In [2]:
from railfetcher import *
from datetime import datetime, date, timedelta, time
from dateutil import parser
from mpl_toolkits.basemap import Basemap
from scipy.stats.stats import pearsonr
import pickle
import pymysql
import numpy as np
import pandas as pd
import matplotlib
import matplotlib.pyplot as plt
matplotlib.style.use('ggplot')
In [3]:
def toUnix(datetime):
unix = datetime.strftime('%s')
return unix
def convertDatetime(unix):
dt = datetime.fromtimestamp(unix)
return dt
def convertDate(unix):
d = date.fromtimestamp(unix)
return d
In [4]:
class RailDatabase():
def __init__(self, isNew):
if isNew:
self.conn = pymysql.connect(host='localhost', port=3306, user='jnevens', passwd='Panda85?', db='newrailDB')
else:
self.conn = pymysql.connect(host='localhost', port=3306, user='jnevens', passwd='Panda85?', db='oldrailDB')
def getAllRoutes(self, date):
C = self.conn.cursor()
C.execute('SELECT * FROM route WHERE date = %s', (date,))
rows = C.fetchall()
C.close()
return rows
def getRoute(self, trainID, date):
C = self.conn.cursor()
C.execute('SELECT * FROM route WHERE train_id = %s AND date = %s', (trainID, date))
row = C.fetchone()
C.close()
return row
def getStops(self, routeID):
C = self.conn.cursor()
C.execute('SELECT * FROM stop WHERE route_id = %s ORDER BY arrival_datetime', (routeID,))
rows = C.fetchall()
C.close()
return rows
def getLastStop(self, routeID):
C = self.conn.cursor()
C.execute('SELECT * FROM stop WHERE route_id = %s ORDER BY arrival_datetime', (routeID,))
rows = C.fetchall()
last = rows[-1:]
C.close()
return last
def getFirstStop(self, routeID):
C = self.conn.cursor()
C.execute('SELECT * FROM stop WHERE route_id = %s ORDER BY arrival_datetime', (routeID,))
rows = C.fetchall()
first = rows[0]
C.close()
return first
def getStationName(self, stationID):
C = self.conn.cursor()
C.execute('SELECT name_nl FROM station WHERE station_id = %s', (stationID,))
row = C.fetchone()
C.close()
return row
class Config():
def __init__(self, isNew):
self.new = isNew
def period(self):
if self.new:
return (date(2014, 12, 16), date(2015, 2, 16))
else:
return (date(2014, 10, 27), date(2014, 12, 14))
In [5]:
#These metrics look if a train has more than X minutes delay in ANY stop
def binary_metric(isNew):
conf = Config(isNew)
start, stop = conf.period()
db = RailDatabase(isNew)
trains = dict()
while start <= stop:
weekday = start.weekday()
if weekday < 5:
t = time(0, 0, 0)
dt = datetime.combine(start, t)
routes = db.getAllRoutes(toUnix(dt))
for routeRow in routes:
routeID = routeRow[0]
trainID = routeRow[2]
stops = db.getStops(routeID)
delayed = 0
for stopRow in stops:
arrival_detected = stopRow[3]
departure_detected = stopRow[6]
arrival_delay = stopRow[2]
departure_delay = stopRow[5]
if arrival_detected:
if arrival_delay > 5:
delayed = 1
break
if departure_detected:
if departure_delay > 5:
delayed = 1
break
if trainID in trains:
trains[trainID].append(delayed)
else:
trains[trainID] = [delayed]
delta = timedelta(days=1)
start = start + delta
return trains
#Effe aangepast zodat alle treinen die niet elke dag rijden, toch worden aangevuld
#met nullen
def binary_metric_train(isNew, train, tresh=5):
conf = Config(isNew)
start, stop = conf.period()
db = RailDatabase(isNew)
metric = []
while start <= stop:
weekday = start.weekday()
if weekday < 5:
t = time(0, 0, 0)
dt = datetime.combine(start, t)
route = db.getRoute(train, toUnix(dt))
delayed = 0
routeID = route[0]
stops = db.getStops(routeID)
for stopRow in stops:
arrival_detected = stopRow[3]
departure_detected = stopRow[6]
arrival_delay = stopRow[2]
departure_delay = stopRow[5]
if arrival_detected:
if arrival_delay > tresh:
delayed = 1
break
if departure_detected:
if departure_delay > tresh:
delayed = 1
break
metric.append(delayed)
delta = timedelta(days=1)
start = start + delta
return metric
def check_train(isNew, train):
conf = Config(isNew)
start, stop = conf.period()
db = RailDatabase(isNew)
check = True
while start <= stop:
weekday = start.weekday()
if weekday < 5:
t = time(0,0,0)
dt = datetime.combine(start, t)
route = db.getRoute(train, toUnix(dt))
if not(route):
check = False
break
delta = timedelta(days=1)
start = start + delta
return check
In [6]:
#Get all train numbers
#Check for each train if it has riden every weekday in the period (annoying detail!)
#Get all stops for all train numbers
#For each train: compute intersect with every other train
#Compute dataframe with tresholds for these relevant trains
db = RailDatabase(True)
conf = Config(True)
start, stop = conf.period()
t = time(0,0,0)
dt = datetime.combine(start, t)
routes = db.getAllRoutes(toUnix(dt))
trains = dict()
for r in routes:
routeID = r[0]
trainID = r[2]
if check_train(True, trainID):
stops = db.getStops(routeID)
stations = []
for s in stops:
stationID = s[7]
stations.append(stationID)
trains[trainID] = stations
trains
Out[6]:
{8200: [37, 764, 58, 352, 1084, 632, 539, 637, 630, 1244, 376, 1015],
8209: [220, 215, 221, 1048, 1192, 810, 811, 732, 635, 907, 199, 554],
8214: [37, 139, 732, 541, 326, 523],
8215: [37, 139, 732, 541, 326, 523],
8250: [37, 139, 64, 570, 546, 1066, 905, 188, 1017, 977],
8252: [37, 139, 64, 570, 546, 1066, 905, 188, 1017, 977, 1088],
8281: [37, 139, 863, 177, 732, 142, 814, 541, 187, 132, 9],
8282: [37, 139, 863, 177, 732, 142, 814, 541, 187, 132, 9],
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8291: [1088, 906, 151, 819, 1278, 64, 139, 37],
8292: [37, 139, 64, 1278, 819, 151, 906, 1088],
8293: [37, 139, 64, 1278, 819, 151, 906, 1088],
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1209,
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769],
107: [477, 1185, 1157, 992, 84, 996, 974, 27, 726, 728, 730, 562, 835, 733],
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109: [769,
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726,
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730,
562,
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110: [733,
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1016,
769],
8303: [220, 215, 221, 715, 1146, 684, 1090, 19, 523, 636, 184, 1670],
112: [733,
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114: [733,
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992,
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115: [769,
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117: [769,
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1157,
992,
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996,
974,
27,
726,
728,
730,
562,
835,
733],
118: [733,
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84,
992,
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1185,
477,
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279,
321,
1241,
631,
1209,
386,
829,
769],
119: [769,
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477,
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1157,
992,
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996,
974,
27,
726,
728,
730,
562,
835,
733],
120: [733,
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562,
730,
728,
726,
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974,
996,
84,
992,
1157,
1185,
477,
1158,
279,
321,
1241,
631,
1209,
386,
829,
769],
121: [769,
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386,
1209,
631,
1241,
321,
279,
1158,
477,
1185,
1157,
992,
84,
996,
974,
27,
726,
728,
730,
562,
835,
733],
122: [733, 835, 562, 730, 728, 726, 27, 974, 996, 84, 992, 1157, 1185, 477],
123: [769,
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386,
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631,
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477,
1185,
1157,
992,
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996,
974,
27,
726,
728,
730,
562,
835,
733],
8336: [1670, 184, 636, 523, 19, 1090, 684, 1146, 715],
8352: [1048,
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218,
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826,
812,
383,
191,
325,
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648,
553,
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1176,
1146,
384,
900,
684],
8362: [715, 1238, 9, 686, 1134, 1270, 326, 1061, 523],
8363: [715, 1238, 9, 686, 1134, 1270, 326, 1061, 523],
8364: [715, 1238, 9, 686, 1134, 1270, 326, 1061, 523],
8385: [1088, 1128, 192, 977, 1245, 810],
8386: [810, 1245, 977, 192, 1128, 1088],
8387: [715, 1242, 1230, 493, 190, 566, 810],
8388: [810, 634, 751, 781, 231, 102, 319],
8389: [810, 1245, 977, 192, 1128, 1088],
8390: [715, 1242, 1230, 493, 190, 566, 810, 1245, 977, 192, 1128, 1088],
8397: [810, 634, 751, 781, 231, 102, 319],
8400: [220, 215, 221, 715, 1146, 684, 1213, 31, 726],
8401: [220, 215, 221, 715, 1146, 684, 1213, 31, 726],
8417: [726, 208, 1195],
8785: [895,
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400,
406,
424,
870,
515,
620,
82,
1125,
16,
392,
700,
263,
281,
259],
8444: [220, 215, 221, 31, 726, 208, 1195],
8445: [220, 215, 221, 31, 726, 208, 1195],
8452: [730, 728, 726, 27, 266, 1159, 421, 901, 956, 1177],
8461: [726, 1063, 971, 619, 401, 705, 402, 361, 530, 22, 24, 592, 1102],
8481: [592, 24, 22, 530, 361, 402, 705, 401, 619, 971, 1063, 726],
8482: [895, 789, 894, 1062, 262, 25, 118, 1102, 592],
8483: [730, 728, 726, 27, 974, 996, 84, 992, 1157, 1185, 477],
8484: [730, 728, 726, 27, 974, 996, 84, 992, 1157, 1185, 477],
8485: [730, 728, 726, 27, 974, 996, 84, 992, 1157, 1185, 477],
8486: [895, 789, 894, 1062, 262, 25, 118, 1102, 592],
8487: [1157, 1185, 477],
8490: [1213, 171, 991, 842, 399, 1202, 155, 31, 726],
8512: [220, 360, 121, 77, 719, 1154],
8513: [1048, 221, 215, 220, 360, 121, 77, 719, 1154, 427, 560, 868],
8514: [220, 360, 121, 77, 719, 1154],
8515: [1048, 221, 215, 220, 360, 121, 77, 719, 1154, 427, 560, 868],
8519: [1154, 427, 560, 868],
8622: [70, 1842, 78, 1841, 502, 1194],
8561: [848, 615, 979, 1034, 195, 501, 1141, 984],
8572: [220, 504, 360, 559, 1150, 432, 1182, 458],
8574: [1048, 221, 215, 220, 504, 360, 559, 1150, 432, 1182, 458],
8576: [360, 559, 1150, 432, 1182, 458],
8581: [77,
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462,
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246,
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35,
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246,
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35,
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8589: [77, 989, 952, 583, 710, 12, 458],
8590: [848, 462, 364, 628, 707, 247, 209, 832, 782, 77],
8591: [77, 989, 952, 583, 710, 12, 458],
8592: [848, 462, 364, 628, 707, 247, 209, 832, 782, 77],
8593: [77, 989, 952, 583, 710, 12, 458],
404: [649, 520, 1212, 317, 320, 455, 220, 215, 221, 1048],
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407: [649, 520, 1212, 317, 320, 455, 220, 215, 221, 715],
8600: [220, 215, 221, 227, 218, 936, 438, 895, 611, 767, 472, 1255, 329],
8601: [220, 215, 221, 227, 218, 936, 438, 895, 272, 801, 617, 723, 786, 70],
8602: [220, 215, 221, 227, 218, 936, 438, 895],
8603: [895, 272, 801, 617],
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726,
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215,
221,
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726,
27,
956,
1177,
1226],
8606: [895, 272, 801, 617, 723],
415: [649,
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220,
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726,
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416: [649,
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417: [649,
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726,
27,
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418: [649, 520, 1212, 317, 320, 455, 220, 215, 221, 1048],
419: [649, 520, 1212, 317, 320, 455, 220, 215, 221, 1048],
420: [649, 520, 1212, 317, 320, 455, 220, 215, 221, 1048],
8613: [272, 704, 257, 532, 100, 801, 617],
422: [649, 520, 1212, 317, 320, 455],
8615: [70, 1842, 78, 1841, 502, 1194, 409, 146, 723],
8616: [329, 34, 442, 589, 126, 435, 480, 249, 951, 146, 723],
8617: [769, 1003, 1841, 502, 1194],
426: [1048, 221, 215, 220, 455, 320, 317, 1212, 520, 649],
8619: [769, 1003, 1841, 502, 1194],
428: [1226,
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220,
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320,
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430: [1226,
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220,
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431: [1226,
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320,
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520,
649],
433: [715, 221, 215, 220, 455, 320, 317, 1212, 520, 649],
8626: [723, 146, 409, 1194, 502, 1841, 78, 1842, 70],
435: [1226,
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436: [715, 221, 215, 220, 455, 320, 317, 1212, 520, 649],
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441: [1048, 221, 215, 220, 455, 320, 317, 1212, 520, 649],
442: [1048, 221, 215, 220, 455, 320, 317, 1212, 520, 649],
443: [455, 320, 317, 1212, 520, 649],
8641: [769, 1494, 1016, 829, 386, 1210, 631, 1241, 321, 279, 1158, 477],
8643: [769, 1494, 1016, 829, 386, 1210, 631, 1241, 321, 279, 1158, 477],
8650: [895, 995, 1031, 148, 754, 438, 366, 261, 167, 855, 936],
8651: [762, 936],
8655: [936, 855, 167, 261, 366, 438, 754, 148, 1031, 995, 895],
8657: [936, 855, 167, 261, 366, 438, 754, 148, 1031, 995, 895],
8659: [1048, 227, 218, 380, 183, 486, 457, 936],
8660: [1048, 227, 218, 380, 183, 486, 457, 936],
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8664: [329, 1255, 472, 767, 611, 895],
8665: [329, 1255, 472, 767, 611, 895],
8666: [70, 1198, 1107, 496, 786, 752, 723],
8667: [723, 752, 786, 496, 1107, 1198, 70],
8668: [769, 159, 1138, 1137, 374, 137, 1124, 959, 1003, 78],
8669: [895, 611, 767, 472, 1255, 329],
8670: [895, 610, 313, 896, 1043, 287, 75],
8671: [75, 287, 1043, 896, 313, 610, 895],
8676: [730,
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8677: [769, 70],
8678: [769, 70],
8679: [769, 70],
8681: [146, 951, 249, 480, 435, 126, 589, 442, 34, 329],
8685: [259,
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515,
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8686: [78, 1003, 959, 1124, 137, 374, 1137, 1138, 159, 769],
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1806: [929, 210, 455, 449, 748, 1088, 151, 64, 139, 37],
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1865: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1866: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1867: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1868: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1869: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1870: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1871: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1872: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1873: [455, 822, 815, 474, 685, 860, 1056, 105, 106, 1274, 1085, 458],
1875: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1876: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1877: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1878: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1879: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1880: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1881: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1882: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1883: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1884: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1885: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1886: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1887: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1888: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1889: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1890: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1891: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1892: [458, 1085, 1274, 106, 105, 1056, 860, 685, 474, 815, 822, 455],
1903: [220, 215, 221, 325, 1260, 219],
1904: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1905: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1906: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1907: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1908: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1909: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1910: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 241, 325, 1260, 219],
1911: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1912: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1913: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1914: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1915: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1916: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
19704: [649, 868, 1153, 1027, 737],
1918: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1919: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1920: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1921: [1154, 719, 77, 121, 360, 504, 220, 215, 221, 325, 1260, 219],
1926: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1927: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1928: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1929: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1930: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1931: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1932: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1933: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1934: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1935: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1936: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1937: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1938: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1939: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1940: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1941: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1942: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1943: [219, 1260, 325, 221, 215, 220, 504, 360, 121, 77, 719, 1154],
1944: [219, 1260, 325, 221, 215, 220],
1945: [219, 1260, 325, 221, 215, 220],
3338: [376, 630, 539, 632, 352, 37, 139, 866, 811, 810, 1192, 221, 215, 220],
1953: [220,
215,
221,
1048,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1954: [259,
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1018,
286,
768,
919,
911,
738,
203,
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742,
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1192,
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1955: [911,
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203,
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336,
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1956: [911,
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203,
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316,
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139,
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1957: [911,
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316,
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336,
644,
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877,
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139,
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1958: [911,
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203,
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221,
1192,
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810,
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336,
644,
590,
877,
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139,
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1959: [911,
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203,
1218,
316,
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742,
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414,
220,
215,
216,
221,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1960: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
216,
221,
1192,
363,
1224,
810,
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1083,
336,
644,
590,
877,
863,
139,
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1961: [911,
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203,
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316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
216,
221,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1962: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
216,
221,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1963: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
216,
221,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1964: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
216,
221,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1965: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
216,
221,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1966: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
216,
221,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1967: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
221,
1048,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1968: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
221,
1048,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1969: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
221,
1048,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1970: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
221,
1048,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1971: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
221,
1048,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1972: [911,
738,
203,
1218,
316,
1079,
578,
742,
1167,
1168,
414,
220,
215,
221,
1048,
1192,
363,
1224,
810,
811,
1083,
336,
644,
590,
877,
863,
139,
37],
1977: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
1048,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1978: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1979: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1980: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1981: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1982: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1983: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1984: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1985: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1986: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1987: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1988: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1989: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
221,
216,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1990: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
1048,
221,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1991: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
1048,
221,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
3341: [376, 630, 539, 632, 352, 37, 139, 866, 811, 810, 1192, 221, 215, 220],
1993: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
1048,
221,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1994: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
1048,
221,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911],
1995: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
1048,
221,
215,
220,
414,
1168,
1167,
742,
578,
1079,
316,
1218,
203,
738,
911,
919,
768,
286,
1018,
791,
259],
1996: [37,
139,
863,
877,
590,
644,
336,
1083,
811,
810,
1224,
363,
1192,
1048,
221,
220],
2003: [220, 215, 221, 810, 139, 37],
2004: [220, 215, 221, 810, 139, 37],
2005: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2006: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2007: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2008: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2009: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2010: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2011: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2012: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2013: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2014: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2015: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2016: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2017: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2018: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2019: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2020: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2021: [259, 791, 768, 911, 203, 220, 215, 221, 810, 139, 37],
2027: [221, 215, 220, 203, 911, 768, 791, 259],
2028: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2029: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2030: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2031: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2032: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2033: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2034: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2035: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2036: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2037: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2038: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2039: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2040: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2041: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2042: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2043: [37, 139, 810, 221, 215, 220, 203, 911, 768, 791, 259],
2044: [37, 139, 810, 221, 215, 220],
2045: [37, 139, 810, 221, 215, 220],
2055: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2056: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2057: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2058: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2059: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2060: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2061: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2062: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2063: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2064: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2065: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
3342: [376, 630, 539, 632, 352, 37, 139, 866, 811, 810, 1192, 221, 215, 220],
2067: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2068: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2069: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2070: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2071: [220,
215,
221,
1767,
621,
243,
488,
328,
1087,
1131,
378,
725,
318,
365,
6],
2076: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2077: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2078: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2079: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2080: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2081: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2082: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2083: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2084: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2085: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2086: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2087: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2088: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2089: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2090: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2091: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2092: [6,
365,
318,
725,
378,
1131,
1087,
328,
488,
243,
621,
1767,
221,
215,
220],
2103: [70, 769],
2104: [895, 272, 801, 617, 723, 786, 70, 769],
2105: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2106: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2108: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2109: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2110: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2111: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2113: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2114: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2115: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2116: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2117: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2118: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2119: [220,
215,
221,
227,
218,
936,
438,
895,
272,
801,
617,
723,
786,
70,
769],
2120: [220,
215,
221,
227,
218,
936,
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2188: [6,
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2190: [6,
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2205: [455,
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2211: [455,
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2212: [455, 822, 815, 1234, 701, 6, 318, 725, 220, 215, 221, 9, 326, 523],
2213: [455,
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2214: [455,
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2215: [455,
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2219: [455,
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2220: [455, 822, 815, 1234, 701, 6, 318, 725, 220, 215, 221, 9, 326, 523],
2221: [455, 822, 815, 1234, 701, 6, 318, 725, 220, 215, 221, 9, 326, 523],
2227: [523, 326, 9, 221, 215, 220, 725, 318, 6, 701, 1234, 815, 822, 455],
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2230: [1151,
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2231: [1151,
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2232: [523, 326, 9, 221, 215, 220, 725, 318, 6, 701, 1234, 815, 822, 455],
2233: [1151,
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2234: [1151,
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2235: [1151,
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2236: [1151,
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2237: [1151,
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9,
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...}
In [8]:
len(trains)
Out[8]:
3426
In [7]:
intersections = set()
for i, train_a in trains.items():
train_a_set = set(train_a)
for j, train_b in trains.items():
if i == j:
continue
if train_a_set.isdisjoint(train_b):
continue
intersections.add((i, j))
intersections
Out[7]:
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...}
In [9]:
len(intersections)
Out[9]:
3257856
In [10]:
tresholds = [10, 20, 30, 40, 50, 60]
tuples = []
for i in trains:
for j in tresholds:
tuples.append((i, j))
index = pd.MultiIndex.from_tuples(tuples, names=['trains', 'tresholds'])
matrix = np.empty((len(index), len(trains)))
matrix.fill(np.nan)
df = pd.DataFrame(matrix, index=index, columns=trains, dtype=float)
In [11]:
metrics = dict()
for i in trains:
m = binary_metric_train(True, i)
metrics[i] = m
In [17]:
treshold_metrics = dict()
for i in trains:
treshold_metrics[i] = dict()
for j in tresholds:
m = binary_metric_train(True, i, tresh=j)
treshold_metrics[i][j] = m
In [ ]:
for trA, trB in intersections:
A_metric = metrics[trA]
for j in tresholds:
B_metric = treshold_metrics[trB][j]
corr = abs(pearsonr(A_metric, B_metric)[0])
df.loc[(trB, j), trA] = corr
In [5]:
df_file = open('./pickles/data2.pkl', 'rb')
df = pickle.load(df_file)
In [6]:
df
Out[6]:
90
91
96
97
106
107
108
109
110
111
...
6584
6585
6586
6587
6588
6589
6590
6591
6592
6593
trains
tresholds
90
10
NaN
0.063209
0.095050
0.177116
0.078587
NaN
0.064365
0.154858
0.062869
0.167808
...
1.778217e-01
0.259373
6.286946e-02
0.108893
0.019881
6.668313e-02
0.078587
0.259373
4.445542e-02
0.051789
20
NaN
0.101199
0.102632
0.036866
0.220624
NaN
0.176229
0.169411
0.084856
0.064535
...
2.640084e-01
0.101199
3.394221e-02
0.137176
0.075134
1.440046e-01
0.067884
0.313011
9.600307e-02
0.108897
30
NaN
0.132271
0.081934
0.108897
0.238455
NaN
0.183887
0.044965
0.151744
0.041216
...
2.452557e-01
0.132271
8.671100e-02
0.025031
0.109682
9.197090e-02
0.043355
0.132271
9.197090e-02
0.184211
40
NaN
0.132271
0.081934
0.108897
0.238455
NaN
0.183887
0.044965
0.151744
0.041216
...
2.452557e-01
0.132271
8.671100e-02
0.025031
0.109682
9.197090e-02
0.043355
0.132271
9.197090e-02
0.184211
50
NaN
0.182692
0.052414
0.160036
0.069338
NaN
0.233241
0.035956
0.138675
0.081127
...
2.941742e-01
0.038462
1.539602e-17
0.080064
0.175412
1.307441e-01
0.069338
0.182692
1.307441e-01
0.168345
60
NaN
0.242681
0.018898
0.220624
0.100000
NaN
0.292509
0.016205
0.125000
0.127973
...
1.767767e-01
0.069338
5.000000e-02
0.000000
0.252982
1.767767e-01
0.100000
0.086672
0.000000e+00
0.151744
91
10
0.168045
NaN
0.306247
0.226615
0.129641
NaN
0.016590
0.243697
0.129641
0.229897
...
6.875239e-02
0.312367
1.296407e-01
0.074848
0.051245
4.583492e-02
0.016205
0.008989
1.604222e-01
0.171429
20
0.115278
NaN
0.157143
0.128290
0.018898
NaN
0.055279
0.134749
0.018898
0.179657
...
7.417990e-18
0.366900
1.889822e-01
0.327327
0.047809
9.272487e-18
0.018898
0.104828
2.672612e-01
0.081934
30
0.092563
NaN
0.081934
0.023545
0.151744
NaN
0.101455
0.081499
0.151744
0.244126
...
9.197090e-02
0.402826
8.671100e-02
0.225282
0.013710
9.197090e-02
0.043355
0.003006
2.145988e-01
0.015038
40
0.076249
NaN
0.018898
0.067884
0.125000
NaN
0.036564
0.129641
0.125000
0.201100
...
9.813078e-18
0.398691
2.000000e-01
0.144338
0.110680
1.767767e-01
0.100000
0.086672
1.767767e-01
0.151744
50
0.057639
NaN
0.142857
0.012829
0.094491
NaN
0.055279
0.024500
0.094491
0.152017
...
8.908708e-02
0.419314
1.889822e-01
0.036370
0.119523
3.118048e-01
0.188982
0.170346
1.336306e-01
0.114708
60
0.057639
NaN
0.142857
0.012829
0.094491
NaN
0.055279
0.024500
0.094491
0.152017
...
8.908708e-02
0.419314
1.889822e-01
0.036370
0.119523
3.118048e-01
0.188982
0.170346
1.336306e-01
0.114708
96
10
0.241121
0.317934
NaN
0.021467
0.252982
NaN
0.196561
0.051245
0.252982
0.219686
...
1.118034e-01
0.175412
1.581139e-01
0.091287
0.260000
2.236068e-01
0.031623
0.021926
1.118034e-01
0.137102
20
0.144932
0.110613
NaN
0.066820
0.237595
NaN
0.064535
0.127609
0.084856
0.158854
...
1.440046e-01
0.004707
6.788442e-02
0.156772
0.171736
1.440046e-01
0.084856
0.101199
2.400077e-02
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30
0.115278
0.104828
NaN
0.102632
0.188982
NaN
0.055279
0.085749
0.018898
0.055279
...
1.336306e-01
0.013104
1.511858e-01
0.327327
0.167332
3.894445e-17
0.018898
0.104828
2.967196e-17
0.065547
40
0.076249
0.086672
NaN
0.373364
0.125000
NaN
0.036564
0.129641
0.125000
0.036564
...
2.943923e-17
0.086672
5.000000e-02
0.288675
0.252982
1.767767e-01
0.125000
0.086672
1.767767e-01
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50
0.067363
0.026800
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NaN
0.004038
0.082319
0.110432
0.177662
...
1.561738e-01
0.145484
1.104315e-01
0.255031
0.349215
2.342606e-01
0.110432
0.145484
1.561738e-01
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60
0.057639
0.170346
NaN
0.205263
0.094491
NaN
0.152017
0.024500
0.094491
0.152017
...
1.336306e-01
0.222761
1.889822e-01
0.218218
0.298807
8.908708e-02
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1.336306e-01
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97
10
0.210925
0.132956
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0.078587
NaN
0.271251
0.154858
0.062869
0.039078
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1.778217e-01
0.034874
6.286946e-02
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4.445542e-02
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0.161291
6.668313e-02
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20
0.160192
0.063731
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NaN
0.032827
NaN
0.225649
0.091497
0.114893
0.098421
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2.089073e-01
0.038694
3.282661e-02
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1.392715e-01
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30
0.137460
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NaN
0.086672
NaN
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0.211241
0.069338
0.020282
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2.941742e-01
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3.466876e-02
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1.961161e-01
0.086672
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2.941742e-01
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40
0.107833
0.073544
0.133631
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0.176777
NaN
0.025854
0.068752
0.176777
0.025854
...
1.666667e-01
0.171602
1.178511e-01
0.272166
0.000000
2.500000e-01
0.176777
0.049029
3.055556e-01
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50
0.076249
0.086672
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0.325000
NaN
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0.016205
0.125000
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1.767767e-01
0.242681
2.000000e-01
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1.767767e-01
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3.535534e-01
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NaN
NaN
NaN
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NaN
NaN
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20
0.057639
0.222761
0.285714
0.179605
NaN
0.157243
0.055279
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0.094491
0.262575
...
NaN
NaN
NaN
NaN
NaN
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NaN
NaN
NaN
NaN
30
0.046512
0.338364
0.403473
0.144932
NaN
0.232625
0.128246
0.168045
0.076249
0.379161
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
40
NaN
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NaN
NaN
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NaN
NaN
NaN
NaN
NaN
...
NaN
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NaN
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NaN
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50
NaN
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NaN
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NaN
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NaN
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NaN
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NaN
NaN
NaN
NaN
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
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...
6589
10
NaN
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NaN
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NaN
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20
NaN
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NaN
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NaN
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30
NaN
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NaN
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40
NaN
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NaN
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50
NaN
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...
NaN
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60
NaN
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...
NaN
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NaN
6590
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0.032513
0.096088
0.080582
0.101311
NaN
NaN
NaN
NaN
NaN
NaN
...
3.015113e-01
0.096088
1.066004e-01
0.184637
0.168550
7.537784e-02
NaN
0.096088
3.015113e-01
0.351250
20
NaN
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30
NaN
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40
NaN
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NaN
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50
NaN
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NaN
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60
NaN
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...
NaN
NaN
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NaN
6591
10
0.046512
0.100452
0.144098
0.320921
NaN
NaN
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NaN
NaN
NaN
...
1.078328e-01
0.100452
7.624929e-02
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0.241121
1.617492e-01
0.266872
NaN
1.078328e-01
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20
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NaN
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NaN
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50
NaN
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NaN
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NaN
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NaN
60
NaN
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NaN
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NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6592
10
0.374654
0.026207
0.285714
0.012829
NaN
NaN
NaN
NaN
NaN
NaN
...
8.908708e-02
0.170346
1.889822e-01
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1.336306e-01
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0.114708
20
NaN
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NaN
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6593
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40
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NaN
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50
NaN
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...
NaN
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60
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10476 rows × 1746 columns
In [15]:
lst = []
app = lst.append
for i in trains:
for j in trains:
s = df.loc[i][j].sum()
if s > 2:
app((i, j))
lst
Out[15]:
[(90, 9224),
(90, 1560),
(90, 1590),
(90, 1757),
(90, 1935),
(90, 1969),
(90, 2060),
(90, 2103),
(90, 2130),
(90, 2333),
(90, 3069),
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(90, 3315),
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...]
In [30]:
random = np.random.permutation(lst)
random[:10]
Out[30]:
array([[2108, 3320],
[3631, 1761],
[2918, 619],
[1539, 3112],
[2119, 6572],
[1562, 6590],
[2629, 2236],
[3840, 4481],
[2115, 4744],
[2788, 1833]])
In [31]:
df.loc[2108][3320]
Out[31]:
tresholds
10 3.933983e-18
20 1.087397e-01
30 5.640761e-01
40 5.640761e-01
50 5.640761e-01
60 5.640761e-01
Name: 3320, dtype: float64
In [ ]:
Content source: JensNevens/Bachelorproject
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