Classification with encoder models

This notebook belongs to the DGPs 2026 workshop Text Classification with Open Source Models.

You’ll run two different encoder-based classifiers on real, open-ended survey text from the Real World Worry Waves Dataset (RW3D) — focused on three emotions, anger, fear, and sadness.

How to use this notebook: run each cell from top to bottom with Shift+Enter or by clicking the run button. Most cells are given and fully explained; a few are marked Your turn — those are where you edit or write something yourself. Every exercise cell has a safe default, so nothing breaks if you leave it as-is, but you’ll get more out of the session if you actually change it.

Important note for Colab users: If you are running this notebook in Google Colab, please follow these steps: 1. Make sure you have a Google account and are logged in. 2. To create a copy of this notebook in your own Google Drive (advised), select “Copy to Drive” at the top of the Colab page. 3. Once the notebook copy opens in Colab, click on “Runtime” in the menu bar, then select “Change runtime type” and choose “T4 GPU” as the hardware accelerator. 4. Click “Save” to apply the changes. 5. Now you can run the notebook cells as instructed.

Setup

First, we install the Python packages we need. This will take some time to complete.

In [3]:

%pip install -q transformers accelerate pandas

Next, we can change the logging level of the transformers library to avoid cluttering the notebook with warnings and info messages.

You do not have to run this cell, but it will make the output easier to read.

In [1]:

from transformers import logging
logging.set_verbosity_error()

Code-Along

We’ll build Steps 1–3 below together.

There are a couple of small “your turn” fill-ins along the way that you can work on after the code-along.

Step 1: Load the data

We’ll use a curated sample of survey responses from RW3D:

Participants of this study wrote about how the COVID-19 situation made them feel, and also self-reported a number of emotions regarding their current situation. They also reported which emotion best fit their current situation.

To keep this workshop focused, we’ll only look at three of those emotions: anger, fear, and sadness.

First, let’s load the data and take a look at the dataset.

In [2]:

import pandas as pd

DATA_URL = "https://raw.githubusercontent.com/felixdidi/llm-content-analysis/main/sections/workshop/data/rw3d_workshop_sample.csv"
df = pd.read_csv(DATA_URL)
df.head()

	id	text	main_emotion	anger	fear	sadness
0	1	Stressed and uninformed. Don't feel enough is ...	anger	9	1	6
1	2	I feel worried about the virus, burnout about ...	fear	8	9	7
2	3	Disgusted how unprotected NHS staff are and ho...	sadness	2	6	7
3	4	I am not too worried about the situation as I ...	sadness	1	3	6
4	5	I'm finding the Corona situation quite dauntin...	sadness	5	2	7

Your turn

Before we classify anything, get a feel for the data yourself. Use the code below to output a random text. Then guess how the writer would score their anger, fear, and sadness in that situation (on a scale from 1-9). Run the next cell to reveal their self-reported scores. Change random_state (any whole number) and re-run both cells to look at a different sample.

In [3]:

random_state = 42  # TODO: try a different number

sample = df.sample(1, random_state=random_state)

for i, (_, row) in enumerate(sample.iterrows()):
    print(f"{row['text']}\n")

I think lockdown should of been earlier.I also feel very angry because you still see people doing there own thing walking together in large groups, going to the corner shop about 4 times a day, it’s like people haven’t got common sense. I think it should be more strict about the lockdown. We should of took more precautions from the start. Greedy people at the supermarkets going crazy and not thinking about others. Starting arguments with the staff Who are putting themselves at risk so everyone can eat.

Now reveal the self-reported scores for the same texts. Do any surprise you?

In [4]:

for i, (_, row) in enumerate(sample.iterrows()):
    print(f"anger={row['anger']} fear={row['fear']} sadness={row['sadness']}")

anger=9 fear=7 sadness=7

Step 2: A category-specific encoder model

We’ll use SamLowe/roberta-base-go_emotions, a RoBERTa model fine-tuned on the GoEmotions dataset (58k Reddit comments, 27 emotions + neutral) — the most-used GoEmotions classifier on Hugging Face. This is a category-specific model: it was trained once, on one fixed set of labels, and can’t be repurposed for a different category set.

Loading and running the model on all texts may take some time.

In [5]:

from transformers import pipeline

emotion_classifier = pipeline("text-classification",
                               model="SamLowe/roberta-base-go_emotions",
                               top_k=None,
                               truncation=True)

roberta_result = emotion_classifier(df['text'].tolist())

print(roberta_result)

[[{'label': 'neutral', 'score': 0.2796855866909027}, {'label': 'annoyance', 'score': 0.19895429909229279}, {'label': 'disappointment', 'score': 0.16908793151378632}, {'label': 'disapproval', 'score': 0.13395455479621887}, {'label': 'caring', 'score': 0.05736778303980827}, {'label': 'nervousness', 'score': 0.046767707914114}, {'label': 'confusion', 'score': 0.04633067175745964}, {'label': 'sadness', 'score': 0.032466281205415726}, {'label': 'fear', 'score': 0.03179943189024925}, {'label': 'curiosity', 'score': 0.027865799143910408}, {'label': 'anger', 'score': 0.0199977308511734}, {'label': 'realization', 'score': 0.019621165469288826}, {'label': 'optimism', 'score': 0.016570573672652245}, {'label': 'approval', 'score': 0.01574031636118889}, {'label': 'embarrassment', 'score': 0.005637451075017452}, {'label': 'disgust', 'score': 0.0042048608884215355}, {'label': 'desire', 'score': 0.0032476100604981184}, {'label': 'remorse', 'score': 0.0027027681935578585}, {'label': 'surprise', 'score': 0.0024243537336587906}, {'label': 'grief', 'score': 0.0020634247921407223}, {'label': 'relief', 'score': 0.0017792932922020555}, {'label': 'admiration', 'score': 0.0012004622258245945}, {'label': 'joy', 'score': 0.0009229936986230314}, {'label': 'excitement', 'score': 0.0009052972891367972}, {'label': 'love', 'score': 0.0008158560376614332}, {'label': 'amusement', 'score': 0.0005410216399468482}, {'label': 'pride', 'score': 0.0004316858248785138}, {'label': 'gratitude', 'score': 0.0003724792622961104}], [{'label': 'nervousness', 'score': 0.4937116503715515}, {'label': 'sadness', 'score': 0.20112736523151398}, {'label': 'caring', 'score': 0.19980834424495697}, {'label': 'fear', 'score': 0.16357408463954926}, {'label': 'neutral', 'score': 0.04459688812494278}, {'label': 'disappointment', 'score': 0.03540550172328949}, {'label': 'approval', 'score': 0.029472321271896362}, {'label': 'realization', 'score': 0.025270095095038414}, {'label': 'confusion', 'score': 0.020281516015529633}, {'label': 'joy', 'score': 0.016239380463957787}, {'label': 'relief', 'score': 0.014677489176392555}, {'label': 'admiration', 'score': 0.011941565200686455}, {'label': 'optimism', 'score': 0.01154688373208046}, {'label': 'curiosity', 'score': 0.01101028360426426}, {'label': 'annoyance', 'score': 0.010351080447435379}, {'label': 'love', 'score': 0.010052790865302086}, {'label': 'grief', 'score': 0.010006038472056389}, {'label': 'remorse', 'score': 0.00884858425706625}, {'label': 'excitement', 'score': 0.008750991895794868}, {'label': 'disapproval', 'score': 0.008383945561945438}, {'label': 'desire', 'score': 0.00740642799064517}, {'label': 'amusement', 'score': 0.003777801524847746}, {'label': 'anger', 'score': 0.003129851073026657}, {'label': 'surprise', 'score': 0.0030784679111093283}, {'label': 'embarrassment', 'score': 0.00306686875410378}, {'label': 'gratitude', 'score': 0.0025617601349949837}, {'label': 'disgust', 'score': 0.0020788873080164194}, {'label': 'pride', 'score': 0.0019343080930411816}], [{'label': 'sadness', 'score': 0.6997042894363403}, {'label': 'disappointment', 'score': 0.4073759913444519}, {'label': 'annoyance', 'score': 0.03802889958024025}, {'label': 'anger', 'score': 0.019548915326595306}, {'label': 'disapproval', 'score': 0.018639566376805305}, {'label': 'neutral', 'score': 0.0170254185795784}, {'label': 'grief', 'score': 0.011795377358794212}, {'label': 'disgust', 'score': 0.011640534736216068}, {'label': 'remorse', 'score': 0.009363269433379173}, {'label': 'realization', 'score': 0.008503781631588936}, {'label': 'admiration', 'score': 0.007704821415245533}, {'label': 'curiosity', 'score': 0.007420648820698261}, {'label': 'embarrassment', 'score': 0.006713522598147392}, {'label': 'approval', 'score': 0.006357395555824041}, {'label': 'confusion', 'score': 0.0058402069844305515}, {'label': 'love', 'score': 0.005263633094727993}, {'label': 'nervousness', 'score': 0.005262719001621008}, {'label': 'surprise', 'score': 0.0048915548250079155}, {'label': 'fear', 'score': 0.004591744393110275}, {'label': 'caring', 'score': 0.002989542670547962}, {'label': 'optimism', 'score': 0.0022532918956130743}, {'label': 'desire', 'score': 0.0019629315938800573}, {'label': 'joy', 'score': 0.0018600932089611888}, {'label': 'excitement', 'score': 0.001423523062840104}, {'label': 'amusement', 'score': 0.0012960408348590136}, {'label': 'gratitude', 'score': 0.0011226594215258956}, {'label': 'relief', 'score': 0.0009414957603439689}, {'label': 'pride', 'score': 0.00039383943658322096}], [{'label': 'sadness', 'score': 0.3861309885978699}, {'label': 'nervousness', 'score': 0.15343503654003143}, {'label': 'caring', 'score': 0.11924678832292557}, {'label': 'disappointment', 'score': 0.07302751392126083}, {'label': 'joy', 'score': 0.06627411395311356}, {'label': 'approval', 'score': 0.04611239582300186}, {'label': 'relief', 'score': 0.03507017344236374}, {'label': 'annoyance', 'score': 0.029960643500089645}, {'label': 'realization', 'score': 0.02774573490023613}, {'label': 'neutral', 'score': 0.02702505700290203}, {'label': 'admiration', 'score': 0.014915315434336662}, {'label': 'fear', 'score': 0.014743373729288578}, {'label': 'grief', 'score': 0.012078994885087013}, {'label': 'disapproval', 'score': 0.009945706464350224}, {'label': 'remorse', 'score': 0.009394360706210136}, {'label': 'optimism', 'score': 0.007673960644751787}, {'label': 'excitement', 'score': 0.006573749240487814}, {'label': 'confusion', 'score': 0.00615197466686368}, {'label': 'gratitude', 'score': 0.005115721374750137}, {'label': 'curiosity', 'score': 0.004628377966582775}, {'label': 'desire', 'score': 0.0045069013722240925}, {'label': 'anger', 'score': 0.004323310684412718}, {'label': 'love', 'score': 0.003989129792898893}, {'label': 'amusement', 'score': 0.0038233939558267593}, {'label': 'pride', 'score': 0.0036727096885442734}, {'label': 'embarrassment', 'score': 0.0032651720102876425}, {'label': 'disgust', 'score': 0.001783123705536127}, {'label': 'surprise', 'score': 0.0017026745481416583}], [{'label': 'sadness', 'score': 0.6898024678230286}, {'label': 'caring', 'score': 0.2943911552429199}, {'label': 'optimism', 'score': 0.18207576870918274}, {'label': 'disappointment', 'score': 0.094024159014225}, {'label': 'desire', 'score': 0.05942098796367645}, {'label': 'admiration', 'score': 0.058560192584991455}, {'label': 'grief', 'score': 0.04419439658522606}, {'label': 'nervousness', 'score': 0.03526446968317032}, {'label': 'fear', 'score': 0.03260251134634018}, {'label': 'remorse', 'score': 0.029308756813406944}, {'label': 'approval', 'score': 0.02824058197438717}, {'label': 'disapproval', 'score': 0.016672175377607346}, {'label': 'neutral', 'score': 0.015474527142941952}, {'label': 'gratitude', 'score': 0.014701885171234608}, {'label': 'relief', 'score': 0.013284141197800636}, {'label': 'realization', 'score': 0.012168966233730316}, {'label': 'love', 'score': 0.011872208677232265}, {'label': 'joy', 'score': 0.011022512800991535}, {'label': 'annoyance', 'score': 0.00927818100899458}, {'label': 'excitement', 'score': 0.008287047035992146}, {'label': 'curiosity', 'score': 0.007731033954769373}, {'label': 'confusion', 'score': 0.005515594966709614}, {'label': 'anger', 'score': 0.004517922177910805}, {'label': 'pride', 'score': 0.004181872587651014}, {'label': 'surprise', 'score': 0.004166307393461466}, {'label': 'disgust', 'score': 0.0026747887022793293}, {'label': 'embarrassment', 'score': 0.0015313172480091453}, {'label': 'amusement', 'score': 0.00125503062736243}], [{'label': 'optimism', 'score': 0.862289547920227}, {'label': 'neutral', 'score': 0.11261327564716339}, {'label': 'approval', 'score': 0.07706096023321152}, {'label': 'desire', 'score': 0.0650177150964737}, {'label': 'caring', 'score': 0.055178627371788025}, {'label': 'disapproval', 'score': 0.017431389540433884}, {'label': 'realization', 'score': 0.01610005646944046}, {'label': 'disappointment', 'score': 0.013446617871522903}, {'label': 'admiration', 'score': 0.012270818464457989}, {'label': 'annoyance', 'score': 0.00657472712919116}, {'label': 'gratitude', 'score': 0.0062137264758348465}, {'label': 'remorse', 'score': 0.004453740082681179}, {'label': 'sadness', 'score': 0.0036548629868775606}, {'label': 'confusion', 'score': 0.0034599099308252335}, {'label': 'love', 'score': 0.0030883646104484797}, {'label': 'joy', 'score': 0.002603603759780526}, {'label': 'pride', 'score': 0.0022068656980991364}, {'label': 'relief', 'score': 0.0021542778704315424}, {'label': 'fear', 'score': 0.002066052984446287}, {'label': 'excitement', 'score': 0.0017829523421823978}, {'label': 'curiosity', 'score': 0.0016286208992823958}, {'label': 'anger', 'score': 0.0015391060151159763}, {'label': 'nervousness', 'score': 0.00112281390465796}, {'label': 'disgust', 'score': 0.001105945324525237}, {'label': 'surprise', 'score': 0.0010665719164535403}, {'label': 'amusement', 'score': 0.0009944119956344366}, {'label': 'grief', 'score': 0.0008373711025342345}, {'label': 'embarrassment', 'score': 0.0006294510676525533}], [{'label': 'sadness', 'score': 0.6808575391769409}, {'label': 'fear', 'score': 0.10027746856212616}, {'label': 'nervousness', 'score': 0.08735312521457672}, {'label': 'disappointment', 'score': 0.08113503456115723}, {'label': 'caring', 'score': 0.05304546281695366}, {'label': 'neutral', 'score': 0.04775950685143471}, {'label': 'realization', 'score': 0.02070646919310093}, {'label': 'approval', 'score': 0.01950356736779213}, {'label': 'grief', 'score': 0.01940382644534111}, {'label': 'annoyance', 'score': 0.017428850755095482}, {'label': 'disapproval', 'score': 0.010172422975301743}, {'label': 'anger', 'score': 0.007877306081354618}, {'label': 'remorse', 'score': 0.007227807771414518}, {'label': 'optimism', 'score': 0.006429649889469147}, {'label': 'admiration', 'score': 0.005182494875043631}, {'label': 'confusion', 'score': 0.005009279120713472}, {'label': 'love', 'score': 0.0049886517226696014}, {'label': 'relief', 'score': 0.004416612908244133}, {'label': 'joy', 'score': 0.0042971717193722725}, {'label': 'curiosity', 'score': 0.0036654253490269184}, {'label': 'disgust', 'score': 0.0033577715512365103}, {'label': 'desire', 'score': 0.0032628525514155626}, {'label': 'embarrassment', 'score': 0.0022091350983828306}, {'label': 'amusement', 'score': 0.0020476174540817738}, {'label': 'surprise', 'score': 0.0019358607241883874}, {'label': 'excitement', 'score': 0.0017524233553558588}, {'label': 'gratitude', 'score': 0.0013093544403091073}, {'label': 'pride', 'score': 0.0007940631476230919}], [{'label': 'sadness', 'score': 0.4025215208530426}, {'label': 'disappointment', 'score': 0.24077166616916656}, {'label': 'nervousness', 'score': 0.12574556469917297}, {'label': 'annoyance', 'score': 0.04487654194235802}, {'label': 'neutral', 'score': 0.04105928912758827}, {'label': 'caring', 'score': 0.031168702989816666}, {'label': 'realization', 'score': 0.021041613072156906}, {'label': 'approval', 'score': 0.01849489100277424}, {'label': 'fear', 'score': 0.015974614769220352}, {'label': 'disapproval', 'score': 0.01354749035090208}, {'label': 'joy', 'score': 0.010161683894693851}, {'label': 'relief', 'score': 0.007073336746543646}, {'label': 'remorse', 'score': 0.006929720286279917}, {'label': 'grief', 'score': 0.006608815398067236}, {'label': 'confusion', 'score': 0.0063355169259011745}, {'label': 'desire', 'score': 0.0059074414893984795}, {'label': 'optimism', 'score': 0.005806833039969206}, {'label': 'anger', 'score': 0.004999957047402859}, {'label': 'admiration', 'score': 0.004730247892439365}, {'label': 'love', 'score': 0.004159730859100819}, {'label': 'curiosity', 'score': 0.00370434089563787}, {'label': 'excitement', 'score': 0.0033223440404981375}, {'label': 'embarrassment', 'score': 0.003222501138225198}, {'label': 'disgust', 'score': 0.0026099588721990585}, {'label': 'amusement', 'score': 0.0019019300816580653}, {'label': 'surprise', 'score': 0.0017069627065211535}, {'label': 'gratitude', 'score': 0.0010732710361480713}, {'label': 'pride', 'score': 0.000984961399808526}], [{'label': 'fear', 'score': 0.8167902827262878}, {'label': 'nervousness', 'score': 0.31185421347618103}, {'label': 'sadness', 'score': 0.08662103116512299}, {'label': 'neutral', 'score': 0.033833131194114685}, {'label': 'caring', 'score': 0.026609765365719795}, {'label': 'disappointment', 'score': 0.026130294427275658}, {'label': 'realization', 'score': 0.024135395884513855}, {'label': 'approval', 'score': 0.017997032031416893}, {'label': 'confusion', 'score': 0.016390720382332802}, {'label': 'admiration', 'score': 0.01097887847572565}, {'label': 'optimism', 'score': 0.010588412173092365}, {'label': 'joy', 'score': 0.010320385918021202}, {'label': 'love', 'score': 0.009825735352933407}, {'label': 'annoyance', 'score': 0.00967680849134922}, {'label': 'disapproval', 'score': 0.00965510867536068}, {'label': 'excitement', 'score': 0.009427642449736595}, {'label': 'curiosity', 'score': 0.008087909780442715}, {'label': 'grief', 'score': 0.007614923175424337}, {'label': 'desire', 'score': 0.007541649509221315}, {'label': 'surprise', 'score': 0.007141856011003256}, {'label': 'disgust', 'score': 0.005845486652106047}, {'label': 'relief', 'score': 0.005616567563265562}, {'label': 'amusement', 'score': 0.004960249178111553}, {'label': 'anger', 'score': 0.004877680446952581}, {'label': 'embarrassment', 'score': 0.004247322678565979}, {'label': 'remorse', 'score': 0.0032512531615793705}, {'label': 'gratitude', 'score': 0.002199372975155711}, {'label': 'pride', 'score': 0.0014455292839556932}], [{'label': 'sadness', 'score': 0.6065585017204285}, {'label': 'disappointment', 'score': 0.18773072957992554}, {'label': 'nervousness', 'score': 0.06258010864257812}, {'label': 'annoyance', 'score': 0.060354020446538925}, {'label': 'neutral', 'score': 0.038023464381694794}, {'label': 'realization', 'score': 0.01891864649951458}, {'label': 'approval', 'score': 0.014656877145171165}, {'label': 'caring', 'score': 0.014593491330742836}, {'label': 'fear', 'score': 0.012614093720912933}, {'label': 'anger', 'score': 0.011969558894634247}, {'label': 'disapproval', 'score': 0.010077130980789661}, {'label': 'grief', 'score': 0.009367958642542362}, {'label': 'joy', 'score': 0.008729496039450169}, {'label': 'remorse', 'score': 0.005126972682774067}, {'label': 'disgust', 'score': 0.0043703485280275345}, {'label': 'desire', 'score': 0.004216086585074663}, {'label': 'confusion', 'score': 0.004156958311796188}, {'label': 'love', 'score': 0.004005287308245897}, {'label': 'relief', 'score': 0.0037662277463823557}, {'label': 'curiosity', 'score': 0.003641340881586075}, {'label': 'embarrassment', 'score': 0.0034550712443888187}, {'label': 'admiration', 'score': 0.003403899958357215}, {'label': 'excitement', 'score': 0.002825310220941901}, {'label': 'optimism', 'score': 0.0019933225121349096}, {'label': 'surprise', 'score': 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'score': 0.08552762866020203}, {'label': 'fear', 'score': 0.08070247620344162}, {'label': 'disappointment', 'score': 0.05632704123854637}, {'label': 'disapproval', 'score': 0.05349387973546982}, {'label': 'annoyance', 'score': 0.050886623561382294}, {'label': 'joy', 'score': 0.040105052292346954}, {'label': 'realization', 'score': 0.03964132443070412}, {'label': 'relief', 'score': 0.033317193388938904}, {'label': 'optimism', 'score': 0.031395673751831055}, {'label': 'gratitude', 'score': 0.02146952413022518}, {'label': 'confusion', 'score': 0.01907256618142128}, {'label': 'sadness', 'score': 0.017823360860347748}, {'label': 'pride', 'score': 0.016044210642576218}, {'label': 'neutral', 'score': 0.01323703397065401}, {'label': 'excitement', 'score': 0.012188258580863476}, {'label': 'anger', 'score': 0.007345732767134905}, {'label': 'love', 'score': 0.005056281574070454}, {'label': 'embarrassment', 'score': 0.004820917267352343}, {'label': 'curiosity', 'score': 0.004328718408942223}, {'label': 'grief', 'score': 0.004223973024636507}, {'label': 'remorse', 'score': 0.00362741993740201}, {'label': 'disgust', 'score': 0.0035422088112682104}, {'label': 'desire', 'score': 0.002818471286445856}, {'label': 'surprise', 'score': 0.002770936582237482}, {'label': 'amusement', 'score': 0.0018451404757797718}]]

Basically, that was it. We now have classifications for all texts in the dataset. We could save this directly — roberta_result is just a list of dictionaries (one per text, each holding label/score pairs for all 28 categories), and that’s exactly the structure of a JSON file. So instead of any Python-specific format, you could save it with Python’s built-in json module:

with open("roberta_result.json", "w") as f:
    json.dump(roberta_result, f)

and continue working in whatever language or tool you like from there — R, for example, can read the same file back in with the jsonlite package.

For this workshop, we’ll stay in Python and do some basic data wrangling below to turn these scores into a table we can work with.

Your turn

1. Extracting the scores

In the cell below, we extract the fear scores from the model output and create a new DataFrame with the original text and the corresponding fear score. Run the cell to see the results. Can you figure out how to add the anger and sadness scores as well?

In [6]:

fear_scores = [next(item["score"] for item in scores if item["label"] == "fear")
               for scores in roberta_result]

roberta_result_df = pd.DataFrame({
    "text": df["text"],
    "fear_score": fear_scores,
})

print(roberta_result_df)

                                                  text  fear_score
0    Stressed and uninformed. Don't feel enough is ...    0.031799
1    I feel worried about the virus, burnout about ...    0.163574
2    Disgusted how unprotected NHS staff are and ho...    0.004592
3    I am not too worried about the situation as I ...    0.014743
4    I'm finding the Corona situation quite dauntin...    0.032603
..                                                 ...         ...
145  Significant Anger and disappointment that we a...    0.010647
146  I feel saddened at the number of deaths of NHS...    0.010845
147  My grandad is currently hospitalised with the ...    0.124958
148  I feel very angry and annoyed with people that...    0.204566
149  I'm not worried about the effects of Corona on...    0.080702

[150 rows x 2 columns]

2. Inspecting model output

Now, to get a first impression of how well the model performs, this code will pick out the row for the same text you looked at in Step 1 (same random_state) and print its classified scores.

In [9]:

random_state = 42  # TODO: you can try the same numbers as before if you remember them

sample = df.sample(1, random_state=random_state)

print(roberta_result_df.loc[sample.index])

                                                 text  fear_score
73  I think lockdown should of been earlier.I also...    0.002481

3. Saving the dataframe

Finally, we can also save the model output to a CSV file for later use. Run the cell below to do that.

In [51]:

roberta_result_df.to_csv("my_results.csv", index=False)

Step 3: A task-specific (NLI) encoder model

Now we’ll use a model trained on Natural Language Inference (does a text entail a given hypothesis?) instead of on any fixed emotion label set. That single skill lets us classify text against any labels we like — including our three target emotions, directly, with no mapping step required.

This is slower than the category-specific model (it has to check every text against every candidate label).

In [10]:

nli_classifier = pipeline(
    "zero-shot-classification",
    model="MoritzLaurer/deberta-v3-base-zeroshot-v2.0",
)

template = "This text expresses {}."
candidate_labels = ['anger', 'fear', 'sadness']

nli_results = nli_classifier(df['text'].tolist(),
                             candidate_labels=candidate_labels,
                             hypothesis_template=template,
                             multi_label=True)

nli_results

[{'sequence': "Stressed and uninformed. Don't feel enough is being done by the government to help with the NHS crisis or the proper enforcement of social distancing.nhs staff should be tested immediately and given the right equipment to fight the Corona virus. There should be a full lockdown straight away to stop the spread.the equipment side of it is the fact that they aren't really getting enough or even any at all.how can you be expected to take urgent care of someone, and also be worried that you might catch it,or maybe even already have it.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9993638396263123, 0.14596547186374664, 0.04069295525550842]},
 {'sequence': 'I feel worried about the virus, burnout about me getting it. My mother is undergoing chemotherapy and has been told no one knows if treatment will continue if nhs becomes overwhelmed. So I am worried most about her treatment ending  also, because of the chemotherapy her immune system is lower and it could really hurt her if she caught it. So at the moment I am just keeping up to date on numbers and nhs capacity and taking it one chemotherapy session at a time. Also, my partner has underlying health conditions and is self isolating in his house. I havent seen him for nearly a month and I am worried about when I will get to see him with all this going on',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998726844787598, 0.03400405868887901, 4.037790495203808e-05]},
 {'sequence': 'Disgusted how unprotected NHS staff are and how late the government has been in trying to resolve this. Disgusted at the amount of people not adhering to guidelines for the safety of others. Sad about the amount of people dying without their families, dying alone without even care staff having the time to sit and hold their hand whilst they take their last breath. Disgusted at the attitude of current staff when someone needs to take the week off, but also feeling the pressure of having to stay at work even though they are experiencing symptoms themselves.',
  'labels': ['anger', 'sadness', 'fear'],
  'scores': [0.9562272429466248, 0.5073732733726501, 0.011709840036928654]},
 {'sequence': 'I am not too worried about the situation as I believe I am a fit and healthy human being. I am more worried about family members becoming ill with the disease and I am also very sad that I cannot see them at this time. Thankfully with technology these days I can see them everyday through a screen and chat to both friends and family whenever I want to. Its just annoying that I cannot leave the house apart from to get essentials, I live in a flat and with the nice weather we are having its becoming quite a struggle.',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9880504608154297, 0.10320505499839783, 0.018869254738092422]},
 {'sequence': "I'm finding the Corona situation quite daunting and draining. I can't wait for it to end, and for things to get back to normal. I feel things will not be the same again.it's left so many families devastated. I feel so sad for the families that have lost loved ones,  both old and young. For those that are fighting for their lives, I hope they pull through.  I have hope that all will be well in the end.  This shall pass, we shall overcome this by God's grace. We are all in this together as this situation has affected the whole world and not just certain parts of it. I salute all those working in the frontline, the NHS and all those volunteering at this time.",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9985076189041138, 0.9481065273284912, 0.00012148175301263109]},
 {'sequence': 'At the moment I feel like I am doing everything I can to protect myself as an individual from the Covid-19 virus. The UK government were a little slow to react and did not take it as seriously as I would have liked, but seem to be doing and saying the right things now. I am looking at other countries data from around the world and things are starting to look more positive from Italy and Spain, where hopefully the figures have peaked as they continue to ‘flatten the curve’. In America the state of New York they still seem to be having a real problem with getting the situation under control, I hope the president will listen to health experts as they monitor the situation.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9779887795448303,
   0.0007748163770884275,
   0.00012681477528531104]},
 {'sequence': 'I feel sad for all the people infected and those that died and their families. Somewhat pissed off at how the government have handled the outbreak airports and eurotunnel still open...Particulary concerned at Boris Johnson with the situation of him still continuing to shake hands even with coronavirus patients...no wonder he is in hospital at the moment showas a disregard for the situation, fear the worse is yet to come. Me personally I am not worried health wise more concerned for my eldely parents and of course the effect it will have on our everyday lives moving forward',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9996587634086609, 0.9640855193138123, 0.25183162093162537]},
 {'sequence': "I'm worried about elderly parents. I'm worried about my kids education. I feel exhausted and overwhelmed. I worry about my kids getting infected. I starting to worry less about food and provisions tho we still have no toilet paper. I feel disappointed for my kids and for myself on fun things we can't do. I feel like im doing my bit but Im so upset about not seeing my mum and mother in law who are on their own  every day feels the same and Im starting to get bored too.\nThe kids are acting up and fighting. I feel like my husband doesnt have to deal with this as much. Im trying to work too. ",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9986541271209717, 0.9815597534179688, 0.00018740870291367173]},
 {'sequence': 'I am very anxious and worried about the COVID-19 Coronavirus. I am scared I might catch it, and that my family and friends will catch it. I am scared we will die. I am scared of the daily numbers. I am scared to leave the house. I am fearful of what the future holds, and what will be left standing when we leave the house. I miss my family and friends. I miss being able to leave the house to go into town for coffee, to eat out, to socialise, to shop etc... I am anxious when I see other people and not to go too close to them.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999094009399414,
   0.0026316740550100803,
   6.868317723274231e-05]},
 {'sequence': "i'm very Angry at the moment as there are many people who are not taking the situation seriously and are still going out of the house for unnecessary reasons. i have been isolating for the past 2 weeks due to being high risk and the more people dont listen the longer i have to stay home and not see my family and friends. My parents and inlaws are missing my daughter and all her milestones and being pregnant right now is stressful as it is.\nmy mother is also high risk as she is 73 and has memory issues so has still been going out so it stresses me out having to worry about her also. ",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998574256896973, 0.003279442898929119, 0.0001494209427619353]},
 {'sequence': "I feel trapped in my own life. I am stuck in this flat, with my boyfriend that I want to break up with, with no job or income. I was on the verge of a new start and now everything is paused. I also feel hopeless about the prospect of jobs when this is over. I have already been in self isolation for around 5 weeks because I lost my job just before this all happened and of course it's now impossible to get another one. I have felt suicidal and desperate. Tomorrow it's my birthday. I was meant to be in a spa. I just want to escape.",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9996892809867859, 0.03963883966207504, 0.00017064044368453324]},
 {'sequence': 'It is senseless.  If China had been honest from the start and closed borders it would not be happening.  Quite honestly I think they really should be held to account for this.\n\nWhy do I have to type 500 characters, I have summed up what i feel and cannot go too much further.\n\nRight, I am not sure what else to say, it is pointless making it a minimum of 500 words, \n\nSo what else can I say.  It is annoying, yes, it is expensive.  But it is what it is and we can do nothing other than try to make it go away as quickly as possible so doing as we are told is important.',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9950370192527771, 0.001560889184474945, 0.0004477008478716016]},
 {'sequence': "I feel quite awful about it. People are dying and I can't do anything to help. I am also high risk and am struggling to get shopping etc. Very scary. I also cannot see my parents, who are also vulnerable to the disease. I'm worried they'll get sick. I live alone and I'm worried I'll get sick and not be able to look after my cat. I find it difficult to relax. I am keeping busy and connected with friends etc but I still feel lonely due to the isolation & lack of face to face contact. I find it difficult to be happy and have fun while so many people are dying ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.999841570854187, 0.9992460608482361, 8.029783930396661e-05]},
 {'sequence': 'At the moment I feel confused and worried by the situation, on one hand it is very worrying and the fear of the situation is great.  I am very concerned about the economic situation, the state of the NHS and society as a whole.  I also worry about the older generation who are more susceptible to falling ill, although the disease is not being full ageist in who it affects \nbut on the other hand staying at home with my family and not rushing around to school drop off, commuting and working full time is is good  \ni feel relaxed when i am with my family but then you open the front door and the realisation hits you of what is happening ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998147487640381,
   0.0001229135668836534,
   4.832563718082383e-05]},
 {'sequence': 'I feel not too anxious about the corona situation however i feel quite lost and lonely, almost empty rather than sad. I feel bored and tired more often but not angry, i’m a little bit anxious about getting ill but not too bad, however my mum and dad are key workers so i’m more worried about catching it, i don’t feel as anxious as usual tho. I am struggling to feel motivated to do any work and i am struggling to get out of bed and struggling to fall asleep. I feel sad i can’t see my friends or boyfrind',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9821341037750244, 0.03879259154200554, 0.00012339458044152707]},
 {'sequence': 'It’s annoying that some people like myself are going into their fourth week of lockdown whereas others who haven’t taken it seriously are going onto the second week. It’s sad to see that there’s still many people not taking government advise. The uncertainty of when this will all end is awful as well when can normal life begin again. The uncertainty of unknowing when I will be able to pay for bills and direct debits without rationing my last of my wages. It’s hard to keep yourself occupied during this time as well when you’re in an unhappy household, avoiding family members and really being stuck to your bedroom. ',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.990121066570282, 0.987887978553772, 0.20063598453998566]},
 {'sequence': "I am shocked more than anything that a % of society are showing arrogance in helping to eradicate the virus by doing as they please. I feel personally calm as I am abiding by all guidelines; however my frustration comes into play due to the fact that I am a self-employed individual who has now lost all income. Seeing people not listening to government advice is not helping the country get back to a reasonable state of normality. We need businesses to trade and the economy to start moving again. It's a worrying time for all businesses regardless of size.",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9965837001800537, 0.9942362904548645, 0.0140365706756711]},
 {'sequence': 'Fed up of the situation, which could have been controlled better if decisions were made before they were.\nMy little boy is desperate to get out the house and socialise. We are so busy trying to protect older/vulnerable people and the NHS we are forgetting about our little people and the damage it’s doing to them! I feel so sad for him and his sister who have no understanding of the situation and just want to go out and play and go back to nursery. I can cope with my own frustrations but my heart breaks for theirs! ',
  'labels': ['anger', 'sadness', 'fear'],
  'scores': [0.9048609137535095, 0.5314221382141113, 0.011244562454521656]},
 {'sequence': 'Feel worried, concerned, uncertain, fear, anxious, a lot of thoughts. Fear of contracting the virus or family and close ones. Uncertain about the current situation and future, worried about job, financial income as currently not working, and work has been paused. Scared, and feeling some sadness and anger received from racial discrimination from people due to the coronavirus as it has affected everyone. Safety concerns and whether or not to go out for groceries, worried about who may or may not have it',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998252987861633, 0.001190225244499743, 0.0003307979495730251]},
 {'sequence': "I feel afraid for the people I know especially my family and friends. I feel sad for the people who have lost their lives especially my uncle who was in hospital alone died alone and was cremated alone. I am anxious all the time and don't sleep well. I am grateful to all the NHS staff and the carers, especially the one who are looking after my 86 year old Dad who has dementia and won't understand why I'm not there. I am nervous when the phone rings incase it is bad news about dad. I am jumpy at sudden noises but frightened to hear the quietness when I am in my garden. I am scared that I won't find enough food for my family.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998761415481567,
   0.0017996544484049082,
   5.3910844144411385e-05]},
 {'sequence': "I have just read about the UK deaths for today, so I'm feeling quite sad. At the same time I'm feeling frustration that people in the UK aren't taking social distancing seriously and going out for picnics and gatherings despite the spread. I miss my mum too as I'm unable to see her, due to her being high risk and living an hour away. I feel lucky that I have my partner to see over self isolation, so feel very grateful that I have him. Overall I'm feeling quite sad about the situation, not to mention worried financially as I'm self employed and currently out of work. ",
  'labels': ['sadness', 'anger', 'fear'],
  'scores': [0.9998923540115356, 0.006679879035800695, 0.005730246659368277]},
 {'sequence': "I feel afraid for myself my friends and my family. I hate being under house arrest but understand the reasons why I have limited movement. I am very angry that the UK government are still allowing foreign nationals to enter the UK whilst this is going on as it defeats the object of doing all this in my opinion. I am not sure when all this is going to end but I get the feeling late June/July is the first time I am going to see a resemblance of normality. I am glad that at least on my weekly trip to Tesco's that the shelves are now returning to normal and that people have stopped panic buying items which was just totally stupid.",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9998528957366943, 0.9987404942512512, 0.0015669888816773891]},
 {'sequence': "I feel very scared and afraid about myself and my family catching the virus. My anxiety levels are very high at the moment. I stay home with my two children while my partner still goes out to work and I am petrified that he could catch the virus and bring it back to us where we could all become ill. I also know and have read that healthy people with no underlying health issue's are dying from the virus also. I feel lonely and miss my family and social interaction and I think this virus could be around longer than people are expecting which means longer social distancing and not seeing family and doing normal things.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999111294746399, 0.0004272078804206103, 5.02506154589355e-05]},
 {'sequence': 'Hi, I feel very concerned about the future of our human beings. I feel like it is a bad dream and hope that one day I will wake up and I realis e that this was just a bad dream. I feel scared and hope that soon scientists will come up with a remarkable cure and 💉.  I am truly frightened. Everyday I watch news on the television and see the horror people go through in the whole world. I am deeply saddened to see how many people died. It is awful and I am deeply shocked and anxious. I feel this virus is man made and not something that just happened because why it would not happen a few years ago, or ever. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998781085014343, 0.0227808877825737, 0.0002913700882345438]},
 {'sequence': "The situation with Coronavirus is one that is very scary for everyone. Our way of life has been completely changed and it's had a significant impact on me and I'm sure others. The overriding feeling that I have is fear.  I fear mostly of getting it and giving to the people I love. I also have anger at the government for allowing it to get to this stage and for being ill-prepared.  Anxiety is also an issue as I have to look after getting supplies in for people and not knowing when this will all be over.",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.999914824962616, 0.15746048092842102, 0.00048690568655729294]},
 {'sequence': 'Anxious about the future weeks to come, unsure about the outcome and how it will affect my job and the countries economy. I am hoping that lockdown will end soon and hope that everything goes back to normal very soon. Would like to say I am able to volunteer and help the NHS but I have no car. Waiting for the death statistics everyday and praying that they starting plateauing or declining very soon like Spain. Sad about everything being missed over summer and how my first year at university has been ruined and cut short. Extremely bored and hoping this ends soon. Praying that all my family and friends are safe and well, upset that I cant go and see them. Proud of the NHS!',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9836441874504089, 0.8660192489624023, 9.876621334115043e-05]},
 {'sequence': "I am very worried about it worried about my family catching it and to loose love ones so scared to come out the house and if I. catch it and spread it it's always on my mine all the time   Can not sleep thinking about it it scares you when you read or watch how many people have catches it and have passed away and that it spreading so fast I worry about my family when they are off to work   Until they come home thinking I hope they don't catch I don the shopping but am so frighten to go to the shops and be around people and many people don't listen and obey the rules it sad to see the world in this situation i have lost friends to this viras",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998898506164551, 0.13811267912387848, 0.0001414700091117993]},
 {'sequence': 'I am feeling very sad  for all the families who have lost loved ones. Also I am concerned about my husband who is a vulnerable person along with my mother and mother in law. i am not concerned about myself as i have to go shopping. I am hopeful that all the sacrifices we are making will beat this virus and so grateful to all the amazing NHS staff including my bother in law and sister in law who are on the front line that they are safe. I am very impressed with the way the government is handling the pandemic. We can win this.',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9985220432281494, 0.8424747586250305, 6.89519802108407e-05]},
 {'sequence': "I'm sad for everything I see on the tv - about the incredible job the NHS staff are doing to comfort and support and ultimately cope with the demands of a horrible situation right now. I'm sad that people aren't able to go out as much as they normally can, particularly with the warm(ish) weather, and it being the start of the Easter holidays. It's particularly tough now because we're coming - at least it seems - towards the peak, in 7 to 10 days I think. On another note, I am feeling extremely lucky that I haven't been affected by it so far. I'm sad for everyone who suffers because of this. ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9999111294746399,
   0.0005549408961087465,
   4.2814379412448034e-05]},
 {'sequence': 'I find this time very worrying as it is the unknown. I worry about my grandparents due to their age and general health, but more so my husband who works for the NHS. He is within the estates department between two hospitals and has had a massive amount of pressure recent weeks planning for the resources for people which has left him very run down and tired. I worry about him getting corona and the fact he is tired. Even though we Are told it is mainly the elderly it is fatal there has still been a large number of cases of deaths amongst the younger population. I am frustrated as I cannot see my relatives I am missing just being able to pop over for a quick coffee of a chat, things which previously I took for granted and I assume the general population did too! ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9996381402015686, 0.9064876437187195, 0.6613216400146484]},
 {'sequence': "I am very fearful for my family. I am very overweight & don't think I'd survive if/when I get it. My husband is a key worker so very likely to bring the virus home to us, although he is very careful. I wasn't worried initially but the more we find out, it's like a death sentence. I thought young children weren't at risk but we now know that's not the case. I have 3 children & I'm am very scared. Boris Johnson has now been moved to intensive care so we know how that's going to turn out. We are living in a nightmare.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999154806137085,
   0.00032886600820347667,
   6.014151222188957e-05]},
 {'sequence': 'I am sad that I can’t meet with my family and friends. Concerned for my 79 year old Mum who lives alone in another town. It is a difficult situation as we have never experienced anything like this. I believe the government is doing its best, but obviously some things aren’t going to plan for one reason or another. After we have come through this a plan needs to be devised as to how best to deal with any future virus. I think we as a country need to continue to grow our own resources for future epidemics.',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9986141324043274, 0.9976357221603394, 7.169852324295789e-05]},
 {'sequence': 'I feel really sad about the Corona situation at the moment because my mother has a terminal illness and is alone and  is in hospital and i can not see her at all, if she passes away i feel sad that i could not see her and tell her that i will miss her.I understand the reasons for this to keep everyone safe but its a terrible situation to be in and there is no end in sight.I appreciate all the nurses care and the updates from them but seeing her myself is all i want at this moment in time, and i know my brothers feel the same, also grandchildren want to see her',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9999086856842041,
   0.006863780785351992,
   3.6478541005635634e-05]},
 {'sequence': "I actually feel very curious.\nI am obsessed with the statistics and the numbers. I can't help but think about how/why no one saw this coming and how come no country was prepared for something like this. How come the economy is so fragile, and how come people are not really following the rules set in place by the government.\nI am also curious to know how life will resume after all this. What will change? What will stay the same.\nSo above all, I am curious. Curious to know more about the disease and its effects.",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.0014779429184272885,
   0.001220795325934887,
   0.0001816438016248867]},
 {'sequence': "I am worried about my family members which are older. My dad is nearly 70 with no underlying health conditions but still goes to work.  I am frustrated as I want it to end and I want to get on with my life. I am anxious that they won't find a vaccine soon. I am sad I missed the last semester of university. I hope we will not be in isolation for too long now! However, watching the news does not give me hope that things will not get better soon. A positive from this is that communities are working together and I am feeling closer to my friends. I am irritated by the people near my house who keep having their friends round and seeing people going to the park on the TV. ",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9970420598983765, 0.9636433124542236, 0.03468417376279831]},
 {'sequence': 'I feel very anxious about the global coronavirus situation both from a population level and on an individual level. I have previously been hospitalised in ICU when I was 18 with pneumonia so whilst I feel very concerned about the health implications for myself I also feel a very strong empathy and sympathy for all of the individuals suffering with coronavirus, and the families which are being affected by it. I believe this anxiety is made worse by the constant media attention, although I do understand why this is necessary given the severity of the situation. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998911023139954, 0.024145422503352165, 0.000526449759490788]},
 {'sequence': 'I’m extremely worried about what is to come. Especially as I have just heard the news the Priminister is In intensive care. It’s so scary as it could literally happen to anyone. I have a husband and children so am also worried about them. I fear them getting the virus but I’m also worried about money as my husband is unable to work. It’s a very stressful time for everyone. At this moment in time I am sad, worried, anxious and scared. I feel I cannot escape it as I work for the local government and they are putting a lot of measures into place and it makes it very real. I am worried about leaving the house even just for food. I’m frightened for my husband as he has asthma and my son who has a low immune system. I am trying to avoid reading too much about it during the day as it really is making me feel a bit depressed which is something I have never experienced in such a big way like this before.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998707175254822,
   0.0014779429184272885,
   5.245676584308967e-05]},
 {'sequence': 'I feel this is a learning curve for the future, we have never seen anything like this before, we were to slow to respond so  I hope that lessons can be learned. I hope we we still come together and support each other and invest more in healthcare and vulnerable people when this is over. I have not been affected to bad as i can work from home and keep my family safe which is all you  can do at the moment.  I am hoping this is all over within a few months but things could get worse again once things get back to normal if people start getting sick again. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9269675612449646, 0.6227174401283264, 9.35104617383331e-05]},
 {'sequence': 'I am so worried how quickly this virus has taken hold .  it scary to see the death toll constantly rising and the pressure on the nhs. i really hoe that we fight it soon and we can all try and get back to some form of normality.  I wish that people would listen to the restrictions and stop putting us all in danger.  i am thankful that we are all together at home and safe.  I pray that all of our family and friends stay safe and dont fall victim to this awful virus.  I cant wait to meet up with all our friends and family and celebrate that we got through.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998352527618408, 0.7696866989135742, 0.003983970731496811]},
 {'sequence': "At this moment I feel very angry about all the people that are still going out for reasons that are not necessary! I'm absolutely disgusted with how selfish people are being currently. We all need to stay in and play our part to get over this awful situation but people think they are above the rules and guidelines and this is really starting to piss me off! I fear that if people don't start behaving, then our right to go outside and exercise will be taken away and I know I will suffer mentally if this happens. ",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9999245405197144,
   0.0006891950033605099,
   5.990706631564535e-05]},
 {'sequence': 'very sad and fear for the future. People need to say at home to avoid catching this further. \nPeople need to listen and follow the rules.\nVery uspet for people who have had this, there needs to be a cure to aviod this spreading further and  further all over the world.\nThe government need to be honest in this situation and lockdown should of been last month. this has meant this has spread. All scientists need to work together to solve this problem.\nThe media needs to stop spreading panic in the world. They created panic buying.\n',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.999419629573822, 0.9990302324295044, 0.019050898030400276]},
 {'sequence': 'At this moment, I am feeling incredibly bored by the whole ever-evolving Coronavirus situation. I live alone so have had to self-isolate by myself in a small studio flat and it is a lonely and experience. I miss human contact. The unknown unknown of when we will actually get to experience normal life again also makes me very angry about the Corona situation. I am also anxious about the wider global context of Coronavirus and the last effects it might have on me, my friends and family, and those around me. ',
  'labels': ['anger', 'sadness', 'fear'],
  'scores': [0.9751781821250916, 0.1057172417640686, 0.007274958770722151]},
 {'sequence': "I think I have quite mixed emotions really. I am enjoying spending more time with my family. I don't really mind being stuck at home at all and I'm happy to use Facetime to chat with my extended family. On the other hand I'm really annoyed about the way NHS staff have been treated by the government and the hypocritical way they are being praised while being denied what they need to stay safe. I'm also quite fed up with social media and am making an effort to avoid it. There are too many people with misdirected anger - having a go at their neighbours.",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9099469780921936,
   0.0007138379151001573,
   0.00042554308311082423]},
 {'sequence': "It is very scary, especially because of the vulnerability of my family, but it can be overcome, however it is scary and annoying to see youths still going out with their friends and people underestimating the severity of the disease especially to vulnerable people. Not only this but some people lie and think it is made up or are too engrossed in the politics and don't understand the normal people being affected by it, dying and being extremely subdued. However personally for me it is awful because of the regime and how difficult it is to adapt to living in isolation, not going out or seeing friends and family or loved ones, or being able to exercise properly or educate and the countless hours spent infront of a computer",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9995362758636475, 0.9731897711753845, 0.08502304553985596]},
 {'sequence': 'I just feel like it is spreading way too fast, as I work in a supermarket, I have to walk past people in a daily basis despite lockdown. \n\nI would be much happier if more people followed the lockdown advice given by the government. I still keep seeing people sitting on their street drinking beer and not having a care in the world. \n\nPeople seem to go from being mildly ill one day to requiring hospital treatment the next day. \n\nI hope the vaccine for Cov is ready sooner than the predicted timeline of 18 months. Too many people have already died from it. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9993999600410461, 0.9950562715530396, 0.857171356678009]},
 {'sequence': 'I am angry due to the fact that people are unaware of the fact that Corona virus is a common flu virus and anybody who has got flu in the past will still have it in their body.  There is no test out as yet for covid19 (if there is any virus like that at all).  The figure of people infected is just magnified artificially as """"""""tested positive"""""""".  The cause of death despite of being from other health factors/condition is classified as covid death.  This pandemic is a global cover up for something more sinister.',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9996698498725891, 0.987628161907196, 0.0003604724770411849]},
 {'sequence': 'Right now I feel sad and uncertain about the future. I have lost a little bit of hope and feel anxious about the whole thing. How is something like happening in this day and age (21st century). I just feel sadness wherever I go. It feels like everywhere is deserted and people are too afraid. Kids don’t really understand what is going on. It just feel like I am dreaming, more like a nightmare. But I pray to God this ends very soon so we can all resume on our normal life. \nI haven’t got anymore words to express how I am feeling right now. I have detailed all my emotions/feelings as best as I possibly can. ',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.999191164970398, 0.6893056631088257, 4.7949586587492377e-05]},
 {'sequence': "I feel really worried and stressed about this whole situation. My job is demanding, i am struggling at home and i am in a bad place. I am not sleeping and my relationships are suffering. I feel anxious all the time and am constantly down.\n\nTo top it off i am sad because my cat has gone missing. I feel like my life is going wrong. I don't know how to make it better or get through this. \n\nMy toddler is playing up all the time and my marriage is breaking down too. I never imagined 2020 would be such an awful year.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.999661386013031, 0.004485794808715582, 0.0005759092746302485]},
 {'sequence': 'I’m very fearful and worried personally being 37 weeks pregnant. I’m sad that this has overshadowed the last part of my pregnancy and will impact the first few weeks/months of becoming a mother. Selfishly it has impacted me hugely, I also fear for friends and family in the at risk group and who have no choice but to continue working as a key worker and not adequately protected.  \n\nI am worried about the future of the UK and the impact on the economy and the livelihoods so many who are currently furloughed as a result of the pandemic. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.999908983707428, 0.9608415961265564, 0.00010932306759059429]},
 {'sequence': "At the moment I have mixed emotions.\n\nAnger at how the pandemic began. Anger at the people who are determined to carry on living as normal when the majority of us are sticking to the rules. My children want to see their grandparents and cousins and friends but they know they can't and the reason why they can't but it is difficult to explain when they see people continuing to play football etc.\n\nI'm angry that my son has missed nearly half a year of school. That it took 2 months for y daughter to get into a routine for nursery and not scream every morning but we will have to start from square one.\n\nI miss my work and my colleagues, I miss my friends and my parents and siblings. I'm upset that we have had to cancel our holiday.\n\nI'm worried as my husband has to continue to work and risk bringing the virus home everyday for a low wage. I'm also worried that the lack of routine will have a negative impact on my mental health.\n\nAll my emotions do not matter when you think  of how many people have died worldwide  to this virus.",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9983674883842468, 0.022053316235542297, 0.006837204564362764]},
 {'sequence': 'It makes me angry that the media is feeding lies into society to drive fear. It is disgusting how many people are happy to submit to a state enforced home incarceration regime. It is easy to fool people but difficult to convince them they are being fooled. One day they will realise the truth but by then it will be too late. Keeping people under house arrest will not stop the spread of the so called virus. The level of imposed control and over reach of powers by the police is draconian and extreme.',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998681545257568, 0.012147171422839165, 7.813211414031684e-05]},
 {'sequence': 'I feel very sad that there is so many people not taking this serious and still heading out to parks and beaches. I’m also sad that I can’t visit my family but I am so thankful for modern technologies that allow us all to keep in touch. My children would be upset at not seeing their aunts uncles grandparents and friends if it wasn’t for technology. \nWe have found new ways to connect as a household too so we are all trying to find the positives in this anxious situation. We are playing scrabble and doing plenty of outdoor games in the garden. It’s nice talking to my children about other stuff rather than letting the usual downsides of working and travel and school get in the way. \n',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9954172372817993, 0.7502326369285583, 5.671904727932997e-05]},
 {'sequence': 'i feel sad and lonely and scared , today my husband was confirmed to have prostrate cancer and i want to see my family and i cant. i feel scared.Once lockdown is over i can see my family again but its not the same talking on the phone as opposed to getting a hug and a cuddle.\nI just so worry if i will ever see my family again , but then again a lot of people are probably hfeel how i am , I just wish they would get a vaccine and make us all safe again , this has affeted us all in diffrent ways but as my husband is on a pension at lease our money is not affected',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9995744824409485, 0.9982725381851196, 4.451983477338217e-05]},
 {'sequence': 'The Covid-19 has made me feel Lonely and sad, i miss my friends and family, i miss going out, i miss normality. \nI want this to be over. \nI feel sad for the people this has affected and i worry that it will affect those i love.\nI worry for my job which will impact my mortgage etc.\nThe whole thing opens up your eyes and makes you realise you should not to take things for granted.\nI pray this does not hurt many more people and that people stay home so that this virus can dissapear as soon as possible',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9998780488967896, 0.048405956476926804, 7.397431181743741e-05]},
 {'sequence': "Very worried as I feel people aren't taking things seriously enough. Also feel the government is handling it very badly. I'm very worried that my family could get it, I feel that because people are not self isolating properly, and people are not keeping a reasonable distance in shops, someone I know is going to get very ill from it, this is probably the most angry I have been in my life at a political situation, which I believe this is, as the government is clearly not doing enough to stop people from going outdoors, seeing friends and families etc.",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.99964439868927, 0.9912717342376709, 0.0011972112115472555]},
 {'sequence': 'I feel very angry that people are not compiling to the whole ‘lockdown’ situation - that also includes businesses that are not ready to pay their employers who have to work in the frontline (postmen/women, shop workers, nurses, caters, delivery workers etc). \nI’m fearful that my family may get it if they’re not careful because they HAVE to go into work. \nIt’s not really social distancing and helping stop the virus if people are still going out to do their daily shopping or meeting in parks! \nI’m anxious, very anxious that everything is out of my hands and I cannot do anything to help. I don’t have medical skills to help with the NHS and even if I did, would I put myself and my family at risk because the government are not ready to provide the right PPE.\nI hate that the government have left this situation for too long that now it’s spiralling out of control. \n ',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998906850814819, 0.9799381494522095, 5.37006781087257e-05]},
 {'sequence': "I am worried and sad about the current Corona situations. I've had to close my business until further notices which I completely understand but I'm also sad about it as I love what I do. \n\nI am worried about friends and family. I have a relative in a care home and we know that if he gets the disease then it is very unlikely that he'll survive. This makes me feel extremely sad and also guilty that I can't visit him though I understand the reasons why I can't.\n\nI'm also worried about a number of people that I know that live with mental ill health. They are struggling, really struggling and I do what I can by texting and talking to them.\n\nI'm also very proud of my family. My children are now home from university. One of them is waiting to hear about what is happening with her finals and the other is in his first year. I couldn't be prouder of how they are responding to the virus. They are both doing everything they should and shouldn't be doing and they are being very supportive and helping keep morale high in our house. \n\nSad, anxious, worried but proud. ",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9985618591308594, 0.9984632134437561, 4.451983477338217e-05]},
 {'sequence': 'I’m feeling sad at the moment. I feel the government is reacting to the the issues opposed to being ahead of the game and this is causing a loss of life. I also feel sadness and disappointment in the public that aren’t sticking to the clear, simple instructions! The result of this will be an enforced lockdown which will have a negative impact on people as the warm weather arrives in the coming months. I’m sad that I can’t see members of my family that live less than 1 mile away from me, one of those family members is my 91 year old grandmother.',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9998557567596436, 0.019363639876246452, 6.377048703143373e-05]},
 {'sequence': "I am very angry at the moment because people are not listening to the rules, for instance do not congregate, do not meet family and friends, stand 2 meters away from each other.  I am so angry because if people do not comply then this virus will take forever to be cured.  My neighbours are complete lunatics, they are having parties, load music, walking around as if nothing has happened.  I am fuming, I won't to report them, but I cannot as they live next door and I don't want any trouble.  Also I go out for a walk in the fields near where I live as I have diabetes and I do not have a clue how my sugar levels are and I would guarantee some uneducated peasant will be walking directly at me which makes me so angry ",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9999260306358337,
   0.00018306820129510015,
   4.6474400733131915e-05]},
 {'sequence': 'I’m scared someone in my family home will get the virus and end up severely ill in hospital. I’m constantly worried that if any of us go into hospital they may die alone. This worries me more with my two children. I’m being eaten up with anxiety at the thought of them being scared and without their mum or dad to make them feel better. I’m paralysed with fear that there may not be life support equipment for any of us should we need it. I’m concerned that if any of us get the Corona virus it’s missed as being severe enough to go to hospital and we die at home in pain. I am doing my best to keep my family away from other people so we can stay as healthy as possible',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999181032180786, 0.06359858065843582, 6.553815182996914e-05]},
 {'sequence': 'Not fearful of the disease. I’ve had some of the symptoms. Angry with government response or lack of it. Way too complacent about the threat. More concerned about their careers than helping people. Annoyed at lack of Ppe for nhs and care staff, And annoyed at dismal state that NHS was in to meet this threat. Full of admiration for NHS and care staff. Believe strongly that we cannot go back to how things were. \n\nAs someone who had symptoms- shortness of breath and fatigue etc I found being in fresh air very helpful. Think there should be policing of open areas but not widespread closures of parks etc.',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9994917511940002, 0.0003697388747241348, 7.22608165233396e-05]},
 {'sequence': 'I am angry and disgusted about people who don’t adhere to the rules and don’t seem to care. I’m fearful about my mum who has to work on the frontline as a medical professional (I would rather she was at home). Everything makes me feel more anxious than usual, in particular the sound of emergency service sirens makes me very uncomfortable and I don’t know why. I’m still working (from home) but struggling to focus. Sadness is high for me, mainly in the economic side, I keep worrying how many suicides coronavirus will cause due to economic impact and it makes me very sad, also who gives spare change now to the homeless? That is very sad I think ',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9995979070663452, 0.9696707129478455, 0.008847355842590332]},
 {'sequence': 'The current pandemic is a very worrying time for everyone, I have found that it has made me feel more stressed because of financial worries, as my husband has now been furloughed. \nIt has also increased my anxiety when I have to go food shopping because I know the queues will be horrendous, I am also worried about being able to buy food, especially when people were panic buying. \nIt has also made me feel very sad that I am not allowed to go & see my parents who have underlying health conditions. It also makes me sad that I am not allowed to see my sister or Nephews. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9989596605300903, 0.9597997665405273, 0.00025414692936465144]},
 {'sequence': 'angry there still people out and I about I have neaver seen so many people on bikes walking makes me so cross do people not get stay in and stay safe upset hurt that so many people have died just from this cross my partner is a key work at the hospital they have no ppe at all and now he is in ICU as there has not been the correct ppe so now he is lying in ICU get so mad at the way keyworks can not be covered, there is that many people in hospital makes me  upset angry any onew could catch it , young old , why has this happened ',
  'labels': ['anger', 'sadness', 'fear'],
  'scores': [0.9998736381530762, 0.03327394276857376, 0.0015761827817186713]},
 {'sequence': 'I hate being stuck in the house without the option to go out and socialise or browse the shops. I feel trapped and frustrated because we have no end date. I’m hating working from home and not being able to interact with my colleagues as normal, we are a very close team and we are all missing each other. The uncertainty is very upsetting and causes me anxiety to an extent. It’s hard work having to work from home normal hours then not be able to have any sort of social release on the weekends, it makes working just that bit less rewarding as there’s nothing to relax and let your hair down doing when you have finished the working week. ',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9661239981651306, 0.015830138698220253, 0.014587566256523132]},
 {'sequence': 'Anxious of what lies ahead, when this will be over and if we will suffer more cancellations and delays in ‘normal life’. \nI am stressed of doing homeschooling for my 4 year old and being working from home and being a mum. \n\nMy husband is furloughed from his full time job and main earner but I’m trying not to think about what happens after those paydays and how we will pay the bills.\n\nI am scared of becoming ill and losing even more money and time, I am stressed of not being able to continue with normal chores and life. \n',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9996499419212341, 0.014559517614543438, 8.415109186898917e-05]},
 {'sequence': 'I feel very uneasy about the Corona virus situation. Not knowing how exactly it is getting spread and the social distancing instruction is worrying. The uncertainty of when the lockdown will be over is very draining and the inability to move about freely makes me feel depressed. I also feel fear for myself and immediate family as the survival rate are not great.\nWatching television all day and sitting in the garden doesnt feel fulfilling enough and my inability to go to work and interact physically with my colleagues at work is demoralizing. I worry that this will not go away in a few weeks',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999134540557861,
   0.004934090189635754,
   0.00012339458044152707]},
 {'sequence': "I am upset and annoyed at the virus and how many it is killing, harming and the damage it is doing to businesses, people's livelihood etc. I am not myself worried about contracting the virus or on how it will affect my income, thankfully. It has put a halt to everyones life which is an annoyance but hopefully it will be over and we can once again return to how we used to be. I miss friends, football and my daily life but i know that they arent playing second fiddle to this virus, i want people to respect it and stay indoors and listen to the government guidance.",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.999431848526001, 0.003802224760875106, 0.000539980479516089]},
 {'sequence': "I feel sad that so many people are dying with this virus, and all the health professionals struggling to keep as many people alive as they can. My health isn't the best and I have to make sure I stay indoors so I can be safe and not catch the virus.  It can be a little scary and annoying seeing some people disobeying the rules and still going out and acting like everything is ok.                                                                                                                      \n                               ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9998746514320374, 0.07323096692562103, 0.004736748989671469]},
 {'sequence': "I miss my friends and family and being able to go out whenever, wherever, with whomever I want. I am sad that this has happened to the world and that so many people are suffering. I am so annoyed and angry at the people who keep flouting the government guidelines and making everyone else struggle for longer. It's unfair that they don't feel like they have to help anyone else when there are people trying to save lives. There's so much death. My mum has cancer and she's a very high risk person but she's been told she won't be able to get help if she gets the virus. Yet people who blatantly disregard the safety rules will probably be absolutely fine.",
  'labels': ['anger', 'sadness', 'fear'],
  'scores': [0.995408296585083, 0.9339748620986938, 0.16735470294952393]},
 {'sequence': 'At the minute I feel anxious, because I don’t know how we can move away from lockdown without causing another huge amount of cases of coronary. If there was some plan that the public were aware of then this would ease my anxiety but at present the government are not giving anything away in terms of what the next steps might be. Even if they do not know themselves 100% what will happen they must have some options that they are considering. It would be helpful for me personally to understand what they might be',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998902678489685,
   0.0016198053490370512,
   0.00043563012150116265]},
 {'sequence': 'I am scared and worried. I am a key worker in retail and in the front line serving and touching people all day. I am scared of getting covid 19 from someone and as I’m 51 and my partner 56 it could be risky. \nI’m scared of customers getting abusive if they can’t get the goods they need or they have to queue. \nI’m scared of having to go off sick and not being able to afford my bills. \nI miss my mum and siblings and niece and nephews as I can’t see them. \nI miss being able to go out for a meal or drinks when I want. \nI’m scared of anything happening to my loved ones. \nI just want life to go back to normal. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999035596847534, 0.00255091255530715, 0.00030654369038529694]},
 {'sequence': 'I am worried as I am on the vulnerable list and my husband is a key worker so he is in and out and he and I feel the risk is high for me catching the virus. Anxious before he gets home. So I feel tense most weekdays, sad as we socially distance, missing a hug.\nFrightened as a friends cousin died.\nI am feeling happy as I can keep safe though and also because I am loved and supported.\nI feel satisfied as I am doing the best I can to support others while they are anxious and or stressed with the fear of catching this  horrid diease.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998584985733032, 0.002511463360860944, 5.671904727932997e-05]},
 {'sequence': 'I think lockdown should of been earlier.I also feel very angry because you still see people doing there own thing walking together in large groups, going to the corner shop about 4 times a day, it’s like people haven’t got common sense. I think it should be more strict about the lockdown. We should of took more precautions from the start. Greedy people at the supermarkets going crazy and not thinking about others. Starting arguments with the staff Who are putting themselves at risk so everyone can eat.',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.999882698059082, 0.0009603369398973882, 5.627768041449599e-05]},
 {'sequence': "I feel very worried and anxious seeing how high the death toll and the confirmed positive cases keep rising each day. Everything seems to dark and bleak right now. People are constantly dying and losing their loved ones. It seems like there's no hope out of this situation. All I can do is pray everyday that God has mercy on us all and turns His wrath away from us and helps us out of this situation. It makes me angry to see people disobeying the rules and advice set by the government and causing more damage to the country and putting a lot of strain on the NHS.",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.999547004699707, 0.6691505908966064, 0.5101533532142639]},
 {'sequence': "I feel okay as I have distracted myself with work, however, I went on Facebook a few minutes ago which heightened my anxiety as it was filled with posts about Corona. After seeing coming off Facebook my anxiety is reduced and I become sad. I have found the best way for reducing my anxiety and sadness is staying off social media. I try to stay away as it upsets me and hearing about all the deaths and the difficult times people are going through can be hard for me because i know i can't do anything. ",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9932025074958801, 0.953144371509552, 0.001138000632636249]},
 {'sequence': 'I feel anger at the people who are not listening to what the government are saying , not listening to the lockdown rules,  Risking not there own but everyone’s else’s lives. The government should the exercise once a day rule as people are using it as an excuse to do what they please. It angers me knowing without everyone pulling together we may never get over this and we will lose even more life’s.\nThe nhs are risking there life’s everyday and to see so many selfish people not listening is upsetting and disgusting.',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9999231100082397, 0.004764452110975981, 9.35104617383331e-05]},
 {'sequence': 'Anxiety about what the future holds for society and the economy. Sadness for all the lives lost and fear of how many more there will be.\n\nI feel stressed, worried, lonely and isolated. I also feel utter disgust at those flouting lockdown and purring lives at risk, as well as compromising the NHS and the work they do to keep us safe\n\nI a concerned about the government not doing enough to force social distancing measures and that by not acting, or whether they have indeed already left it too late, that our death figures will continue to rise. I am thankful that the UK government has put financial measures in place to support people and jobs, however. \n\n',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9997838735580444, 0.9336731433868408, 0.4033905863761902]},
 {'sequence': "I am terrified of my family being ill.  I feel total despair and cannot see the end of this situation.  I am so sad that I cannot travel as that is my passion.  I watch in horror as Trump spouts his insane ramblings putting peoples lives in danger.  The uk government is just as bad, they want the old and ill to die so they don't have to pay as much in benefits.  The true situation in hospitals is being kept from the public and key workers are being put at risk by not being given the correct protective equipment",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9998957514762878, 0.04629190266132355, 0.0035936024505645037]},
 {'sequence': "Feel worried and scared for the future. It's good that the numbers are going down, but don't understand how we can then go back to normal without it returning? Feel I need to do more to help as I have been furloughed so have the time but then I also lack in motivation with just doing things at home. But that is not new for me. I feel lucky that we have a garden to go in and feel bad for those confined to small spaces and those on their own. \nFingers crossed the numbers continue to go down and we can overcome this.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9997125864028931, 0.8330531120300293, 5.3700681746704504e-05]},
 {'sequence': "Since the corona situation, I've been feeling down and more lazier than usual. I'm worried because I have older parents and I'm concered that I will spread the virus to them if I get it. I'm sad because I am not able to be at college to do my work, I am not able to see my wonderful teachers and friends, it is my last year at college so I will probably never see them again. Only one good outcome of this is less people on the streets, it is almost empty. In London, streets would usually be overcrowded which is not good for anti social people like me, but now I can go wonder and get essential items without much people gathering. ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9997299909591675, 0.9904590845108032, 6.709225272061303e-05]},
 {'sequence': 'It is a very strange situation and the social isolation is starting to affect everyone. I am having difficulties adjusting to this new way of life and it makes me wishful and impatient. I am not feeling scared or very worried, although my heart goes out for the people affected.\nI think it is more difficult for the elderly as they are not so used to using technology in their every day life. But young people are feeling it as well.\nWhen you go for a walk, there is this new phenomenon called """"""""The corona virus greeting"""""""" - everybody steps away from each other and then smiles.\n',
  'labels': ['sadness', 'anger', 'fear'],
  'scores': [0.9189906120300293, 0.002895213896408677, 0.001806685235351324]},
 {'sequence': 'Terrified for my family and friends. Worried about the whole financial situation and how we will cope. Fearful for the future in general! Worries about how everyone will recover from the whole corona efforts as its so bloody scary. It has caused me so much anxiety and  worry  and fear and general panic. I hate thinking about corona and i am so fed up of seeing it all over the news, facebook, and all social media. It is complete scaremongering.  People need to stay home and they are utterly stupid when they dont.',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9999054074287415, 0.967100977897644, 0.0002611903182696551]},
 {'sequence': 'At this moment in time, I feel I am in a fairly good position compared to the majority of the UK, for which I am grateful. As I work in a psychiatric hospital and continue to go to work daily, not too much has changed in regards to my income, routine, interaction with others. However, I have seen the effects of Coronavirus within my hospital and via the news. Seeing the devastating effects it has had on others has left me feeling very sad and wishing I could do more. I’m not anxious, or fearful per se, as I am confident we will be able to overcome this and gradually return to normal. It’s been really lovely to see the nation come together in such a difficult time and there is a real sense of community. ',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9764007329940796,
   0.0014269596431404352,
   0.0001163729903055355]},
 {'sequence': 'I feel anger because I am a key worker and I have to be at work every day risking my health. Then people who should stay at home are outside having good time. Running every day, on bikes with families and every day I see them shopping (example they came just for one banana every day-idiots). It is to hard for them to stay at home and they have paid for that- extra holiday.  if I have a chance to stay at home I would stay. For me them people should pay for that behaviour.  If people are not gonna listen every advise by nhs it will be long time it will finish. Only thing I am asking is STAY HOME ',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998458623886108, 0.00020105745352339, 6.788305472582579e-05]},
 {'sequence': "I feel sad with regards to some news (colleague's death, mental health issues of peers and others); but I also feel very lucky as I can work from home - and not everyone has this opportunity. At the same time I feel a little tired of feeling lucky this way...\nI also had some good news with respect to my job, so I feel a little guilty relatively to the others. I also feel powerless to help, as I do not have any relevant skills & thus I'm not useful right now. This is a silly feeling, as it doesn't help anyone; at the same time it's not actually strong enough to prompt me to do more than just a few donations and gift vouchers. \nI also feel rather sad about my friends, who are in a worse position. I feel entirely blessed with my partner - but again, I'm lucky & not everyone is. \nSo, overall, it's a mix of feeling sad & damn lucky - and sad that one needs to feel lucky that way. ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9996593594551086,
   0.00023050670279189944,
   9.723513358039781e-05]},
 {'sequence': 'I feel very afraid and frustrated with how some aren’t taking it seriously. A colleague has died from this and it all changes when it’s someone you know. Also when you are not an essential worker or a key worker and told that but are made to go into work travelling on tube it’s very stressful. I feel like my brain can’t comprehend what is happening around me. I worry for my family and friends. I Struggle with anxiety anyway and this is just crazy. Thankfully I can sleep but I find every day exhausting. I feel very very scared and worried.',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9997756481170654, 0.2721695899963379, 0.0003541936748661101]},
 {'sequence': 'At the moment i am a bit worried for my family and friends. I feel a bit sorry for my children who have had their normal freedom and routine messed about. I also feel very hopeful that as long as we all do our part then we can get through this till a time a vaccine can be made to protect or find a drug to help heal the worse affected people. I feel across the world a lot of countries are started to turn the tide on this virus which does make me hopeful we can do the basics to get this under control. I do also feel very lucky to live in a country with.a good health system as well which can open a new hospital in 9 days and have all the bits we need to try and help save people.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9993040561676025, 0.9241418242454529, 4.3829644710058346e-05]},
 {'sequence': "I'm angry because we are being lied to there is no Covid-19.  5G is dangerous ask Lloyds of London they won't insure 5G. This is a globalist conspiracy against the people of the world. \nVitamin C will cure most if not all of the so called Corona virus cases go to www.doctoryourself.com and read about vitamin C intravenous, intramuscular and oral applications. Read the dosage information it works I stopped bleeding from my bladder in around four hours using Vitamin C when antibiotics take 36-42 hours to do the same thing. Vitamin C would help the underlying ailments of Corona virus cases.  I'm sick of being lied to by the politicians, corrupt scientists like Neil Ferguson looking for funding etc - who should be jailed - big pharma, idiot economists, the bank of England, the Federal Reserve, the list goes on. There is no pandemic just a massive lie.  The BBC shows coffins/body bags but not the contents and no proof of cause of death.  There are many ailments that cause our cells to excrete exosomes that cause us to feel unwell as our bodies remove them. No virus jumped from a bat to a human. Wahun was blanketed in 5G antenna. Go and read Arthur Firstenberg's book the 'Invisible Rainbow' about the effects of increases in electrical radiation on the cells of the human body - it takes six months for the damage to manifest itself and for people to become sick - it's not a virus!",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998103380203247, 0.03704717010259628, 0.00014091856428422034]},
 {'sequence': 'I am angry that others are not listening to the government’s advise as they are going outside still and meeting in large groups. I feel slightly anxious that me/my family will get the virus as we still have to go outside to get essential things but that exposes us to the possibility of catching it. I’m stressed also because even though I am at home I am getting a lot more uni work than usual to do, which still has to be handed in by the same deadline. When I don’t have any work to do I am relaxed and happier because I get to spend time interacting my family and FaceTiming family not with me so I still get to keep in touch with them.',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9972208142280579, 0.9951041340827942, 9.242113446816802e-05]},
 {'sequence': 'Extremely anxious and worried. \nAll the news and media reports are constantly how bad it is and how much worse it’s getting. They never report fairly and just try to sensationalise things.  I constantly feel in a state of panic. I normally suffer from health anxiety so for me a global pandemic is the worst possible thing that could be happening\nI am extremely worried about catching it, and worried how we will get out of the lockdown. The government aren’t being strict enough - flights are landing into the uk with no checks and people are gathering in parks. I feel anger towards these people, and also towards the Chinese as they are responsible ',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9998893737792969, 0.8613633513450623, 0.0002868540759664029]},
 {'sequence': 'Sadness in general for the effect that it has on the country and it’s more vulnerable population who are suffering the most and dying as well as frustration for those not adiding by the rules and regulations set out but pride for all the key essential workers who are working tirelessly to look after everyone effected in the most desperate conditions - fearful for where the country will be once this has passed and the long lasting effect it will have on our future generations and anxious for our more vulnerable loved ones who we are having to distance ourselves from and missing out on key moments with family and friends',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9996736645698547, 0.8720752596855164, 0.00014883848780300468]},
 {'sequence': 'To be honest i am a little bit worried about the whole situation as i have 2 young kids who I worry about daily don’t want none of this to affect them. Makes me question the world I brought them into. I also worry for my family and loved ones and wondering if they are ok and following the precautions. But i am staying in doors and communicating with family and friends and checking up on everyone that I know via social media. I am a very care free person in general and try not to make things bother me so I’m trying to not let it get to me and just follow what MR JOHNSON has has stated regarding lock down procedures.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998756647109985, 0.2836821675300598, 8.682210318511352e-05]},
 {'sequence': "I don't feel as scared as I did a couple of weeks ago. I don't think it will be as bad as predicted in the UK, and I think the daily deaths will peak very soon, if they haven't already. I feel sad and worried about Boris Johnson being admitted to hospital. I feel a bit fed up and frustrated about lockdown. I'm worried that we'll soon be told we can't go out to exercise, as that's the thing making me feel normal at the moment. I'm still slightly worried and anxious about the health of my family members (if they were to catch the virus), although I'm less worried that they'll catch it than I was a week or two ago. I'm sad I probably won't be able to go on holiday this year.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9791756272315979, 0.8771615028381348, 0.009072806686162949]},
 {'sequence': "I'm resigned to living like this for the foreseeable future and just hoping that everyone I know survives. The number of deaths has gone over 5,000 in the UK today which is horrible for all those whose family and friends have died; I wonder what the aftereffects of all this suffering will be and whether anything is ever going to be the same again. I've been round to my neighbours checking that they are all alright today and so far so good but I just wonder how long it will be before one of them becomes unwell. I'm impatient with being cooped up at times but then I think, what if, and just put up with it.",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.999511182308197, 0.8354835510253906, 0.004022909794002771]},
 {'sequence': "I feel the correct measures have been taken to prevent the spread of Corona however I'm very, very bored with being stuck inside all day every day. I have coursework to do but I don't have the motivation or desire to do it, my course is practical and online learning isn't effective because I learn more in a classroom environment. I go for a walk every so often but I don't like walking. \nI spend most of the day watching Netflix and going on the Xbox but I eventually get bored and watch Youtube on my laptop and sometimes I just go back to bed and wake up a midnight and binge watch Netflix again till 4 in the morning and go back to sleep to wake up again at 1 pm, just to do the process all over again.\nEach day is the same but if It prevents the situation from getting worse then I'm at peace with staying inside.",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.17147701978683472,
   0.0015247863484546542,
   7.003774226177484e-05]},
 {'sequence': "Mostly feeling fed up.  Not being able to go to work and not sure if there will be work after it. \nMy partner was showing all signs of the virus so we self-isolated before being told. I never had any symptoms at all. So now, we're thinking did she have it or not. Testing shouldn't be so hard to sort out.\nI do think now the knock-on effect will be that funding for research might be pushed to the forefront now its affected the rich and the trade in wildlife be frowned upon.  Feeling ill not being able to go out for exercise.  ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9918279647827148, 0.4326625466346741, 0.00817206408828497]},
 {'sequence': "As someone who works for the NHS and lives alone in a town where I know very few people I'm scared. My Mother lives 80 miles away and at the age of 87 could be terribly affected by this disease should she catch it. I worry her social situation, she also lives alone, will contribute to a decline in cognitive function. although living in an urban environment outside of Birmingham she has few people who can shop for her and she has no method of communication where she can in interact with anyone visually eg facetime. ",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998766183853149, 0.006850480102002621, 4.085384716745466e-05]},
 {'sequence': 'It is a very worrying time, as there are many shortages in shops and it’s becoming increasingly difficult to get essential items. It’s also very concerning how rapidly the number of cases and number of people dying from coronavirus each day is increasing, despite being under lockdown. I hope that tougher measures can help to get the situation under control, in order to help protect those most vulnerable. It is also worrying that frontline workers have not got the essential equipment needed to look after those suffering, as they are risking themselves to help save lives, which I hope can be improved soon.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998841285705566, 0.81967693567276, 0.0021198310423642397]},
 {'sequence': 'I am vunerable been told i have to stay home for 12 weeks i already suffer anxiety and panick attacks so im very afraid also brought on with continues cleaning continues washing my hands now an obsession. Although i will do all that is asked of me stay home etc im worried for my family friends and am crying most days . I am also very angry that i cant order the shopping i need i dont want family to go out incase they get sick and finally got order and there was no essentials left. IT SEEMS THAT NOTHING IS GETTING DONE BY THE GOVERMENT AND IM VERY WORRIED THAT THEY HAVE JUST LEFT US ALL TO IT NO DIRECTION AT ALL PLUS THEY LEFT EVERYTHING TO LATE',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9999016523361206, 0.9860845804214478, 0.9561454653739929]},
 {'sequence': "I am very worried for my daughter my family and my friends. I'm worried about running out of food because I haven't been stockpiling. The shops are scary and frightening so I am running low on lots of basic food. I miss working. I'm worried about running out of money and losing my house. I'm also worried about when this is going to end if it's going to keep on for ages. I dread seeing the death toll every day incase its higher than yesterday. The death toll shows people as statistics instead of the people they were. Its dehumanising.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998915791511536, 0.9909096360206604, 0.0003029734070878476]},
 {'sequence': 'I’m frustrated and sad that we’re locked down and can’t see family and partners. I’m tired of working from home and stressed out at my job as a social worker because I feel I can’t do my job properly. \nI’m constantly worried about my family, especially my elderly grandparents. I’m annoyed my holidays have been cancelled. \nI’m furious at whoever started this pandemic and I’m confused as to how it started. \nI’ve got constant headaches and nausea over this situation and frustrated that some world leaders are not doing enough to protect people. I’m absolutely furious at the idiots that are still going out like there isn’t a lock down because they are stupid and selfish!',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998607039451599, 0.7931860685348511, 0.0026470981538295746]},
 {'sequence': "Watching the tv and seeing pictures of people on ventilators in hospital etc is very worrying and people die without their family around them its so sad :-(\n\ni'm already a germ freak so this virus is making me ten times worse as I feel everything that comes into the house is contaminated so I'm having to spray everything with anti bacterial spray\n\ni certainly don't want to die like that and then to some health care workers who live on my street flouting the rules is a disgrace\n\nI am also angry at some of my neighbours who don't seem to be taking this seriously and are still having visitors",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9996317028999329, 0.9930288791656494, 0.24562744796276093]},
 {'sequence': "I feel that we are in a very delicate situation right now. The pandemic is really hitting hard in most parts of the world. I fear for my family, where some of my relatives don't have a choice but to continue working. They are at high risk of contracting the virus. This makes me feel fearful half of the time. \n\nPersonally, with the UK going in lockdown, it is the correct decision, but I do feel a little trapped and lonely right now. I feel that I can't escape my home and I hope this changes soon.\n\nMoreover, we're financially unstable as I'm not currently working and haven't been on furlough (up until today).   ",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999104738235474, 0.9106249213218689, 5.497407983057201e-05]},
 {'sequence': 'I am concerned for the ill and especially the vulnerable who may suffer in the future. I am also sad about the poor government preperation and response to the pandemic - I believe that its effects in the UK would be less had preventative actions been taken.\n\nI also think the media response has been somewhat mixed. While it is indeed sad that the Prime Minister is in hospital suffering with the corona virus, he and his government have consistently damaged the NHS\'s ability to act correctly and his own lacklustre leadership has only cemented this. His """"""""herd immunity"""""""" strategy all of a sudden doesn\'t seem so smart when he and his ministers realise their wealth and power doesn\'t put them above the rest of the herd, does it?',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9995353817939758, 0.9959613680839539, 0.0006154272705316544]},
 {'sequence': "I feel frustrated as cannot see loved ones who are not in my household. I am worried about my family and friends contracting the virus and becoming seriously I'll from it. I regularly have nightmare about feeling chlostraphobic and loved ones dying which doesnt help. I feel like I need exercise to get me through this, especially with working from home. It is also hard when others around me are all off work being furloughed, but I still need to do my work. I feel like I am becoming obsessed with watching the news. Uneasy, unknown, agitated. Wondering when this will all end\n",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9932156801223755, 0.9268352389335632, 0.0003632986918091774]},
 {'sequence': "Sad. I feel so sad about the loss of life right around the world. I'm sad about the folk who flout the rules and put others lives at risk - are they selfish, ignorant or what? I'm sad that the people of the US have such a t**t as a president and will see a big death toll.  But mostly, I'm sad for the over-worked, stressed NHS workers who work so selflessly and who are so under-resourced. Yesterday it was anger at all these things - especially the idiots who won't do as they're told. But today it's sadness. \n",
  'labels': ['sadness', 'anger', 'fear'],
  'scores': [0.9998924136161804,
   0.0011291545815765858,
   0.0009811718482524157]},
 {'sequence': "It now seems to be very real. At the start I thought it would come to nothing ! I am just in a state of shock. It is almost as though I am living in a film. I'm not scared for myself healthwise but the country as a whole. This will have a massive impact on our lives for the foreseeable future. I am deeply concerned about the economy and how it will recover. I cant see how they can lift any of the restrictions without a serious amount of people becoming infected. This will undoubtedly be one of the biggest incidents that has happened in this country in the last 100 years. My main concern is I may lose someone close to me. At the minute there is no one in my family with any worrying symptoms.\n",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9995947480201721, 0.01161977183073759, 6.205049430718645e-05]},
 {'sequence': "I feel tired, tired of life, tired of wondering if I will die, angry at the Chinese for this, angry that they only admitted a problem because they had too, angry that they eat rubbish because their government doesn't care, angry that once this is over they will still do the same, angry that life will never ever be the same. Angry that I'm off work, no money, no idea if I'll have a job at the end of all this, angry at idiots who try to exploit the system, people who selfishly hog all the food. Why has my life expectancy be shortened massively over China, why as an island are we not safe, why do we let these people in to ruin our very existence.",
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998618364334106, 0.004459704272449017, 0.0013939503114670515]},
 {'sequence': 'I am very nervous about the current situation as I am missing my family and do not know when I will see them again.\n\nI wish there was an end to this in sight so my life can return to normal. \n\nI feel very upset for all those who have died already and do worry that it will effect someone I know in horrible ways.\n\nI feel a bit stressed about how I am going to pay bills because I am self employed and my working tax credits have been stopped because I made a claim for universal credit thinking it would help.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9994104504585266, 0.9582260847091675, 0.0001547666179249063]},
 {'sequence': "At this very moment I am nervous about this coronavirus and it's effects on myself and my family but I am also hopefully that in time a cure or vaccine will be found and we will be able to return to our normal lives, despite feeling that nothing is ever going to be the same after.\nI fear what would happen to my children if I caught the virus or if my partner caught it again, I am fearful that they will be left alone and that terrifies me but for them I have to remain cheerful and optimistic and not to crumble under the worry and anxiety as they don't understand.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.999878466129303, 0.00955939944833517, 0.00011367750266799703]},
 {'sequence': "I'm terrified. I constantly worry about catching the virus and dying..\nI'm not allowed out of the house at all as I am in the most vulnerable group so am feeling very depressed and tearful.\nI think it has all been dealt with badly by the government. They should be arresting people who are going out for no real reason these selfish people are killing others with their stupidity.\nThe sooner people realise how dangerous this virus it's the better, sadly some people just don't care and think the rules don't apply to them.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999181628227234, 0.0193265862762928, 0.010570489801466465]},
 {'sequence': "Really scare situation. I am worried about my family my loved ones. I feel what if something goes wrong. I really want to do something to help everyone  in this situation. I don't want anyone to die anymore. Really want to see the change as quick as possible. I Hope the government helps the poor people, to get their jobs back and everything goes normal again. There are certain group of people not talking this serious and roaming around and spreading and passing  the virus to everyone . This people should be punished and not given any medical treatment if they get the infection. They not worried about their loved ones or care about them then why should they be given any treatment. This is fun time for them they don't care about our NHS and all the worker who is working hard to get back to normal but because of this few people everyone will suffer. God bless our country.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.999904990196228, 0.026506125926971436, 0.0017511966871097684]},
 {'sequence': "the first week I struggled adjusting to 'the new normal' and was very bored and irritable but now I feel I have adjusted well and feel normal most days, still bored a lot though. I do find the days go quick and im not as worried as I thought id be about the whole Corona situation. I'm slightly worried about my wage being different every month for the foreseeable future though. I just hope this virus goes as quickly if not quicker than it took to arrive in the first place.\n\nThere is an eerie feeling when you go out for your daily allowed exercise; i.e. there are very few cars and people about and everywhere is closed makes every day feel like a Christmas Day sort of feel, or that funny week inbetween Christmas and New Year where you're not certain of what day it is. ",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9590009450912476,
   0.0017308300593867898,
   0.0004005522932857275]},
 {'sequence': 'Very worried, I work at hospital and worried about bringing it home to my husband and children. I frightened of what I may see on the wards as it’s so unknown to me. I am so worried about who I may lose in all this and already know friends family members who have passed away. I’m annoyed at people not social distancing out in public and their ignorance to this extremely contagious virus. I can’t believe people are still socially engaged and mixing in public. I feel they need to make stricter rules so we protect our wonderful NHS \n\n\n\n\n\n',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9999053478240967, 0.9304582476615906, 0.04284217581152916]},
 {'sequence': "I'm upset about the situation but not afraid, I am just depressed in general and am finding the situation intolerable. I am sick of people complaining and not following the rules. I have no other feelings either way about this and anything else I am writing is merely to fill the required characters to allow me to move on to the next part of the questions, which I am finding hard to Do. I do not have these many feelings and have fully explained my self and am finding I am getting annoyed because this just keeps making me write more than I care to.",
  'labels': ['anger', 'sadness', 'fear'],
  'scores': [0.9265034794807434, 0.15849970281124115, 0.00024441309506073594]},
 {'sequence': 'I feel very scared that I get it, I am scared to go out for essentials and I worry about my family. This is such a disaster for everybody and will change our lives forever. I have previously had breast cancer so I am worried about my immune system been weaker. I feel so sad for all the lives that have been lost already and dread to even think about what the next few weeks will bring us. Lessons need to be learnt from this, and we need to be prepared if anything like this ever happens again. I just want my life to go back to normal and do normal things like before, things that we take for granted.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998863339424133, 0.8015477657318115, 7.058701885398477e-05]},
 {'sequence': 'I feel very insecure and worried about the health of my close family and friends as well as struggling with my own health anxiety. I feel the Government have let us down by not acting quick enough and this both saddens and angers me. I feel desperately anxious for the front line workers putting themselves at risk alongside immense anger with the selfish people in society who are not observing Government guidelines. I feel extremely insecure about what will happen in the future and the aftermath of the situation on many different levels is extremely worrying.',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.999824583530426, 0.09526526182889938, 0.07416428625583649]},
 {'sequence': "I'm self-employed, in the Arts & Entertainment industry, so all of my upcoming work has been cancelled, which obviously adds to the difficulty in the current circumstances. My concerns about money and survival contribute to my overall mood.\nAs far as the virus itself, I'm hopeful. I believe I may have had it and recovered, and I believe what is currently being done is having an impact. I'm also interested to see that the situation is prompting some countries to try new ideas, such as Universal Basic Income. I'm worried that some vulnerable members of my family may fall ill.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9964687824249268, 0.9788950085639954, 6.683069659629837e-05]},
 {'sequence': 'I feel like the fear and paranoia is increasing week by week. I go through phases of feeling quite relaxed and enjoying the peace, to feeling very anxious and on edge about the situation, as more news comes through every day of the reality, it keeps jolting us back to being terrified. Any normal day activity outside the house like getting medicine from the pharmacy leaves you incredibly paranoid. People are being very kind though and it seems to have united the nation. I worry more about my family members than i do myself. I think a lot of the anxiety is about not knowing when the situation is going to end, rather than the isolation itself. ',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9999215006828308,
   7.602479308843613e-05,
   5.164354661246762e-05]},
 {'sequence': "I'm genuinely petrified about what the Coronavirus means for me and my family. I'm scared of catching it, but there's also a small part of me that's scared of NOT catching it - I know that if I don't catch it, this crippling fear will continue to live with me until I do. I'm also ashamed that some of my family seem to think the rules don't apply to them, because they're putting themselves, and me, at risk. I'm concerned by how long the lockdown will last for - I understand it's essential and personally have no issues with it, but I think the longer it lasts the less others will comply with it.",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998992681503296, 0.006863780319690704, 0.0029868432320654392]},
 {'sequence': 'Recent events have showed that no one is immune from this virus, it can affect anyone from the elderly to the very young.As you can not detect it, it is an invisible enemy, which I struggle to cope with.\nThe Queens address was a boost, but then we got the news that the PM was in hospital. This is not good, it is a living nightmare that we are all living. It will end , but when, it is difficult tp predict. It will be a long time before life returns to normality. At the moment, I am leading a very quiet life , only going out when necessary, unable to see my friends or family.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9996500015258789, 0.9986878037452698, 0.0002896682999562472]},
 {'sequence': 'I feel very angry that some people are not following the rules, they are visiting neighbours etc and bragging about it on facebook and I am disgusted by their selfishness. I am missing people during the lockdown and am being sensible and responsible by staying inside and not seeing anyone, but others who are not being sensible are making it last longer and making it worse for everyone and I think they are incredibly selfish and it makes me very angry. I feel sad that I cannot see people and very anxious and depressed. ',
  'labels': ['anger', 'sadness', 'fear'],
  'scores': [0.9997981190681458,
   0.0005043190903961658,
   0.00035976935760118067]},
 {'sequence': 'I am worried about what is going to happen. I am worried about getting ill and leaving my children behind. I am worried about catching it from work. I miss my family dreadfully and my close friends. I am worried about the impact on my job and career. I am worried about not being able to buy food in a few weeks and my child missing out at school. I hope the country comes out with this and can build itself back up. I am scared that the prime minister is not going to survive since being moved to intensive care',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999224543571472, 0.11177333444356918, 8.784544479567558e-05]},
 {'sequence': "It still feels unbelievable that this is happening. I can see it from the news and social media that people are dying, nurses and doctors pushed to their limits, emergency services trying to do their best..\nI am worried about my family and our livelihood. I do believe the government is trying its best, although did not expect it to be honest. \nMy heart goes out to the people who can't attend their loved ones funeral, doesn't have enough money to pay rent/bills/put food on the table or doesn't have anything at all.",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9989350438117981, 0.9925969839096069, 0.0012399960542097688]},
 {'sequence': "I'm sad about the deaths, but I'm trying to be practical about getting on with life. I'm getting very frustrated with people moaning about all of their new found free time whilst I'm trying to keep working and keep my colleagues safe. I'm worried for my older friends and family and what this all means for them. I'm hopeful that humanity will make it through this and be stronger for it at the other side. \n\nI'm now struggling to find 500 words! \n\nI'm trying to make the most of the time at home to read and to bake and enjoy the simpler things. ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9980807900428772, 0.8920934200286865, 0.26104825735092163]},
 {'sequence': "I feel very scared of how everything has turned out with the world regarding corona virus (covid-19) and I am worried incase family members catch It, especially those who have underlying health issues. I'm worried incase things don't go back to normal, I'm scared incase the world goes into lockdown for months or even years. I'm shocked at the number of deaths in the UK and then again around the whole world. Although I am happy that I am at my family home and I am able to quarantine with them instead of being all alone 60 miles away from my parents and siblings ",
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999239444732666, 0.01542455144226551, 3.5218417906435207e-05]},
 {'sequence': "I feel sad about the people who are ill and have died. The situation doesn't seem to be improving. all the people out of work. The world is going to be in a right state when everything gets back to normal. Airlines, Travel companies, pubs and shops will all go out of business.  I am sick of lock down. it is boring nothing open nowhere to go. The weather is nice now and all you can do is sit in the garden .I hope the situation improves soon or everyone is going to go crazy. It is hard to keep busy and I hate sitting around doing nothing, Watching TV. The days just drag. ",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9998259544372559,
   0.0008344603120349348,
   0.00016346470511052758]},
 {'sequence': 'Apprehensive about the future in every way, eg. Work, economy, \nCost of living and wellbeing. Fear about the situation and great anxiety, which i have felt for sometime now. By this I mean about what is happening in relation to this situation and how it is being handled. My main worry is not being able to access health care as we normally know it, if needed. The risk of going outdoors even to shop for essentials is a concern, but necessary as it is difficult to find available slots with supermarkets.  some people are not taking it seriously and people with symptoms are even carrying on as usual. This is sadly putting the eternal public at risk.  Not knowing when things will begin to improve and get better, will it be weeks or months. This is completely the unknown and very frightening. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999004602432251, 0.004078062251210213, 7.543320680269971e-05]},
 {'sequence': 'I am very frightened, the news has just come on that the prime minister has just gone to intensive care and suddenly I feel very vulnerable.  I want to pray, I hardly ever pray and I feel so helpless.  I have no idea how this will end.  I feel that the planet is saying “I need a rest from you and I’m punishing you like you punish me”. I want to cry, I can’t sleep and I am so very, very anxious. I am frightened for my grown up children who do not live near me, I miss them and hope against all hope that they stay safe.  One is a key worker, I just want them home with me.',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9999145269393921,
   0.00035836725146509707,
   0.0001628275349503383]},
 {'sequence': "At this moment in time I feel extremely worried and angry about the Covid-19 pandemic. Plans I had made for the future have all gone and unlikely to occur again. Holidays cancelled, birthdays affected. I am very worried about the health and wellbeing of my family and friends who are all compromised due to underlying health conditions. People are not following the rules of social distancing and believing it's just the flu. Needlesly risking other people's lifes due to their own ignorance and stupidity. It has been difficult trying to get time off work in order to self isolate so as to protect my family. I'm lucky I work in a sector that can continue to provide a service during this time (therefore my job is safe) but they are making life difficult by not providing us with proper protection from Covid-19 other than wash your hands and here's some antibacterial wipes.\nThe economy is going to tank again just as I was starting to gain my feet from the last financial crisis in 2008 which hit a few months after I finished high school. Stronger sanctions should have been in place weeks before the where to try and minimise the disruption to the world. All travel from hotspots banned, people quarantined for 14 days, large gatherings cancelled sooner. Hopefully lessons will be learnt for next time. The only glimmer of light is that people are helping others in need. I hope this can continue long after this is over.",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.999873697757721, 0.9974190592765808, 0.004038591403514147]},
 {'sequence': 'I am very tense about the corona situation. I am worried for my loved ones and my friends, I don’t want anything and to happen to them. I am scared to leave the house and when I absolutely have to I do it as quickly as possible. I want life to go back to normal. I don’t want to be scared of contact with people. I want to be free to go where I want. I’m scared that I will become infected and infect my family. I don’t believe people are taking this seriously and that the police need to do more to protect us. This lockdown is scary but needed. ',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999125003814697, 0.001377732609398663, 0.0002472934720572084]},
 {'sequence': 'i feel apprehensive, anxious, nervous and worried about the current situation. Not for myself but for the older members of my family who may succumb to the virus. Also for my partner who at the moment is working with vulnerable people, she is taking all precautions but nothing is 100% in this world. My heart also goes out to those people working within the NhS AT THIS MOMENT IN TIME. The country is pulling together but there are still people who still do not understand how serious the situation is.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9998546242713928, 0.026330305263400078, 9.876620606519282e-05]},
 {'sequence': 'I am concerned for older members of my family as they could be seriously ill if they were to catch this. I’m also feeling sad about not being able to see family & friends and not being able to go out apart from my one walk a day. I feel positive that we will get through this but find I have good days and bad days. Now that the prime minister is very unwell with Coronavirus this has made me more anxious as it almost has made it more real. I’m thankful that I have my husband and two children living me so that I’m not alone each day. I am also thankful that my family have been unaffected by this virus so far. I also appreciate my freedoms and loved ones more than I did before this situation.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9996048808097839, 0.9778622388839722, 5.761218926636502e-05]},
 {'sequence': 'I feel extremely sad being away from friends and family. Sad for others who are suffering and sad for all the people who have lost their lives or loved ones. I am nervous about what the future holds for everyone and worried about whether we will return to normal. Scared whether this will ever stop and how we will cope. Worried for all concerned. It is a stressful time for all but I also feel annoyed at those who are not sticking to the rules. I’m staying indoors and everyone else should too.  I have been quite emotional about the whole situation in recent days and I fear that it is going to get worse over the coming weeks',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9996381402015686, 0.9897711873054504, 0.001878520124591887]},
 {'sequence': "I feel very fearful about the Coronovirus situation. I'm worried for myself and my partner and our families if we get sick. Within our family there are family members with MS and COPD who we are even more worried about. I am sad that I can't see my family for goodness knows how long, but this is for the best as I wouldn't want to risk giving them anything. I'm worried about work and money, I'm on zero hours agency and my partner maybe being furloughed soon and we are already struggling. I'm angry about the people who aren't listening to the stay in rules and who are just going about things as normal and not caring and seeing friends and family. I think that the country should be put on full lockdown, with no outdoor exercise and strictly only allowed out once a week for food and medicine and that's it. The sooner we lockdown fully and stop these people going out and ignoring the rules, the sooner this virus stops and the sooner life can get back to normal. But the government needs to be firmer with these people not listening or caring. ",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9999240040779114, 0.9545204043388367, 0.003063417039811611]},
 {'sequence': 'EXTREMELY AGITATED. WORRIED TO POINT OF NOT SLEEPING PROPERLY.  CANT GO OUT AS PEOPLE ARE MOANING ABOUT IT.  FED UP TO THE BACK TEETH.  CANNOT GO ON LIKE THIS FOR SURE. WHAT CAN YOU DO, ABSOLUTELY NOTHING.  REALLY ALL THESE THEORIES GOING THROUGH MY MIND, THIS VIRUS STARTED IN WUHAN LABS BY THE CHINESE, YEAH ITS VERY POSSIBLE DUE TO CURRENT RESTRAINT PUT ON CHINESE PEOPLE BY THEIR SO CALLED LEADERS.  HAD TO TRY AND PUT A FACE ON IT, TO EASE CONSCIOUS SO CAN SLEEP AT NIGHT.....NOT.\nTO BE HONEST, THE WHOLE COUNTRY IS FED UP WITH IT.  THINK BORIS JOHNSON HASNT DONE TO WELL AS HE IS NOW IN INTENSIVE CARE AT ST. THOMAS;S HOSPITAL.',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9994878172874451, 0.9979849457740784, 0.004248079378157854]},
 {'sequence': 'I feel anxious constantly but it’s in the background. Today has felt better because I’m not at work so it’s not been at the forefront of my mind. If I think about it I can’t quite get my head around it all. I feel scared that it’s going to get or that someone I know could get it. Initially I wasn’t too worried but now people are dying and it scares me to think someone I know could actually die from this. It’s just so surreal and unbelievable. I work in a hospital so I hear about the realities of the situation. This doesn’t help my anxiety but at the same time I want more information',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9999061226844788,
   0.0022783309686928988,
   9.387641330249608e-05]},
 {'sequence': 'I am angry because the United Kingdom government has not closed non-essential construction sites. My neighbour is having a house renovation and have not been asked to stop construction despite the noise on my mental health and the increased risk of Coronavirus through its spread from builder to builder. The government needs to close down non essential construction sites otherwise there will be more deaths and unnecessary lives will be loss. I am also scared for the mental and physical health of my already ill and disabled family due to the Coronavirus situation.',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998727440834045, 0.06992184370756149, 0.0001248489279532805]},
 {'sequence': 'There is a slight touch of anger in terms of the carelessness that gave the virus the opportunity to reach humans in the first place and then the cover up by the Chinese government but there is an overwhelming feeling of sadness for all the devastation it is causing in terms of lives lost and financial impact to individuals.\n\nFurthermore, there is a bit of anxiety and fear in terms of how it will impact me and my family as my wife is a frontline doctor. Personally, I am working from home so it has been a bit of a break for me from my hectic schedule and a chance to recuperate but also missing on certain things that were taken for granted previously.',
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9964687824249268, 0.44955873489379883, 0.04703038930892944]},
 {'sequence': 'I am not particularly scared because I am young and are more likely to recover from it and i know the procedure to stop the spread of the virus and know that I am not putting myself at risk. The most anxiety comes from spreading to other people who are not as healthy as I am, which is a horrible feeling. To see how many people have died from the virus has made me feel afraid for the families who have to watch loved ones die without being able to say goodbyes fully and have to see them die without being comforted in their transition.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9374975562095642, 0.06928941607475281, 0.00013711804058402777]},
 {'sequence': 'Feel that the threat is still coming. Feel very lonely because I live alone. Feeling I’ve eaten too much chocolate because I’m just a bit fed up and all Easter eggs on offer at the moment!\nI’m more concerned for the older people I know such as my parents and someone I’m keeping an eye on in assisted-living. \nDo you feel I need to keep reminding myself how lucky I am. I live in a nice area with easy access to open spaces and I have supermarkets in walking distance. Most of the world doesn’t have this luxury.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9974933862686157, 0.9956346154212952, 8.99284568731673e-05]},
 {'sequence': 'I am frustrated with the restrictions, concerned about older relatives and also friends who are working in the NHS. \nI contend that the Government has endangered more UK lives with its haphazard approach in which herd immunity seemed to be the policy, where testing is minimal and health workers are not appropriately protected. So yes as a result of all of this, I do feel anger, mainly towards the government who now seems to be scapegoating elements of British society. Also, the Police with the new regulations or guidelines are sometimes overstepping in their interventions. ',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9999090433120728, 0.020567096769809723, 5.266206426313147e-05]},
 {'sequence': 'I am feeling a bit scared about the whole situation because of how much it feels like our lives have currently changed. I am also very sad at the number of people suffering and dying due to the coronavirus. It is sad to see the huge numbers of people suffering and dying around the world. I also feel angry at the people who are not following the governments guidelines of staying at home to help save lives and not following the social distancing guidelines. Therefore I have mixed feelings about the current Corona situation.',
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.9996922612190247, 0.8110781908035278, 0.7635719180107117]},
 {'sequence': "I wish I knew how long this would last for and that everyone I care about will survive it, not just physically but I am concerned for their mental well being too and my own mentalhealth. I am not going to see a soul for many many days and already haven't for about 17 days. I am sad for all the suffering that is happening and the injustice of the nhs workers and the carers dying for lack of safety equipment. I am sad for those experiencing grief in the worse way possible as they can't be with their loved ones or have funerals attended in the normal ways. I am curious about what life will be like for us all when all this is over. I tend to think of it as this year is a right off and I hope next year the coronavirus will have passed as I can't cope with the uncertainity of not knowing how long this is for. But I am afraid that I might be wrong and that it may last for longer than a year. I wish I could just go to sleep until it is all over and the pandemic is over.",
  'labels': ['sadness', 'fear', 'anger'],
  'scores': [0.9996436834335327, 0.9994621276855469, 0.00016603845870122313]},
 {'sequence': 'Significant Anger and disappointment that we are in this situation which could have been significantly reduced had the governemnt acted much earlier to isolate those coming into the country from know infected areas. Dire and extremely slow response to prevent hoarding of food. Dire response to protect the vulnerable from job loss and apply for benefits. Worried for the extremely vulnerable relatives I have who haven’t and won’t leave their houses for 12 weeks. Anger tHat the lock down has also been poorly managed persecuting the responsible residents',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9997941851615906, 0.9505488872528076, 0.0005781619693152606]},
 {'sequence': "I feel saddened at the number of deaths of NHS workers who have not been adequately supplied with PPE, these deaths are preventable and should never have occurred if they were given the right equipment to do their job safely. And that only recently they are being tested. \n\nI also feel for those who are dying not of covid but as a result, those who surgery been cancelled or those in too much fear to attend A&E with life threatening symptoms\n\nI'm angry that we were slow of the mark, lockdown should have occurred sooner and more tests carried as well as contact tracing.",
  'labels': ['sadness', 'anger', 'fear'],
  'scores': [0.9991639256477356, 0.9734687209129333, 0.14681969583034515]},
 {'sequence': 'My grandad is currently hospitalised with the coronavirus so I am feeling sad and anxious about that at this time. I am worried he is not going to survive and that I won’t be able to be there for my grandma. I also feel angry that this has happened and feel that this is an attempt at a population cull that has escalated out of hand. I feel anxious that other members of my family will contract the virus as well. I feel angry that some people aren’t following the lockdown rules and don’t seem fazed if they contract or spread the virus.',
  'labels': ['fear', 'sadness', 'anger'],
  'scores': [0.9992460608482361, 0.9352874159812927, 0.850468635559082]},
 {'sequence': 'I feel very angry and annoyed with people that are not listening to the rules and not staying home, the amount of people that have been seen in big groups and with friends etc in public places is ridiculous. This is leading me to feel very worried about what is going to happen to the economy, the likes of travel and businesses, what this is going to do to them. Most of all I am the most worried about my loved ones, keeping them safe, worried about my elderly grandmother that lives alone and how this is going to affect her mental health. ',
  'labels': ['anger', 'fear', 'sadness'],
  'scores': [0.9998528957366943,
   0.011266297660768032,
   0.00033863994758576155]},
 {'sequence': "I'm not worried about the effects of Corona on my personal well-being, but I'm concerned about the long-term economic consequences of mass quarantine. I find it frustrating how scared and anxious most people seem to be because of Corona, even though it poses little to no threat to the majority of them. I think the current measures meant to stop the spread of the virus will do more harm than good in the long run, because life can't just stop for several months. I do, however, appreciate the new opportunities to spend more time by myself at home, including working from home (which I've never done before).",
  'labels': ['fear', 'anger', 'sadness'],
  'scores': [0.033557821065187454, 0.02278088591992855, 0.004289588890969753]}]

Same story here. That was it! nli_results is a list of dictionaries too — one per text, each with a sequence, labels, and scores entry — so it’s JSON-compatible in exactly the same way roberta_result was in Step 2:

with open("nli_results.json", "w") as f:
    json.dump(nli_results, f)

That file could be picked up in R or any other tool from here. We’ll keep working in Python below.

In [11]:

anger_scores = []
fear_scores = []
sadness_scores = []

for result in nli_results:
    scores_by_label = dict(zip(result["labels"], result["scores"]))
    anger_scores.append(scores_by_label["anger"])
    fear_scores.append(scores_by_label["fear"])
    sadness_scores.append(scores_by_label["sadness"])

nli_result_df = pd.DataFrame({
    "text": df["text"],
    "anger_score": anger_scores,
    "fear_score": fear_scores,
    "sadness_score": sadness_scores,
})

print(nli_result_df)

                                                  text  anger_score  \
0    Stressed and uninformed. Don't feel enough is ...     0.040693   
1    I feel worried about the virus, burnout about ...     0.000040   
2    Disgusted how unprotected NHS staff are and ho...     0.956227   
3    I am not too worried about the situation as I ...     0.018869   
4    I'm finding the Corona situation quite dauntin...     0.000121   
..                                                 ...          ...   
145  Significant Anger and disappointment that we a...     0.999794   
146  I feel saddened at the number of deaths of NHS...     0.973469   
147  My grandad is currently hospitalised with the ...     0.850469   
148  I feel very angry and annoyed with people that...     0.999853   
149  I'm not worried about the effects of Corona on...     0.022781   

     fear_score  sadness_score  
0      0.999364       0.145965  
1      0.999873       0.034004  
2      0.011710       0.507373  
3      0.103205       0.988050  
4      0.948107       0.998508  
..          ...            ...  
145    0.950549       0.000578  
146    0.146820       0.999164  
147    0.999246       0.935287  
148    0.011266       0.000339  
149    0.033558       0.004290  

[150 rows x 4 columns]

Your turn

The probability scores generated by an NLI model may change depending on the exact wording of the candidate labels or hypotheses. Try changing the label text in the cell above (e.g., “fear” → “being afraid”) and re-run the cell. Do the scores change? If so, how much? You can also try a totally different category (maybe not even an emotion) and see what happens.

Exercise: Compare to a different model

You’ve now got two encoder-based classifiers running. For the rest of this block, we’ll try running a third model.

For this exercise, we’ll use the model j-hartmann/emotion-english-distilroberta-base, a category-specific model trained on a different mix of datasets. Check out its model card on Hugging Face and figure out how it differs from the previous models.

Warning: In the model card, the parameter return_all_scores=True is used to return all scores (not only the most confident). This parameter, however, is deprecated and needs to be adapted to top_k = None like we did above (which does the same thing).

Once you have a sense of the model, run it on the same texts and compare its output to the previous two models. How do the scores differ? Do you notice any patterns in the differences?

In [18]:

# TODO: implement the classification with the third model and compare the results to the previous two models.