Datasets:
notd5a
/
sms-malicious-benign-dataset

Dataset card Data Studio Files
xet
 Community
1
message
string
label
int64
char_count
int64
word_count
int64
avg_word_length
float64
uppercase_ratio
float64
digit_ratio
float64
special_char_ratio
float64
exclamation_count
int64
question_mark_count
int64
has_url
int64
url_count
int64
has_shortened_url
int64
has_phone_number
int64
has_email
int64
has_currency
int64
urgency_score
int64
unicode_ratio
float64
char_entropy
float64
suspicious_spacing
int64
leet_ratio
float64
max_digit_run
int64
repeated_char_ratio
float64
vocab_richness
float64
has_obfuscated_url
int64
ive been doing hordepoint and its slow
0
38
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4.571429
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3.767279
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0.027027
1
0
then it kicks me back to codhq
0
30
7
3.428571
0
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0
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0
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3.647743
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1
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why is the formula so hard
0
26
6
3.5
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3.763342
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1
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She had them hanging out
0
24
5
4
0.05
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0
3.501629
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1
0
i play 40 elestrals
0
19
4
4
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0.105263
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0
3.431624
0
0.105263
2
0
1
0
it's useful in some cases
0
25
5
4.2
0
0
0.04
0
0
0
0
0
0
0
0
0
0
3.509275
0
0
0
0
1
0
But xbox nowhere
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16
3
4.666667
0.071429
0
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3.375
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1
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what has happened
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17
3
5
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0
3.175123
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0.0625
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0
I'm curious as well
0
19
4
4
0.066667
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0.052632
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0
0
0
3.576618
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0
0
0.055556
1
0
This is the only positive use for ai
0
36
8
3.625
0.034483
0
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0
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0
3.627542
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1
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yeah I tested with without
0
26
5
4.4
0.045455
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3.320659
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rush hour myntr@com pm to pm get flat off only 7oday visit googlkkouax download myntra app googlvely
1
100
17
4.941176
0
0.01
0.01
0
0
0
0
0
0
0
0
0
0
4.20657
0
0.02
1
0.050505
0.941176
0
Idk what tf boba's are made of mate-
0
36
8
3.625
0.037037
0
0.055556
0
0
0
0
0
0
0
0
0
0
3.759622
0
0
0
0
1
0
I dont have a profanity filter
0
30
6
4.166667
0.04
0
0
0
0
0
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0
0
0
0
0
0
3.71108
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Hee. I just woke up n had my breakfast. Yup tonite of cse fetching u all. See u soon tonite.
0
92
20
3.65
0.057971
0
0.043478
0
0
0
0
0
0
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0
0
0
4.051498
0
0
0
0.043956
0.95
0
It’s okay i dont have mona or jean
0
34
8
3.375
0.038462
0
0.029412
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0
0
0
0
0
0
0
0.029412
3.72257
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1
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this republic day we give you reasons to try the new mobile trader to read all the reasons to download the app click httpsgooglhxomt team edelweiss
1
147
26
4.692308
0
0
0
0
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0
0
0
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0
0
0
4.063949
0
0
0
0.034247
0.807692
1
Okay Jadejonny, obviously not a Volt backed up by a Zues but you didn't say Zues did ya D
0
89
19
3.736842
0.086957
0
0.022472
0
0
0
0
0
0
0
0
0
0
3.959674
0
0
0
0.011364
0.894737
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It’s improving on everything on Cold War!
0
41
7
5
0.090909
0
0.04878
1
0
0
0
0
0
0
0
0
0.02439
4.082804
0
0.02439
0
0
0.857143
0
That can still be the case. There wasn't exactly one sheet produced
0
67
12
4.666667
0.037037
0
0.029851
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0
0
0
0
0
0
0
0
3.881127
0
0
0
0.030303
1
0
Like you could literally just make current drataya but once per turn and it’d be fine
0
85
16
4.375
0.014493
0
0.011765
0
0
0
0
0
0
0
0
0
0.011765
3.982707
0
0
0
0.02381
1
0
I think charcoons a bit too clunky to use , 3 fire or rather 2 fire spirits on board is a lot to ask
0
100
24
3.208333
0.013514
0.02
0.01
0
0
0
0
0
0
0
0
0
0
3.858402
0
0.01
1
0.020202
0.875
0
wait why are there 5 earth spirits
0
34
7
4
0
0.029412
0
0
0
0
0
0
0
0
0
0
0
3.388215
0
0.029412
1
0
1
0
issue is most artists are on twitter
0
36
7
4.285714
0
0
0
0
0
0
0
0
0
0
0
0
0
3.27995
0
0
0
0.057143
1
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no shot I mean at at my job rn cant open the game rn to check out but aint no way they finally add some lore to the blackcell operators
0
135
30
3.533333
0.009434
0
0
0
0
0
0
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0
0
0
0
3.926839
0
0
0
0.022388
0.833333
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It's real jk
0
12
3
3.333333
0.111111
0
0.083333
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0
0
0
0
3.418296
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1
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Photogenic snep
0
15
2
7
0.071429
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0
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0
0
3.373557
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1
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New arrivals at Alkaram! Explore our latest Autumn collection. Available in stores nationwide.
0
94
13
6.307692
0.063291
0
0.031915
1
0
0
0
0
0
0
0
0
0
4.017519
0
0.010638
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0.021505
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plus comics boring af
0
21
4
4.5
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3.784942
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1
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I was thinking Nightfall to go along with Daybreak but we alr got Frost Fall so unlikely
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88
17
4.235294
0.069444
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3.950045
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0.022989
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i'll search for it later then
0
29
6
4
0
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0.034483
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3.594905
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0.035714
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Even Vanguard had unique multiplayer maps. 90 of the maps in MWII are just sectioned-off areas of Al Mazrah.
0
108
19
4.736842
0.094118
0.018519
0.027778
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4.280952
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0.009259
2
0.018692
0.947368
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THEN WHY WUR Y COMPLAINING THAT IT WAS STRAIGHT ON THE WALL AND NOT OUTWARD
0
75
15
4.066667
1
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3.859184
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0.013514
1
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Minor stuff?
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12
2
5.5
0.1
0
0.083333
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1
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0
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0
0
0
0
3.418296
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0
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0.090909
1
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They despaired prolly
0
21
3
6.333333
0.052632
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0
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0
0
0
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3.594466
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0.05
1
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Thank from r not embarrassing me bro
0
36
7
4.285714
0.033333
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0
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3.666065
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0.057143
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No idea who thuh latter is.
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27
6
3.666667
0.047619
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0.037037
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3.676391
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0.038462
1
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But then they introduced rebirth
0
32
5
5.6
0.035714
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3.527518
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The two references are Yugioh and Street Fighter, by the way
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60
11
4.545455
0.081633
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0.016667
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3.822428
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0
0
0.016949
0.909091
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Aaah yeah I’m all about that bass
0
33
7
3.857143
0.076923
0
0.030303
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0
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0.030303
3.377135
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0
0.09375
1
0
Alright! See you
0
16
3
4.666667
0.153846
0
0.0625
1
0
0
0
0
0
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0
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3.75
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0.0625
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0.066667
1
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also airport had no cameras so they blame the usa
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4
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3.768884
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1
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I was away from home
0
20
5
3.2
0.0625
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0
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0
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0
0
3.384184
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1
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Gul Ahmed Summer Sale — Flat 20% off on selected items. Valid 1st-5th Oct.
0
74
14
4.357143
0.134615
0.054054
0.067568
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0.013514
4.226333
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0.040541
2
0.027397
1
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party at 10pm at my house.
0
26
6
3.5
0
0.076923
0.038462
0
0
0
0
0
0
0
0
0
0
3.657385
0
0.076923
2
0
0.833333
0
Charlieintel and Doug both have sub 80 IQ
0
41
8
4.25
0.125
0.04878
0
0
0
0
0
0
0
0
0
0
0
4.072893
0
0.02439
2
0
1
0
but we are all 3, not 12
0
24
7
2.571429
0
0.125
0.041667
0
0
0
0
0
0
0
0
0
0
3.605389
0
0.083333
2
0.043478
1
0
And the 2 secret stellars
0
25
5
4.2
0.05
0.04
0
0
0
0
0
0
0
0
0
0
0
3.383465
0
0
1
0.041667
1
0
Real men do the dmz challenge
0
29
6
4
0.041667
0
0
0
0
0
0
0
0
0
0
0
0
3.548527
0
0
0
0.035714
1
0
''''normal''''
0
14
1
14
0
0
0.571429
0
0
0
0
0
0
0
0
0
0
2.093069
0
0
0
0.461538
1
0
Panda be cooking up them counter Runes
0
38
7
4.571429
0.0625
0
0
0
0
0
0
0
0
0
0
0
0
3.905308
0
0
0
0.027027
1
0
gonna put my machine into the real test when stalker 2 releases
0
63
12
4.333333
0
0.015873
0
0
0
0
0
0
0
0
0
0
0
3.857013
0
0
1
0.016129
1
0
Hi ! Get 25% off when you insure two cars with MiWay and live your way. Reply YES for a quote. STOP to optout. Ts&Cs apply. Licensed STI&FSP:33970
1
146
28
4.25
0.203883
0.047945
0.061644
1
0
0
0
0
0
0
0
0
0
4.419
0
0.041096
5
0.02069
1
0
BofA Alert : We've noticed some odd activity with your online. Please verify and follow to enable secure functions.
1
115
19
5.105263
0.053763
0
0.034783
0
0
0
0
0
0
0
0
2
0
4.155254
0
0
0
0.017544
1
0
I think the beta
0
16
4
3.25
0.076923
0
0
0
0
0
0
0
0
0
0
0
0
3.030639
0
0
0
0
1
0
This was free Thankfully
0
24
4
5.25
0.095238
0
0
0
0
0
0
0
0
0
0
1
0
3.803509
0
0
0
0.086957
1
0
not even close to holding the gun
0
33
7
3.857143
0
0
0
0
0
0
0
0
0
0
0
0
0
3.521223
0
0
0
0
1
0
COD players when they see topographical maps: "DAMASCUS??????????"
0
66
8
7.375
0.23913
0
0.19697
0
10
0
0
0
0
0
0
0
0
4.107053
0
0
0
0.153846
1
0
I can’t find it on the web
0
26
7
2.857143
0.052632
0
0.038462
0
0
0
0
0
0
0
0
0
0.038462
3.478346
0
0
0
0
1
0
Oh wait. I do have PK built in MD
0
33
9
2.777778
0.25
0
0.030303
0
0
0
0
0
0
0
0
0
0
3.771667
0
0
0
0
1
0
Yeah I saw.. Alright, but I won't be home til late and I still don't want to
0
76
17
3.529412
0.090909
0
0.065789
0
0
0
0
0
0
0
0
0
0
3.897029
0
0
0
0.026667
0.882353
0
marvel was 2 seasons ago
0
24
5
4
0
0.041667
0
0
0
0
0
0
0
0
0
0
0
3.418296
0
0
1
0
1
0
Could've did round based on WZ map with infinite spawns like modded Zombies
0
75
13
4.846154
0.064516
0
0.013333
0
0
0
0
0
0
0
0
0
0
4.099955
0
0
0
0.013514
1
0
great idea!!!
0
13
2
6
0
0
0.230769
3
0
0
0
0
0
0
0
0
0
3.026987
0
0.230769
0
0.166667
1
0
Yeah for example me who always gets in a way when Lycaon tries to study
0
71
15
3.8
0.035088
0
0
0
0
0
0
0
0
0
0
0
0
3.9458
0
0
0
0
1
0
M1911 and M4A1
0
14
3
4
0.5
0.428571
0
0
0
0
0
0
0
0
0
0
0
2.807355
0
0.357143
4
0.076923
1
0
Their name reminded be of
0
25
5
4.2
0.047619
0
0
0
0
0
0
0
0
0
0
0
0
3.459471
0
0
0
0
1
0
I’m glad I don’t have classes tomorrow but
0
42
8
4.375
0.060606
0
0.047619
0
0
0
0
0
0
0
0
0
0.047619
4.060981
0
0
0
0.04878
1
0
Say qee qee out loud
0
20
5
3.2
0.0625
0
0
0
0
0
0
0
0
0
0
0
0
3.221928
0
0
0
0.105263
0.8
0
That's all I've been seeing Maybe the rare XMG and Swat 5.56
0
60
12
4.083333
0.162791
0.05
0.05
0
0
0
0
0
0
0
0
0
0
4.022336
0
0.033333
2
0.050847
1
0
I was getting like 3 per wz match
0
33
8
3.25
0.04
0.030303
0
0
0
0
0
0
0
0
0
0
0
3.834814
0
0.030303
1
0.03125
1
0
They should've added at least the auto drone feature to main one with this rework
0
81
15
4.466667
0.015152
0
0.012346
0
0
0
0
0
0
0
0
0
0
3.866888
0
0
0
0.0125
1
0
tried to look for it a few years ago and couldn't find it
0
57
13
3.461538
0
0
0.017544
0
0
0
0
0
0
0
0
0
0
3.812565
0
0
0
0.017857
0.923077
0
I'm high karma vault hero
0
25
5
4.2
0.05
0
0.04
0
0
0
0
0
0
0
0
0
0
3.703465
0
0
0
0
1
0
Does chubby count as big
0
24
5
4
0.05
0
0
0
0
0
0
0
0
0
0
0
0
3.720176
0
0
0
0.043478
1
0
Octavio, the 4 octo bosses, plus the final boss
0
47
9
4.333333
0.027778
0.021277
0.042553
0
0
0
0
0
0
0
0
0
0
3.814707
0
0.021277
1
0.043478
0.888889
0
iw10 engine gonna be somehow even worse for optimization
0
56
9
5.333333
0
0.035714
0
0
0
0
0
0
0
0
0
0
0
3.893475
0
0.035714
2
0.018182
1
0
big dhamaka get off on grocery flat additional on mobikwik use code ss max discount rs shop now save ur weekend wwwaskmegrocerycom
0
130
22
4.954545
0
0
0
0
0
0
0
0
0
0
0
0
0
4.200103
0
0
0
0.046512
0.954545
0
What was yours
0
14
3
4
0.083333
0
0
0
0
0
0
0
0
0
0
0
0
3.235926
0
0
0
0
1
0
classic minimap
0
15
2
7
0
0
0
0
0
0
0
0
0
0
0
0
0
3.056565
0
0
0
0.071429
1
0
i have youtube and soon soccer on my other monitor
0
50
10
4.1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.763074
0
0
0
0.040816
1
0
Trying to understand what makes good yield
0
42
7
5.142857
0.027778
0
0
0
0
0
0
0
0
0
0
0
0
3.951143
0
0
0
0.02439
1
0
Plus that kinda looks like the weapon vault for the m4
0
54
11
4
0.023256
0.018519
0
0
0
0
0
0
0
0
0
0
0
3.970838
0
0.018519
1
0.018868
0.909091
0
I can't even bind my keys properly, how did they regress 20 years later?
0
72
14
4.214286
0.018519
0.027778
0.041667
0
1
0
0
0
0
0
0
0
0
4.176468
0
0.013889
2
0.014085
1
0
I gained like 40 pounds this year and I feel so fat
0
51
12
3.333333
0.052632
0.039216
0
0
0
0
0
0
0
0
0
0
0
3.877569
0
0.039216
2
0.02
0.916667
0
Haha no lah I mean include the holiday too lol... cos my pdl end onthe start of next sems lol... hope I dun spend.so much lol cos lasttime take before le so shld be ok... need a bit practice lol
0
194
40
3.875
0.02069
0
0.051546
0
0
0
0
0
0
0
0
0
0
3.975761
0
0
0
0.046632
0.9
0
at least its not out of the question, just a hiatus from music
0
62
13
3.846154
0
0
0.016129
0
0
0
0
0
0
0
0
0
0
3.711731
0
0
0
0
1
0
why so zesty
0
12
3
3.333333
0
0
0
0
0
0
0
0
0
0
0
0
0
3.084963
0
0
0
0
1
0
People are still named Jesus
0
28
5
4.8
0.083333
0
0
0
0
0
0
0
0
0
0
0
0
3.624519
0
0
0
0.037037
1
0
Haha but I slept until you came also! Haha yeah wow it's crazy long!!
0
69
14
4
0.057692
0
0.057971
3
0
0
0
0
0
0
0
0
0
4.047007
0
0.043478
0
0.014706
0.928571
0
Never heard, gonna listen to it hehehe
0
38
7
4.571429
0.032258
0
0.026316
0
0
0
0
0
0
0
0
0
0
3.565924
0
0
0
0.027027
1
0
why is granny tweaking so much
0
30
6
4.166667
0
0
0
0
0
0
0
0
0
0
0
0
0
3.89474
0
0
0
0.034483
1
0
And the pistol
0
14
3
4
0.083333
0
0
0
0
0
0
0
0
0
0
0
0
3.521641
0
0
0
0
1
0
Lol alright i was thinkin that too haha
0
39
8
4
0.03125
0
0
0
0
0
0
0
0
0
0
0
0
3.388218
0
0
0
0.026316
1
0
End its suffering
0
17
3
5
0.066667
0
0
0
0
0
0
0
0
0
0
0
0
3.38158
0
0
0
0.0625
1
0
I don’t think I can finish them their too filling
0
49
10
4
0.051282
0
0.020408
0
0
0
0
0
0
0
0
0
0.020408
3.686067
0
0
0
0.041667
0.9
0
So anyways god of war won
0
25
6
3.333333
0.05
0
0
0
0
0
0
0
0
0
0
0
0
3.23908
0
0
0
0
1
0
Ok yeah the AMES is a ranged AR
0
31
8
3
0.291667
0
0
0
0
0
0
0
0
0
0
0
0
3.49416
0
0
0
0
1
0
Ok c Ì_ then.
0
14
4
2.75
0.25
0
0.214286
0
0
0
0
0
0
0
0
0
0.142857
3.46772
0
0
0
0
1
0
Otherwise wait for the element you want
0
39
7
4.714286
0.030303
0
0
0
0
0
0
0
0
0
0
0
0
3.692095
0
0
0
0
1
0