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2 changes: 2 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
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.idea
venv/Lib
3 changes: 3 additions & 0 deletions .vscode/settings.json
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{
"python.pythonPath": "C:\\Users\\appa_\\AppData\\Local\\Programs\\Python\\Python38-32\\python.exe"
}
472 changes: 0 additions & 472 deletions DWDM .ipynb

This file was deleted.

702 changes: 702 additions & 0 deletions DWDM.ipynb

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108 changes: 108 additions & 0 deletions DWDM_dataset_Extraction.py
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# create database

# database = dict()
# database['sid']=[10,20,30,40]
# database['sequence']=[['a','abc','ac','d'],['ad','c','bc','ae'],['ad','bc','df'],['a','abc','d']]
# database['timestamp']=[[0,1,2,3],[1,2,3,4],[1,3,5],[2,3,4]]
#
# database['10'] = [['a', 0], ['abc', 1], ['ac', 2], ['d', 3]]
# database['20'] = [['ad', 1], ['c', 2], ['bc', 3], ['ae', 4]]
# database['30'] = [['ad', 1], ['bc', 3], ['df', 5]]
# database['cd40'] = [['a', 2], ['abc', 3], ['d', 4]]
#
# # print database
#
# for i in database.keys():
# print(i, end=' ')
# for j in database[i]:
# print(j[0], end=' ')
# for j in database[i]:
# print(j[1], end=' ')
# print()

import random

# lower = 111; upper = 999
# random_float = random.uniform(lower, upper)
# print(random_float)
def Randlist(start, end, num):
res = []

for j in range(num):
val=(random.uniform(start, end))
# val=int(val)
res.append(val)

res.sort()
return res


text_file= open("sample.data","r")
lines= text_file.readlines()
# line1= lines[0]
undelted_lines= lines
print("\nInput :\n")
print(lines)
x = dict()
for i in range(len(lines)):
line1 = list(lines[i].split(" "))
# print(line1)
line1.pop()
length = int(line1[0])
# print(length)
line1.pop(0)
# x= dict()
# print(line1)
lst = []

for j in range(length):
sizeoflistoftime= int(line1[0])
# print(sizeoflistoftime)
line1.pop(0)
# print(line1)

listoftime=Randlist(0,1000,sizeoflistoftime)
for k in range(sizeoflistoftime):
line1.pop(0)
# print(listoftime)

lst.append(listoftime)
# print("The list is :")
# print(lst)
x[i]=lst


# print(x)

# print(undelted_lines)
x2= dict()

for i in range(len(undelted_lines)):
line1 = list(undelted_lines[i].split(" "))
# print(line1)
line1.pop()
length = int(line1[0])
# print(length)
line1.pop(0)
# print(line1)
listoftime=[]
for j in range(length):
sizeoflistoftime= int(line1[0])
# print(sizeoflistoftime)
line1.pop(0)
# print(line1)
temp=""
# listoftime=Randlist(0,1000,sizeoflistoftime)
for k in range(sizeoflistoftime):
temp=temp+line1[0]
line1.pop(0)


listoftime.append(temp)
# print(listoftime)
x2[i]=listoftime

print("\n\nTime stamp\n")
print(x)
print("\n\nSequence\n")
print(x2)
77 changes: 77 additions & 0 deletions Datasets/eighty.data
Original file line number Diff line number Diff line change
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6 1 7705 1 744 1 70 1 75 2 9705 9978 1 5270
5 3 3491 3572 6810 3 1844 4570 9402 2 1339 5096 1 1801 1 1397
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8 1 9527 2 7440 7845 1 4908 2 1998 7269 1 1816 2 6092 8169 1 4477 1 6749
10 6 1979 2421 6315 7594 7598 9913 6 212 294 845 3122 3934 7031 7 155 1276 2066 4737 4871 5024 9461 3 966 4961 7528 5 745 2164 3282 3668 5862 5 3022 3298 3341 5938 6045 5 271 1813 3226 3826 4929 6 1327 2052 4168 6924 8196 9532 4 116 2961 5787 6640 5 265 687 5729 7189 8488
7 2 207 8595 3 2431 9355 9567 2 606 6960 2 265 8447 2 1304 2424 1 3613 1 8279
16 2 6011 9364 3 3134 9119 9548 3 1337 5271 9752 2 1767 9695 1 4901 2 4905 8982 2 6499 7175 1 3577 1 4001 4 1301 1491 2903 3441 1 6919 2 3281 7220 1 6042 2 4419 9662 1 70 1 9054
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13 5 619 3592 4202 6782 7986 7 430 1146 1798 6111 6674 7183 9517 5 304 1880 4252 8279 8732 4 2370 6042 9170 9431 5 6376 6771 8274 8289 9043 5 3338 3835 6437 6795 7396 3 1609 4669 6775 7 44 1714 2410 6629 7560 8351 8440 7 1018 1092 1731 1991 4664 5171 6474 8 188 1504 1806 1954 7192 8902 9852 9916 10 183 210 548 738 1234 3551 4149 5924 8393 9954 5 2073 2658 5226 5724 7443 3 2285 5249 6953
7 4 606 2766 5441 7145 7 1638 3188 3606 4024 4626 6531 9668 5 3311 4296 5373 7170 7823 5 1274 7098 7683 8071 9836 5 950 7146 7420 7721 9613 8 1918 1930 3680 3889 4751 5928 6899 7002 5 3334 4876 5366 5479 7379
4 1 5511 1 1023 1 8534 1 3342
10 2 6178 6961 2 6516 8685 2 6883 7406 2 269 5350 1 5088 3 1868 2254 5825 3 662 1630 7379 2 6353 9593 2 397 8944 1 6742
8 2 3018 4900 4 198 2072 2988 7721 2 1801 9195 5 2815 7774 8015 9044 9229 8 645 1920 4372 4876 5562 7876 8764 9338 3 1146 2361 5437 3 2956 3039 4469 3 1669 5893 7316
13 1 3212 1 5317 2 645 9338 1 8498 2 3039 3278 3 1290 4578 5783 3 681 4734 6626 1 3066 2 163 476 1 4463 3 272 1828 2890 3 727 5343 8982 1 6045
6 1 8384 2 61 7285 1 2797 1 9950 1 8181 1 1187
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15 1 5483 2 1861 8069 2 2800 6344 1 3337 2 147 9377 2 269 7167 1 5622 3 5 7099 8074 4 1038 1526 4905 8199 2 1938 7121 3 5436 8351 8816 2 6201 8636 3 3835 8896 9034 1 5812 3 5079 7138 7457
6 2 5354 9363 3 242 9916 9943 2 4971 8444 4 4177 7982 9522 9559 1 173 1 8053
7 4 5854 6516 7528 8723 3 269 5350 5800 3 1845 8887 9128 3 4463 5094 6144 1 397 3 5479 6742 9637 3 4432 4905 8479
12 3 3404 4636 9023 2 1092 1731 2 681 3706 2 2234 6399 1 2487 3 3029 3572 5177 1 6186 3 1127 2709 9407 5 886 3772 6564 8773 8790 2 6970 7989 2 2731 6235 1 2447
11 3 1954 8381 9364 2 2594 8727 2 3080 9269 3 2713 6512 9548 5 1692 3433 6134 8356 8669 2 1898 9204 4 5645 7124 7372 7972 3 2154 2741 5271 2 1566 1759 3 2779 3080 4630 1 1504
8 7 1187 2683 6174 7805 8947 9250 9843 4 2726 3736 4256 8356 4 466 1665 3023 6318 4 4093 7099 7774 9987 5 210 1663 4734 8929 9287 2 306 4449 3 927 8731 8822 6 1938 2232 3613 4665 8145 8515
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7 2 267 440 4 1724 1767 2580 8696 3 127 161 3022 7 4649 5938 6376 6804 7759 8515 8901 2 6822 7379 3 1879 7926 8731 5 3639 4145 4650 5193 5380
7 1 3004 6 448 2123 4112 4167 7736 8567 4 1822 3293 6662 8285 5 6044 6392 7879 7971 9195 8 313 906 1268 2512 3587 8691 8816 9790 6 3130 6040 6488 7435 7472 7855 5 3039 3066 6326 9463 9841
7 1 5282 1 7077 1 7101 1 2998 3 2837 4922 7375 2 1257 8905 2 8274 9469
9 2 3732 7810 3 4920 5934 8488 2 1798 8964 1 7905 2 765 6662 1 237 2 3845 4177 1 7406 1 9739
19 changes: 19 additions & 0 deletions Datasets/eighty.pat
Original file line number Diff line number Diff line change
@@ -0,0 +1,19 @@
Number of customers in database = 80
Average sequence length = 10
Average transaction length = 2.5
Number of items = 10000
Repetition-level = 0
Variation in repetition-level = 0.1
Large Itemsets:
Number of patterns = 25000
Average length of pattern = 1.25
Correlation between consecutive patterns = 0.25
Average confidence in a rule = 0.75
Variation in the confidence = 0.1
Large Sequences:
Number of patterns = 5000
Average length of pattern = 4
Correlation between consecutive patterns = 0.25
Average confidence in a rule = 0.75
Variation in the confidence = 0.1

39 changes: 39 additions & 0 deletions Datasets/fourty.data
Original file line number Diff line number Diff line change
@@ -0,0 +1,39 @@
9 1 2479 2 2154 5477 4 440 2276 6036 9838 4 6639 7926 9054 9748 1 1247 1 1992 1 2535 3 5095 7744 9337 6 2343 4737 7188 8518 9241 9486
9 3 765 1542 7203 3 5854 7309 8827 1 5993 4 991 4956 6376 7993 3 606 1798 8964 3 606 1091 2787 2 4023 5242 3 2451 6392 8259 5 703 3355 5892 7169 9239
6 1 9033 3 1845 7713 8778 3 1285 1705 7890 3 4049 6908 7443 2 765 1739 2 3627 9693
1 2 269 4701
2 2 6273 7655 1 2654
6 1 149 2 3533 9471 1 5758 1 1491 1 5024 1 3812
8 3 3404 4764 6487 3 5210 7637 7771 3 1405 5501 9708 3 3572 3875 7705 3 2709 4167 5713 7 886 2870 6918 7963 8571 9125 9795 2 723 6970 2 625 5975
4 1 7851 1 2053 2 5826 8595 1 1734
6 2 7213 7771 1 5510 2 4652 9373 1 9928 2 6771 7774 2 3113 8769
5 2 765 6075 1 5735 1 3541 1 2715 1 2104
3 1 1956 1 7093 2 298 2017
7 1 3297 3 5577 5612 8526 3 3337 3692 8210 2 3279 8497 2 6052 7708 1 1258 1 6150
9 1 4632 3 7612 8099 9393 4 1327 2055 5783 7642 5 4581 5060 6055 6901 8900 1 116 3 1510 3768 4435 1 140 4 4464 4664 6228 8283 3 2575 4565 6039
8 7 2123 3096 3235 5029 8444 8567 8708 3 5550 5553 8445 4 3560 4804 7879 8034 2 4204 9124 4 327 3315 7615 7832 5 959 3023 6318 7616 8665 4 157 646 5661 8723 4 46 2051 2729 6037
10 3 5869 5872 8093 2 312 4650 2 5783 6558 1 6116 3 494 2540 6711 1 3278 2 5193 5852 3 1917 4144 4474 4 1788 3629 4386 9542 4 2958 6708 7960 8983
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4 1 1483 1 7835 1 8185 1 7218
13 1 2217 3 5116 7988 9601 1 7211 3 1146 5819 9517 1 5724 1 611 1 9715 3 3441 8566 9551 2 7953 8373 2 1714 2410 1 9916 2 4149 7187 3 767 2285 3023
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6 4 2431 6365 9355 9567 1 4548 2 3592 4688 2 5309 6481 2 1805 3691 3 70 3613 4895
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8 3 2712 6256 8279 2 4085 5280 2 5885 6534 2 1018 5171 1 6640 2 7960 8774 1 5193 1 8865
9 3 210 6045 8259 4 2967 3872 6147 7804 2 1779 8605 1 8457 4 1011 1038 4905 5052 3 3026 4488 9400 1 5365 4 647 2063 4642 8763 5 365 1826 2155 5278 9566
6 5 514 833 1127 3789 6495 3 6244 6293 9128 6 1269 3790 5216 6564 8671 8773 6 3018 3292 4213 7661 8332 8492 4 249 2874 4098 5146 3 4770 5724 7379
11 4 407 3874 4419 6962 4 3264 5843 6195 7269 6 91 145 276 6063 8096 9556 4 3795 3927 5199 8698 6 1704 3195 3461 4282 6503 7962 2 6317 8440 1 3559 2 1991 7101 7 8 738 3910 4626 4895 7524 8356 3 1146 3334 5199 3 62 4828 7516
5 2 7146 7354 1 1610 1 3781 1 5478 1 2191
9 2 2991 9841 2 2123 8567 2 2573 8068 1 7832 3 1759 7879 8278 2 5031 5974 2 3342 5329 2 4438 7980 2 5748 6086
15 3 68 3696 5111 3 872 1709 8372 5 318 502 5427 5967 6990 6 1813 1985 2190 3665 3889 4751 4 881 2117 2979 9562 3 1767 4066 5907 2 1334 9952 5 1006 2938 4777 6784 9556 5 1038 2429 4905 5687 8825 2 3188 6754 3 986 1630 7313 3 841 1369 2599 5 253 5312 6084 9257 9575 3 1355 1725 4741 4 7827 8126 9482 9845
5 2 7389 9657 2 2991 6225 2 1387 7938 1 2636 1 3696
13 7 1367 2233 3099 5502 5854 8827 9184 5 244 4135 4464 7715 9863 5 2997 6393 7145 7804 9842 4 1500 5278 7309 7669 7 751 5851 6179 8052 8732 8990 9916 2 3064 5877 5 899 1339 1746 2019 3922 3 7867 9100 9475 8 430 767 1274 4654 6397 6513 7826 8512 5 2051 2769 3718 4333 6355 6 5964 6657 7293 7342 7985 9867 4 872 1338 6043 7909 6 624 3130 3270 3600 5889 9928
5 3 1269 1692 8512 2 5759 8540 1 8578 3 1629 6286 7124 2 1216 8573
5 1 551 2 1507 7615 3 2250 3045 9363 3 447 710 9982 2 4552 7920
11 3 1724 7594 7696 3 1620 2928 6195 1 962 3 4588 5693 8785 1 2980 2 510 7510 3 2 6640 7537 4 469 2731 3879 6513 2 4555 6032 3 1404 5697 6106 2 744 5322
16 2 2967 6147 4 1490 3010 7744 8303 1 1255 3 1011 4115 4459 2 4135 7613 1 3467 1 6711 2 1537 6643 2 3629 9542 1 6734 2 2132 7396 3 4508 5573 9488 2 3246 7317 2 3711 7635 1 4876 2 3812 9296
19 changes: 19 additions & 0 deletions Datasets/fourty.pat
Original file line number Diff line number Diff line change
@@ -0,0 +1,19 @@
Number of customers in database = 40
Average sequence length = 10
Average transaction length = 2.5
Number of items = 10000
Repetition-level = 0
Variation in repetition-level = 0.1
Large Itemsets:
Number of patterns = 25000
Average length of pattern = 1.25
Correlation between consecutive patterns = 0.25
Average confidence in a rule = 0.75
Variation in the confidence = 0.1
Large Sequences:
Number of patterns = 5000
Average length of pattern = 4
Correlation between consecutive patterns = 0.25
Average confidence in a rule = 0.75
Variation in the confidence = 0.1

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