Northeastern University Covid 19 Emotional Engagement Predictive Modelling Paper Project title:COVID-19 Emotional Engagement Predictive Modeling Project d

Northeastern University Covid 19 Emotional Engagement Predictive Modelling Paper Project title:COVID-19 Emotional Engagement Predictive Modeling

Project description:A tech startup has developed a proprietary model to detect emotions in free text. To do this, the company has created its’ own database of labeled data. In order to increase accuracy and efficiency of the model, the company would like to work with NU and students to re-label the data to detect emotions. The company encourages the university and the students who will choose to work on this project to bring new data sets, should they wish to do so.

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Goal:The company hopes that this project will label data, build a model to predict emotions and improve the predictability of its’ model.

Prepare a draft capstone proposal. 3-4 pages.

Please make sure:

Statement of Purpose or Proposal Overview – 10%
Scope of Project -15%
Literature Review-15%
Problem Definition: Hypothesis, Objectives, or Questions-20%
Design and Data Collection-10%
Methods and Strategies -20%
Writing Mechanics-10% PATHOSAI
Dataset for Labeling Project with the Northeastern University
Textual Data (Each review broken into small sentences)
review_no
sentence_no
0
0
1
2
1
0
1
2
0
1
3
0
1
2
3
4
5
6
7
8
9
4
0
1
2
3
5
0
1
2
6
0
1
2
3
4
5
7
0
8
0
9
0
1
10
0
1
2
3
4
11
0
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
0
1
0
0
1
2
3
0
1
0
1
0
0
1
0
1
2
3
0
1
2
3
4
5
6
7
8
0
1
2
3
0
0
0
0
1
0
1
2
0
1
0
1
0
1
2
3
30
31
32
33
34
35
36
37
0
1
0
0
0
1
0
0
0
1
0
1
2
h the Northeastern University
mall sentences)
sentence_text
I thought it would be as big as small paper but turn out to be just like my palm.
I think it is too small to read on it… not very comfortable as regular Kindle.
Would definitely recommend a paperwhite instead.
This kindle is light and easy to use especially at the beach!!
!
Didnt know how much i’d use a kindle so went for the lower end.
im happy with it, even if its a little dark
I am 100 happy with my purchase.
I caught it on sale at a really good price.
I am normally a real book person, but I have a 1 year old who loves ripping up pages.
The Kindle prevents that, it’s extremely portable (it fits better in my purse than a giant book), and I have it loaded with lots of
I finish one and start another, without having to go store.
It serves all my needs.
I picked this one over the Paperwhite because the price was unbeatable and the only difference that I could see was this one
A simple book light from the Dollar tree solves that issue.
This is my second Kindle (the first being the old Keyboard model, which I put down because I fell out of love with the keyboar
Lol) and it most likely won’t be my last.
Solid entry level Kindle.
Great for kids.
Gifted for a kid of my friend and they love to use it to read more than their iPads.
battery is good but higher model is a bit better.
This make an excellent ebook reader.
Don’t expect much from this device except to read basic ebooks.
The good thing is it’s cheap and good to read in the sun.
I ordered this for my daughter, as I have the black paperwhite, and I love it.
I read quite a bit and the larger books were driving me crazy having to hold them up while laying down, or wanting to take a b
Its light weight, easy to use, the battery life lasts for weeks, which makes it an all around awesome device.
My daughter is in public school and they offer an online library for E-Readers, so she can now download books for free from s
You can also download your own public library app (if your county offers that) and read free from there as well.
You can shop for e-books straight from the device through Amazon.com.
I bought my Kindle about 2 months ago and the battery is already dead and will not charge
amazon kindle is always the best ebook, upgrade every new model
It’s beyond my expectation, and it can even show music score.
Not fast turning though.
If you really want to have a good read on something digital this is the item you’re looking for.
It really is lightweight and highly functional.
The battery lasts a long time and the screen is easy on the eyes.
The only difficulty sometimes is reading in extremely bright environments.
Overall an excellent buy.
Love my kindle, makes reading at night so easy and it feels like you are reading a real book.
Good product for child.
Who only need to read the books
This Kindle is a convenient size yet lettering is easy to read.
I use this every day on my commute.
Great battery life, no backlight but very readable with normal lighting.
I like the built in dictionary.
Email yourself pdf or mobi files for easy transfers.
It does its job but I would buy one which the screen is brighter.
There are times that it’s difficult to read because screen is not too bright
Great product for myself!
And I bought it when there was great deal on it!
Item work well and was easy to read from in day light
Great product and service will refer to a friend.
And the sales man r good
Everything is great except that i can’t read external pdfs properly.
Either it zooms too much of too little.
For kindle books it provides great experience.
Battery life is awesome!
I was looking for a kindle whitepaper.
I saw online for $80.
What a deal.
I ordered it on line and picked it up in the store.
I got it home and couldn’t adjust the brightness.
After a lengthy time with online customer service I called customer service.
After 20 minuets with speaking to a female Elmer Fud that doesn’t speak english well I figured I would just return it.
Although it looks Identical to the $120 model, you can not adjust the brightness.
That would have been good information before I bought it.
This is a nice bare-bones reading device.
Easy to set up and use.
My greatest issue is that it isn’t back lit so it can’t be used w/o a light on in the room.
Returning it an purchasing a paperwhite instead.
Easy to use and navigate, purchasing books is fast and simple and I love the fact that I can password protect this device
The Amazon Kindle is light weight and easy to use.
I love hear readers, I had to replace mine because I destroyed the last, but it is awesome
Love the simplicity.
Also love that I use it for reading only and can’t download distracting apps.
My husband loves this Kindle.
He has a muscular disease keeping him from being able to handle anything with much weight at all.
This is perfect.
I’ve wanted a kindle for a while and decided to get it when BB put it on sale.
I am not disappointed.
I have several Kindles so knew what to expect.
It is a great reading device and I keep several in different locations.
I like this e reader, but wish the screen were higher resolution.
It requires decent light to look good, but it is easy on my eyes.
The screen updates involve flashing the whole screen, which I noticed less over time.
The advertised month long battery life is just standby time, it lasts much less if you are downloading and reading books.
My fianc?©e really enjoyes it!
I would definitely recommend.
Simple, great buy for your money if you are an avid reader.
I like the changes that have been made since my current 4 year old unit was purchased
Fits nicely in your hand and its touchable.
increase the size of the fonts
Great buy, do a lot of reading and he no glear screen is awesome while in the sun.
I like the size and weight for the kindle-makes it very convenient to take large books with me in digital format.
Great price and works great for book reading.
Would recommend
Got it when it was on sale.
Totally fall in love with it.
Bring with it me everywhere.
Emotional Engagement Textual
Surprised
Happy
8
4
5
4
0
5
2
5
6
4
6
6
5
7
3
5
4
5
2
2
3
6
3
6
8
2
6
7
6
5
6
4
9
2
6
4
6
2
6
6
2
0
0
6
0
0
4
9
7
4
7
8
7
7
5
6
8
9
8
8
7
7
2
8
7
6
8
9
8
7
0
8
8
0
6
8
8
0
8
8
Scale (0 to 10) 0 being the lowest
Excited
Agreeing
5
0
0
7
5
0
5
6
8
5
8
8
9
6
5
6
6
7
6
5
4
8
3
8
6
9
7
5
8
7
0
9
8
0
7
8
8
0
8
8
Sad
4
0
0
5
0
6
6
5
4
4
7
6
6
6
4
7
8
7
6
6
6
7
3
6
6
6
6
6
6
5
0
6
6
0
6
6
6
0
6
6
Frustrated
4
6
3
0
0
0
6
0
0
0
0
0
0
0
5
3
0
0
0
0
4
0
5
0
0
0
0
0
0
6
7
0
0
7
0
0
0
6
0
0
5
7
5
0
0
0
6
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
0
0
0
0
0
0
0
0
8
0
0
8
0
0
0
6
0
0
4
6
3
5
3
3
2
5
6
7
6
3
3
2
2
2
5
10
2
2
8
3
2
1
2
6
7
6
7
1
2
5
7
7
8
6
8
2
8
4
8
0
0
6
2
7
7
9
0
8
7
8
8
8
0
0
8
8
8
8
2
4
0
8
9
4
7
9
0
0
7
8
5
0
7
6
0
7
8
6
8
9
8
9
0
8
7
8
7
5
4
4
3
2
8
0
8
8
8
8
8
0
0
8
8
8
8
3
5
0
6
9
3
7
8
7
0
0
0
0
0
7
6
0
0
9
8
8
8
9
9
0
8
5
8
6
6
5
5
2
2
6
0
6
6
6
6
6
0
0
6
6
6
6
2
0
0
7
7
6
6
9
7
0
0
0
0
0
7
8
0
0
6
7
6
6
6
7
0
6
4
7
7
7
3
3
2
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5
6
6
0
0
3
0
0
0
8
8
9
5
6
0
0
7
8
0
0
0
0
0
0
0
0
0
0
0
0
4
3
5
6
0
0
0
0
0
0
0
0
0
0
0
0
0
4
7
7
0
0
5
0
0
0
9
6
10
7
6
0
0
8
9
0
0
0
0
0
0
0
0
0
0
0
3
6
5
6
7
3
6
7
6
6
6
5
8
6
8
6
7
6
9
8
8
9
0
0
2
8
8
0
8
9
8
8
9
9
8
0
0
2
8
8
0
8
9
9
6
7
7
9
0
0
3
6
6
0
6
6
7
0
0
0
0
0
0
5
0
0
0
0
0
0
0
0
0
0
0
0
6
0
0
0
0
0
0
Fearful
Angry
0
0
2
0
0
0
4
0
0
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
0
0
0
0
4
0
0
5
0
0
0
4
0
0
0
3
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
8
0
0
7
0
0
0
5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
7
4
0
0
3
0
0
0
4
5
4
3
3
0
0
3
3
0
0
0
0
0
0
0
0
0
0
0
1
2
0
4
4
0
0
0
0
0
0
0
0
0
0
0
0
0
4
5
7
0
0
0
0
0
0
7
9
9
7
8
0
0
8
8
0
0
0
0
0
0
0
0
0
0
0
3
4
4
5
7
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
PATHOSAI
Dataset for Labeling Project with the Northeastern University
Textual Data (Each review broken into small sentences)
review_no sentence_no
0
0
1
2
1
0
1
2
0
1
3
0
1
2
3
4
5
6
7
8
9
4
0
1
2
3
5
0
1
2
6
0
1
2
3
4
5
7
0
8
0
9
0
1
10
0
1
2
3
4
11
0
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
0
1
0
0
1
2
3
0
1
0
1
0
0
1
0
1
2
3
0
1
2
3
4
5
6
7
8
0
1
2
3
0
0
0
0
1
0
1
2
0
1
0
1
0
1
2
3
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
0
1
0
0
0
1
0
0
0
1
0
1
2
0
1
2
3
4
0
1
0
0
1
0
0
1
0
1
2
0
1
0
1
2
0
1
0
0
0
1
2
0
0
1
0
1
2
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
3
4
5
0
0
1
0
0
1
2
3
4
0
1
2
0
1
2
0
1
0
1
2
3
4
5
6
0
0
1
0
1
0
0
1
2
3
4
0
1
2
3
4
5
6
7
8
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
0
1
0
1
0
1
2
3
4
5
6
0
1
0
1
2
0
1
0
0
0
0
1
2
3
4
0
1
2
0
1
2
3
4
5
6
0
1
2
0
1
2
3
0
1
2
3
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
0
0
1
2
3
0
1
2
3
0
1
0
1
2
3
4
0
1
0
0
1
2
0
1
2
3
4
5
6
0
0
0
1
0
0
1
2
3
0
1
0
0
1
2
3
4
5
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
0
0
0
1
0
1
0
0
0
0
1
0
1
2
0
1
2
3
4
5
6
0
1
0
1
2
0
0
1
2
3
0
1
2
0
0
1
2
0
1
2
0
1
0
0
1
0
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
0
1
2
0
1
2
3
0
0
1
0
0
1
2
0
1
2
3
0
0
1
2
0
1
2
3
4
0
1
2
3
0
1
2
3
0
0
1
2
3
0
1
0
0
0
1
2
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
0
1
0
1
2
3
4
0
1
2
3
4
0
0
1
0
1
2
0
1
0
1
0
0
0
1
0
1
0
0
0
1
0
1
0
0
1
0
0
0
1
2
3
0
1
2
0
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
1
2
3
0
1
2
3
0
0
0
1
0
0
0
0
1
0
1
2
0
1
2
0
1
2
3
4
5
0
1
2
0
1
2
0
0
0
1
2
3
0
1
2
3
4
0
1
181
182
183
184
185
186
187
0
1
2
0
0
0
1
2
3
0
1
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
0
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
1
0
0
1
0
0
1
0
1
2
3
4
0
0
1
2
3
4
5
6
0
1
2
0
0
1
0
0
1
2
3
0
1
0
0
1
2
3
4
0
1
2
3
0
1
2
0
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
1
2
0
1
2
0
1
2
3
0
1
0
1
2
3
4
0
1
2
3
4
0
1
0
1
0
1
2
3
4
0
0
0
1
0
1
2
0
1
2
3
4
0
0
1
0
0
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
0
0
1
2
0
0
1
2
3
4
5
6
0
1
2
0
1
0
1
0
1
2
0
1
0
1
2
3
0
0
1
2
3
4
0
1
0
1
0
1
0
0
1
0
0
1
2
241
242
243
244
245
246
247
248
249
250
251
252
3
4
5
0
0
0
1
2
0
1
2
0
1
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
0
1
0
1
2
3
4
5
6
0
1
2
0
1
0
1
2
3
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
0
1
0
1
2
0
1
0
0
1
2
3
0
1
2
0
1
2
0
1
0
1
0
1
2
3
0
0
1
2
3
0
1
2
0
1
2
0
1
0
0
1
0
1
0
1
0
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
1
0
1
2
3
4
5
6
7
8
9
10
11
0
0
1
0
1
2
3
0
1
2
3
0
0
1
0
0
1
0
1
0
1
2
3
0
1
0
1
2
0
1
2
3
4
5
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
6
0
0
1
2
0
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1018
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1020
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1022
1023
1024
1025
1026
1027
1028
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1034
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1038
0
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