47.337 0 -70.65 0.245619 0 0.058467
761 2009 57.991 132.248 -95.125 -51.307 -6.192 -124.795 41.261 16.592 -86.137 0.649936 0 0.113453
762 2009 57.604 129.34 -63.27 -52.753 -4.995 -83.431 44.328 2.416 -108.282 0.961636 0 0.052082
770 2009 38.001 145.127 -72.132 -86.57 -25.494 5.626 45.26 0.017 -86.497 0.044218 0 0.516643
774 2009 46.095 63.855 -68.66 -54.531 -17.46 -91.41 60.809 24.452 -78.581 0.564274 0 0.096512
775 2009 54.768 95.13 -67.072 -50.374 -8.97 -99.167 26.757 0.02 -97.838 0.491617 0 0.036613
778 2009 52.061 52.988 -58.2 -36.908 -8.384 -104.614 48.987 12.564 -98.671 0.52933 0 0.082408
780 2009 55.035 60.894 -55.799 -45.132 -9.419 -147.231 42.785 0 -84.333 0.300118 0 0.022128
782 2009 54.292 136.354 -84.882 -70.079 -8.987 -42.936 39.726 17.801 -215.33 0.580556 0 0.380886
786 2009 55.481 68.045 -55.466 -60.014 -3.51 -45.256 40.739 32.613 -46.248 0.878041 0 0.231845
787 2009 56.384 106.208 -65.46 -53.582 -5.04 -97.382 42.349 19.859 -125.614 0.667931 0 0.180189
791 2009 52.981 115.153 -117.398 -74.814 -7.521 -156.407 78.059 0 -101.135 0.548338 0 0.592466
794 2009 50.885 153.119 -73.067 -55.679 -12.942 -155.843 59.738 0 -126.299 0.701364 0 0.090374
796 2009 54.946 117.722 -64.821 -46.58 -7.148 -153.718 48.997 0.13 -110.227 0.834718 0 0.046937
799 2009 50.582 136.888 -99.283 -58.299 -12.221 -160.81 44.783 10.028 -203.252 0.640821 0 0.228376
801 2009 53.985 57.87 -87.079 -48.616 -6.54 -41.688 56.416 0 -73.057 0.932719 0 0.073506
810 2009 50.479 178.182 -85.678 -69.804 -11.574 -78.39 39.368 2.934 -94.751 0.528134 0 0.386738
812 2009 50.949 90.067 -84.821 -52.812 -10.393 -46.854 26.34 24.64 -254.762 0.576871 0 0.307583
814 2009 58.996 148.832 -61.502 -69.391 -3.134 -187.607 38.035 0 -104.191 0.86015 0 0.083654
816 2009 57.836 122.615 -67.564 -67.509 -4.536 -94.04 43.596 0 -95.901 0.875732 0 0.084561
817 2009 58.303 97.105 -73.426 -56.807 -4.221 -83.228 44.772 0 -115.946 0.900937 0 0.052494
819 2009 58.94 102.522 -68.628 -51.13 -3.131 -58.273 45.484 0 -106.723 0.88232 0 0.058203
826 2009 60.029 132.206 -105.272 -50.728 -4.42 -214.188 50.527 0 -254.208 0.885427 0 0.06376
827 2009 57.826 137.384 -76.473 -56.878 -5.496 -115.332 51.465 0 -116.892 0.75557 0 0.090712
829 2009 57.763 134.966 -99.542 -68.423 -6.384 -157.008 43.859 0 -108.94 0.670093 0 0.114512
830 2009 56.606 120.034 -106.292 -60.004 -9.6 -190.272 67.385 0 -84.807 0.430769 0 0.087395
831 2009 42.215 154.488 -107.637 -83.157 -19.82 -81.776 55.376 0.378 -96.923 0.229286 0 0.686506
832 2009 59.91 103.509 -76.099 -53.548 -4.585 -39.12 41.586 4.762 -124.703 0.876829 0 0.03841
838 2009 53.826 133.782 -99.971 -59.543 -11.82 -177.444 53.408 0 -83.497 0.564255 0 0.066464
843 2009 53.597 121.468 -61.282 -40.482 -8.505 -149.925 56.067 0 -70.611 0.817538 0 0.040728
845 2009 53.844 117.412 -113.689 -35.976 -11.629 -186.815 79.489 2.132 -63.618 0.265821 0 0.108269
846 2009 56.845 85.434 -98.372 -38.299 -6.64 -228.919 33.119 0 -102.352 0.584389 0 0.02566
853 2009 56.058 110.736 -54.098 -37.857 -7.969 -121.383 44.032 0 -82.138 0.505507 0 0.027158
855 2009 52.584 68.517 -58.345 -36.616 -10.898 -150.536 23.749 7.723 -84.496 0.283258 0 0.025226
857 2008 57.936 127.456 -68.206 -55.608 -5.17 -181.192 53.797 0.418 -115.115 0.859262 1 0.052837
869 2008 58.742 132.749 -71.498 -75.579 -7.186 -154.953 36.984 0.093 -120.714 0.659457 0 0.047999
876 2008 57.246 106.929 -86.279 -35.043 -7.568 -125.879 60.736 0 -117.27 0.379108 0 0.063308
882 2008 58.044 113.352 -51.571 -60.565 -4.638 -29.282 46.823 0.058 -106.141 0.97143 0 0.051906
883 2008 55.538 67.395 -55.263 -49.452 -6.008 -58.518 43.895 0 -102.086 0.923257 0 0.031452
887 2008 58.367 92.021 -73.13 -47.99 -4.059 -90.191 77.255 11.408 -120.971 0.857682 0 0.116315
890 2008 53.347 92.596 -71.206 -54.028 -10.658 -78.739 40.256 0 -89.529 0.441514 0 0.059091
891 2008 42.171 100.368 -110.641 -56.589 -18.909 -110.024 36.373 11.069 -122.128 0.259497 0 0.423195
892 2008 43.558 55.979 -82.332 -61.525 -17.921 -108.782 58.442 2.673 -83.47 0.319174 0 0.19336
894 2008 55.284 83.161 -79.806 -41.123 -7.728 -71.782 40.772 3.409 -92.379 0.69859 0 0.041883
897 2008 55.019 82.891 -67.818 -48.925 -7.49 -90.915 53.592 0 -97.062 0.959252 0 0.031723
899 2008 56.466 92.028 -81.126 -50.963 -5.857 -152.195 43.148 0 -111.306 0.915647 0 0.038291
902 2008 48.265 113.693 -88.678 -58.506 -12.71 -45.665 37.245 0 -91.474 0.392675 1 0.297186
908 2008 58.413 130.261 -73.717 -55.323 -4.993 -66.577 44.683 0 -106.194 0.685278 1 0.09189
909 2008 56.286 144.988 -75.642 -58.188 -6.701 -124.137 38.216 0.033 -82.641 0.568756 1 0.117337
916 2008 59.562 57.482 -62.493 -33.564 -2.568 12.462 20.464 0 -126.995 0.996979 0 0.012918
917 2008 58.663 90.291 -73.253 -65.795 -3.388 -16.746 21.52 0.03 -66.628 0.991234 0 0.045533
919 2008 59.917 57.491 -82.901 -39.766 -2.741 7.596 24.049 0 -71.97 0.997804 0 0.016062
926 2008 56.747 50.262 -56.07 -37.499 -8.49 -155.372 43.197 1.678 -86.953 0.466271 0 0.009287
930 2008 43.185 63.682 -28.469 -21.354 -19.296 -199.017 66.435 8.066 -83.675 0.202844 0 0.028511
931 2008 49.021 105.651 -129.486 -46.563 -15.02 -82.579 48.823 3.665 -94.253 0.219676 0 0.24484
932 2008 52.456 154.507 -107.222 -42.526 -11.695 -92.236 60.006 18.605 -90.084 0.514858 0 0.273552
935 2008 55.578 107.684 -121.181 -52.285 -6.393 -113.649 47.907 0 -126.242 0.773243 0 0.16722
938 2008 58.288 107.223 -87.855 -61.813 -4.967 -63.566 42.728 13.162 -76.617 0.805759 0 0.11693
939 2008 56.454 131.06 -109.384 -51.444 -5.969 -91.558 72.713 0.291 -108.57 0.64843 0 0.287792
943 2008 57.159 179.51 -107.192 -54.457 -4.538 -101.983 68.39 29.958 -95.298 0.797323 0 0.633748
944 2008 56.415 91.114 -102.803 -66.917 -6.06 -194.097 45.144 0 -231.375 0.743865 0 0.138222
947 2008 58.942 150.66 -97.797 -55.329 -4.111 -251.388 48.911 13.867 -107.087 0.847495 0 0.123043
952 2008 57.029 123.28 -76.803 -65.253 -6.704 -110.178 50.909 0 -102.744 0.821248 0 0.074856
953 2008 58.373 85.037 -73.577 -56.523 -4.436 -40.308 53.66 0 -95.237 0.916731 0 0.053737
954 2008 55.299 107.601 -82.565 -52.703 -9.198 -93.399 49.278 28.079 -84.485 0.451721 0 0.176655
956 2008 57.316 118.971 -69.57 -44.036 -4.59 -136.274 44.299 0 -109.846 0.948837 0 0.042201
963 2008 44.349 86.337 -82.128 -60.987 -15.675 -75.541 79.574 20.689 -67.154 0.464118 0 0.56241
964 2008 57.428 67.271 -91.752 -56.069 -4.923 -51.128 46.147 0 -108.212 0.953414 0 0.053993
966 2008 57.268 153.061 -85.867 -56.827 -4.937 -85.913 32.37 0 -78.346 0.831008 0 0.114538
968 2008 57.051 164.709 -95.573 -57.9 -8.539 -197.985 50.503 0 -87.349 0.267319 0 0.148487
971 2008 56.155 97.072 -75.125 -61.851 -5.739 -50.338 46.957 0 -121.692 0.920673 0 0.08916
974 2008 55.404 136.625 -64.995 -45.874 -8.507 -256.117 47.728 0 -121.045 0.717412 0 0.028906
975 2008 55.427 123.783 -91.65 -56.445 -10.127 -149.047 74.016 0 -130.466 0.621 0 0.085439
976 2008 55.818 98.537 -96.503 -67.855 -8.415 -75.719 50.748 0 -95.346 0.652182 0 0.105287
977 2008 55.642 95.733 -111.887 -46.116 -7.161 -115.192 39.334 0.308 -112.143 0.568229 0 0.104043
986 2008 48.708 105.601 -65.956 -33.393 -15.181 -118.549 45.878 0 -77.754 0.173632 0 0.057177
991 2008 57.401 79.919 -56.351 -48.203 -7.056 -110.85 38.975 0.688 -73.355 0.460087 0 0.024767
994 2008 42.571 46.972 -65.138 -33.036 -18.871 -83.964 42.639 3.701 -62.481 0.335286 0 0.050071
996 2008 57.765 73.239 -58.059 -42.551 -5.279 -88.384 33.751 0.001 -83.256 0.99227 0 0.010542
1004 2008 58.425 97.845 -47.229 -44.932 -4.165 -99.519 38.938 0.001 -73.2 0.965206 0 0.016466
1011 2008 56.847 92.764 -68.248 -51.897 -6.353 -66.204 27.12 0.04 -93.993 0.776813 1 0.030298
1014 2008 50.558 99.181 -91.51 -33.996 -13.979 -189.169 59.174 0.004 -98.276 0.18403 0 0.068741
1016 2008 54.817 76.658 -85.672 -59.959 -9.562 -176.59 43.592 0.179 -98.09 0.497307 0 0.045309
1018 2008 54.431 110.972 -81.8 -57.822 -10.257 -121.324 34.172 0.017 -64.326 0.541494 0 0.045114
1022 2008 53.955 97.381 -98.474 -39.347 -9.381 -167.673 53.54 2.677 -95.322 0.699495 0 0.050007
1023 2008 50.606 107.826 -76.143 -33.64 -16.015 -234.568 50.066 4.293 -68.712 0.169238 0 0.022272
1024 2008 53.373 148.932 -79.481 -52.599 -10.322 -214.189 43.156 0.692 -90.787 0.54154 0 0.076808
1027 2008 58.649 139.929 -121.976 -53.419 -3.724 -73.551 36.625 0 -101.297 0.95084 1 0.1415
1028 2008 57.27 91.849 -64.714 -47.312 -4.894 -94.839 27.802 0.007 -101.606 0.954167 1 0.023113
1030 2008 53.688 81.958 -85.033 -40.256 -9.334 -97.673 36.917 0 -100.293 0.715047 0 0.032242
1033 2008 48.699 111.331 -65.016 -33.304 -15.684 -92.317 45.365 0 -105.893 0.398607 0 0.03746
1034 2008 54.023 68.549 -72.246 -50.97 -8.685 -128.846 38.579 0 -121.741 0.985733 0 0.01876
1035 2008 56.519 80.704 -109.797 -39.752 -7.25 -62.009 43.955 0 -94.762 0.849979 0 0.035779
1036 2008 54.684 124.453 -94.022 -53.311 -11.197 -160.702 62.926 0 -100.766 0.634086 0 0.051252
1039 2008 55.429 99.269 -107.527 -47.744 -8.48 -69.864 45.229 0 -83.822 0.66328 0 0.071489
1042 2008 56.989 57.491 -20.438 -32.535 -4.525 -65.975 27.041 0 -75.155 0.982689 0 0.005638
1043 2008 57.27 57.491 -45.294 -33.551 -4.573 29.497 22.801 0 -89.099 0.981004 0 0.010728
1045 2008 56.594 57.491 -38.575 -29.793 -5.32 -81.85 26.922 0 -71.068 0.939868 0 0.00621
1048 2008 56.4 57.491 -61.768 -36.662 -5.471 20.655 31.948 0 -101.563 0.975241 0 0.018368
1056 2008 55.122 125.49 -82.051 -47.98 -7.407 -82.829 47.812 0 -95.602 0.81199 0 0.079481
1058 2008 55.499 121.456 -89.24 -55.46 -9.517 -151.578 39.628 0 -98.22 0.441913 0 0.06551
1062 2008 55.431 97.171 -85.702 -46.176 -7.63 -21.464 30.638 0.006 -83.146 0.888376 0 0.035795
1063 2008 58.44 75.096 -95.142 -41.563 -6.48 -72.304 52.763 0.679 -72.924 0.530097 0 0.040252
1067 2008 58.383 84.151 -68.584 -55.938 -6.43 -191.361 57.789 0 -73.026 0.440864 0 0.038493
1068 2008 55.854 84.959 -78.641 -46.978 -6.942 -55.851 52.095 0.231 -90.742 0.689715 0 0.063698
1070 2008 54.407 99.526 -57.809 -47.463 -11.724 -225.59 40.023 16.433 -150.155 0.190074 0 0.042691
1071 2008 58.331 57.458 -73.87 -40.644 -4.743 -19.424 29.935 0.003 -92.678 0.915735 0 0.015428
1072 2008 57.229 93.821 -67.935 -60.997 -7.384 -56.281 50.248 0.133 -105.934 0.74245 0 0.042992
1075 2008 55.838 151.464 -131.954 -71.708 -6.332 -22.346 36.991 22.609 -109.457 0.681648 1 0.660138
1076 2008 45.809 179.048 -120.839 -64.152 -16.952 -126.657 38.937 0.078 -178.034 0.366753 1 0.510601
1078 2008 40.939 57.491 -91.898 -21.449 -22.751 -31.04 51.039 0 -65.79 0.443686 0 0.028454
1079 2008 57.016 110.309 -86.135 -56.617 -4.703 -29.193 43.016 3.007 -85.477 0.953794 0 0.106091
1082 2008 56.368 115.296 -84.646 -49.164 -5.936 -29.097 42.548 1.765 -215.179 0.901712 0 0.111629
1087 2008 55.755 94.901 -84.688 -54.991 -5.862 -103.024 58.563 0 -107.735 0.860255 1 0.102198
1092 2008 58.049 91.924 -69.263 -44.615 -4.077 -166.56 39.755 1.432 -91.828 0.861737 0 0.028376
1093 2008 58.174 183.641 -100.34 -52.13 -4.845 -170.863 42.638 0.111 -80.434 0.899706 1 0.109624
1098 2008 54.188 118.755 -75.192 -61.442 -9.581 -248.898 37.504 4.282 -120.406 0.465531 0 0.072424
1099 2008 57.754 91.573 -85.537 -48.784 -4.448 -66.887 38.325 0.086 -99.71 0.930891 0 0.047162
1104 2008 56.994 96.811 -72.964 -58.934 -6.081 -29.296 53.506 0.038 -123.959 0.91558 0 0.066237
1105 2008 57.251 120.748 -101.114 -39.291 -5.197 57.383 38.71 0.001 -83.828 0.913263 0 0.090792
1109 2008 57.16 140.626 -94.185 -77.519 -6.478 -248.104 53.835 1.15 -123.782 0.79795 0 0.129758
1110 2008 56.14 91.683 -68.191 -44.956 -6.603 -175.494 44.646 0 -80.488 0.826132 0 0.023297
1114 2008 56.237 78.677 -58.01 -48.807 -6.562 -140.599 28.568 1.199 -97.204 0.68534 0 0.022708
1116 2008 57.429 57.356 -41.97 -42.461 -4.665 -22.014 22.704 6.106 -87.669 0.752381 0 0.019838
1117 2008 57.776 54.744 -42.164 -45.712 -4.41 -82.848 26.676 0.625 -68.358 0.933386 0 0.00948
1121 2008 57.38 129.151 -107.702 -51.053 -8.073 -71.329 53.214 0 -139.132 0.804534 1 0.067828
1122 2008 57.152 108.018 -89.223 -58.047 -6.789 -134.068 42.565 22.534 -200.766 0.736079 1 0.145452
1124 2008 55.624 101.878 -55.684 -50.261 -7.587 -74.371 42.48 0 -88.688 0.774609 1 0.033013
1128 2008 56.472 92.65 -66.293 -36.671 -9.479 -128.094 44.368 6.221 -94.682 0.611612 0 0.013766
1129 2008 55.687 147.83 -82.397 -53.028 -7.623 -101.72 56.178 0 -77.126 0.911419 0 0.077571
1130 2008 54.171 110.966 -91.106 -39.091 -11.535 -236.38 67.729 12.852 -101.887 0.550381 0 0.045109
1132 2008 55.945 109.16 -118.401 -49.398 -8.701 -203.732 41.887 1.856 -88.317 0.838248 0 0.034621
1139 2008 54.167 96.558 -110.941 -54.46 -9.719 -74.761 66.601 6.92 -76.704 0.440267 1 0.221979
1142 2008 45.166 121.563 -91.858 -50.671 -20.805 -109.538 41.607 0.001 -112.085 0.285465 0 0.066224
1148 2008 56.638 123.431 -113.292 -57.276 -9.938 -176.702 50.854 0.154 -76 0.296099 0 0.087273
1150 2008 47.49 102.53 -97.214 -54.999 -16.344 -76.516 48.99 20.294 -114.602 0.492502 1 0.206989
1151 2008 55.3 193.621 -80.803 -56.575 -7.989 -143.529 43.394 0 -121.167 0.455785 1 0.248959
1154 2008 50.296 118.69 -90.218 -63.028 -12.654 -42.595 42.04 34.605 -74.795 0.696129 1 0.319447
1167 2008 52.006 130.852 -94.909 -49.084 -10.097 -93.44 49.858 31.743 -115.155 0.716854 1 0.34076
1169 2008 58.749 143.169 -100.704 -63.108 -4.152 -60.64 46.145 17.824 -78.316 0.860822 0 0.256599
1171 2008 50.903 131.217 -104.463 -52.926 -11.937 -89.434 45.84 23.797 -105.504 0.531628 0 0.348737
1173 2008 54.996 97.753 -60.069 -52.386 -6.902 -35.265 34.529 0.558 -126.627 0.941771 0 0.044789
1176 2008 58.277 126.566 -78.051 -61.96 -3.63 -70.172 35.022 0 -123.984 0.718176 0 0.149037
1180 2008 55.77 57.293 -27.15 -28.764 -6.755 25.412 41.456 0.112 -60.889 0.976374 0 0.006921
1182 2008 53.109 136.887 -78.213 -45.934 -9.415 -71.306 65.265 24.983 -84.951 0.967207 0 0.169556
1191 2008 55.107 46.442 -43.578 -63.351 -6.177 21.982 39.462 14.731 -83.138 0.975981 0 0.054805
1195 2008 54.449 69.029 -87.703 -49.847 -10.251 -118.583 56.322 0 -96.77 0.895849 0 0.019042
1196 2008 53.605 156.996 -81.113 -73.638 -9.04 -159.549 57.488 0 -198.758 0.519257 1 0.371655
1200 2008 57.662 101.987 -38.053 -51.094 -5.649 -137.545 46.681 10.166 -96.504 0.838045 0 0.027155
1206 2008 56.375 108.67 -57.3 -37.919 -6.206 -109.815 39.326 2.144 -88.324 0.929905 0 0.020946
1215 2008 54.065 214.408 -98.571 -35.301 -9.864 -201.666 55.128 0.332 -95.213 0.298465 0 0.244685
1218 2008 55.904 100.158 -109.044 -60.934 -5.334 -133.323 38.563 42.421 -84.93 0.72729 0 0.448131
1222 2008 38.765 122.314 -120.458 -47.415 -20.823 -110.772 58.064 2.185 -108.813 0.162508 0 0.656259
1225 2008 57.306 138.326 -98.768 -53.737 -4.984 -114.869 62.184 0 -93.257 0.7536 0 0.190773
1230 2008 54.514 158.152 -52.982 -53.93 -8.033 -181.661 42.076 0.036 -82.883 0.634874 0 0.075679
1232 2008 54.806 85.028 -62.576 -33.092 -8.157 -187.436 43.168 0.313 -66.574 0.65392 0 0.016514
1233 2008 53.229 57.491 -45.864 -24.752 -9.747 -54.432 45.355 0 -79.376 0.423623 0 0.019428
1237 2008 54.946 105.694 -78.763 -43.735 -8.949 -60.195 43.143 0.126 -90.173 0.55083 0 0.055883
1245 2008 57.09 48.916 -68.718 -23.999 -4.119 40.666 39.025 2.179 -81.778 0.99456 0 0.019715
1251 2008 57.222 53.825 -31.544 -28.932 -4.366 20.139 35.468 20.76 -106.217 0.971575 0 0.020818
1253 2008 56.51 76.206 -48.342 -41.65 -5.439 -72.267 31.581 0.041 -75.684 0.935986 0 0.014847
1260 2008 57.653 127.198 -76.761 -45.027 -4.447 -78.95 43.78 29.01 -89.3 0.890312 0 0.15727
1265 2008 57.805 147.251 -51.26 -55.615 -5.798 -193.024 51.043 8.784 -110.441 0.664977 0 0.074963
1266 2008 58.246 80.876 -100.209 -45.705 -4.453 -107.448 41.839 34.157 -135.228 0.867414 0 0.139156
1271 2008 55.347 128.167 -105.975 -39.321 -5.948 -171.945 75.725 0 -85.395 0.55975 1 0.253229
1274 2007 58.701 57.491 -44.937 -49.346 -3.029 -21.735 35.751 0 -70.752 0.991174 0 0.018463
1275 2007 57.569 73.389 -74.133 -39.681 -4.098 -54.279 36.253 19.455 -120.053 0.809236 0 0.079324
1279 2007 58.836 50.668 -64.777 -48.01 -2.687 -3.712 41.359 0.327 -67.875 0.967681 0 0.030595
1281 2007 58.486 109.669 -39.933 -49.832 -6.614 -81.267 40.862 0.902 -104.214 0.770501 0 0.015799
1283 2007 46.465 100.795 -63.256 -56.071 -16.021 -116.239 56.512 22.417 -90.668 0.55917 0 0.178863
1284 2007 57.23 94.425 -95.843 -56.794 -5.14 -226.619 44.101 8.007 -130.928 0.702005 0 0.101018
1290 2007 57.519 101.716 -78.384 -46.279 -4.397 -110.759 49.396 0 -103.605 0.653478 0 0.094787
1291 2007 57.418 154.201 -72.113 -55.295 -7.58 -193.686 38.768 0.007 -107.777 0.699796 0 0.040408
1294 2007 59.318 129.418 -88.361 -77.829 -3.825 -78.442 46.462 0 -216.562 0.858764 1 0.216884
1295 2007 56.49 70.709 -45.539 -63.642 -5.897 -30.076 32.678 0.011 -75.124 0.833524 0 0.03294
1297 2007 55.74 148.883 -137.319 -60.892 -5.656 -136.718 51.298 0 -70.535 0.788534 0 0.370837
1299 2007 57.027 92.388 -81.752 -53.29 -5.236 -186.349 39.398 0.001 -99.992 0.775605 0 0.047947
1302 2007 57.01 70.427 -60.978 -45.279 -4.742 -93.216 38.303 16.157 -75.627 0.922736 0 0.039802
1303 2007 56.991 64.604 -85.636 -48.103 -4.984 -10.247 25.22 0.033 -74.583 0.932171 0 0.03352
1306 2007 56.834 82.432 -63.688 -42.862 -6.137 -93.238 49.079 0.025 -107.468 0.730832 0 0.034416
1309 2007 56.24 97.767 -56.749 -28.685 -6.014 -106.357 48.453 0.985 -91.483 0.803199 0 0.025185
1317 2007 55.703 118.666 -65.636 -43.774 -9.052 -185.413 43.701 0.043 -75.37 0.320722 0 0.041642
1319 2007 58.657 70.553 -48.498 -36.065 -3.349 36.695 41.916 0 -92.905 0.967977 0 0.022115
1321 2007 58.651 110.261 -54.472 -58.356 -2.852 46.711 41.947 0.101 -79.11 0.98745 0 0.082905
1332 2007 57.302 103.605 -98.2 -56.959 -4.816 -41.616 40.276 3.566 -108.298 0.946311 0 0.110714
1334 2007 58.188 112.902 -67.029 -44.182 -6.356 -96.991 59.527 0 -73.453 0.749936 0 0.033074
1336 2007 56.851 83.666 -71.166 -45.717 -5.06 -47.164 73.718 0 -214.069 0.963926 0 0.09473
1337 2007 57.812 57.491 -80.685 -48.671 -4.476 10.316 54.259 0 -72.596 0.943638 0 0.046718
1338 2007 56.439 116.441 -96.397 -46.263 -6.372 -150.263 36.619 0.042 -211.356 0.877786 0 0.065687
1350 2007 56.69 107.438 -85.923 -51.766 -6.388 -278.125 51.809 0.579 -137.229 0.929883 0 0.033152
1354 2007 55.867 124.293 -84.552 -59.016 -6.919 -191.262 48.551 0 -234.635 0.830236 1 0.106362
1363 2007 55.864 111.952 -96.346 -52.838 -5.085 -96.296 35.431 0.002 -98.363 0.786216 0 0.139169
1364 2007 55.016 105.479 -107.475 -64.135 -5.795 -99.378 48.219 0.074 -125.103 0.71842 0 0.294249
1365 2007 55.427 115.848 -101.853 -63.822 -8.164 -132.761 43.604 0.014 -113.428 0.643774 0 0.125118
1366 2007 57.543 91.624 -61.839 -58.083 -5.646 -126.461 49.49 0.062 -98.142 0.796633 0 0.040667
1367 2007 55.157 118.178 -92.486 -55.548 -5.587 -97.751 37.173 0 -136.227 0.658727 0 0.22381
1378 2007 56.929 119.452 -98.591 -74.916 -7.648 -127.751 57.721 0.026 -120.519 0.324565 0 0.275901
1383 2007 57.07 69.668 -58.413 -49.769 -5.524 -153.756 50.566 0 -78.465 0.925845 0 0.01897
1385 2007 57.582 87.574 -99.11 -59.259 -6.669 -118.871 34.857 0.231 -82.595 0.485678 0 0.072227
1389 2007 58.525 55.854 -52.503 -35.172 -4.605 -36.237 35.334 1.169 -71.294 0.991161 0 0.008072
1395 2007 56.138 178.273 -139.701 -50.117 -7.514 -214.029 70.225 0 -217.032 0.431222 0 0.513204
1398 2007 55.138 175.306 -98.853 -64.015 -8.168 -155.897 44.021 0 -229.655 0.600389 0 0.314549
1399 2007 60.674 112.792 -81.376 -61.108 -3.141 -137.36 54.52 2.17 -112.321 0.697674 0 0.092661
1405 2007 55.062 108.39 -75.199 -43.358 -6.854 -92.613 38.919 17.492 -106.204 0.940383 0 0.076236
1406 2007 55.95 141.972 -91.38 -66.37 -6.711 -37.416 47.873 25.131 -96.882 0.632563 0 0.47157
1407 2007 55.017 158.425 -98.999 -53.609 -6.076 -102.394 40.358 10.402 -235.58 0.676941 0 0.461665
1408 2007 55.253 131.574 -83.064 -63.913 -7.527 -149.094 46.555 28.489 -132.836 0.63233 0 0.328284
1410 2007 55.105 125.356 -119.521 -60.999 -7.59 -121.782 48.114 1.578 -102.21 0.36578 0 0.368821
1414 2007 55.184 168.234 -114.014 -65.076 -9.039 -105.366 88.47 0 -136.756 0.554385 0 0.487385
1416 2007 57.642 151.571 -108.771 -48.225 -6.62 -63.28 52.059 25.298 -121.316 0.870737 0 0.223726
1422 2007 54.017 84.158 -73.027 -57.856 -7.738 -92.566 79.535 32.247 -98.637 0.869397 0 0.281241
1423 2007 54.476 46.714 -62.268 -57.08 -10.518 -21.802 48.529 1.712 -69.83 0.654219 0 0.022112
1424 2007 56.933 103.032 -56.677 -36.152 -6.205 -153.351 53.659 0 -65.494 0.551943 0 0.034695
1428 2007 56.717 118.025 -87.35 -47.11 -5.899 -113.322 53.144 0.081 -109.447 0.819136 0 0.081826
1436 2007 48.02 115.199 -80.815 -65.046 -17.084 -94.364 56.952 17.53 -89.019 0.146325 1 0.287664
1437 2007 60.554 124.919 -108.477 -37.113 -3.149 -98.005 44.486 0 -158.867 0.940181 0 0.055031
1439 2007 59.005 171.841 -67.932 -63.649 -3.516 -137.532 39.823 0.01 -96.202 0.734599 0 0.14932
1441 2007 56.628 89.456 -105.465 -47.154 -7.095 -107.571 45.879 0.014 -97.844 0.651099 0 0.065356
1442 2007 54.409 113.094 -115.041 -72.488 -7.64 -273.668 52.441 9.385 -121.722 0.388244 0 0.402274
1445 2007 58.23 103.823 -57.822 -46.697 -5.585 -118.436 48.604 0.021 -105.597 0.530166 0 0.046602
1446 2007 59.728 129.089 -108.356 -70.452 -7.555 -272.705 69.696 0.003 -77.781 0.386257 0 0.088933
1447 2007 47.72 98.2 -104.166 -54.295 -14.624 -137.605 58.776 13.631 -142.122 0.591045 1 0.250668
1460 2007 57.949 101.209 -100.069 -47.472 -4.684 -95.979 48.902 0 -88.774 0.944879 0 0.0601
1461 2007 58.136 126.351 -73.939 -64.718 -4.138 -279.198 45.714 0 -228.376 0.918477 0 0.076512
1463 2007 57.769 102.466 -79.955 -58.368 -4.255 -121.583 32.954 0 -92.544 0.885237 0 0.057416
1465 2007 37.332 97.741 -96.685 -57.188 -21.717 -114.841 53.394 0 -156.354 0.159435 1 0.605366
1470 2007 57.339 123.191 -55.012 -45.129 -3.977 -94.109 56.355 43.578 -86.896 0.859541 0 0.266065
1471 2007 55.563 133.297 -77.037 -44.731 -5.67 -49.813 44.753 8.497 -111.566 0.822435 0 0.164433
1475 2007 56.644 103.107 -86.102 -45.577 -5.478 -44.843 50.34 18.565 -179.843 0.833029 0 0.186132
1478 2007 57.205 193.477 -89.41 -74.179 -5.176 -100.828 34.166 24.921 -208.244 0.786966 0 0.58369
1479 2007 56.11 115.587 -70.297 -60.438 -5.749 -52.218 52.157 12.788 -86.966 0.825705 0 0.179144
1483 2007 46.998 212.053 -87.381 -69.138 -15.329 -42.994 38.78 14.763 -86.973 0.458885 1 0.641294
1484 2007 45.288 117.336 -91.608 -52.291 -16.822 -114.214 35.316 7.524 -109.224 0.350565 1 0.226365
1486 2007 58.096 190.432 -126.153 -82.624 -5.334 -161.039 41.534 0.162 -223.123 0.670481 1 0.542935
1487 2007 55.955 123.872 -63.924 -66.071 -6.822 -21.42 33.389 2.29 -231.229 0.798697 0 0.140867
1489 2007 56.685 126.778 -98.317 -47.102 -7.153 -121.371 48.328 5.954 -95.896 0.546172 0 0.125758
1491 2007 56.775 160.945 -102.739 -59.538 -4.927 -103.711 38.743 0.954 -138.132 0.624985 0 0.347125
1494 2007 55.05 125.277 -107.478 -61.534 -6.906 -71.616 60.58 1.332 -135.472 0.57802 0 0.401113
1495 2007 57.331 161.447 -76.416 -59.874 -7.661 -124.395 54.68 0 -134.552 0.643329 0 0.108788
1498 2007 55.025 186.102 -90.439 -58.926 -7.812 -129.824 62.594 6.016 -115.314 0.362118 0 0.515259
1510 2007 56.531 79.084 -80.747 -47.529 -5.463 -217.783 44.761 0.002 -97.265 0.915921 0 0.027348
1511 2007 56.795 97.187 -88.426 -50.012 -6.493 -187.042 53.88 0.001 -88.666 0.641689 0 0.059893
1513 2007 57.548 105.722 -94.343 -40.898 -6.298 -59.651 54.116 0.274 -91.657 0.836968 0 0.050073
1515 2007 53.92 129.354 -92.291 -34.575 -7.366 -93.072 31.4 0 -111.818 0.834166 0 0.076967
1517 2007 57.532 152.237 -141.062 -57.373 -9.504 -107.276 58.983 0.16 -108.667 0.382202 0 0.214699
1521 2007 57.173 123.884 -120.482 -42.086 -5.061 -63.121 50.106 1.784 -127.988 0.830522 0 0.172106
1524 2007 57.963 126.101 -104.966 -61.63 -5.694 -89.662 53.321 0.226 -102.15 0.810011 0 0.134045
1527 2007 46.299 117.642 -81.426 -58.182 -17.104 -103.63 47.778 10.358 -90.267 0.399036 1 0.186909
1528 2007 57.071 153.814 -96.578 -47.337 -5.724 -164.961 39.472 20.314 -111.088 0.668961 1 0.213889
1529 2007 43.339 98.675 -83.019 -79.112 -19.963 -83.57 40.166 19.872 -180.467 0.42435 1 0.356482
1532 2007 59.081 104.466 -53.346 -43.276 -4.216 -134.017 39.313 0 -78.597 0.950861 0 0.014458
1536 2007 58.727 125.239 -86.515 -49.602 -4.158 -96.713 26.287 0 -90.49 0.935995 0 0.042376
1540 2007 59.255 115.616 -81.442 -52.828 -4.587 -308.206 52.318 0 -102.276 0.929563 0 0.022078
1542 2007 58.056 141.155 -69.077 -57.663 -8.45 -287.199 33.005 0 -75.39 0.679697 0 0.012586
1543 2007 58.282 155.522 -76.218 -56.35 -6.476 -248.723 60.155 0 -75.277 0.792741 0 0.045565
1548 2007 58.273 121.587 -80.618 -43.638 -4.781 -52.863 36.554 1.572 -82.169 0.743202 0 0.063079
1549 2007 57.142 82.464 -63.776 -53.567 -5.527 -40.606 38.816 0 -87.171 0.925841 0 0.032357
1553 2007 57.116 103.013 -55.844 -70.677 -5.805 -121.585 30.008 0.077 -107.234 0.716689 0 0.056385
1564 2007 58.296 104.239 -83.37 -61.897 -8.44 -279.803 44.429 0 -98.211 0.366437 0 0.028287
1565 2007 52.261 109.09 -81.116 -49.425 -13.294 -163.438 64.747 17.525 -79.69 0.487236 1 0.081651
1569 2007 57.624 122.065 -116.771 -57.937 -6.387 -252.337 50.985 11.844 -113.52 0.878118 0 0.090095
1573 2007 56.813 156.315 -76.119 -58.146 -5.714 -61.271 41.028 0 -97.467 0.476827 0 0.246586
1574 2007 57.881 151.235 -110.735 -73.639 -4.193 -165.606 33.226 2.86 -87.889 0.9104 0 0.202933
1577 2007 59.106 88.483 -91.831 -57.604 -3.07 -47.034 37.51 0 -106.628 0.889307 0 0.080392
1583 2007 57.429 99.579 -90.581 -59.001 -5.738 -94.313 44.569 0 -71.352 0.641103 0 0.094034
1584 2007 57.797 96.028 -85.544 -60.236 -6.624 -130.61 46.276 0.509 -83.967 0.5442 0 0.06636
1587 2007 54.05 107.179 -67.26 -60.514 -9.367 -107.489 37.346 0.361 -89.867 0.527367 0 0.074141
1591 2007 54.669 207.182 -129.849 -68.988 -10.77 -241.622 45.847 0 -96.601 0.523042 0 0.266582
1592 2007 54.375 125.811 -69.078 -62.277 -10.701 -269.978 45.585 8.757 -88.293 0.621571 0 0.04038
1599 2007 58.105 116.732 -109.912 -51.329 -4.646 -79.365 39.231 0 -83.339 0.920339 1 0.082538
1603 2007 55.362 125.014 -80.006 -43.395 -6.967 -101.951 33.231 0 -75.69 0.752714 0 0.058318
1605 2007 58.938 130.053 -91.433 -46.964 -5.494 -77.216 67.089 0 -111.847 0.840884 0 0.077353
1606 2007 57.828 184.257 -103.416 -47.126 -7.328 -197.222 55.197 0 -89.909 0.46244 0 0.143078
1617 2007 57.457 69.153 -82.01 -40.421 -4.56 -162.003 29.867 0 -80.191 0.962635 0 0.016034
1618 2007 57.274 89.237 -98.99 -32.094 -6.395 -131.887 38.134 29.621 -63.677 0.838164 0 0.051045
1623 2007 57.197 61.111 -88.68 -54.56 -5.392 -164.764 55.491 2.162 -116.407 0.941727 0 0.03976
1624 2007 58.038 113.037 -91.143 -55.353 -5.821 -187.637 48.674 30.603 -89.277 0.9199 0 0.09929
1627 2007 57.99 119.638 -84.969 -50.535 -5.379 -184.429 42.773 25.653 -94.855 0.911904 0 0.081004
1628 2007 52.261 125.428 -110.596 -47.974 -13.586 -116.371 52.77 0.201 -79.821 0.516902 0 0.07023
1636 2007 53.672 114.806 -82.785 -47.691 -8.883 -83.686 49.955 0 -100.216 0.767714 0 0.082853
1640 2007 49.772 130.329 -61.279 -42.833 -14.167 -27.49 48.825 24.784 -109.218 0.482487 1 0.169606
1642 2007 58.111 120.389 -44.465 -52.175 -3.715 6.27 33.026 48.353 -74.766 0.990727 0 0.19131
1644 2007 58.535 79.956 -59.93 -43.766 -2.337 35.706 31.785 0 -74.513 0.980622 0 0.042063
1646 2007 58.398 57.491 -63.192 -48.59 -2.558 1.205 24.898 0 -107.094 0.984065 0 0.032067
1650 2007 58.464 149.685 -84.231 -61.564 -3.56 0.185 47.597 0 -130.339 0.969025 0 0.201796
1651 2007 59.451 109.506 -95.734 -48.397 -2.456 7.159 44.976 0.011 -92.229 0.98674 0 0.100658
1653 2007 57.697 102.506 -109.725 -71.037 -4.343 -35.216 37.7 0 -106.053 0.971408 0 0.158889
1654 2007 56.897 66.871 -26.517 -49.539 -5 -84.43 29.991 0 -78.732 0.975408 0 0.010688
1657 2007 46.992 60.13 -26.211 -35.536 -15.026 -28.922 27.41 18.038 -73.163 0.922629 0 0.013149
1672 2007 53.014 96.771 -56.896 -49.109 -11.824 -247.626 48.178 0.622 -104.21 0.389493 0 0.025491
1674 2007 49.107 114.271 -69.992 -20.717 -10.484 -157.672 26.925 0 -50.067 0.051479 0 0.153505
1675 2007 58.087 142.671 -103.218 -50.289 -4.042 -119.871 46.977 0 -103.429 0.941449 0 0.120586
1678 2007 57.369 127.266 -78.176 -41.693 -4.559 -149.492 34.727 0.656 -248.679 0.947073 0 0.06416
1683 2007 55.987 92.801 -58.149 -47.402 -5.821 -130.68 41.975 0 -78.121 0.760724 0 0.039789
1685 2007 57.747 79.992 -82.597 -41.74 -3.48 -149.201 31.681 0.508 -97.912 0.93515 0 0.031383
1689 2007 57.989 97.87 -110.042 -53.344 -4.682 -41.383 43.271 0 -81.224 0.904054 0 0.090523
1690 2007 58.981 86.052 -69.773 -58.649 -3.592 -108.597 49.6 16.222 -109.087 0.874766 0 0.086811
1692 2007 59.679 119.814 -101.196 -51.483 -4.572 -175.989 44.404 0.005 -80.804 0.618102 0 0.066257
1693 2007 57.821 88.962 -112.822 -56.052 -4.193 -16.353 38.497 0 -126.717 0.760501 0 0.167417
1695 2007 58.777 82.973 -91.314 -54.673 -3.965 -87.92 41.318 0 -81.166 0.795154 0 0.059568
1703 2007 57.656 95.336 -61.64 -44.329 -5.982 -138.06 55.138 0 -121.646 0.875329 0 0.023732
1704 2007 57.681 76.065 -71.708 -60.55 -5.534 -132.937 40.779 0.518 -100.472 0.922907 0 0.027491
1705 2007 56.569 95.001 -77.981 -50.206 -5.97 -176.129 39.95 0 -121.062 0.824311 0 0.038818
1708 2007 56.915 62.873 -61.396 -74.08 -4.843 0.64 37.767 0 -115.179 0.963304 0 0.068052
1711 2007 55.576 118.314 -61.349 -66.343 -7.255 -11.781 47.393 0.045 -78.154 0.874368 0 0.087836
1713 2007 56.18 94.638 -95.306 -54.671 -5.679 -117.816 46.023 0 -126.385 0.912832 0 0.083842
1715 2007 58.204 105.224 -104.632 -52.158 -4.203 -49.509 45.5 0 -86.126 0.859819 0 0.107227
1720 2007 57.899 114.515 -75.142 -48.384 -4.27 -35.265 51.943 0 -86.143 0.880656 0 0.083186
1722 2007 57.37 88.563 -75.656 -41.759 -5.689 -197.332 50.074 0 -122.026 0.745842 0 0.030357
1725 2007 57.695 57.491 -65.873 -38.989 -3.961 -5.456 50.205 0 -68.922 0.934502 0 0.030787
1726 2007 58.092 48.571 -45.714 -48.594 -4.388 -20.769 39.266 3.224 -81.008 0.968925 0 0.016124
1727 2007 57.703 72.715 -56.709 -49.104 -4.192 -111.868 40.194 0 -74.949 0.940297 0 0.022221
1729 2007 58.2 107.454 -73.04 -57.585 -4.457 -163.845 36.202 0 -95.829 0.841289 0 0.043597
1735 2007 58.094 57.315 -86.591 -37.65 -4.055 28.18 35.948 0.005 -142.069 0.994004 0 0.033174
1737 2007 58.163 69.567 -54.124 -34.476 -3.984 28.465 43.852 0 -76.544 0.922699 0 0.022888
1739 2007 57.871 57.491 -77.471 -36.585 -3.795 41.019 36.339 0 -77.688 0.899546 0 0.034878
1740 2007 56.776 138.529 -73.039 -38.32 -5.303 -31.496 41.546 0 -105.657 0.984637 0 0.059182
1745 2007 56.433 124.423 -101.759 -42.052 -3.949 -158.408 54.381 31.446 -101.154 0.993274 1 0.288381
1746 2007 43.682 117.906 -57.212 -45.45 -18.031 -107.07 74.06 8.516 -62.534 0.322871 0 0.24013
1749 2007 58.633 115.382 -58.689 -55.048 -4.115 -130.578 42.687 0.016 -104.546 0.910263 0 0.038768
1753 2007 57.939 79.328 -56.272 -46.169 -4.742 -98.423 34.917 0.372 -125.658 0.917865 0 0.019551
1754 2007 58.851 114.403 -67.804 -62.851 -2.802 -245.646 45.487 0.618 -84.588 0.92977 0 0.052719
1761 2007 56.752 113.428 -93.354 -59.368 -5.549 -162.421 51.23 0.017 -74.317 0.655644 1 0.133456
1763 2007 57.897 100.25 -84.334 -63.101 -5.326 -130.945 34.748 1.288 -91.049 0.432855 0 0.11655
1766 2007 58.83 87.286 -88.365 -71.984 -3.343 -78.783 45.235 35.383 -100.837 0.926339 0 0.279862
1768 2007 57.407 83.065 -50.372 -51.059 -4.934 -110.32 36.857 8.363 -108.161 0.552501 0 0.062936
1769 2007 56.53 125.419 -85.936 -59.977 -6.333 -131.107 38.049 3.432 -140.516 0.747117 0 0.113382
1772 2007 58.549 72.242 -50.882 -55.946 -4.378 -43.479 32.295 0 -85.784 0.985968 0 0.017586
1773 2007 59.226 71.887 -91.75 -44.302 -3.938 -139.666 34.755 0.127 -105.037 0.901286 0 0.021651
1776 2007 56.015 77.177 -100.298 -39.425 -7.939 -188.52 53.594 0 -209.481 0.704163 0 0.041551
1778 2007 59.366 56.138 -61.951 -51.21 -2.891 3.983 30.101 0.405 -63.74 0.951124 0 0.022598
1790 2007 56.941 74.579 -82.667 -44.268 -4.778 -48.435 32.924 0.011 -97.263 0.811103 0 0.04895
1794 2007 57.436 42.615 -53.457 -50.447 -5.09 -50.536 46.927 31.716 -112.04 0.738984 0 0.082059
1799 2007 56.414 143.78 -55.723 -56.303 -6.952 -143.568 41.157 31.145 -86.709 0.818085 0 0.12041
1805 2007 58.561 170.425 -76.597 -53.301 -4.363 -80.915 39.3 0 -102.64 0.968731 0 0.08649
1807 2007 47.399 98.914 -89.41 -65.177 -17.475 -64.075 50.761 27.652 -99.136 0.528902 0 0.206684
1810 2007 56.809 88.875 -50.833 -61.648 -6.741 -142.475 40.791 33.399 -100.161 0.719315 0 0.088768
1814 2007 56.817 80.007 -84.044 -33.715 -5.545 0.633 43.834 0 -97.104 0.950559 0 0.03445
1816 2007 57.784 64.072 -59.988 -36.506 -5.446 -109.75 49.348 0.004 -123.676 0.84496 0 0.015549
1817 2007 56.035 57.491 -64.317 -34.909 -4.923 -27.596 47.629 0 -69.096 0.961259 0 0.027946
1822 2007 56.049 72.309 -68.586 -30.646 -6.173 -122.795 59.881 0 -92.668 0.889842 0 0.022723
1823 2007 56.597 96.235 -73.183 -35.467 -6.466 -124.126 41.771 0 -107.131 0.69485 0 0.031278
1829 2007 52.802 115.519 -87.544 -28.543 -13.193 -242.106 45.746 2.98 -59.167 0.217934 0 0.025869
1830 2007 54.224 118.175 -99.543 -50.36 -10.084 -169.422 47.982 0 -159.173 0.539994 0 0.090412
1832 2007 51.833 80.691 -79.866 -37.763 -10.226 -185.14 54.937 0.83 -207.828 0.760536 0 0.051668
1833 2007 54.354 117.644 -78.526 -50.615 -8.401 -206.952 55.322 0 -124.6 0.770977 0 0.062969
1834 2007 55.467 119.121 -125.755 -59.267 -6.323 -129.748 42.04 0 -87.471 0.913317 0 0.159631
1837 2007 45.943 102.781 -103.931 -46.791 -17.009 4.544 38.151 0.349 -51.654 0.604492 0 0.104885
1840 2007 54.966 120.643 -62.215 -55.572 -8.098 -174.116 49.335 0 -107.064 0.672548 0 0.060919
1842 2007 54.189 139.306 -96.153 -52.617 -9.967 -96.751 45.671 30.367 -104.384 0.755319 0 0.204668
1847 2007 48.948 62.832 -53.394 -47.786 -14.609 -91.501 34.846 0.001 -104.894 0.49647 0 0.024546
1856 2007 50.249 72.221 -78.838 -74.076 -9.881 -27.304 40.845 0.826 -96.79 0.544699 0 0.298872
1861 2007 57.651 95.205 -74.499 -50.097 -6.504 -194.55 30.815 7.035 -120.691 0.638861 0 0.030878
1872 2007 52.546 118.121 -93.554 -33.823 -11.571 -326.645 56.48 3.51 -116.769 0.346776 0 0.054884
1873 2007 56.03 134.344 -101.242 -53.262 -6.504 -219.641 51.922 13.305 -123.066 0.710748 0 0.188328
1879 2007 57.108 107.348 -85.978 -41.622 -5.6 -95.622 47.282 0.19 -111.566 0.876196 0 0.050907
1880 2007 54.369 121.435 -101.631 -51.79 -9.728 -155.823 38.949 0.846 -217.918 0.595812 0 0.104339
1881 2007 54.266 131.063 -96.355 -65.27 -8.073 -253.316 38.601 0.073 -103.464 0.589891 0 0.140088
1884 2007 55.584 81.346 -69.678 -67.536 -8.397 -88.005 28.689 0.116 -86.437 0.663471 0 0.039286
1888 2007 58.2 120.054 -81.924 -38.085 -3.798 -122.811 39.92 9.987 -78.29 0.941704 0 0.05626
1894 2006 57.407 62.387 -66.922 -42.608 -4.573 14.598 26.326 47.497 -70.43 0.989662 0 0.098615
1895 2006 56.481 74.317 -71.598 -47.28 -6.671 -8.904 53.238 0 -205.433 0.938804 0 0.049594
1901 2006 41.891 78.875 -67.812 -50.118 -18.309 -22.886 48.28 0.645 -49.995 0.28719 0 0.238626
1909 2006 54.467 195.588 -93.679 -70.05 -9.006 -117.382 49.143 0.4 -133.148 0.569615 0 0.394054
1911 2006 54.489 147.88 -111.781 -50.969 -7.967 -142.738 57.444 0.004 -127.711 0.338228 0 0.410161
1913 2006 53.138 108.589 -107.913 -59.244 -7.844 -70.408 27.663 1.244 -105.166 0.580291 0 0.265456
1915 2006 56.314 88.983 -88.016 -37.956 -8.099 -167.225 50.624 0 -232.883 0.773305 0 0.031886
1917 2006 56.481 164.346 -96.523 -43.87 -6.636 -183.96 31.045 0.001 -80.338 0.789353 0 0.067247
1919 2006 57.264 81.912 -64.469 -43.721 -7.362 -182.21 37.079 2.917 -72.866 0.745131 0 0.011612
1923 2006 56.444 112.223 -90.609 -67.255 -7.316 -180.107 46.001 8.485 -207.136 0.818987 0 0.118333
1927 2006 33.84 127.021 4.503 -38.364 -31.253 -216.036 20.617 0.011 -75.294 0.044701 0 0.009301
1932 2006 53.579 147.021 -128.569 -48.098 -13.236 -73.129 62.524 0 -80.811 0.202408 0 0.219956
1933 2006 56.341 165.378 -105.373 -58.849 -6.369 -74.577 38.657 0 -106.286 0.792928 0 0.220554
1935 2006 54.433 169.799 -73.627 -51.036 -8.876 -163.098 66.503 0 -138.26 0.533119 0 0.207929
1941 2006 48.239 149.795 -102.634 -49.864 -17.889 -234.255 45.062 0 -87.098 0.064265 0 0.114987
1942 2006 56.883 121.223 -81.321 -54.217 -6.74 -157.935 30.632 0.195 -120.231 0.635346 0 0.060167
1953 2006 55.51 88.744 -68.472 -46.33 -8.287 -163.587 30.939 1.512 -76.929 0.593306 0 0.024349
1957 2006 55.399 119.039 -80.472 -52.383 -5.702 -78.336 50.468 36.558 -131.032 0.989475 1 0.318939
1959 2006 52.893 145.3 -87.57 -38.24 -10.296 -224.422 50.342 0.246 -67.135 0.393026 0 0.100053
1960 2006 53.959 94.63 -73.842 -41.912 -11.033 -168.698 35.71 0 -84.819 0.443195 0 0.023275
1963 2006 50.863 93.771 -64.646 -42.603 -13.877 -234.622 50.714 0 -103.385 0.319018 0 0.030713
1966 2006 49.622 114.379 -69.317 -42.865 -14.733 -191.881 42.878 0 -78.651 0.190642 0 0.058631
1967 2006 50.972 77.64 -101.37 -44.876 -12.454 -204.568 44.64 0 -80.14 0.45258 0 0.054567
1969 2006 49.049 122.402 -111.427 -40.535 -15.903 -203.211 52.523 6.68 -80.404 0.060558 0 0.168988
1970 2006 55.032 94.645 -97.013 -41.649 -9.92 -162.756 44.832 0 -70.094 0.372719 0 0.046619
1973 2006 58.19 58.167 -72.965 -56.151 -4.331 33.891 59.797 0.001 -85.318 0.996921 0 0.055657
1987 2006 55.195 104.365 -75.572 -63.697 -8.576 -245.877 57.681 0.124 -91.609 0.554951 0 0.071437
1990 2006 55.813 54.875 -87.926 -29.26 -5.949 11.257 58.321 38.845 -57.15 0.986492 0 0.118955
1997 2006 52.605 121.76 -69.427 -39.965 -10.845 -206.545 60.116 0 -119.561 0.296382 0 0.097316
1998 2006 50.906 78.449 -65.349 -47.839 -13.189 -233.316 42.572 0 -198.352 0.456507 0 0.032228
1999 2006 53.166 133.027 -77.451 -56.183 -10.375 -161.783 72.23 0 -111.128 0.581606 0 0.14804
2001 2006 51.807 118.679 -103.839 -47.474 -12.252 -128.271 49.491 0.023 -109.922 0.568177 0 0.096958
2010 2006 55.142 88.872 -79.288 -63.045 -11.538 -167.939 46.78 8.713 -176.426 0.448067 0 0.051552
2015 2006 56.756 120.246 -70.63 -53.537 -7.8
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Science of hit song

  • 1. Science of Hit Songs P.Sridhar FT181055 Tarun Siddharth FT181095 Nitin Uppal FT181054 Prakhar Srivastav FT182063 Ashutosh Singh FT181027
  • 2. Motivations • The ability to rationalize the choice of songs based on specific features elates our curious minds. • Features related to the basic components of the audio spectrum, and how each changes over time. For example, the number of high or low frequencies in a sound determines its perceived "brightness." • It seems that brightness has a big influence and how the time between beats evolves throughout a song. • Theoretically popular songs share a certain set of features that make them appealing to the majority of people, and we can test any new song against those success markers to predict its commercial potential. • It's important to note that hit-predicting algorithms tend to leave out certain crucial factors for determining a song's commercial success, like marketing budget, the social mood, the music video, or artist name recognition.
  • 3. Problem Statement-:We wish to predict whether or not a song will make it to the Top 10. Data Set and Insights: UCI, Kaggle and Advanced Business Analytics Lectures Model: logistic regression model with all the remaining variables and Top10 as a dependant variable and identify the significant variables Method – We use the subset function to split the data into a training set "SongsTrain" consisting of all the observations up to and including 2009 song releases, and a testing set "SongsTest", consisting of the 2010 song releases. The training set has 7201 observations, which can be found by looking at the structure with str(SongsTrain). We will only use the variables in our dataset that describe the numerical attributes of the song in our logistic regression model. So we won't use the variables "year", "songtitle", "artistname", "songID" or "artistID".
  • 4. 1.Amazon/iTunes/etc. use collaborative filtering. 2. Hit Song Science – clusters a provided set of songs against a database of top 30 hits to predict success. 3.Relatable – musical “fingerprint” technology 4.Hitwizard takes into account the various sound parameters of a song (like BPM, valence, tempo) and compares them against airplay data sourced from Dutch radio stations and the local Spotify charts. • Year –Which year had maximum number of songs released and How many? • Which year saw the maximum number of songs in Top 10 and How many? • Pitch and Loudness - Generate a scatter plot of Pitch and Loudness. • Derive inference can you derive from this plot. • Use different models to classify the top 10 songs. • Cross Validate efficiency of each model Current research Our Approach
  • 5. Variables The variables included in the dataset either describe the artist or the song, or they are associated with the following song attributes: time signature, loudness, key, pitch, tempo, and timbre.  year = the year the song was released  songtitle = the title of the song  artistname = the name of the artist of the song  songID and artistID = identifying variables for the song and artist  timesignature and timesignature_confidence = a variable estimating the time signature of the song, and the confidence in the estimate  loudness = a continuous variable indicating the average amplitude of the audio in decibels  tempo and tempo_confidence = a variable indicating the estimated beats per minute of the song, and the confidence in the estimate  key and key_confidence = a variable with twelve levels indicating the estimated key of the song (C, C#, . . ., B), and the confidence in the estimate  energy = a variable that represents the overall acoustic energy of the song, using a mix of features such as loudness  pitch = a continuous variable that indicates the pitch of the song  timbre_0_min, timbre_0_max, timbre_1_min, timbre_1_max, . . . , timbre_11_min, and timbre_11_max = variables that indicate the minimum/maximum values over all segments for each of the twelve values in the timbre vector (resulting in 24 continuous variables)  Top10 = a binary variable indicating whether or not the song made it to the Top 10 of the Billboard Hot 100 Chart (1 if it was in the top 10, and 0 if it was not)
  • 6. Other Analytical concept Naive Bayes The naive Bayes classifier estimates the probability of a hit or non-hit based on the assumption that the features are conditionally independent. This conditional independence assumption is represented by equation • whereby each attribute set x = {x1, x2, . . . , xN } consists of M attributes. • Because of the conditional dependence assumption, the class-conditional probability for every combination of x does not need to be calculated. • Only the conditional probability of each xi given Y has to be estimated. This offers a practical advantage since a good estimate of the probability can be obtained without the need for a very large training set. Naive Bayes classifies a test record by calculating the posterior probability for each class Y Although this independence assumption is generally a poor assumption in practice, numerous studies prove that naive Bayes competes well with more sophisticated classifiers. In particular, naive Bayes seems to be particularly resistant to isolated noise points and robust to irrelevant attributes,
  • 7. Advanced Thought process • Language processing can include the distinct characteristics of every language that are influenced by culture and history. • Data mining can provide word clouds which can be further aligned with beats and other sounds to get complete songs with a click of button. • This will take music creation to new level and only thing that will create distinction is emotions of the singer, which is the next target of machine learning.
  • 8. The pitch and Energy scatterplot shows that the top songs have pitch element on the lower side but energy side varies from 0 to 1.Hence it seems pitch is more important deciding factor compared to energy. The Pitch and loudness scatterplot shows that pitch should be confined to lower side and loudness is on the higher side. Scatter Plot for preliminary Investigation
  • 9. Random Forest(Inspection of important Variables) The Mean Decrease Gini Index shows that Timbre_0 is the most important variable while determining the song is hit or not
  • 10. Classication Techniques A total of four models were built for each dataset using diverse classification techniques 1.Tree The tree data structure consists of decision nodes and leaves. The class value is specified by the leaves, in this case hit or non-hit, and the nodes specify a test of one of the features. When a path from the node to a leave is followed based on the feature values of a particular song, a predictive rule can be derived A “divide and conquer" approach is used by the algorithm to build trees recursively .This is a top down approach, in which a feature is sought that best separates the classes, followed by pruning of the tree Here also Timbre_0 is shown as important determining factor
  • 11.
  • 12. Logistic Regression Equation shows the output of a logistic regression, whereby fhit(si) represents the probability that a song i with M features xj is a dance hit. This probability follows a logistic curve, as can be seen in the above figure. The cut-opoint of 0.5 will determine if a song is classified as a hit or a non-hit. With AUC = 0.65 for train dataset and AUC=0.67 for test dataset .
  • 13. Logistic accuracy [1] 0.8553649 CART accuracy [1] 0.8632849 Radom Forest accuracy [1] 0.8678107 Naive Bayes Classifier [1] 0.8306619 Confusion Matrix and Statistics Reference Prediction 0 1 0 1890 265 1 46 70 Accuracy : 0.8631 95% CI : (0.8482, 0.8769) No Information Rate : 0.8525 P-Value [Acc > NIR] : 0.08115 The highest accuracy is exhibited by Radom Forest Comparison of Different Models
  • 14. Multiple models were built that can successfully predict if a song is going to be a top 10 hit versus a lower positioned song. The original dataset has been extracted from Echo nest and the dataset used here is a part of the larger, original data set . Standard audio features were used, as well as more advanced features that capture the temporal aspect. This resulted in a model that could accurately predict top 10 hits. This research proves that popularity of songs can be learnt from the analysis of music signals. Finally, by comparing different classifiers that have significantly different results in performance, the best model could be selected. Here the best model came out to be Random Forest with highest Accuracy Conclusion
  • 15. R Code in Doc File R code execution File Original Data Set Probability data set with highlighted portions actual vs probability of the event. Appendix year timbre_0_maxtimbre_4_maxtimbre_6_mintimbre_11_minloudness timbre_1_mintimbre_11_maxtimbre_0_mintimbre_5_minenergy Top10 pred5 3 2010 57.422 152.095 -88.874 -43.733 -3.571 -17.222 25.744 0.003 -98.673 0.9899 0 0.098917 4 2010 57.765 119.158 -70.79 -59.439 -3.815 -32.083 37.082 0 -77.515 0.939207 0 0.078418 5 2010 56.872 99.332 -110.757 -50.414 -4.707 -223.922 32.758 0 -96.147 0.987738 0 0.04145 11 2010 54.103 81.737 -55.646 -30.036 -7.726 -66.524 25.216 42.365 -75.495 0.888763 0 0.048278 14 2010 52.722 111.329 -87.846 -35.152 -11.689 -101.552 47.818 0.003 -86.493 0.363526 0 0.055157 15 2010 56.298 153.321 -98.896 -39.096 -7.302 -244.725 35.099 0.026 -97.661 0.700096 0 0.041234 17 2010 55.172 134.934 -79.387 -51.279 -9.57 -227.259 39.258 22.045 -94.189 0.550271 0 0.071471 21 2010 57.457 115.547 -46.276 -41.481 -7.58 -252.382 58.249 21.104 -88.412 0.710765 0 0.020709 22 2010 54.714 137.844 -104.559 -45.647 -10.248 -285.432 55.842 20.161 -112.022 0.435555 0 0.118761 23 2010 55.695 133.683 -78.916 -37.508 -9.831 -251.839 46.506 2.527 -98.59 0.683719 0 0.015303 32 2010 57.467 101.735 -95.927 -51.909 -5.973 -157.026 32.617 0.383 -95.864 0.754954 0 0.038081 33 2010 55.531 100.879 -97.965 -54.542 -11.216 -89.399 47.855 0.711 -199.542 0.39078 0 0.063445 36 2010 57.656 126.34 -101.221 -49.667 -4.86 -89.806 48.644 7.382 -88.783 0.796397 0 0.132744 38 2010 58.552 125.632 -84.083 -56.345 -4.986 -31.278 34.383 6.247 -107.72 0.859646 0 0.074302 43 2010 57.118 128.602 -64.162 -37.238 -4.702 -111.741 42.61 0.842 -115.558 0.932624 0 0.038092 46 2010 56.074 116.056 -80.899 -34.611 -6.058 -110.85 53.444 0 -73.312 0.961889 0 0.035158 52 2010 56.701 148.984 -102.271 -51.821 -5.242 35.752 78.157 0.005 -71.294 0.938166 0 0.288946 59 2010 58.078 86.381 -81.393 -36.704 -3.247 -39.652 53.403 0 -77.095 0.997366 0 0.043142 62 2010 57.799 67.258 -105.666 -49.614 -4.492 -130.567 29.581 0.002 -91.914 0.925159 0 0.029493 63 2010 58.185 57.478 -58.374 -50.85 -3.342 -154.553 51.072 0 -108.505 0.94791 0 0.022569 64 2010 57.742 67.022 -81.446 -52.079 -5.985 -161.526 36.751 0.001 -112.883 0.854587 0 0.016058 65 2010 57.453 57.491 -74.11 -32.74 -4.457 -70.544 55.41 0 -105.178 0.987283 0 0.020162 69 2010 44.261 92.291 -67.852 -36.104 -20.36 -152.535 39.285 0 -58.056 0.146051 0 0.02846 70 2010 47.862 119.121 -89.869 -50.164 -20.489 -284.797 49.409 0 -102.761 0.010605 0 0.02699 72 2010 54.606 196.188 -80.315 -59.867 -7.045 -285.929 42.756 0.035 -148.387 0.388914 0 0.309337 81 2010 57.001 132.843 -86.505 -43.81 -5.65 -149.987 50.134 0 -216.577 0.765655 0 0.094491 82 2010 55.701 142.465 -60.151 -52.572 -6.943 -276.302 52.941 6.412 -114.227 0.594624 0 0.077687 83 2010 58.926 105.754 -80.496 -53.293 -4.016 -134.01 33.669 0 -145.076 0.853115 0 0.040191 89 2010 56.47 113.134 -78.58 -53.547 -5.524 -125.278 23.815 0 -122.697 0.783419 0 0.053839 93 2010 58.944 102.417 -92.004 -50.085 -1.313 -30.307 42.509 4.605 -70.298 0.966256 0 0.129859 95 2010 56.122 132.056 -76.442 -61.42 -5.107 -78.686 35.876 18.347 -94.405 0.889622 0 0.190299 99 2010 56.449 102.787 -83.408 -50.328 -5.097 -71.621 47.185 24.701 -91.242 0.813998 0 0.180591 102 2010 55.836 174.856 -103.306 -66.18 -4.563 -66.851 51.849 1.217 -91.053 0.883997 0 0.436499 107 2010 58.092 101.125 -78.924 -58.042 -2.305 -14.05 38.083 11.913 -108.543 0.957019 0 0.167033 112 2010 56.306 88.292 -39.547 -41.577 -3.885 25.424 25.36 34.362 -110.575 0.962226 0 0.099753 114 2010 56.493 118.457 -61.689 -37.261 -4.112 51.339 26.623 1.073 -128.237 0.934292 0 0.067183 116 2010 56.375 64.666 -54.959 -45.572 -3.673 14.281 33.645 31.117 -96.756 0.929189 0 0.116706 117 2010 57.031 88.693 -68.583 -47.883 -4.103 -120.828 30.291 7.382 -119.147 0.950054 0 0.040556 119 2010 55.975 89.935 -81.507 -77.703 -5.859 -228.029 46.312 13.453 -100.303 0.843189 0 0.116787 131 2010 56.96 67.293 -86.655 -58.722 -6.121 -87.532 40.171 0 -86.73 0.896779 0 0.031131 140 2010 57.898 126.866 -84.414 -46.718 -4.713 -171.888 53.315 0 -87.618 0.920209 0 0.04704 148 2010 56.332 85.932 -44.607 -35.349 -5.777 -20.041 48.492 1.829 -90.045 0.930039 0 0.020863 149 2010 56.585 142.076 -56.031 -50.193 -5.855 -110.203 36.077 4.724 -75.55 0.82965 0 0.050251 151 2010 49.755 76.97 -75.456 -33.962 -15.727 -228.79 55.007 0.44 -104.079 0.311398 0 0.016611 160 2010 58.016 104.101 -93.435 -55.376 -4.191 -59.204 50.283 0.327 -139.823 0.963647 0 0.090653 162 2010 57.128 126.695 -84.735 -60.208 -5.132 -62.955 54.728 0 -83.06 0.938582 0 0.107228 164 2010 57.635 136.497 -93.786 -67.663 -5.469 -181.976 36.145 0.683 -211.616 0.842263 0 0.109428 170 2010 41.936 114.1 -102.306 -77.973 -18.451 -69.447 58.685 0 -84.011 0.500097 1 0.513546 174 2010 57.608 121.235 -74.931 -57.782 -6.619 -265.629 47.137 0 -96.628 0.74457 0 0.027636 184 2010 48.81 57.466 -75.304 -23.49 -15.108 -20.325 29.7 0.001 -89.037 0.598363 0 0.011148 185 2010 54.384 166.493 -64.177 -49.389 -9.439 -73.207 44.246 0 -221.684 0.643214 0 0.112411 200 2010 57.473 71.01 -70.076 -35.19 -4.309 -77.595 38.416 18.648 -86.526 0.880813 0 0.038859 205 2010 55.64 58.444 -63.858 -33.274 -5.161 -56.79 27.691 14.509 -108.893 0.911069 0 0.030457 206 2010 57.051 115.015 -115.337 -42.501 -4.247 -29.603 36.765 17.832 -112.615 0.947691 0 0.188598 209 2010 57.633 184.35 -125.167 -47.363 -4.744 -142.305 49.84 0 -117.235 0.489382 1 0.39263 214 2010 57.193 99.802 -90.994 -57.114 -4.964 -68.046 54.475 0.203 -240.522 0.807228 0 0.161337 215 2010 58.023 101.659 -60.524 -65.323 -4.248 -65.733 67.963 0 -90.337 0.814228 0 0.104724 228 2010 57.308 57.437 -47.296 -30.764 -4.598 28.91 62.623 0.001 -76.053 0.953537 0 0.019664 234 2010 52.884 92.865 -87.912 -50.537 -8.938 -96.726 45.119 2.882 -213.289 0.639949 0 0.139159 237 2010 54.456 111.544 -79.954 -61.74 -7.398 -72.277 45.681 3.653 -205.379 0.733291 0 0.183783 239 2010 54.468 103.071 -87.917 -51.436 -7.982 -39.912 36.358 2.168 -114.478 0.7644 0 0.080296 243 2010 51.18 112.236 -116.601 -61.156 -11.159 -78.554 50 2.616 -120.224 0.6605 0 0.236771 244 2010 46.948 118.31 -84.213 -52.126 -12.687 -138.431 53.019 0 -170.19 0.41806 0 0.367056 245 2010 54.472 111.555 -106.254 -58.951 -7.32 -64.875 41.404 4.47 -94.157 0.729197 0 0.187963 246 2010 50.306 105.952 -72.456 -57.127 -12.415 -78.482 40.236 21.984 -130.384 0.500652 0 0.19598 248 2010 57.96 57.491 -73.389 -43.905 -5.332 -155.012 59.892 0 -109.779 0.966841 0 0.014345 253 2010 57.691 57.491 -74.087 -40.578 -4.759 31.571 51.805 0 -113.388 0.983354 0 0.029011 254 2010 56.338 128.241 -71.832 -51.932 -6.471 -208.515 48.405 0 -96.793 0.918566 0 0.034224 255 2010 58.288 55.364 -78.255 -49.092 -4.477 20.529 41.848 0.228 -97.543 0.994632 0 0.026002 256 2010 57.584 78.461 -74.204 -40.259 -5.507 -176.426 47.351 0.064 -81.4 0.956879 0 0.012392 263 2010 57.386 161.681 -107.382 -51.5 -7.609 -173.335 60.761 0.006 -94.232 0.485661 0 0.1397 265 2010 56.428 121.196 -119.501 -48.667 -8.806 -150.381 53.51 0.004 -118.107 0.450564 0 0.099495 270 2010 52.485 131.488 -122.159 -30.882 -12.294 -104.307 41.176 0 -63.892 0.038343 0 0.145223 284 2010 55.02 105.179 -51.463 -49.082 -8.283 -186.915 58.378 1.265 -107.093 0.733763 0 0.029263 289 2010 52.77 91.674 -72.352 -28.073 -13.635 -175.798 69.527 0.014 -84.66 0.527631 0 0.011068 291 2010 54.455 112.679 -58.932 -40.831 -12.96 -257.893 38.849 0.409 -71.58 0.242086 0 0.008705 292 2010 46.318 117.201 -62.571 -34.431 -22.306 -228.079 49.817 0 -86.199 0.044702 0 0.010366 303 2010 53.631 150.925 -81.264 -49.361 -14.42 -170.561 39.995 17.343 -61.521 0.173227 0 0.05557 311 2010 57.065 101.385 -50.034 -54.068 -5.502 -91.986 35.225 0 -76.924 0.89279 0 0.023723 319 2010 58.798 116.655 -97.507 -42.061 -4.417 -81.194 48.105 0.001 -94.613 0.607203 1 0.088938 320 2010 56.939 88.454 -55.498 -45.588 -6.212 -110.79 35.956 0.01 -112.568 0.693106 1 0.022778 322 2010 53.292 174.324 -88.753 -60.873 -10.091 -285.042 59.389 0 -221.022 0.697025 0 0.158428 330 2010 51.035 154.912 -82.203 -54.358 -13.76 -281.598 46.388 0 -110.482 0.308885 0 0.07672 333 2010 56.195 100.335 -102.307 -66.088 -5.226 -212.989 58.374 26.168 -246.401 0.949368 1 0.312659 334 2010 55.739 139.669 -96.443 -54.155 -6.358 -68.628 65.87 27.166 -262.476 0.900096 1 0.46611 337 2010 56.374 147.073 -95.02 -53.373 -7.374 -102.973 41.157 12.12 -95.468 0.67951 0 0.137481 339 2010 56.341 111.482 -71.967 -45.891 -6.61 -142.661 37.303 26.655 -114.113 0.797364 0 0.074519 345 2010 54.636 132.644 -81.387 -63.07 -8.091 -124.975 53.411 6.847 -242.695 0.710205 0 0.222544 346 2010 54.057 123.279 -68.413 -58.799 -7.762 -167.732 30.474 12.86 -119.029 0.771825 0 0.091462 348 2010 52.952 174.536 -108.327 -41.166 -10.189 -127.626 56.026 0 -58.811 0.2447 0 0.303262 351 2010 58.982 98.821 -68.225 -52.308 -5.466 -47.99 38.553 0.001 -62.908 0.611306 0 0.033554 355 2010 56.005 142.408 -84.167 -28.528 -6.557 -57.104 48.733 0 -66.898 0.402805 0 0.122899 357 2010 53.277 158.036 -105.694 -52.594 -12.219 -99.909 58.213 0 -97.282 0.282509 0 0.194618 359 2010 52.868 78.548 -67.565 -25.727 -10.912 -135.296 47.748 0.079 -99.715 0.38962 0 0.022436 361 2010 59.127 151.261 -72.207 -46.085 -3.82 -173.464 75.635 0 -111.019 0.908587 1 0.074754 368 2010 51.565 132.05 -69.467 -61.604 -11.768 -112.753 48.13 13.32 -88.464 0.707686 0 0.112788 370 2010 57.291 94.952 -84.841 -44.724 -7.695 -137.997 41.997 0.008 -95.304 0.50387 0 0.029474 377 2009 58.33 121.707 -77.786 -51.377 -5.272 -113.885 27.768 0 -71.135 0.755034 0 0.034659 384 2009 58.102 131.945 -117.017 -47.763 -6.579 -89.749 43.385 0.558 -123.127 0.874069 0 0.061507 386 2009 58.135 97.804 -117.765 -39.778 -5.044 -42.922 41.072 13.297 -103.982 0.6627 0 0.134738 388 2009 57.717 75.068 -74.375 -65.626 -6.608 -159.979 34.122 0.004 -191.946 0.545101 0 0.045817 389 2009 53.035 133.73 -98.142 -61.175 -11.214 -170.425 54.021 0.007 -81.673 0.317057 0 0.173922 390 2009 57.765 74.812 -62.36 -56.253 -6.576 -132.465 43.248 9.308 -111.389 0.743249 0 0.026502 399 2009 45.1 129.543 -96.57 -64.741 -17.22 -150.295 48.291 12.917 -121.171 0.395367 1 0.361823 402 2009 50.471 106.501 -76.537 -51.731 -12.633 -121.323 46.172 0 -106.478 0.443231 0 0.089275 403 2009 54.376 134.994 -86.539 -32.177 -7.452 -164.174 50.639 0 -105.353 0.743848 0 0.069891 409 2009 56.6 109.374 -60.655 -46.9 -6.912 -48.343 57.968 0.127 -89.255 0.800418 0 0.042993 414 2009 46.699 83.505 -55.096 -58.038 -14.731 -137.367 24.134 3.88 -63.148 0.399401 0 0.068374 424 2009 57.859 64.123 -75.77 -34.103 -3.643 -22.792 39.357 0 -114.99 0.930132 0 0.029016 427 2009 46.5 83.959 -62.115 -37.949 -17.309 -95.889 42.484 9.346 -94.842 0.448948 0 0.036985 433 2009 56.532 95.845 -50.042 -53.432 -4.879 -140.096 45.521 0 -93.629 0.961723 0 0.031869 437 2009 60.316 137.542 -78.01 -57.264 -3.802 -109.159 62.924 0 -107.05 0.914799 0 0.065524 441 2009 58.14 99.065 -52.81 -64.147 -4.075 -93.075 37.546 0 -129.938 0.951378 0 0.04166 443 2009 59.25 59.215 -48.517 -50.709 -4.586 -115.412 40.108 0 -97.988 0.886661 0 0.009354 445 2009 58.848 66.91 -88.46 -43.121 -3.161 -185.143 44.68 0 -114.538 0.9198 0 0.025585 450 2009 59.301 77.509 -45.323 -52.077 -2.837 -9.733 37.686 0.83 -72.109 0.970757 0 0.023551 455 2009 54.521 93.471 -72.229 -67.284 -7.054 -54.927 41.477 0.026 -72.248 0.69341 1 0.119913 459 2009 56.812 118.076 -80.377 -60.353 -5.102 -105.009 48.535 1.335 -115.791 0.950661 0 0.093102 462 2009 54.068 105.626 -74.879 -67.436 -8.064 -128.648 54.238 1.427 -213.145 0.844854 0 0.133185 465 2009 56.175 164.61 -90.301 -53.349 -5.411 -96.997 58.448 0.352 -207.099 0.68388 0 0.359572 469 2009 56.062 124.568 -89.551 -57.927 -4.608 -97.84 49.711 1.023 -121.793 0.894799 0 0.184025 473 2009 54.731 146.787 -125.006 -59.367 -7.744 -127.762 53.856 0.057 -105.671 0.64838 0 0.305895 476 2009 56.714 73.721 -93.379 -33.42 -5.873 -114.272 46.054 0 -107.012 0.763336 0 0.032658 477 2009 55.648 117.247 -82.29 -54.657 -6.868 -191.489 57.806 0 -109.568 0.664069 0 0.096821 480 2009 55.248 151.922 -87.111 -48.556 -12.537 -140.974 43.905 0 -94.481 0.274219 0 0.042868 488 2009 55.693 143.64 -78.493 -62.753 -7.402 -94.64 37.905 0 -74.93 0.399995 0 0.181415 490 2009 58.1 107.142 -74.388 -31.258 -7.01 -72.345 56.684 0 -88.88 0.790742 0 0.017694 492 2009 54.851 164.357 -114.98 -50.122 -14.486 -160.811 63.496 0.07 -86.219 0.12914 0 0.082896 493 2009 56.288 142.09 -99.922 -47.62 -9.275 -211.753 43.74 0 -89.134 0.40052 0 0.058959 494 2009 54.608 136.268 -106.556 -45.587 -11.13 -262.82 46.831 0 -126.021 0.296009 0 0.065383 497 2009 50.767 121.075 -92.611 -41.222 -17.043 -208.377 54.588 0.116 -117.36 0.138999 0 0.034105 501 2009 57.19 150.967 -98.53 -48.951 -5.956 -111.571 62.679 0.676 -98.947 0.610098 1 0.194211 505 2009 57.556 190.536 -115.966 -66.788 -6.669 -183.092 58.57 7.208 -104.422 0.525843 1 0.396378 506 2009 56.384 131.13 -74.456 -50.681 -5.385 -135.735 56.692 27.29 -111.254 0.609758 1 0.312248 512 2009 56.614 98.943 -67.392 -49.825 -6.045 -65.571 48.124 0 -111.758 0.809025 0 0.05071 513 2009 56.665 179.639 -68.1 -77.646 -7.337 -106.66 33.658 0 -125.446 0.666786 0 0.15843 515 2009 56.076 90.822 -54.995 -52.39 -5.545 -52.75 33.78 0.018 -122.544 0.906619 0 0.039046 516 2009 58.005 102.1 -80.615 -41.101 -4.713 -33.024 55.216 0 -115.037 0.932909 0 0.050725 517 2009 57.023 164.621 -60.162 -49.833 -6.212 -299.977 42.371 0 -110.417 0.911597 0 0.025625 518 2009 56.877 104.768 -67.521 -49.608 -4.902 -124.078 49.229 0 -115.918 0.893189 0 0.052106 523 2009 57.774 156.97 -101.417 -55.751 -3.174 -76.62 63.493 0 -95.031 0.749498 0 0.380404 524 2009 58.142 127.26 -87.319 -62.691 -5.267 -102.407 47.455 0 -232.243 0.741986 0 0.14779 525 2009 56.074 153.54 -107.396 -56.688 -7.643 -93.607 63.749 0 -92.588 0.51264 0 0.27299 528 2009 45.748 53.601 -77.316 -49.579 -19.32 -157.77 50.897 0.22 -126.878 0.227821 1 0.035479 529 2009 57.996 147.34 -87.209 -53.125 -4.603 -64.861 40.569 0.255 -76.871 0.852706 1 0.100177 530 2009 43.059 69.486 -59.68 -68.125 -16.918 -62.774 40.763 0 -117.778 0.497056 1 0.181069 531 2009 43.522 92.792 -104.539 -68.087 -18.078 -108.737 56.394 11.495 -78.999 0.44106 1 0.374068 532 2009 57.283 122.046 -101.888 -56.332 -6.23 -40.648 59.255 24.237 -223.919 0.8843 1 0.298632 533 2009 49.177 100.599 -82.444 -56.86 -13.618 -207.586 38.61 12.886 -80.95 0.558061 1 0.083424 534 2009 55.312 142.55 -119.498 -69.406 -7.764 -101.75 57.125 1.67 -192.229 0.821854 1 0.314064 535 2009 46.79 123.532 -84.544 -62.171 -17.083 -116.234 44.842 13.745 -79.208 0.435138 1 0.168651 537 2009 56.011 145.448 -96.476 -55.001 -10.781 -250.935 39.636 0 -68.861 0.219627 0 0.051488 540 2009 58.777 162.977 -78.579 -81.935 -3.749 -38.787 41.967 0 -107.998 0.670853 0 0.339726 543 2009 59.264 144.508 -76.224 -58.412 -4.18 -238.519 38.44 0 -178.865 0.627034 0 0.080337 545 2009 58.245 101.025 -86.064 -74.817 -5.021 -94.208 40.987 0 -81.63 0.841958 0 0.078402 547 2009 60.481 152.448 -72.09 -69.648 -3.206 -102.169 36.225 0 -81.546 0.758514 0 0.092624 556 2009 58.216 164.591 -78.069 -47.787 -5.457 -24.465 63.511 0 -104.417 0.908797 1 0.105775 561 2009 56.01 147.804 -100.609 -45.712 -5.795 -254.229 39.414 4.762 -100.43 0.694411 0 0.113152 566 2009 54.386 139.95 -83.952 -56.493 -9.005 -140.627 52.348 34.024 -95.529 0.624936 0 0.285919 567 2009 58.25 102.083 -98.428 -51.378 -3.447 -40.382 50.221 25.922 -229.49 0.898582 0 0.317933 569 2009 52.382 120.116 -93.027 -53.524 -10.409 -109.17 42.547 2.125 -218.009 0.581069 0 0.168549 571 2009 54.869 131.624 -92.486 -40.125 -7.177 -106.97 51.681 25.868 -244.754 0.85197 0 0.25677 573 2009 56.93 137.978 -79.893 -47.471 -4.959 -148.555 57.922 1.449 -106.604 0.743351 0 0.123911 575 2009 57.651 157.79 -117.825 -46.401 -6.893 -143.511 43.305 0.028 -77.341 0.610165 1 0.1025 576 2009 57.746 85.439 -81.139 -35.739 -4.556 -103.341 29.231 40.798 -62.588 0.875604 0 0.073388 579 2009 57.297 52.445 -58.516 -54.697 -4.071 1.575 28.084 23.131 -88.848 0.881093 0 0.068265 581 2009 57.711 92.675 -66.693 -52.697 -4.278 -28.593 44.696 6.9 -141.49 0.959723 0 0.068532 590 2009 57.038 87.076 -88.971 -57.096 -6.325 -181.612 53.383 0 -79.908 0.606562 0 0.061216 592 2009 58.45 119.484 -90.271 -51.414 -4.508 -164.283 52.829 0.007 -110.028 0.853303 0 0.063028 598 2009 56.566 102.942 -74.952 -71.77 -5.728 2.204 39.98 0.038 -96.56 0.816559 0 0.124728 599 2009 57.657 139.493 -105.021 -61.591 -3.317 -40.041 42.59 7.187 -125.77 0.804814 0 0.369515 602 2009 55.995 141.248 -75.009 -40.032 -8.719 -163.296 55.904 0 -115.547 0.437799 0 0.062581 606 2009 56.646 153.507 -51.225 -53.063 -7.608 -226.046 59.664 0 -109.703 0.703995 0 0.040928 608 2009 55.483 141.216 -98.352 -49.294 -8.016 -209.208 40.41 0 -122.225 0.666316 0 0.072568 615 2009 54.577 144.682 -91.4 -60.309 -9.367 -153.973 40.729 0 -136.27 0.356253 0 0.175346 619 2009 49.689 74.304 -94.737 -33.341 -21.031 -170.977 33.748 6.308 -76.197 0.021351 0 0.005967 621 2009 57.597 75.733 -81.767 -49.996 -10.313 -224.509 52.975 0 -207.692 0.499822 0 0.012239 622 2009 49.897 102.323 -81.637 -40.376 -17.641 -196.811 50.376 8.132 -85.203 0.18357 0 0.025127 627 2009 55.415 60.955 -66.395 -47.805 -11.939 -173.727 39.094 3.002 -82.061 0.47682 0 0.006451 628 2009 55.019 104.787 -79.331 -47.909 -13.072 -236.074 48.755 7.694 -80.202 0.169744 0 0.022685 637 2009 56.297 99.816 -76.887 -55.191 -9.888 -196.072 51.206 5.815 -69.47 0.411258 0 0.033174 642 2009 58.726 57.598 -35.627 -43.732 -2.672 13.802 38.774 0.854 -76.594 0.991203 0 0.017284 645 2009 58.238 87.031 -73.603 -54.392 -3.544 -104.226 51.216 0.002 -136.754 0.967928 0 0.054667 647 2009 58.085 129.226 -92.526 -52.443 -5.369 -100.682 49.843 0.023 -163.493 0.887033 0 0.08102 650 2009 58.021 147.792 -92.344 -61.442 -6.213 -147.944 37.571 6.503 -134.056 0.674693 0 0.115026 653 2009 54.806 97.91 -61.388 -22.37 -7.811 -59.313 38.95 1.442 -140.493 0.709284 0 0.02522 654 2009 55.938 51.818 -49.291 -41.058 -5.471 -18.654 23.503 15.545 -83.603 0.964056 0 0.021319 657 2009 54.91 112.163 -68.658 -37.929 -6.555 -52.934 39.649 21.204 -213.043 0.921374 0 0.118844 660 2009 54.871 137.576 -80.241 -30.87 -8.586 -117.836 46.55 0.077 -205.581 0.581946 0 0.073319 662 2009 57.833 90.622 -76.209 -54.636 -5.184 -51.392 55.422 13.737 -94.937 0.965524 0 0.070026 666 2009 58.031 144.954 -75.492 -67.759 -4.005 -66.538 38.607 24.926 -100.026 0.957412 0 0.241265 667 2009 54.797 97.497 -74.277 -32.172 -8.043 -101.477 45.59 1.319 -62.581 0.659178 0 0.032444 669 2009 56.486 164.799 -113.097 -42.817 -6.128 -55.757 38.894 0 -79.428 0.891379 0 0.12471 671 2009 55.515 115.619 -63.425 -28.632 -8.888 -155.786 42.54 0.001 -93.649 0.520871 0 0.019342 672 2009 58.16 151.71 -39.711 -43.98 -4.561 -109.903 34.672 0 -77.077 0.881076 0 0.026459 674 2009 58.447 87.573 -55.683 -74.406 -4.397 -54.152 31.861 0 -76.225 0.960891 0 0.035321 676 2009 57.998 144.68 -106.065 -31.079 -6.356 -113.041 63.485 0.052 -93.378 0.813395 0 0.057537 679 2009 56.203 85.406 -88.555 -54.465 -5.273 -130.442 42.099 0.803 -93.255 0.956949 0 0.053063 680 2009 57.138 119.113 -71.83 -61.308 -4.526 -110.496 36.724 0 -219.656 0.857697 0 0.113024 684 2009 56.409 103.091 -80.223 -63.199 -5.119 -131.554 47.623 14.182 -82.288 0.862908 0 0.1379 687 2009 56.733 108.736 -68.179 -44.933 -6.238 -204.048 50.875 0.036 -106.385 0.82006 0 0.028116 690 2009 56.434 102.956 -42.291 -41.615 -5.76 -103.82 32.079 0.393 -80.342 0.773121 0 0.021161 691 2009 54.437 137.302 -74.501 -51.978 -9.931 -160.8 30.978 0 -91.607 0.601458 0 0.038821 699 2009 55.77 122.442 -96.136 -68.88 -9.502 -163.406 38.459 0.115 -88.172 0.566507 0 0.066567 702 2009 58.873 114.878 -71.725 -66.671 -3.983 -137.449 48.003 12.551 -76.755 0.759034 0 0.114562 707 2009 57.233 126.956 -60.158 -40.786 -3.952 -84.392 39.452 36.369 -133.836 0.948007 0 0.160907 714 2009 55.623 107.76 -80.708 -85.08 -6.474 -20.713 48.579 1.365 -228.514 0.790705 0 0.32031 717 2009 49.204 154.482 -67.713 -39.075 -15.16 -102.979 66.526 2.128 -68.582 0.146889 0 0.159895 718 2009 50.235 146.421 -54.202 -53.468 -12.738 -166.016 45.544 15.872 -67.361 0.426359 0 0.138753 722 2009 56.953 81.81 -84.655 -60.902 -5.985 -66.92 48.855 0 -113.791 0.706086 0 0.084416 725 2009 56.224 131.994 -85.98 -66.781 -5.925 -126.668 38.858 0 -101.747 0.75013 0 0.137894 728 2009 57.195 114.828 -83.133 -85.597 -5.572 -66.553 35.343 0 -91.262 0.589095 0 0.216303 729 2009 55.908 135.989 -69.122 -58.661 -6.777 -119.531 46.055 0 -92.48 0.689609 0 0.096473 733 2009 56.515 97.943 -75.022 -38.824 -6.358 -153.973 67.105 0 -88.707 0.672899 1 0.049989 734 2009 47.825 121.661 -97.229 -55.421 -16.594 -101.358 51.355 21.532 -98.837 0.380103 1 0.238541 741 2009 57.12 57.438 -103.063 -52.071 -5.311 -41.718 41.454 0.002 -99.653 0.782878 0 0.06255 742 2009 58.486 113.354 -91.529 -48.857 -4.102 -24.564 37.191 0.077 -76.181 0.802145 0 0.077614 744 2009 55.354 131.529 -98.563 -55.198 -6.744 -176.034 50.529 0.049 -206.452 0.813345 1 0.151159 745 2009 48.396 114.342 -81.091 -59.71 -14.071 -138.219 44.474 21.548 -80.205 0.729209 1 0.146123 747 2009 57.341 176.849 -69.88 -57.2 -6.076 -168.39 42.586 0 -149.251 0.964821 0 0.0642 750 2009 55.734 144.299 -87.464 -40.781 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54.817 76.658 -85.672 -59.959 -9.562 -176.59 43.592 0.179 -98.09 0.497307 0 0.045309 1018 2008 54.431 110.972 -81.8 -57.822 -10.257 -121.324 34.172 0.017 -64.326 0.541494 0 0.045114 1022 2008 53.955 97.381 -98.474 -39.347 -9.381 -167.673 53.54 2.677 -95.322 0.699495 0 0.050007 1023 2008 50.606 107.826 -76.143 -33.64 -16.015 -234.568 50.066 4.293 -68.712 0.169238 0 0.022272 1024 2008 53.373 148.932 -79.481 -52.599 -10.322 -214.189 43.156 0.692 -90.787 0.54154 0 0.076808 1027 2008 58.649 139.929 -121.976 -53.419 -3.724 -73.551 36.625 0 -101.297 0.95084 1 0.1415 1028 2008 57.27 91.849 -64.714 -47.312 -4.894 -94.839 27.802 0.007 -101.606 0.954167 1 0.023113 1030 2008 53.688 81.958 -85.033 -40.256 -9.334 -97.673 36.917 0 -100.293 0.715047 0 0.032242 1033 2008 48.699 111.331 -65.016 -33.304 -15.684 -92.317 45.365 0 -105.893 0.398607 0 0.03746 1034 2008 54.023 68.549 -72.246 -50.97 -8.685 -128.846 38.579 0 -121.741 0.985733 0 0.01876 1035 2008 56.519 80.704 -109.797 -39.752 -7.25 -62.009 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0 0.018463 1275 2007 57.569 73.389 -74.133 -39.681 -4.098 -54.279 36.253 19.455 -120.053 0.809236 0 0.079324 1279 2007 58.836 50.668 -64.777 -48.01 -2.687 -3.712 41.359 0.327 -67.875 0.967681 0 0.030595 1281 2007 58.486 109.669 -39.933 -49.832 -6.614 -81.267 40.862 0.902 -104.214 0.770501 0 0.015799 1283 2007 46.465 100.795 -63.256 -56.071 -16.021 -116.239 56.512 22.417 -90.668 0.55917 0 0.178863 1284 2007 57.23 94.425 -95.843 -56.794 -5.14 -226.619 44.101 8.007 -130.928 0.702005 0 0.101018 1290 2007 57.519 101.716 -78.384 -46.279 -4.397 -110.759 49.396 0 -103.605 0.653478 0 0.094787 1291 2007 57.418 154.201 -72.113 -55.295 -7.58 -193.686 38.768 0.007 -107.777 0.699796 0 0.040408 1294 2007 59.318 129.418 -88.361 -77.829 -3.825 -78.442 46.462 0 -216.562 0.858764 1 0.216884 1295 2007 56.49 70.709 -45.539 -63.642 -5.897 -30.076 32.678 0.011 -75.124 0.833524 0 0.03294 1297 2007 55.74 148.883 -137.319 -60.892 -5.656 -136.718 51.298 0 -70.535 0.788534 0 0.370837 1299 2007 57.027 92.388 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0.153505 1675 2007 58.087 142.671 -103.218 -50.289 -4.042 -119.871 46.977 0 -103.429 0.941449 0 0.120586 1678 2007 57.369 127.266 -78.176 -41.693 -4.559 -149.492 34.727 0.656 -248.679 0.947073 0 0.06416 1683 2007 55.987 92.801 -58.149 -47.402 -5.821 -130.68 41.975 0 -78.121 0.760724 0 0.039789 1685 2007 57.747 79.992 -82.597 -41.74 -3.48 -149.201 31.681 0.508 -97.912 0.93515 0 0.031383 1689 2007 57.989 97.87 -110.042 -53.344 -4.682 -41.383 43.271 0 -81.224 0.904054 0 0.090523 1690 2007 58.981 86.052 -69.773 -58.649 -3.592 -108.597 49.6 16.222 -109.087 0.874766 0 0.086811 1692 2007 59.679 119.814 -101.196 -51.483 -4.572 -175.989 44.404 0.005 -80.804 0.618102 0 0.066257 1693 2007 57.821 88.962 -112.822 -56.052 -4.193 -16.353 38.497 0 -126.717 0.760501 0 0.167417 1695 2007 58.777 82.973 -91.314 -54.673 -3.965 -87.92 41.318 0 -81.166 0.795154 0 0.059568 1703 2007 57.656 95.336 -61.64 -44.329 -5.982 -138.06 55.138 0 -121.646 0.875329 0 0.023732 1704 2007 57.681 76.065 -71.708 -60.55 -5.534 -132.937 40.779 0.518 -100.472 0.922907 0 0.027491 1705 2007 56.569 95.001 -77.981 -50.206 -5.97 -176.129 39.95 0 -121.062 0.824311 0 0.038818 1708 2007 56.915 62.873 -61.396 -74.08 -4.843 0.64 37.767 0 -115.179 0.963304 0 0.068052 1711 2007 55.576 118.314 -61.349 -66.343 -7.255 -11.781 47.393 0.045 -78.154 0.874368 0 0.087836 1713 2007 56.18 94.638 -95.306 -54.671 -5.679 -117.816 46.023 0 -126.385 0.912832 0 0.083842 1715 2007 58.204 105.224 -104.632 -52.158 -4.203 -49.509 45.5 0 -86.126 0.859819 0 0.107227 1720 2007 57.899 114.515 -75.142 -48.384 -4.27 -35.265 51.943 0 -86.143 0.880656 0 0.083186 1722 2007 57.37 88.563 -75.656 -41.759 -5.689 -197.332 50.074 0 -122.026 0.745842 0 0.030357 1725 2007 57.695 57.491 -65.873 -38.989 -3.961 -5.456 50.205 0 -68.922 0.934502 0 0.030787 1726 2007 58.092 48.571 -45.714 -48.594 -4.388 -20.769 39.266 3.224 -81.008 0.968925 0 0.016124 1727 2007 57.703 72.715 -56.709 -49.104 -4.192 -111.868 40.194 0 -74.949 0.940297 0 0.022221 1729 2007 58.2 107.454 -73.04 -57.585 -4.457 -163.845 36.202 0 -95.829 0.841289 0 0.043597 1735 2007 58.094 57.315 -86.591 -37.65 -4.055 28.18 35.948 0.005 -142.069 0.994004 0 0.033174 1737 2007 58.163 69.567 -54.124 -34.476 -3.984 28.465 43.852 0 -76.544 0.922699 0 0.022888 1739 2007 57.871 57.491 -77.471 -36.585 -3.795 41.019 36.339 0 -77.688 0.899546 0 0.034878 1740 2007 56.776 138.529 -73.039 -38.32 -5.303 -31.496 41.546 0 -105.657 0.984637 0 0.059182 1745 2007 56.433 124.423 -101.759 -42.052 -3.949 -158.408 54.381 31.446 -101.154 0.993274 1 0.288381 1746 2007 43.682 117.906 -57.212 -45.45 -18.031 -107.07 74.06 8.516 -62.534 0.322871 0 0.24013 1749 2007 58.633 115.382 -58.689 -55.048 -4.115 -130.578 42.687 0.016 -104.546 0.910263 0 0.038768 1753 2007 57.939 79.328 -56.272 -46.169 -4.742 -98.423 34.917 0.372 -125.658 0.917865 0 0.019551 1754 2007 58.851 114.403 -67.804 -62.851 -2.802 -245.646 45.487 0.618 -84.588 0.92977 0 0.052719 1761 2007 56.752 113.428 -93.354 -59.368 -5.549 -162.421 51.23 0.017 -74.317 0.655644 1 0.133456 1763 2007 57.897 100.25 -84.334 -63.101 -5.326 -130.945 34.748 1.288 -91.049 0.432855 0 0.11655 1766 2007 58.83 87.286 -88.365 -71.984 -3.343 -78.783 45.235 35.383 -100.837 0.926339 0 0.279862 1768 2007 57.407 83.065 -50.372 -51.059 -4.934 -110.32 36.857 8.363 -108.161 0.552501 0 0.062936 1769 2007 56.53 125.419 -85.936 -59.977 -6.333 -131.107 38.049 3.432 -140.516 0.747117 0 0.113382 1772 2007 58.549 72.242 -50.882 -55.946 -4.378 -43.479 32.295 0 -85.784 0.985968 0 0.017586 1773 2007 59.226 71.887 -91.75 -44.302 -3.938 -139.666 34.755 0.127 -105.037 0.901286 0 0.021651 1776 2007 56.015 77.177 -100.298 -39.425 -7.939 -188.52 53.594 0 -209.481 0.704163 0 0.041551 1778 2007 59.366 56.138 -61.951 -51.21 -2.891 3.983 30.101 0.405 -63.74 0.951124 0 0.022598 1790 2007 56.941 74.579 -82.667 -44.268 -4.778 -48.435 32.924 0.011 -97.263 0.811103 0 0.04895 1794 2007 57.436 42.615 -53.457 -50.447 -5.09 -50.536 46.927 31.716 -112.04 0.738984 0 0.082059 1799 2007 56.414 143.78 -55.723 -56.303 -6.952 -143.568 41.157 31.145 -86.709 0.818085 0 0.12041 1805 2007 58.561 170.425 -76.597 -53.301 -4.363 -80.915 39.3 0 -102.64 0.968731 0 0.08649 1807 2007 47.399 98.914 -89.41 -65.177 -17.475 -64.075 50.761 27.652 -99.136 0.528902 0 0.206684 1810 2007 56.809 88.875 -50.833 -61.648 -6.741 -142.475 40.791 33.399 -100.161 0.719315 0 0.088768 1814 2007 56.817 80.007 -84.044 -33.715 -5.545 0.633 43.834 0 -97.104 0.950559 0 0.03445 1816 2007 57.784 64.072 -59.988 -36.506 -5.446 -109.75 49.348 0.004 -123.676 0.84496 0 0.015549 1817 2007 56.035 57.491 -64.317 -34.909 -4.923 -27.596 47.629 0 -69.096 0.961259 0 0.027946 1822 2007 56.049 72.309 -68.586 -30.646 -6.173 -122.795 59.881 0 -92.668 0.889842 0 0.022723 1823 2007 56.597 96.235 -73.183 -35.467 -6.466 -124.126 41.771 0 -107.131 0.69485 0 0.031278 1829 2007 52.802 115.519 -87.544 -28.543 -13.193 -242.106 45.746 2.98 -59.167 0.217934 0 0.025869 1830 2007 54.224 118.175 -99.543 -50.36 -10.084 -169.422 47.982 0 -159.173 0.539994 0 0.090412 1832 2007 51.833 80.691 -79.866 -37.763 -10.226 -185.14 54.937 0.83 -207.828 0.760536 0 0.051668 1833 2007 54.354 117.644 -78.526 -50.615 -8.401 -206.952 55.322 0 -124.6 0.770977 0 0.062969 1834 2007 55.467 119.121 -125.755 -59.267 -6.323 -129.748 42.04 0 -87.471 0.913317 0 0.159631 1837 2007 45.943 102.781 -103.931 -46.791 -17.009 4.544 38.151 0.349 -51.654 0.604492 0 0.104885 1840 2007 54.966 120.643 -62.215 -55.572 -8.098 -174.116 49.335 0 -107.064 0.672548 0 0.060919 1842 2007 54.189 139.306 -96.153 -52.617 -9.967 -96.751 45.671 30.367 -104.384 0.755319 0 0.204668 1847 2007 48.948 62.832 -53.394 -47.786 -14.609 -91.501 34.846 0.001 -104.894 0.49647 0 0.024546 1856 2007 50.249 72.221 -78.838 -74.076 -9.881 -27.304 40.845 0.826 -96.79 0.544699 0 0.298872 1861 2007 57.651 95.205 -74.499 -50.097 -6.504 -194.55 30.815 7.035 -120.691 0.638861 0 0.030878 1872 2007 52.546 118.121 -93.554 -33.823 -11.571 -326.645 56.48 3.51 -116.769 0.346776 0 0.054884 1873 2007 56.03 134.344 -101.242 -53.262 -6.504 -219.641 51.922 13.305 -123.066 0.710748 0 0.188328 1879 2007 57.108 107.348 -85.978 -41.622 -5.6 -95.622 47.282 0.19 -111.566 0.876196 0 0.050907 1880 2007 54.369 121.435 -101.631 -51.79 -9.728 -155.823 38.949 0.846 -217.918 0.595812 0 0.104339 1881 2007 54.266 131.063 -96.355 -65.27 -8.073 -253.316 38.601 0.073 -103.464 0.589891 0 0.140088 1884 2007 55.584 81.346 -69.678 -67.536 -8.397 -88.005 28.689 0.116 -86.437 0.663471 0 0.039286 1888 2007 58.2 120.054 -81.924 -38.085 -3.798 -122.811 39.92 9.987 -78.29 0.941704 0 0.05626 1894 2006 57.407 62.387 -66.922 -42.608 -4.573 14.598 26.326 47.497 -70.43 0.989662 0 0.098615 1895 2006 56.481 74.317 -71.598 -47.28 -6.671 -8.904 53.238 0 -205.433 0.938804 0 0.049594 1901 2006 41.891 78.875 -67.812 -50.118 -18.309 -22.886 48.28 0.645 -49.995 0.28719 0 0.238626 1909 2006 54.467 195.588 -93.679 -70.05 -9.006 -117.382 49.143 0.4 -133.148 0.569615 0 0.394054 1911 2006 54.489 147.88 -111.781 -50.969 -7.967 -142.738 57.444 0.004 -127.711 0.338228 0 0.410161 1913 2006 53.138 108.589 -107.913 -59.244 -7.844 -70.408 27.663 1.244 -105.166 0.580291 0 0.265456 1915 2006 56.314 88.983 -88.016 -37.956 -8.099 -167.225 50.624 0 -232.883 0.773305 0 0.031886 1917 2006 56.481 164.346 -96.523 -43.87 -6.636 -183.96 31.045 0.001 -80.338 0.789353 0 0.067247 1919 2006 57.264 81.912 -64.469 -43.721 -7.362 -182.21 37.079 2.917 -72.866 0.745131 0 0.011612 1923 2006 56.444 112.223 -90.609 -67.255 -7.316 -180.107 46.001 8.485 -207.136 0.818987 0 0.118333 1927 2006 33.84 127.021 4.503 -38.364 -31.253 -216.036 20.617 0.011 -75.294 0.044701 0 0.009301 1932 2006 53.579 147.021 -128.569 -48.098 -13.236 -73.129 62.524 0 -80.811 0.202408 0 0.219956 1933 2006 56.341 165.378 -105.373 -58.849 -6.369 -74.577 38.657 0 -106.286 0.792928 0 0.220554 1935 2006 54.433 169.799 -73.627 -51.036 -8.876 -163.098 66.503 0 -138.26 0.533119 0 0.207929 1941 2006 48.239 149.795 -102.634 -49.864 -17.889 -234.255 45.062 0 -87.098 0.064265 0 0.114987 1942 2006 56.883 121.223 -81.321 -54.217 -6.74 -157.935 30.632 0.195 -120.231 0.635346 0 0.060167 1953 2006 55.51 88.744 -68.472 -46.33 -8.287 -163.587 30.939 1.512 -76.929 0.593306 0 0.024349 1957 2006 55.399 119.039 -80.472 -52.383 -5.702 -78.336 50.468 36.558 -131.032 0.989475 1 0.318939 1959 2006 52.893 145.3 -87.57 -38.24 -10.296 -224.422 50.342 0.246 -67.135 0.393026 0 0.100053 1960 2006 53.959 94.63 -73.842 -41.912 -11.033 -168.698 35.71 0 -84.819 0.443195 0 0.023275 1963 2006 50.863 93.771 -64.646 -42.603 -13.877 -234.622 50.714 0 -103.385 0.319018 0 0.030713 1966 2006 49.622 114.379 -69.317 -42.865 -14.733 -191.881 42.878 0 -78.651 0.190642 0 0.058631 1967 2006 50.972 77.64 -101.37 -44.876 -12.454 -204.568 44.64 0 -80.14 0.45258 0 0.054567 1969 2006 49.049 122.402 -111.427 -40.535 -15.903 -203.211 52.523 6.68 -80.404 0.060558 0 0.168988 1970 2006 55.032 94.645 -97.013 -41.649 -9.92 -162.756 44.832 0 -70.094 0.372719 0 0.046619 1973 2006 58.19 58.167 -72.965 -56.151 -4.331 33.891 59.797 0.001 -85.318 0.996921 0 0.055657 1987 2006 55.195 104.365 -75.572 -63.697 -8.576 -245.877 57.681 0.124 -91.609 0.554951 0 0.071437 1990 2006 55.813 54.875 -87.926 -29.26 -5.949 11.257 58.321 38.845 -57.15 0.986492 0 0.118955 1997 2006 52.605 121.76 -69.427 -39.965 -10.845 -206.545 60.116 0 -119.561 0.296382 0 0.097316 1998 2006 50.906 78.449 -65.349 -47.839 -13.189 -233.316 42.572 0 -198.352 0.456507 0 0.032228 1999 2006 53.166 133.027 -77.451 -56.183 -10.375 -161.783 72.23 0 -111.128 0.581606 0 0.14804 2001 2006 51.807 118.679 -103.839 -47.474 -12.252 -128.271 49.491 0.023 -109.922 0.568177 0 0.096958 2010 2006 55.142 88.872 -79.288 -63.045 -11.538 -167.939 46.78 8.713 -176.426 0.448067 0 0.051552 2015 2006 56.756 120.246 -70.63 -53.537 -7.8