{"cells":[{"cell_type":"markdown","metadata":{"id":"3-vxqQd-9haB"},"source":["# Mental Health Sentiment Chatbot Application"]},{"cell_type":"markdown","metadata":{"id":"T5j89O859haD"},"source":["## Installing libraries, dependencies, and data"]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1721783558470,"user":{"displayName":"Kanish Mohan","userId":"03360479849440540993"},"user_tz":240},"id":"bH9X5lpJ9haE"},"outputs":[],"source":["# Import the required libraries and dependencies\n","import pandas as pd\n","from matplotlib import pyplot as plt\n","from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n","from sklearn.model_selection import train_test_split\n","\n","from sklearn.pipeline import Pipeline\n","from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.svm import LinearSVC\n","from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n","\n","from dotenv import load_dotenv\n","import os\n","from langchain_openai import ChatOpenAI\n","from langchain import PromptTemplate\n","from langchain.prompts import ChatPromptTemplate\n","from langchain.chains import LLMChain\n","\n","import gradio as gr\n","\n","# Set the column width to view the statments.\n","pd.set_option('max_colwidth', 200)"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":423},"executionInfo":{"elapsed":719,"status":"ok","timestamp":1721783559371,"user":{"displayName":"Kanish Mohan","userId":"03360479849440540993"},"user_tz":240},"id":"5LBr7TwS9haH","outputId":"9c273ded-94d2-453f-8ba2-85b8d7786d19"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>statement</th>\n","      <th>status</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>24933</th>\n","      <td>I am just tired of being here and the people on this world. My friend got killed over a fight before he could even finish high school. I have seen a dude with part of his brain and head blown out....</td>\n","      <td>Suicidal</td>\n","    </tr>\n","    <tr>\n","      <th>40896</th>\n","      <td>content by eugene cacao graphic by kath limfueco source holland k 0 september how to fight depression 0 thing to try healthline http t co o udqteja what is depression n d american psychiatric asso...</td>\n","      <td>Depression</td>\n","    </tr>\n","    <tr>\n","      <th>38002</th>\n","      <td>ha anyone been prescribed mirtazapine or other alpha receptor antagonist to treat their anxiety i would prefer not to use start with ssri s what wa you experience</td>\n","      <td>Depression</td>\n","    </tr>\n","    <tr>\n","      <th>33799</th>\n","      <td>my brother smokes three packs a day.</td>\n","      <td>Normal</td>\n","    </tr>\n","    <tr>\n","      <th>1857</th>\n","      <td>At the age of 25, I am still strong in living my life with all its problems. Thank God</td>\n","      <td>Normal</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                                                                                                                                                                     statement  \\\n","24933  I am just tired of being here and the people on this world. My friend got killed over a fight before he could even finish high school. I have seen a dude with part of his brain and head blown out....   \n","40896  content by eugene cacao graphic by kath limfueco source holland k 0 september how to fight depression 0 thing to try healthline http t co o udqteja what is depression n d american psychiatric asso...   \n","38002                                       ha anyone been prescribed mirtazapine or other alpha receptor antagonist to treat their anxiety i would prefer not to use start with ssri s what wa you experience   \n","33799                                                                                                                                                                     my brother smokes three packs a day.   \n","1857                                                                                                                    At the age of 25, I am still strong in living my life with all its problems. Thank God   \n","\n","           status  \n","24933    Suicidal  \n","40896  Depression  \n","38002  Depression  \n","33799      Normal  \n","1857       Normal  "]},"execution_count":2,"metadata":{},"output_type":"execute_result"}],"source":["# Load the dataset.\n","df = pd.read_csv(\"Combined_Data.csv\", index_col=\"Unnamed: 0\")\n","# Display a sample of the dataset. \n","df.sample(5)"]},{"cell_type":"markdown","metadata":{"id":"HpUSyf9d9haJ"},"source":["## Data Cleanup and Preparation"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":6,"status":"ok","timestamp":1721783559371,"user":{"displayName":"Kanish Mohan","userId":"03360479849440540993"},"user_tz":240},"id":"bhNwChvA9haJ"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Index: 53043 entries, 0 to 53042\n","Data columns (total 2 columns):\n"," #   Column     Non-Null Count  Dtype \n","---  ------     --------------  ----- \n"," 0   statement  52681 non-null  object\n"," 1   status     53043 non-null  object\n","dtypes: object(2)\n","memory usage: 1.2+ MB\n"]}],"source":["# Check for missing values. \n","df.info()"]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[{"data":{"text/plain":["statement\n","True     52681\n","False      362\n","Name: count, dtype: int64"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["# Null values in the statement column\n","df['statement'].notnull().value_counts()"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Index: 52681 entries, 0 to 53042\n","Data columns (total 2 columns):\n"," #   Column     Non-Null Count  Dtype \n","---  ------     --------------  ----- \n"," 0   statement  52681 non-null  object\n"," 1   status     52681 non-null  object\n","dtypes: object(2)\n","memory usage: 1.2+ MB\n"]}],"source":["# Drop null values\n","df = df.dropna()\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"text/plain":["status\n","Normal                  16343\n","Depression              15404\n","Suicidal                10652\n","Anxiety                  3841\n","Bipolar                  2777\n","Stress                   2587\n","Personality disorder     1077\n","Name: count, dtype: int64"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["# Get the number of different statuses in the status column:\n","status_count = df['status'].value_counts()\n","status_count"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["status_chart = status_count.plot(\n","    kind='bar',\n","    facecolor='r',\n","    title='Status Count',\n","    xlabel='Status',\n","    ylabel='# of entries'\n",")\n","ticks = status_count.index\n","status_chart.set_xticklabels(ticks, rotation=25, rotation_mode='anchor', ha='right', wrap=True)\n","plt.show()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['oh my gosh',\n"," 'trouble sleeping, confused mind, restless heart. All out of tune',\n"," 'All wrong, back off dear, forward doubt. Stay in a restless and restless place',\n"," \"I've shifted my focus to something else but I'm still worried\",\n"," \"I'm restless and restless, it's been a month now, boy. What do you mean?\",\n"," 'every break, you must be nervous, like something is wrong, but what the heck',\n"," 'I feel scared, anxious, what can I do? And may my family or us be protected :)',\n"," \"Have you ever felt nervous but didn't know why?\",\n"," \"I haven't slept well for 2 days, it's like I'm restless. why huh :([].\",\n"," \"I'm really worried, I want to cry.\",\n"," \"always restless every night, even though I don't know why, what's wrong. strange.\",\n"," \"I'm confused, I'm not feeling good lately. Every time I want to sleep, I always feel restless\",\n"," 'sometimes what is needed when there is a problem is to laugh until you forget that there is a problem, when you remember it, you feel restless like that well, it turns out that I still have a sad burden blah blah blah',\n"," 'Because this worry is you.',\n"," \"Sometimes it's your own thoughts that make you anxious and afraid to close your eyes until you don't sleep\",\n"," \"Every time I wake up, I'm definitely nervous and excited, until when are you going to try ™‚\",\n"," \"I can only hope, even though I'm worried if it starts like this....\",\n"," 'restive = restless, restless',\n"," '\"No regrets or grudges/angry at things that have passed, and not worrying too much about the future, that\\'s true serenity.\"',\n"," \"If the guy is sick, the girl actually feels sick indirectly. He must be feeling restless and restless. :')\",\n"," \"I've been the most anxious person before I became the most sincere person, I've also been the most worried person before it all ended\",\n"," 'Successfully online at 9am. Even sleeping in a state of restlessness what is wrong with me',\n"," \"Can't sleep. Just restless by nature\",\n"," 'Already worried about picking up the phone',\n"," \"a little restless. a little restless. always feel guilty. sorry if i can't be the best as i've been :'\",\n"," \"I've been so restless since this morning\",\n"," 'it makes you feel restless',\n"," 'Sleepy but restless when you sleep',\n"," \"Why is this cave... I'm already in a bad mood and then my heart seems to be beating really fast... I'm really nervous. Is there something wrong???\",\n"," \"He is very busy, He is restless, geez, what's going on?\",\n"," \"I'm broken and fragile, I'm hurt, I can't stand the anxiety anymore, I can't stand the love. Until now I was ignored, not seen, even left far away. I'm not like what he wants, so I'll just step back.\",\n"," \"# Suggest a song that makes you calm, don't know why suddenly this feeling of anger / restlessness appears. Thanks!\",\n"," 'Terooosss nervous huuuu',\n"," \"why today's heart doesn't feel good..jealous?.anxious?.disappointed?.feeling failed?\",\n"," \"It's a habit from elementary school if I think about something I'll get worried I can't sleep\",\n"," 'Since yesterday yesterday, I have not been in the mood, very sensitive, feeling restless, always surprised and many surprises every day that almost make my brain explode, everyone is the target of ups and downs in mood. But today I feel very grateful that this lecture drama is over.',\n"," \"Tonight he continues to chatter about money, I'm so confused what to do. Once he said don't worry about money, but he kept blabbering about money.\",\n"," 'Feeling so restless lately.',\n"," \"Oh god I'm restless\",\n"," 'but my heart is still restless even though my mouth is talking',\n"," 'waiting for uncertainty, please be anxious',\n"," 'been the most anxious person, before becoming the most sincere person',\n"," \"Did you ever read it when you read it to RL, I mean the atmosphere, the taste. It's because I'm like this. when I read au, the topic was about mental illness ™ my days became restless....and now I'm scared.\",\n"," 'Hi, I want to tell you... Lately I\\'ve been feeling restless, have trouble sleeping, I searched on google it says it\\'s a mild symptom of depression, I used to tell my mom a psychologist friend \"don\\'t think too much, it\\'s not important you get depressed easily\" then I frequent irregular breathing.',\n"," \"I've been feeling restless for the past few days, now I'm nauseous, like someone...\",\n"," \"Oh no I'm restless. The time will come. I walk with Jesus. Then my heart is calm.. Every time I sing a song I don't know, tomorrow in this section I always want to cry . Because I sing it but I don't do it . Sorry God I worry too much ️\",\n"," 'Controlling anxiety is not as easy as it sounds.',\n"," \"Since the pandemic, I haven't opened my laptop for a day, I feel restless, I have a very heavy life load\",\n"," 'People who are restless and afraid can be seen from the frequent touching of the face and ringing the fingers.',\n"," \"I don't know if my mind breaks down, but I don't want to think about it :( , why do I feel restless?\",\n"," 'Sensitive feelings make the heart restless.',\n"," \"Let's not be nervous, how about ™‚\",\n"," \"after being confessed, I'm really nervous\",\n"," 'Restless.. and.. restless..',\n"," \"This is the first time I've had an anxiety disorder in my sleep, and it wasn't really good. Even though I'm not thinking about anything, but I'm restless\",\n"," \"It's been a week I feel restless and my head feels full I want to rest while I sleep\",\n"," 'why am i nervous',\n"," 'Anxious, all afraid, afraid of war, afraid of economic crisis, afraid of air pollution, disease outbreaks, clean water, etc. When are you happy?',\n"," 'oh my god why are you so nervous',\n"," 'feelings of restlessness have started to appear ±',\n"," 'Very restless bgsd',\n"," \"The days are full of restlessness, with income that doesn't know the direction..Hopefully we can always get what we need and be given the advantage for a desire...5 - 5 - 21\",\n"," '1 hour wake up 1 hour wake up ngde the restless is here kle cak after polishing dwg',\n"," \"Lately everything has been all of a sudden, suddenly happy, suddenly sad, suddenly anxious, suddenly relaxed, suddenly excited, suddenly lethargic, etc. I really don't like everything that is impromptu, yes, but what can I do? Ha ha ha\",\n"," \"I'm so sorry, but can you give me words of encouragement or not? I'm really worried that I can't make my kids happy.\",\n"," \"I don't like worrying, I don't like wehhh!\",\n"," 'Behind your online, there is a heart that is anxiously waiting to hear from you',\n"," 'nervous restless peramoy',\n"," \"I'm nervous I don't know why. I don't feel calm\",\n"," \"Sometimes I can't even rest. Always worried, worried about this, even though I'm tired\",\n"," 'It feels uneasy.',\n"," \"I'm so restless, I don't know why\",\n"," 'Day by day, that hope grows, the closer I feel, the more I expect from you, and sometimes I get anxious because of it. To the point that I became worried, worried that it would disturb my hopes. Especially disturbing km.',\n"," \"Urmi has a fever, I'm already sad and restless.. What's more, this little girl has a fever, ha ha ha\",\n"," 'How many days have you been feeling restless at night and in the afternoon your mind is empty, why?',\n"," \"From now on, it's not really good, being restless is tired by nature\",\n"," \"I haven't slept yet, and now my head hurts so bad. I'm sleepy, but I can't sleep, I've tried to brake but I'm restless \",\n"," 'Too anxious. Too worried. Too scared',\n"," 'Restless and agitated.',\n"," 'There will always be calm in the midst of restlessness',\n"," 'dismayed = disappointed, anxious',\n"," \"This is why my heart is beating so fast. Very restless. But I don't know what I'm worried about. It's a great feeling.....\",\n"," 'More restless. Hopefully those who are there are okay.... Oh Allah protect him..... Amen, robbal alamin',\n"," \"If my friends have replied to my tweet that has an opinion, I'm worried\",\n"," \"I'm hungry, weak, lethargic, restless.\",\n"," 'Sudden restlessness. Why are you..',\n"," 'Sleeps 3 hours, rest restless. Try a variety of positions and ways never fall asleep. I really need to be able to control this mind.',\n"," \"STOP I'M GAMAU ANXIETY, GUNDAH GULANA AGAIN\",\n"," 'Anxious',\n"," \"It's so restless work\",\n"," \"Is there anyone who, when sick, can't sleep well, but sleeps restlessly?\",\n"," 'Please worry until you want to cry',\n"," \"Exam on Saturday. Saturday's Starting Presentation..On Going: CT.Place CSE Dept. .Assignments….AND UNTIL NOW CLEAR CATIA TRAINING 2 PRODUCTS HAHAHAHA.. awesome, still in sleep mode, but I'm nervous, haha\",\n"," \"I'm nervous, when you come change anxiety and become anxious, I'm more worried. Tomorrow I will try to live without news from you again, quickly go away from my insincerity.\",\n"," 'How worried am I? *asked my other self. Until it was sent, sustenance had a good friend. Moved',\n"," 'Restless due to imagining too long and high until lazy to sleep.',\n"," \"It's like something's up, something's weird, but I don't know what, it feels so restless.\",\n"," '\"No regrets or grudges/angry at things that have passed, and not worrying too much about the future, that\\'s true serenity.\"',\n"," \"For God's sake, I'm so tired of worrying.\",\n"," \"For 3 years comfortable with this condition, anxiously wondering if a few days later everything will change? I don't know, another crisis of confidence\",\n"," 'Feeling a little anxious today.',\n"," \"Not regretting or holding grudges/angry at things that have passed, and not worrying too much about the future, that's true serenity\",\n"," 'Please be anxious , it must continue like this.',\n"," \"Hmm, I don't know what to do, but I'm nervous\",\n"," \"Very restless can't sleep ™\",\n"," \"I'm sad because I can't produce anything but I like to complain every day because I'm tired of taking care of children I see the body is getting bigger, yes I am getting more and more restless\",\n"," \"Every time after sunset, why must this heart be restless as if it can't accept the situation. But with this situation, you can't do anything, if you do it, it can only make things worse\",\n"," 'Why are you restless and restless yo ”',\n"," \"I'm so nervous about what to do\",\n"," 'tbtb restless, tf is wrong with meh?',\n"," \"I swear I can't sleep...sleep anyway, but I don't sleep...so restless..\",\n"," \"Why does it seem like tonight I'm restless, sad like I want to cry but I don't know what to be sad about\",\n"," \"why so nervous? what is certain is not because thr is without tukin. ..but it's all because of you\",\n"," 'The script is harmless. But continuing anxiety because the thesis is not finished can be dangerous for the heart.',\n"," \"can't you not disturb people's lives? until I'm anxious and can't sleep\",\n"," 'how do you keep it calm, original tbtb is excited and then you\\'re sweaty or nervous \"',\n"," 'And again suddenly feeling nervous and anxious without knowing why :(.',\n"," \"I'm not feeling very good this morning, I'm really worried ”\",\n"," \"If you are restless & restless, just complain to your RABB and read the Qur'an so that the heart becomes cool and reduce cynicism towards others #bowochallenge #iwartabowochallenge\",\n"," 'controlling excessive anxiety',\n"," \"When you hear the song, your heart becomes calm and when you hear the Koran, your heart becomes tense and restless.. it's a sign that your heart is hit by CORONA BLOOD.. you need to think about it.. because life is not a game.\",\n"," 'restless restlessness haunts self',\n"," \"The peak period of my stress has passed and I am only noisy now. After going out with my friends yesterday, that makes me feel kinda better. At first I was afraid and anxious to go out, yes, because anxiety is still active. But well I hope I'll gain some weight after this storm, bismillaah\",\n"," \"I'm most worried when my mom is sick.\",\n"," \"don't worry yet :)\",\n"," '\"Yesterday, I was worried half to death, now my wife is aware of being stiff again... how about that?\"',\n"," \"The last time I felt this nervous was on Wednesday. When he found out his mother died. I hope this isn't a sign anymore\",\n"," \"I don't know how many years it took me to jump in until I could feel the descent without worrying ²\",\n"," \"I want to ask, have you ever been worried about the things you like? Even because you really like it, you feel like it's a part of your life. But every time you do or remember it you get worried. What do you think you should do? :(\",\n"," 'However, every time I picket, I\\'m always nervous: \"Even though I\\'m just a picket, I\\'m really scared, I\\'m excited:\"',\n"," \"BY GOD I'M STILL WORRY.\",\n"," 'time goes on..days go on..at the same time my heart is getting restless and hurt...oh Allah I know you are testing me with this patience, and you are testing me with everything that happens..forgive me who is starting to weaken and lose enthusiasm for keep fighting and survive...',\n"," 'I want to exhale the restlessness in my chest with my breath',\n"," \"Why every morning I want to sleep I'm restless \",\n"," 'Anxious alone, sad alone, not having peace',\n"," \"What's wrong I'm worried, oh I hope it's okay\",\n"," \"I really like this, I'm nervous about things I'm not sure about, I don't know why but I feel really nervous. WEIRD.\",\n"," \"I'm so nervous, why?\",\n"," 'but my heart is still restless even though my mouth is talking',\n"," \"Since then I was restless to the point of choking. What's wrong?\",\n"," \"Starting to worry again if you have a lot of schedules, even though yesterday it was neatly arranged. How come biso missed ouch :')\",\n"," \"Adf-my does anyone know why I am here? I've been feeling restless since yesterday, like worrying/worrying too much, suddenly feeling sad, just scared. But I also don't know why\",\n"," 'Gegana, restless, speechless, I don\\'t know what the cause is:\"',\n"," \"I'm lazy.. I'm so nervous\",\n"," 'Happy but also worried.',\n"," \"It's anxious to worry\",\n"," \"Honestly, I'm really nervous\",\n"," 'Here from now on, my heart is restless',\n"," \"Later when you are tired of the new one, and then you look back and feel guilty for me, don't be a bit nervous. Trust me, I have forgiven you. Even though I will never accept you again.\",\n"," \"I need adit not for stalking or for strange things because I myself have started to learn not to stalk just because I'm afraid that mental disorders will get worse even though I still feel anxious and afraid if I don't stalk, I can hold it so that Adit doesn't feel disturbed\",\n"," 'Keep restless astagfirullah',\n"," \"I'm excited but I don't know why, there's no reason, I'm nervous, I have a stomach ache but I'm scared, I know I'm tired, this is the third time today, hah — hah :)\",\n"," 'Always worried about the future, even though today has not changed.',\n"," 'every time you worry, why is the disease running to your stomach?',\n"," \"If you're nervous looking for the best position before going to sleep, it feels like someone's watching you ™„\",\n"," 'Restless and agitated',\n"," 'In the evening, towards the morning. A little worried, a lot of longing',\n"," \"Some days, I don't think I'm doing well, so I feel like I'm really crying, scared, anxious, just sad. until I think of this when I cry, does my fast break or not?\",\n"," \"It's been a few days when I sleep by default I'm afraid, restless, nervous, feel alone, sometimes my breath is really heavy.....why is that... like I'm afraid of being restless, oh my God\",\n"," 'tired of overtingking, tired of worrying too much, tired of being tired',\n"," \"aren't you worried? aren't you worried? don't you worry...\",\n"," 'Instead of getting calmer, this heart is getting more restless',\n"," \"can i tap the dm or not? I'm very nervous thinking\",\n"," 'Finally restless again uhh mmhhh ahh',\n"," 'No need to run, just walk one by one the stones that are being stepped on slowly and absorb it without feeling anxious and full of emotions',\n"," \"Lately I'm feeling scared & very anxious thinking about the day for tomorrow's work inspector . Honestly, I'm really scared because I'm not very close to friends, I'm afraid I can't, I'm afraid to disappoint, and if I suddenly remember I cry\",\n"," \"This is why I can't sleep, I'm so restless...\",\n"," 'I want to exhale the restlessness in my chest with my breath',\n"," 'Restless restlessness accompanies',\n"," 'hlt! why do i like to be nervous tbtb keep worrying so much that i sweat',\n"," 'Not many people are sure of their prayers, not many people are faithful to wait with what is prayed for. Prayer is unique, there is hope and feeling, there is worry and anxiety, there is tears and happiness. But the end of the prayer will always be the best for humans.',\n"," \"I wonder why my heart beats like that sometimes for weeks, then it's back to normal for a few weeks, does anyone know why this isn't it? Or maybe I'm often anxious and stressed, okay?\",\n"," \"I'm so nervous I swear, the views are getting slower\",\n"," 'Just woke up feeling restless and sore ™„',\n"," \"I'm so worried 5 days of not coming home wey\",\n"," 'My life is chaos. There is no solution. Fear of the uncertain. Restless direction.',\n"," 'UNDERSTANDING FEEL FEELING«',\n"," \"I really can't be told to just listen to it for hours. Immediately anxious innate.\",\n"," \"I haven't given up… just a little restless.\",\n"," \"Actually I'm worried. The original looks really scared. I've come to play/bite my nails :(\",\n"," \"If I'm honest, I've been nervous since that day even though I said it wasn't....\",\n"," \"Lately, I've been feeling restless and restless. Haihh\",\n"," \"I'm so nervous, why isn't it?\",\n"," \"The default bat is restless, I don't know why\",\n"," \"you know you're restless\",\n"," 'Restless,. Locked in all motion. Whipped in the brain noisy debate about decisions. Make friends with fear and risk',\n"," \"Wow, I'm getting restless, let's sleep\",\n"," \"I swear I'm so nervous, why don't you\",\n"," 'I was a little worried that the afternoon class would actually be able to reach the target. But God just gave a way, wednesday class was moved even though it was a quiz. At least later in the morning you can make out with data until iftar',\n"," \"–¤ When you're anxious or nervous, do you feel like your heart feels weird, doesn't it? Is it just me?\",\n"," \"Come on, come on, let's go... 10 years could be passed before, it's not even a month yet, I'm already restless\",\n"," 'Time is slow for those who wait, too long for those who are restless, and too short for those who are happy',\n"," \"Restless, restless, become one. Can't agree. Can't even sleep\",\n"," 'May May be accompanied by good news. The injured, get well soon. Sorrow turns to love. Quieter anxiety. And prayers that are more patient...#senjamu',\n"," 'Since then, the chicken cake has been restless and wants to lay eggs.',\n"," 'Do not compare yourself to others. Envy only makes restless soul. Be yourself.',\n"," \"The 5 dream ones were moved to a new unit, so why isn't the Anjrit so worried?\",\n"," \"finished for the heart's intention to watch the series, I even thought about it. I'm worried\",\n"," '\"No regrets or grudges/angry at things that have passed, and don\\'t put too much anxiety over the record period #COYS',\n"," \"Usually, if you're restless for a long time, surely after that something will happen or not\",\n"," \"Have you ever thought of something and then immediately forgot it then thought you were thinking about this bastard, I don't remember it, so I was restless\",\n"," 'Dialogue in the morning.. to yourself, restless and restless accompanying it, hoping someone will understand-',\n"," \"I'm the only one who's nervous.\",\n"," \"I'm starting to worry\",\n"," \"In my father's family, everyone is smart, I'm sure the expectations for me are also high it makes me very anxious to think about this huhu\",\n"," \"Already complete. Disappointed with a broken heart. Produces a sense of restlessness. I don't know, hopefully all of this ends beautifully\",\n"," 'when your bipolar relapse welcome shortness of breath, tremors, anxiety, fear, selfharm etc',\n"," \"How come lately I'm not feeling well, like mellow, not calm, restless\",\n"," \"When you think about it and don't finish it, it feels really restless\",\n"," \"I'm worried.. I'm in a bad mood.. but excited to see law school..\",\n"," \"Yes, what will happen later :'), I'm worried that I can control my emotions\",\n"," \"I'm really nervous about choosing between boring or chilling, PLEASE\",\n"," \"oh my god why have you been a week, you're so nervous, it's really bad aaa\",\n"," \"people seem calm, happy like there's no problem because only one smile we throw out but sad, restless and anxious millions of which we keep to ourselves, only we know.\",\n"," \"In the past, if you knew there were people who didn't like me, you would immediately be worried, sad, find out why someone didn't like you.\",\n"," 'Fearful. Often experiences feelings of extreme worry, sadness, or anxiety.',\n"," 'crazy, why are you nervous? *plays yo-yo*',\n"," \"a lot of work tomorrow a suddenly meeting, stomach acid rises, dizziness, can't sleep, restless. what should i do\",\n"," \"Unsettled !! That's when there is a test. But face it and get over it. It's been like that since the school days, the present can't be done like that. It could be\",\n"," \"Panic, don't know what to panic about. Restless alone, think too\",\n"," \"I can't stop, my nutmeg pops up eyes that I have to look at when I'm anxious\",\n"," \"I'm really scared, nervous every day…\",\n"," 'how do you stay calm so nervous after reading this.',\n"," \"Strange. I don't have work today and I have a bit of free time so I can read shrill novels but... it feels weird. I've been nervous about checking the google calendar just in case if I read it wrong. But it's still weird, how about this, like you should be looking for a job to get rid of this feeling.\",\n"," 'Is there something that makes me nervous',\n"," \"I don't know why, after every Eid prayer, I suddenly feel restless, it's not clear in the end, I'm not in the mood for friendship or what people usually do on Eid :(\",\n"," 'If you are stuck sleeping at 11am until set 12. If you are more than that, you will be anxious, why are you?”',\n"," 'Have you ever been so nervous, scared, and anxious that you want to throw up?',\n"," 'Do not compare yourself to others. Envy only makes restless soul. Be yourself.',\n"," \"When I'm done with this, why do I feel so dizzy.... But I swear I don't want to sleep, I'm really nervous when I'm told to sleep.\",\n"," \"I don't know whether to be happy or sad. And don't know how long this feeling will last? I'm the one who feels it just great every day coy.. confused about my own feelings. Sllu not calm, restless. But, just give up.. there is God. My son, yes.. Shaina can.\",\n"," \"I just want to pass, there are so many obstacles « I'm so tired guyssss I want to rest for a while but I can't seem nervou\",\n"," \"It's true that social media is fun, you have to look for health, if it only makes you nervous, what do you do\",\n"," \"Starting to get restless...Others have started praying Isha, I'm not solemn, the cat is getting closer...Finally canceled the prayer to get rid of the cat\",\n"," \"What do you do when you're anxious when you're anxious? i used to write something every time i have a lot of thoughts or worry about things that are not sure... but now... idk what to do </3\",\n"," \"I'm so nervous ° []\",\n"," 'I like to worry tbtb',\n"," \"When you're working on something, and suddenly feel restless and anxious even though nothing's going on...haha what's the matter, my self\",\n"," \"Don't worry about it\",\n"," \"very nervous :')\",\n"," 'I like not knowing myself. Having a mentality that is very easy to get down, often feels worried or anxious, has difficulty controlling thoughts, is very easily hurt. Sometimes what makes us suffer is to think too much about what other people say.',\n"," \"I'm confused when I've finished something, what's next? I feel like everything is already there, but what's missing? The default is restless\",\n"," \"Honestly, from the past until now, since the last 4 years, my biggest enemy in writing is anxiety. There is no such detailed reason, it's just that I suddenly get nervous and it's not clear, so sometimes if it's really bad it can stop writing for months.\",\n"," \"I'm even worried about myself :((\",\n"," \"people seem calm, happy like there's no problem because only one smile we throw out but sad, restless and anxious millions of which we keep to ourselves, only we know.\",\n"," 'She worries a lot, so she cries a lot.',\n"," 'troubled, restless heart, restless soul.',\n"," 'why did I feel so nervous earlier?',\n"," \"I'm really restless when I just wake up, I feel like I immediately get bad thoughts and it's really every day\",\n"," 'oh my god so nervous',\n"," 'Feeling anxious like this, every time you want to work, you have to feel anxious and not calm',\n"," 'Even though I am calm like a fish, I am restless like a wave in the ocean. - RUMI..#MCO3',\n"," \"guys, how do you feel, every day you feel like you're really worried about your thesis, the trial schedule for August is great and until now it's still floating, you want to make revisions like your brain is empty, but every day you're so worried that you're shaking\",\n"," 'Restless and restless.. Mboh... lah..',\n"," \"Other people don't know I feel anxious every day.\",\n"," 'umami mami mami this heart is restless',\n"," 'I wake up this feeling of restlessness, the title is... I sleep late, I still wake up in the morning',\n"," 'a little anxious, a lot afraid',\n"," \"I'm afraid the anxiety is too much because I'm already in the phase of being really scared\",\n"," 'What exactly is making me nervous, please, tell me!',\n"," \"a few days ago restless, today menses. I've just read that restlessness is a symptom of PMS. so who gave this anxiety, thesis or pms?\",\n"," \"Oh, I'm so nervous, bro :(\",\n"," \"Eid is getting closer. Oh God, I feel so lazy to meet a big family, I'm too lazy to ask a lot of questions, it's not okay, I'm not comfortable, I'm really worried, fuck the life\",\n"," \"Suddenly restless, not even 5 minutes immediately severe nausea. It's true that stomach acid is the fastest way to get sick if you have thoughts ' »\",\n"," 'What is the sign of restlessness -_-',\n"," \"They say I'm strong, I'm stoned, I always have panic attacks when I'm restless at night, it's not clear who knows, I don't leave my room all day because I'm so tired, I'm so tired, some people care, they say I'm lazy, even though they don't know why I'm like that. It seems like my mental health is not important\",\n"," 'so please be worried, what version will I get ™‚',\n"," 'restless and agitated',\n"," \"For the past few days, he's been a bit restless, he's not calm like that.\",\n"," \"I swear I'm nervous, why are you?\",\n"," \"I've been so restless all day, why is it even though there's nothing... calm after praying, after that, I'm restless again\",\n"," \"It's so toxic, every night I'm always afraid of forgetting to do something I'm so nervous gt anjr\",\n"," \"Today's energy is very heavy. You have to go to the doctor, have an ultrasound, then an X-ray. The results will be known tomorrow. Ugh, so worried.\",\n"," 'Time is slow for those who wait, too long for those who are restless, and too short for those who are happy. ',\n"," 'Feeling restless is the worst thing .ever.',\n"," \"Every night before this night, I always worry about what drama will happen tonight, my baby boy If there's no husband, this is really crazy\",\n"," 'Why be afraid of pain when all of our feelings can be created!.. There will always be calm, on the sidelines of anxiety waiting to subside...',\n"," \"I'm so worried why yh.\",\n"," \"Restless restlessness accompanied, hoping someone would understand, wishing he wasn't here.\",\n"," \"I'm so nervous, I'm hungry too Bismillah yaa\",\n"," \"Say! Are you worried about your health? Any tips so you don't worry too much?\",\n"," \"I don't feel good, I'm not calm, I'm just restless :( let's do a lot of dhikr\",\n"," \"I'm a bit scared and nervous...\",\n"," \"starting to get restless with life's journey like this\",\n"," 'restless eh',\n"," 'Why am I so nervous?!!!',\n"," 'how do you get rid of anxiety',\n"," \"I'm so restless, why isn't it\",\n"," 'Why are you so worried since yesterday...',\n"," 'O Allah, I just ask for a safe and peaceful life without being haunted by anxiety, O Allah',\n"," \"For a long time, my heart feels like it's going to burst when it's restless\",\n"," \"Now, he's always anxious every day, it feels like he's waiting for a thesis trial, you know. I understand it feels nervous, worried, afraid. what's the difference now that you don't know what you're worried about\",\n"," 'The habit of being anxious is clear',\n"," 'sleep but restless. understand?',\n"," \"I'm nervous but I don't know why, it's really not that good, I've been nervous. Hope all is well\",\n"," \"Anjir is so restless today, what's wrong?\",\n"," 'The restlessness that hit, really disturbs the atmosphere',\n"," \"Shit! I'm addicted to playing cellphones so that if I don't have a cellphone, I feel restless. How do you get rid of it\",\n"," \"um! Pls, how do I feel afraid to go out of the house because I'm afraid to meet people, I don't know why, even though I wasn't like this before, I used to be nervous, then I'm so anxious I'm so sweaty\",\n"," 'Why are you so nervous :(((',\n"," \"It seems like I'm really at the anxiety stage every time I open WhatsApp. It feels really anxious, scared, nervous, feeling guilty, feeling useless. I want to disappear, but discussing assignments and exhibitions there, all of them...\",\n"," \"That's if you're worried/worried, the parno is too much. ^^\",\n"," 'very nervous',\n"," 'Restless restlessness accompanies',\n"," \"hello? buddy it's been a long time since jbjb mutual. My account still looks like an RT bot huh .. tbh lately I've been feeling tired. Anxiety always comes suddenly for no reason so I think I hate myself even more. even yesterday i got to the point where the thought of hurting myself came to my brain\",\n"," '-11fess starts again every night is restless :))))',\n"," 'One by one the family (women) who were almost the same age as Mama died. and the average below mama. starting to worry.....hope you are always healthy, ma ™',\n"," \"It used to be beautiful. But now it's real. Feels restless, restless, etc.;(\",\n"," '\"No regrets or grudges/angry at things that have passed, and not worrying too much about the future, that\\'s true serenity.\"',\n"," \"Can't sleep because I'm worried it's not really good, I can't take it to watch too\",\n"," \"Seems like it's a lot of sin when you're so restless\",\n"," 'Shit, worry again, throw up again!',\n"," 'how about a prolonged period of anxiety..',\n"," \"My mind is really divided, until I fell asleep like I was feeling anxious, but I don't know what to worry about.\",\n"," 'There is excessive anxiety today, .And, there is another.',\n"," \"I really do this istikhara prayer. The excitement is not crazy, I'm really worried\",\n"," \"Fwb, how do you calm a restless heart? It's not a boy problem. I'm f20\",\n"," 'The combination of anxiety and anxiety gives me a terrible headache..',\n"," 'Very worried',\n"," 'worry too much at this hour, God is so annoying',\n"," \"Tired of being restless every day :'(\",\n"," 'Too nervous',\n"," 'every time you gassy, \\u200b\\u200batine must be restless,, ono sing koyo ngono ga??',\n"," 'The default is so restless haha',\n"," \"Confused since yesterday feeling restless but don't know what to worry about\",\n"," \"Q: Does anyone know of a sedative so you don't get excited? I wake up restless every time I don't know why or do I have any other suggestions so that it doesn't continue like this. thank you\",\n"," \"I'm dancing on the edge of restlessness\",\n"," 'Yoo, why are you nervous, yo',\n"," \"Every time I hear that my friend wants to go to trial, I like to be nervous, it's not clear, I need to hurry to clean it too, but if I'm in a hurry because I see people are afraid, it's not really right :( wkwkwk\",\n"," \"It's anjir, the past few days it's been really messy, so I'm nervous why the assignments don't show up . Usually Monday/Tuesday there are assignments and the deadline is Wednesday/Thursday -_-\",\n"," \"I want to ask, but I'm afraid. If you don't ask, you'll get even more restless\",\n"," 'Waiting anxiously',\n"," 'but my heart is still restless even though my mouth is talking',\n"," \"Don't worry even more about this dog\",\n"," \"Haven't prayed yet so restless, want to pray still lazy. Astaghfirullah\",\n"," 'why are you so nervous have mixed feelings',\n"," 'Why are you so nervous ²',\n"," \"even though I don't miss anyone but I'm still restless\",\n"," \"This is how it feels.. not calm, restless don't know why, I wake up and wake up, my heart feels like it's piling up thinking about something..\",\n"," 'Feeling restless',\n"," 'Panic, restlessness right now “ˆ',\n"," \"I just want to sleep, oh God, I'm not even sure it's clear\",\n"," 'very restless',\n"," \"don't want to sleep, don't be restless far\",\n"," 'Want to sleep, all restless',\n"," \"I get traumatized. when he was a child, he was said to be ugly because he had a mole. When I grew up around high school I was also said to be ugly with a guy. Do you have a mole, is it a defect? is it a mistake i have a mole? I don't know why lately I'm starting to worry about this problem again\",\n"," \"I shouldn't worry about fate. Because even a leaf God has arranged to fall when and where\",\n"," '[Cm] Please calm me down, friends â. Say \"it\\'s okay\" if my research is taking a long time. \"It\\'s okay\" if you haven\\'t written a thesis yet. \"It\\'s okay\" if graduation is a bit behind the plan. Is that okay??? â. I\\'m starting to get restless myself :(( my research is already 5 months because (+2 months internship)ðŸ˜',\n"," 'When “relying on yourself” is the best answer to forget anger, anxiety, and disappointment',\n"," '2 weeks until the exam and already starting to get restless and have a lot of thoughts',\n"," 'Why is it that if there are a lot of people talking in front of the house, there are too many motorbikes that pass by, the feeling is immediately restless, afraid, gt',\n"," \"Usually every night when you're alone you're restless, it's calm. It feels so different.\",\n"," 'you can worry, you can worry. no one forbids.',\n"," 'duhh why am I worried tbtb',\n"," \"I'm tired, aren't I, lately I've been nervous about something, I want to hurry up and wait for the time to come and then it's over huh '‹\",\n"," \"I'm worried about speed\",\n"," 'Happiness and sadness move in one door, no need to worry about this life process.',\n"," \"Don't worry, your story is written by the best screenwriter\",\n"," 'Vala lage na ar',\n"," 'Mama eto pera kan life e',\n"," 'Fuck the life',\n"," 'Go to hell',\n"," 'Fucking hate you',\n"," 'Hell yeah varsity life',\n"," 'Why so much pressure?',\n"," \"I can't take any more pressure pls!\",\n"," 'I want to exhale the restlessness in my chest with my breath',\n"," 'Porasonar mayre bap',\n"," 'Baler question kore rakhce',\n"," 'Vai exam eto kharap hoice',\n"," 'Chintay matha betha kortece',\n"," 'Get out ',\n"," 'I am fucking tired of everything',\n"," \"It's getting closer to Eid Al-Fitr, there is a feeling of restlessness and restlessness even though I can cover it with my smile.. It's been almost 8 years of Hari Raya without meaning and getting used to it... Just be grateful to Allah that I can still fast for Ramadan and Eid... That's it\",\n"," \"I don't like feeling like this!! Kind of restless\",\n"," 'Restless tonight',\n"," \"I've been restless since yesterday :(\",\n"," '3 days anxious tremor',\n"," 'Still hopeful',\n"," \"I want to ask. I'm an extrovert, but the more I come here, the more scared I am when I meet a lot of people, I feel anxious right away. Does anyone know why that is?\",\n"," \"Why is it that every time I do my job I'm always restless, I'm so dizzy, it's so hard I can't focus, please\",\n"," 'Why am I nervous',\n"," 'Oh God, why am I in this house by nature angry, angry, anxious, anxious, restless, when my mouth is open, my heart is full of malice',\n"," \"I'm so worried, even though tomorrow is just a presentation...\",\n"," \"Lately, I've been feeling anxious, restless, sad, but I'm still feeling sad because na, kabeh comes naturally. Strange.\",\n"," \"I'm so worried, my cellphone is about to fall again\",\n"," 'Moving forward is hope, Quitting is despair. Restless hope is better than despair..#morethanfriends',\n"," \"So when the time comes I won't be surprised anymore and won't be overly disappointed. I lowered my expectations amidst the many possibilities. That I undo because I know and self-aware. Now I shouldn't be nervous anymore right? But why am I still not ready?\",\n"," 'ORIGINAL ORIGINAL AT THE END OF THIS END IS ANGRY EVERY HOURS 22.00 FEAR THE MIXTAPE COMES OUT',\n"," \"It's too lazy if every day the default is constantly restless for no reason\",\n"," \"Can I skip this or not? To be honest, I don't really have any feelings of anxiety, I just thought about it, do you think I can survive in this place or not??\",\n"," \"Why do thoughts in the future always make you anxious, even though it is not necessarily the case. Whyyyyy? I'm so dizzy. Pdhl has encouraged himself to calm down, be patient, take it slow. Is there any medicine?\",\n"," \"Compromise to your heart's content. Restless , upset , happy , sad . It's like riding a gondola but don't know when to get off the ride.\",\n"," \"I'm easily restless, even fake.\",\n"," \"I'm really nervous, why is it, I don't have much worship..\",\n"," 'Overthinking, restless, dizzy, tired, wants to cry, sucks in starting to enter the room',\n"," 'Why is this guy so restless',\n"," \"I'm lazy to work, if I often feel anxious\",\n"," \"It's been about 5 years (mid 2016) for the last time I felt this feeling of anxiety and lack of motivation. Now it appears again. Oh my God, what should I do..\",\n"," 'Slowly I want to talk about feeling uneasy with the situation',\n"," 'FEAR, GIVE UP, WORRY, YES HOW YES???',\n"," \"Help ma mental... It's really like this... .I just told myself this afternoon that you're great, great because of your anxiety and overthinking you haven't appeared in a few months, but why is it now showing up again ️\",\n"," \"how come there are so many senders asking me to make you cry and then explain the tags like literally brutal.. I'm a little worried..\",\n"," 'Dancing on the edge of restlessness',\n"," 'If you are at home alone, you like to be anxious, gtu, taxi?',\n"," \"When I re-read the soft file proposal, how come there are so many mistakes. But how do you want the file to be distributed, it's getting more and more anxious.\",\n"," \"Ptn! What do you think about fasting on social media after utbk? I'm really worried that I don't want to open social media, but I can't use Twitter because I need information to register\",\n"," 'Why is this feeling uneasy? I consider my manager like my own mother even though the age difference is only a year older. ..Or am I interested in the motherly soul huh',\n"," \"It's this kind of anxiety that I don't like😠.Suddenly crying incoherently, chest pain, shaking etc... .But thank God I never had any intention of hurting myself\",\n"," \"so it's like this.. the authors never wanted to post or chat but when rereading it cringe gt.. i'm afraid the readers won't like it... i'm wb + not very confident... i'm restless... hhhhh\",\n"," \"Very sad, I feel heartbroken even though I don't know the reason\",\n"," 'Like to worry about the future',\n"," 'Alone, accompanying you in silence. Throwing all restlessness in your heart. Trying to find peace of mind. Who has been betrayed all this time',\n"," 'Restless, Restless, Restless',\n"," \"It's been a few days that I haven't slept very well, I'm very restless🥲\",\n"," 'Why are you so restless',\n"," \"Just for Eid this year, I'm a little worried about the template questions that people often complain about. Oops, what's the answer?\",\n"," 'tired and restless',\n"," \"I'm nervous by nature, confused, nervous, when it's people, just relax :)\",\n"," 'When the heart is sad, restless and filled with despair, remember that only to God do we complain.',\n"," 'mentally down because social media is not that good :\"/ you\\'re worried but can\\'t do anything :((',\n"," \"Heart disease that is hard to get rid of: it's really hard not to be curious about other people's lives, you're jealous to the point of restlessness. Any tips?\",\n"," 'Why are you worried about getting lost? The panic feeling is also really annoying, not just crying that bothers you. Kayak hey wft!',\n"," 'anxious',\n"," 'Nightmares of a few minutes make you anxious and uninspired for days',\n"," 'Restless, upset if there is no news all day..',\n"," \"I'm getting more and more restless, and I'm crying as much as I can, and they just look at me crying, and they say, don't worry, sis, it's okay, you're okay here, you just need to rest, what do you want, just say it, we'll follow your request, except for 1 i.e. run away, you'll know later\",\n"," 'restless restless accompanying',\n"," \"Help! Lately, whenever I meet a lot of people I don't know, I always feel really dizzy, my stomach suddenly feels nauseous, anxious, panicked. How do you solve it? And why is that?\",\n"," 'As the day draws near, I\\'m overthinking a lot, oh my god. Calm my restless heart \"',\n"," 'Anxiety for no reason. How come?',\n"," 'It just felt like a storm, rumbling, boisterous, restless and quite stifling.',\n"," '3G.. anxious and restless',\n"," \"I'm so restless when I can calm down y\",\n"," \"It's been a long time since I've been here, I'm suddenly restless + crazy chest pain\",\n"," 'restless upset languishing',\n"," \"Just shut up, you know it's there. Afraid, still anxiously waiting for this month ™ »\",\n"," 'Kinda not very excited. Restless, many thoughts, bored, confused, sad, angry, afraid, frantic. Ah...',\n"," \"guys, how do you not get triggered easily? tl I'm still sad, I'm sad too... now I feel nervous and anxious, I want to cry.\",\n"," \"Usually I sleep well every afternoon, I just want to rest for a while, I feel restless because the task hasn't been completed yet\",\n"," \"Wehh, I just woke up, I was immediately worried, scared to run out, I didn't like it.\",\n"," \"Don't worry too much, your story is written by the best screenwriter\",\n"," 'Actually you know that the cure for your anxiety and confusion is by praying to God. But why do you still forget Him. #PeelGunda',\n"," \"restless and emotional like PMS again, even though it's over. it doesn't feel very comfortable. kesenggol stik wants to cry. – istighfar a lot\",\n"," 'want to sleep restless, wake up restless. what do you want to die for?',\n"," \"Emotional when PMS is motivated by insecurity which also increases due to these hormones. I don't know why I will feel anxious about many things for no reason even if there is a reason it's just too much to say ™ƒðŸ™ƒðŸ™ƒ\",\n"," 'I feel so restless, why?',\n"," 'restless oh nervous.',\n"," 'always worried about tomorrow',\n"," \"If you're blank and restless, your typing will be random\",\n"," \"I'm so nervous :(\",\n"," '\"No regrets or grudges/angry at things that have passed, and not worrying too much about the future, that\\'s true serenity.\"',\n"," \"Looks like I'm going to leave WhatsApp aka I don't want to open it often because I don't know why I'm worried every time I open it\",\n"," \"This week really can't calm down– there's just something that's bothering me\",\n"," 'Very restless huh',\n"," \"Have you ever been... you're honest but you're the one who's restless hh\",\n"," 'confused and restless. This heart seems to die. When you change',\n"," \"Can't sleep restless\",\n"," 'Why is it, every time you want to do something, you get nervous..',\n"," \"I'm mute, stuck in a dream sheet. I flinch when the clink of time calls out to me. I wake up, restless\",\n"," 'It\\'s true, it\\'s okay to be nervous, it\\'s really okay to get it\"',\n"," 'Have you ever felt anxious every day because you were worried about the future, just kept thinking about it all day, to be honest, I\\'m really tired, I\\'m really tired, I just have to have a lot of ABCDEFG plans for the future, I can only say to myself \"yo, cheer up yo\" :\\')',\n"," 'why is this.. suddenly very nervous',\n"," \"I'm restless, I'm languishing every night, it's really hard when I'm tired\",\n"," 'Restless, heart pounding. Fix anxious again :)',\n"," \"Don't worry, don't worry\",\n"," \"I wonder why lately I've been nervous when it's already above 9 o'clock, even though there's no problem. How do you prevent anxiety?\",\n"," 'This morning, I\\'m anxious, anxious, dizzy, dizzy, not nauseous, until all the contents of my stomach are out, my heart is pounding wildly, ah, I\\'m scared. I wonder what if I die. I\\'m really scared :\\'\"',\n"," 'let this anxious rest ok. please this',\n"," \"Believe me, he loves you very much.. It's just that you are too worried about losing, because you have fallen so many times\",\n"," 'The highest level of miss is when you are worried about him for no apparent reason.',\n"," 'At first, I just did it, in the end I started to feel worried and anxious about the situation.',\n"," \"Actually, I'm just happy to be happy right now, but yeah, I really like being nervous all of a sudden\",\n"," 'why do you suddenly worry too much with cold sweat :)))))',\n"," \"I'm upset restless languishing\",\n"," \"If you're nervous, you can't sleep normally.. this one is more fun, can't sleep too :)\",\n"," \"stop disclaimer depression is easy... depression is sick, it's not good to be tired, mental illness isn't just depression\",\n"," 'dizzy, restless, shaking so one solid buddy',\n"," 'If you are already a mate, all doubts will be whole, all worries will surely come true',\n"," 'So often restless in the middle of the night but for no reason, why is this',\n"," \"I don't know why he's so restless today\",\n"," \"Finally able to breath & eat after taking Miko to see the doctor. Moreover, the condition is not as serious as the other doctor thought...I thought that my anxiety disorder was serious too.. I panicked about the situation & Miko's condition until this afternoon couldn't think + nausea + wanted to throw up. Almost panic attack\",\n"," 'Feeling restless inside',\n"," \"I'm small. I praise myself. other people are discouraged, I'm restless, wondering how to make things better. I'm nothing.\",\n"," 'Always haunted by anxiety',\n"," 'Everything feels so short and for now starting to be afraid to lose, starting to feel anxious about various things, somehow if it really happened',\n"," 'Why am I getting anxious at the end of the day?',\n"," \"I don't know why tbtb is restless not calm\",\n"," 'Sunday calm but restless ©',\n"," \"It's true, it's okay to say it's too late just because of that yes, that's all, but it really makes stress and anxiety uncontrollably \",\n"," \"Have you ever felt like you're sad but you're not sad, you feel like you're nervous but you don't know what you're confused about, you just want to sleep but you can't\",\n"," \"Why is it that I'm CB dreaming this time, I'm really nervous, I don't know why?\",\n"," 'No need to worry, your story is written by the best screenwriters',\n"," \"Nurture your own mind, don't be anxious and nervous, because by His side are calm souls.\",\n"," 'Still very anxious £',\n"," \"It's a different time to be so restless\",\n"," \"How do you not think about negative things and don't get anxious easily, how do you want to live calmly without thinking every minute that you shouldn't be thinking about it..\",\n"," 'the habit of chatting for a day, gadicchat immediately restless ™ƒ YES TP IS THE TIME I CHAT FIRST THE FACE W WANT TO TARO WHERE',\n"," \"I'm dancing on the edge of restlessness. Craving a lost soul\",\n"," \"pls I'm so restless I can't sleep \",\n"," 'Body aches, sleepless nights, anxious thoughts, what are the signs?',\n"," \"a little worried but it's okayyy\",\n"," 'anxiety, fear, overthinking at the same time can be called a panic attack, right?',\n"," '\"No regrets or grudges/angry at things that have passed, and not worrying too much about the future, that\\'s true serenity.\"',\n"," \"Some make you anxious, some make you worry so you can't even think about what this is–\",\n"," 'You must be firm in facing the problem, rather than worrying about its torture against you',\n"," \"Oh my God, I don't know why my heart is restless :(\",\n"," \"Then when will I be graduated, my juniors have already arrived. My heart is worried that it's still like this, my best friend has dropped out\",\n"," 'why are you so worried',\n"," 'Every Sunday, you must be nervous, thinking about Monday tomorrow.',\n"," 'Seriously, I\\'ve never been worried about getting older, but how come I\\'m 24 this time, I\\'m really worried, it feels like \"my time is running out\".',\n"," 'wake up restless, want to sleep restless',\n"," \"maybe I'm nervous like this\",\n"," \"Oh my, I'm the one who's worried :(\",\n"," 'I have finished all my tasks from yesterday, but why is this heart restless? feel like something bad is coming?! ......',\n"," \"Once gassi like each other, it's okay. ANJEEEEEEEER EASY DAY.\",\n"," \"Ah, I want to tell you, I'm tired and suddenly panicked and thought about it. It really interferes with the activity. Especially now, UTS. It's been a long time, and it always bothers me, if it's like this, I can only cry. I hate sudden panic and anxiety because it's hard to think\",\n"," 'Prolonged stress, depression every night, feeling restless, have risen many times but the results are zonk, feel that relying on God is useless? Hey!! Try to \"give up\" :)',\n"," \"To be honest, even rich people think I'm lying. Clumsy and anxious\",\n"," 'why are you always restless?',\n"," 'Already restless, overwritten by restlessness, crushed by despair. Finally all broke. God job.',\n"," 'why have you been worried lately + anxiously',\n"," 'What worries me is when the expectations are high, even though logically such a reason should be accepted',\n"," 'hng, why are you so nervous :(',\n"," 'restless restless accompanying',\n"," \"Ask for prayer. I'm really scared hehehe I'm really worried. Anyway, ask for prayer\",\n"," 'gps, restless panic',\n"," \"Feeling restless it's been a few months not making a living with creativity\",\n"," \"Honestly, there is one person who is willing to be my home. Tell me when I'm wrong, comfort me when I'm nervous, and hug when the world is tired. I tried to survive on my own, but in fact it took a long time to become okay.\",\n"," 'Usually no later than 9 am already asleep. This is because the thought of something is even restless',\n"," \"These few days every time you sleep restlessly, I don't understand why :(\",\n"," \"Maybe that's the phase, in your 20s, you feel like you're just living like this, it's like you haven't done anything yet, overthinking future problems has made you so anxious.\",\n"," 'Feeling anxious for no reason',\n"," \"When nervous is worse, it turns out that it's better to be told to wait than to be messed up like this\",\n"," 'WHY ARE YOU VERY EASY??? WHY HAVE YOU ARRIVED ANXIETY LIKE THIS',\n"," 'Through the day has not calmed without saying good morning. Through the night continues to be restless without saying goodnight..',\n"," 'faced with extraordinary emotions, stagnation and anxiety but it is forbidden to remove it. very bad situation.',\n"," \"This is the first time I'm nervous, ling lung, worried that my husband will never end to go offshore. Even if you just want to pass 2 days, the stress feels like centuries.\",\n"," \"I'm tired but my body is restless\",\n"," \"Some days I'm very restless when I want to sleep. When you go to sleep, you don't realize anything, why are people fainting\",\n"," 'A heart devoid of prayer and praise to God - easily restless, impatient, and angry for no reason.',\n"," \"It's a habit when you're already anxious, you're going to throw up\",\n"," \"when you want to travel or do something you must be restless and can't sleep\",\n"," 'what needs to be done today already, but still feeling restless',\n"," 'Why am I a little worried :(',\n"," 'Restless, upset if there is no news all day..',\n"," \"I can't sleep, I'm so restless thinking about the future @ @\",\n"," 'If you are afraid or feeling anxious, what do you do?',\n"," \"It's been a few nights when I've only slept for an hour hehe I'm so restless\",\n"," \"Do you know? My chest is tight, anxious, I want to cry but when I cry, the tears don't come out. Heheheh.....\",\n"," \"Ah I see, it seems that nausea is caused by being too anxious :)) It's really scary when you're overthinking..\",\n"," \"Can't sleep tonight, why are you so restless?\",\n"," 'A little worried, a lot of broth',\n"," 'Loss of appetite, weight loss, excessive anxiety, often crying, is this what is called depression?',\n"," \"I'm worried that the bad effects make my head hurt like I'm scared :(\",\n"," 'I feel so restless why are you sorry',\n"," \"I don't know why. The body is limp, the brain is not clear, and the self is restless.\",\n"," \"Some days feel different, I don't know what it feels like to be restless\",\n"," \"I'm so nervous :( I can't stop crying. I still can't believe I'm out of bed again '”\",\n"," 'I had to be firm about the problem, rather than worry about the thought of her torturing me.',\n"," 'why do you like to be nervous for no reason',\n"," 'why is my heart so restless',\n"," \"Don't worry Sil, don't\",\n"," \"Don't make decisions when you're not fit, let alone the market is blushing red because of anxiety, fear and your psychological condition is not good #notetomyself #learningcrypto\",\n"," 'Get rid of this restlessness, Amen.',\n"," \"If there are people who are really nice to me, I get confused myself, sometimes I get nervous, I get really dizzy thinking about how to repay the kindness and what if I can't repay the kindness :((((\",\n"," 'On the sidelines of anxiety there may be a longing that we must reap together.',\n"," 'Very worried',\n"," 'adults are like this. last night was restless and restless. tomorrow morning like nothing happened',\n"," \"guys, do you have the same cake as me? I like being scared but I don't know what to worry about :((\",\n"," \"Sometimes feel anxious because tomorrow. .Tired of thinking. I have to rest. In the end, it looks green, but it's stressful again. .It's really a cycle huhuuuu -.-\",\n"," 'The whole day feels restless',\n"," \"You can't doubt God, but sometimes that feeling of anxiety appears, it's not very clear!\",\n"," 'Insom + restless every day',\n"," \"Are you worried about what kind of pkp? His name is pkp but he's just like normal, later on, you guys watch it later #kerajaanbebal\",\n"," 'very nervous gatenanggg asdmekendd',\n"," \"So sad, I really want to cry. don't like it. make restless.\",\n"," 'Oh, I like to be anxious all of a sudden, why are you',\n"," \"I'm not panicking but I'm nervous\",\n"," \"every night overthinking, anxious, nervous..every time I do activities that I don't like, I always feel nauseous and have stomachaches. sometimes if you think too much it gives you a headache :(\",\n"," 'Between sad, anxious, ah! Gtw deh',\n"," 'Dilemma. confused. restless... what should I do tomorrow... //',\n"," 'First of all, I\\'m really sorry that this account doesn\\'t work as expected. I don\\'t know why I\\'m sad now, I\\'m nervous, I don\\'t want to give up, I often panic... I know time is running, I really try so hard but I\\'m sorry again\" cin failed... Sorry everyone, I can\\'t tell you positive things :)',\n"," 'Overthinking, lonely, anxious, bad mood, sad, reminiscing about things that make you feel uncomfortable... Just keep going',\n"," \"If you're nervous for no reason, why the heck?\",\n"," 'Looking for a job and the prospect of becoming unemployed makes me nervous ”',\n"," 'It\\'s really hard to be \"stupid\" or \"okay\" with things that disturb your mind. Grandpa, you really have to think about the reason why this happened, you really have to think about how it affects you, just to make the brain not stop thinking, and make the heart restless. Arghhh',\n"," \"Damn, I can't calm down since earlier. I'm really nervous\",\n"," \"what youtube do you watch so you don't get nervous\",\n"," \"When I go back to work, I suddenly feel anxious, feeling anxious and I don't know why :(.\",\n"," \"A restless heart is that people are always looking for other people's faults, until they forget that they often make mistakes themselves.\",\n"," \"[cm] Joining a campus organization is actually this tiring, isn't it? Not only physically tired, but also mentally tired. I always want a meeting always scared, always anxious, always want to cry. I want to give up but in fact giving up is harder than holding on\",\n"," \"Suddenly restless. Nobody wants to make Spaces like that. Let's hear the klean talk.\",\n"," \"I'm so restless feeling that I can't calm down, my mind isn't calm but I don't know what to think\",\n"," \"Grandpa, it's hard to sleep, people are restless, sleep in a while, wake up again, wake up again, duh, tips on how to sleep, don't have to feel restless this time ”\",\n"," 'Why are you so nervous',\n"," 'btw nutmeg I always get dizzy when I wake up, plus I feel restless after spending personal money for school fees huft',\n"," \"I've been restless ever since\",\n"," 'Anxious to mute wa from someone',\n"," 'being restless since noon but being ignored',\n"," 'Restless all over the body; disheveled mood; do not know the direction; hurry over.',\n"," 'Anxious every weekend here',\n"," 'I am in a phase where I am worried about the future, but we must leave positive thinking and trust everything to God while trying and praying for the best results.',\n"," 'getting restless «',\n"," 'Why am I even so nervous?',\n"," \"If your heart is sad and no one listens to your worries, just come to Allah, he will understand what's in your heart...\",\n"," \"It's been a week of restlessness, thx\",\n"," 'wake up so restless, why is that',\n"," 'insecure, afraid, anxious, doubtful, disappointed.',\n"," \"Yes, the point is that I feel tired, sad, annoyed, restless. It's like the feeling is mixed in my heart and mind, in my brain I'm traveling various things from problems to happiness that I've felt until this moment.\",\n"," 'Hmm why are you so nervous',\n"," 'restless and worrying too much',\n"," \"When the effects of the depressant have started to wear off and the depression phase has started, it's really tiring\",\n"," 'Going through a phase where anxiety continues to haunt',\n"," \"It's been a week but I still haven't received a reply, aka I'm really looking forward to it\",\n"," \"H-2 I have a really bad feeling, I'm nervous, confused and miserable, like I'm not calm like that. I have mixed feelings, I don't feel very good\",\n"," \"Feeling restless, even though I'm fasting\",\n"," \"Worried, nervous, sad, all mixed up. That's how it is :')\",\n"," 'Tbtb so worried sorry',\n"," \"ugh I'm nervous\",\n"," \"I'm so nervous, what's going on :(\",\n"," 'there is a task to complain, there is no task to worry, wonder',\n"," 'If you are able to be grateful for what God has given you, you will not worry about what is not yours. #D4rkBOT',\n"," 'lazy like this if you are in a position of restlessness, indecision, confusion. make a decision :(',\n"," \"Because there's no sleep, I can only sleep at 7 o'clock in the morning but I wake up at 8 o'clock... Then I can't sleep again until the afternoon just sleeps for only half an hour.... At 00.55 I suddenly feel restless, short of breath, & I want to cry.. why am I here again ' even though I'm not thinking about anything anymore\",\n"," \"Every night sometimes I feel like my heart is empty, restless, I don't know what to do\",\n"," \"It's been 3 weeks I feel really tired. The heart is pounding, the body is spooky, cool, in this brain's head it doesn't stop thinking about things, isn't it. The feeling of not being needed, the feeling of being ignored.. The soul is restless. Nervous. Afraid.\",\n"," 'Why do I think the more I think that having a relationship is happy, the more I worry, fear, worry :((',\n"," \"I haven't felt this for a long time but I came back last night. Feeling restless, worried, cranky, but I'm borrowing my laptop again, I want to tell you to return it quickly but I don't dare to make a fuss, MasHam, it's not comfortable to quickly go home, even though it's more than 9 o'clock at night\",\n"," \"I'm nervous about every plot of pictures on the next account, it's like trauma is being crushed by random humans even though my pictures are fine, it's not offensive or anything.\",\n"," 'let me strum the guitar, believe me.. all your complaints, worries, anxiety, sadness and confusion will disappear instantly',\n"," 'Anjir worried I was too much',\n"," 'Restless and agitated',\n"," 'How about you, basically, you are a loner, where is the mental health when you are not healthy, the more it is getting better. the intention to upgrade myself is even more anxious',\n"," 'I am restless but in You is Peace',\n"," 'Ever been the most anxious to the point of being forced to be the most sincere',\n"," \"Don't worry, karma is there, hauuuhzzzz\",\n"," \"really worried but i don't know why\",\n"," 'Sometimes I worry about the future...At least for now I am still given the opportunity to be grateful and increase charity.',\n"," 'restless and restless, want to be angry',\n"," \"Oh God, why is it so hard to get to know new people now, scared, worried, worried... Tremors again. I'm so afraid of myself\",\n"," 'Why are you restless at night..',\n"," \"Hoo so that's the problem that's been bothering me since Monday\",\n"," \"I hate that every time I worry again, stay up late again, worry again, stay up late again... I'm confused.\",\n"," 'I swear my teacher is full of surprises, it makes me anxious',\n"," \"why when you're worried, it hurts so bad it's hot and cold\",\n"," \"Anxiety continues every month, especially when you're out of the house\",\n"," \"why am I the dean why huh?? I'm really nervous\",\n"," \"Why is it so hard to control my sleep schedule lately :( I feel like I have something to be afraid of, I'm worried, even though my head is really dizzy. I can even sleep an hour before sahur. Previously, there were no sleep disturbances at all, but my eyes hurt, but hard to guarantee.\",\n"," \"tips, so you can sleep well, relax, so you don't get restless..\",\n"," 'Restlessness and restlessness is a “Virus†disease of the liver. So, treat it with \"Eat and drink vegetable heart\" (Patience, Tawakkal and Zikrullah). God willing, liver viruses will die and disappear because of it... by hizboel',\n"," \"I'm so nervous, what's wrong?!\",\n"," 'Need to get rid of various kinds of thoughts that make you anxious...',\n"," \"Lately, I'm getting more and more restless, why isn't it?\",\n"," 'been the most anxious before being the most sincere',\n"," \"Oops, why are you all cold, you keep getting nauseous, restless, your mouth is sour and cold, that's really not good\",\n"," \"I never thought I was bpd. I think I'm just worried and depressed. turns out to be worse than that\",\n"," \"The brain is now full of stressful thoughts. I feel like I'm about to explode, nervous, sad, scared, all mixed into one\",\n"," 'Restless and happy at the same time this is so',\n"," \"Don't worry, don't know why\",\n"," \"Since college, I've been worried all the time, thinking about work and surviving when I'm offline\",\n"," \"this is so restless oh my god what's up\",\n"," 'but my heart is still restless even though my mouth is talking',\n"," 'I also feel like a person who is not good at being grateful. If you want to relax, you still feel restless',\n"," \"If I worry about people, my chest always hurts. Please don't worry :(\",\n"," 'He said after the trial he could sleep peacefully, what the hell, my dog \\u200b\\u200bis still restless now',\n"," \"Seems like every time I want to sleep I'm worried like I can't sleep\",\n"," \"-dips! Anyone else not busy? Anyone want to hear me vent? I don't know why I'm so worried :)\",\n"," 'why is it that lately i like to be restless.. huftt',\n"," \"Damn, it's raining heavily accompanied by restlessness that hit\",\n"," 'If you are able to be grateful for what God has given you, you will not worry about what is not yours',\n"," 'When the swaddle is gone, hand & her legs look restless & nervous',\n"," 'Pls want to sleep from being restless, why are you',\n"," \"People expect it's not really that good. .Life is restless. This is how to get rid of it?\",\n"," \"restless can't sleep hm\",\n"," \"Ya Allah can't sleep I'm so worried\",\n"," \"Don't worry about yourself\",\n"," 'Restless, restless, anxious. Please be anxious.',\n"," 'restless heart, sleep is difficult.',\n"," 'Restless, upset if there is no news all day..',\n"," \"I'm nervous, worried but I don't know why\",\n"," \"3 nights, I'm restless, dumbfounded and then cry, I'm mentally ill. I'm so weak\",\n"," \"oh I'm so nervous\",\n"," \"I can't sleep... I'm restless, no one hugs me . Even though I usually sleep, no one hugs me ”\",\n"," 'I swear anj from td why sii, I like to be nervous tbtb for no reason ©',\n"," \"thanks! I'm really worried and I can't stand myself until I feel really weird physically. Usually I always take medicine from my doctor, but I usually when I'm worried about taking the medicine, I feel even more anxious, and in the morning my whole body hurts. I should how? (cont.)\",\n"," 'How to get rid of anxiety, please, I want to be normal',\n"," 'Tonight I\\'m so nervous huhu what\\'s wrongðŸ˜\"',\n"," \"scared, worried, I don't know, it's all mixed up\",\n"," \"don't be nervous, and don't worry. When the time comes, you'll know what to do. ~Walt Disney\",\n"," 'One day you have to reply, you are worried, you are appreciated, you are made to cry, you are underestimated. .Get ready, wae, kuwi kabeh ra kepenak rasane.',\n"," 'Restless and restless',\n"," 'really like worry panic',\n"," 'Restless ha ha',\n"," 'Why do you feel traumatized and lazy to be in that moment and be in that place â excessive anxiety',\n"," 'Do you understand if you hear the cellphone ringtone from wa or telephone or whatever, you are worried, afraid of yourself.',\n"," 'I feel afraid of my own mother. If you are close, your body will immediately sweat, you will be anxious, your heart will beat really fast',\n"," 'I swear I was happy this time, eh, tbtb, I was immediately sad, afraid, worried, mixed:\"',\n"," \"I'm too worried, it's just a weekly event\",\n"," 'Oh God, why do I feel restless and uneasy?',\n"," \"Oh god I'm so worried\",\n"," 'why are you feeling so restless',\n"," 'O Allah, remove the restlessness in my heart.',\n"," 'I rn: .. sluggish, tired, lethargic, limp, restless, anxious, nervous',\n"," 'Anxious about the future, will it be gold or just moans.',\n"," 'why 3 days I brought him restless huh🤔',\n"," \"Ado is nervous because he failed to damage the structure of the klrgo wong.  brags about your stepson. I'm still able to study until today, my parents paid for it. Ctek affects idk. Hanging out to drink and eat my edop? I'm not. Prcma bragging about your kprgo. My father is still able to keep his word.\",\n"," 'Why are you so restless?',\n"," 'typing while crying & very worried',\n"," 'This is crazy, the contents of my head are so full that it makes me nervous when I take it down wkwkwk',\n"," \"just-have you ever been let down by your best friend to the point of feeling too anxious? I don't want to talk about him here, but I feel sorry for myself. like, girl i deserve better then this.\",\n"," 'Is there anyone here who always feels restless every time they get older?',\n"," 'Can you worry too much or not disturb my sleep',\n"," \"It turns out that being too far from God is difficult, isn't it? The heart is restless, and everything becomes restless.\",\n"," \"prolonged stress, overthinking, can't sleep, want to cry, restless, just lethargic :(\",\n"," \"Maybe these few days for you it's just normal or nothing, but you know what? One day feels really long for me after that happened, I always worry about what decision you want to make in the future, and when are you going to tell me that decision\",\n"," \"Day 3, I'm getting restless.. -FZR-\",\n"," \"Isn't it weird when you suddenly enter the stage where you can't communicate with other people.. feeling lazy + anxious, it's one thing ²\",\n"," \"It's morning, but I'm nervous, what's going on?\",\n"," \"I'm so nervous I feel why\",\n"," \"Don't worry about what you did yesterday, it's enough to be happy if you are able to accept it all.\",\n"," \"sleep really restless duh don't like it\",\n"," \"I swear I've been feeling restless since morning\",\n"," 'Feeling excessively anxious all the time can disrupt sleep patterns or not?',\n"," \"They say that if we are snacking all the time we are lazy, it could be that we are restless/something is on our minds. That's right,\",\n"," \"I'm really worried but I don't know why\",\n"," \"It's never too late to take care of yourself if the anxiety created by your own mind doesn't always prove to be true...\",\n"," \"It's really restless since yesterday thinking about another second in class 12, preparations for SM are still a little bit, there's a lot to worry about\",\n"," 'Restless and agitated',\n"," 'hey please can I ask for positive or enthusiastic words? Lately I\\'ve been so anxious that it makes me think about it for a long timeðŸ˜\" I want to sleep so I don\\'t think about it, I\\'ll open it later so I can forget it even more🥺',\n"," 'Gr gr dreaming of ex crush to be my game, God',\n"," 'wkwkwk what a joke',\n"," 'Leaves are also standby in front of the PC ... because the office is no longer on leave',\n"," \"Thank God even though it's just a ride through\",\n"," 'wedding teaser concept using the song day6 - only, sounds good ga siiih',\n"," 'No comeback~',\n"," 'sender my sc on weird😫',\n"," '1.7 fucking years',\n"," 'Bismillah for Eid 2021, you get a few questions, you get a lot of THR',\n"," 'why is the call to prayer taking so long?',\n"," 'What should I do :-(',\n"," 'I want to spend a lot of time shopping for snacks for Eid but I have 2 million left, make a self-registration',\n"," \"I like to be grateful, don't you think, if you stay away from a guy, then not long after that he's updated and he's got a new girl WKWK maybe he feels handsome but I feel really bad about it hah you move so fast, it's a good thing I'm with you <3\",\n"," 'annoyed ,',\n"," 'Hurry bruh!',\n"," 'really said rip',\n"," \"I really want to see BTOB mix Blowin up and Bull's eye perform\",\n"," 'Feeling happy today',\n"," 'I feel like slapping mama',\n"," 'Very touched Thank you Jesus',\n"," 'chat.',\n"," 'My sister seems tired of hearing me play sunlit smile',\n"," 'Motorcycle again haha',\n"," \"I hope my brother's strength doesn't go down to the children\",\n"," 'luckily not album poster',\n"," 'How u doin?',\n"," 'Yeah babe we won',\n"," \"This morning I smell really good:'\",\n"," 'why is this person blg parcel hampers blah blah blah. if given, do you want him or not?',\n"," 'Room cleaning ',\n"," 'How u doin buddy?',\n"," \"Before the nct dream hot sauce mv comes out, let's be mutual bestie\",\n"," \"there will always be tai. So it's not just beautiful\",\n"," 'I want to take a day off from work and then take her for a long walk',\n"," 'ni-ki why? I just opened twt',\n"," 'This Monday was many times slower than the usual Monday. damn it',\n"," \"You're an addict that makes me doubt\",\n"," \"How many bbl tickets are now? How come I want to subscribe but it says my credit doesn't work even though my credit is 70 thousand\",\n"," \"does anyone have co shpe 5.5 the goods haven't arrived until now?\",\n"," 'YOK YOK SPIRIT YO 2 WORKING DAYS AGAIN.',\n"," 'Pack timeeeee',\n"," \"I bought a shirt for 200, but I've never worn it to go out (only tried it on when I first arrived and then saved it), and it turned out to be too big, so I sold it again, right? So I sold 150, is it still too expensive in that condition? :(\",\n"," 'last night wearing patch even more tired',\n"," \"I'm the one who doesn't go to school. Tell me to pay spp.\",\n"," '#doodh .Kesa fight',\n"," 'Chinese foreigners can enter at will because they say \"according to the procedure\" those who are going home are blocked even though they have negative swab results for no good reason, they don\\'t pass the homecoming ... do you realize that the government has hurt the hearts of its people?',\n"," \"Next time sitting in a hostel, you know what people are discussing, isn't it?\",\n"," 'Thank God the CB is over for Eid',\n"," \"Words don't matter, better action?\",\n"," '09.35 WIB #Tol_JORR_E TMII - Cikunir - Cakung - Rorotan CURRENT. ; Rorotan - Cakung - Cikunir - TMII CURRENT.',\n"," 'I really hate bullets†in pineapple jam',\n"," \"It's cute, I'm excited about her new dining table\",\n"," 'punyetaaaaaa ™‚',\n"," \"Grandma, it's just that my father has settled the first dose, it's a little relieved\",\n"," \"Jaemin, I've set up a lot of YouTube accounts for streaming. there is one more account that intends to make youtube premium\",\n"," \"It's a hassle when you take care of my life\",\n"," 'you know when it was announced on vlive 2 million SKKKSKSKS AAMINNNN',\n"," \"I'm sorry\",\n"," \"Damn it! I'm going to go to work, you know, what was sincere about giving it to me is getting annoyed!!\",\n"," \"Every time Allah brings difficulties to a servant, then with him there are two conveniences (HR. Tirmidhi) #Struggle for Shari'ah. #GjUzA\",\n"," 'new moots, what do you want to know?',\n"," 'Sleep patterns are soooooo messed up',\n"," 'Those who sell Netflix appear',\n"," 'Do you dare to apply for a job outside the city? :(',\n"," \"I'm sorry I didn't buy the hampers, is it still available?\",\n"," 'wow shey. I just realized and just found out there is a break in my face :)',\n"," 'Galaxy opal giannis makes me cum',\n"," 'the harmonization HSUHSI â ¤ï¸',\n"," 'This morning feels like the wind is really Eid',\n"," 'here who likes to make fmv, what apps do you use?? I found a good song and thought I wanted to make a fmv like this',\n"," 'km or not me?',\n"," '4 years studying engineering, salary work like an operator, a real pig',\n"," 'Mutual Skuy. All Fandom, Sabi lah!! Help Rt/like yaa',\n"," \"I don't hate it. But why do I have a grudge?\",\n"," \"who's on vacation?\",\n"," 'Amigos whats up?',\n"," \"Want to rant a little.. You know that if your friends are 'hostile' with your other friends, it's not a strange thing, this isn't the first time you've experienced something like this... but it still sucks, because both are important to me...\",\n"," \"There is a WA from an unknown number and he doesn't introduce himself, sorry, I won't reply.\",\n"," 'Peace be upon you, O Messenger of Allah',\n"," 'check pin moots, thx u yaa!!',\n"," \"Can't watch vivo for 4 more hours otw pls ™ƒ\",\n"," 'como q se murio jyp q dicenn',\n"," \"army/blink let's mutualan other fandom too come on gasss !!!.help rt/like thanks\",\n"," \"How come my hair won't be long, every time someone touches my shoulder, I cut it again .. my mullet is missing in the video, it's been cut again. This itchy hand touched the mouth of the scissors. AAAAAAAAA.\",\n"," 'Dream again hehehe happyâ',\n"," \"What's this, just opened twt, how come it says sebong wants CB????\",\n"," \"God no longer gives you a test.. You're the only one who throws a tantrum(:\",\n"," 'lee jaewook aka mas jeki happy birthday!! waiting for the next project, will it last long in the new agency <33 #happyjaewookday',\n"," 'Km never',\n"," \"I don't understand people who are really obedient to their own nation. It was as if his nation was the most chosen nation.\",\n"," \"Td someone comment wants to see manly, the most isle tgk comment on lizzy's post\",\n"," 'DIOS SKSKKWKWOW JK T AMO',\n"," 'For people who understand the meaning of patience. Waiting is proof of struggle',\n"," \"Dudeeee! What's up?\",\n"," \"When the PH commanded, DongZong and HINDRAF loudly opposed Jawi's writing, if the PN went up, they were silent and did not oppose the Malay-Islamic Kingdom, hahaha, which side of the two organizations does it seem? £\",\n"," \"I'm busy, you know, just make the best use of time when the hours of sleep are broken. The problem is that yesterday I mostly hung out haha, I kept forgetting that I don't have a guarantee for old age and a stomach that has to be filled every day. When it's time, we'll hang out again, okay?\",\n"," 'Looking for mutualan with fellow nctzens, who want to hype nct dream together this afternoon, I guess. Please help rt/like, thank you.',\n"," \"MORNING AGAIN I've made a AMENDE SPACE\",\n"," \"It's a bitch, the goat is cheating, 3 hours of waiting, no one has come shalan\",\n"," \"Buy a lekbong dress, it's often very feminine to wear, it's scary, my shoulders are big. The butt stomach doesn't matter, it's more embarrassing to have wider shoulders than stomach £\",\n"," 'Astagfirullah, my boarding house is a mess :(',\n"," 'cement',\n"," \"I thought I was the one you were looking for but it turns out I'm just an option\",\n"," 'Hadeh absent. Just shut up for todayðŸ˜\"',\n"," 'why so scary',\n"," 'Can I continue to take weekend leave',\n"," 'SEBASTIANN',\n"," 'I just woke up listening to NCT DREAM 1.71 MILLION SELLER, I immediately woke up, I thought I was still dreaming',\n"," 'I play football today.',\n"," 'Soon it will be full of surprises',\n"," 'Good morning, dear',\n"," 'Stupid this is not the way to play football',\n"," \"You don't have to complicate things anymore, people\",\n"," 'Astaghfirullah, it sucks my life',\n"," 'I thought it was real, but it turned out to be a dream.',\n"," \"Laaah I just realized that I'm alone at home\",\n"," \"Tired. That's the first drop. Sorry Ricky..\",\n"," 'I am your cousin',\n"," \"If you can't control what people say so you don't hurt your heart, at least you have to be able to control your ears so you don't hear what they say. haha\",\n"," \"those who haven't been on fb, can you reply?\",\n"," 'Stop trying to be perfect. Find him who knows all your weaknesses but still wants to be a part of your life.',\n"," 'Ki obostha mama?',\n"," 'If you ask where does the wound come from? From him who you consider special! ±',\n"," 'morning evening serving tiktok buto ah',\n"," 'oh god finally!',\n"," 'hair',\n"," \"I don't even feel like I'm in the mood for raya hm\",\n"," 'do i sell the tutorial again?',\n"," 'Gabut wants to go to Coke but the car is all used',\n"," 'morning bestie',\n"," 'Your voice is so nice',\n"," 'Ami ajke onk happy',\n"," 'tambay sa dagat woohoo',\n"," 'Still confused whether to use muse jisoo or seulgi..',\n"," 'Pls the one in my fleets is really cute.',\n"," 'If the account logs out itself, why is that?',\n"," 'KCG! How do you feel when you have been given a male cat and then one day after that, you are taken again and exchanged for a different one?',\n"," \"Oh no, I'm cleaning the house, ah, so that it's already 3 o'clock, I can watch the vlive\",\n"," 'Try ah:..QRT this tweet with your KTP+KK+signature+pic your fingerprint.(Try stealing personal data)',\n"," 'What is holiday',\n"," 'homecoming holiday, friends, miss my extra money ',\n"," 'There are no results, lazy to go to waste anyway.',\n"," \"Pgn already when I wake up, there will be a notification about Jaehyun's pap content\",\n"," 'TL Cleaning................................................................ ................................................................. ................................................................. ................................................................. ...............3',\n"," \"And if he asks for time to himself, don't be banned or given the impression as if you were left unilaterally. Self Healing is different for different people and can't be made the same :)\",\n"," \"Thank you so much for those who want to follow and be friends with me🙠. Those who want to follow me please, I'll be happy to follow you guys too.. Greetings friendship without limits ™ —😊\",\n"," 'What time is it now?',\n"," 'What time is it today?',\n"," 'Shame brother.',\n"," 'Eid is coming baby',\n"," 'This unemployed person aspires to be like tasya farasya ges, during Ramadhan buy up to 11 lippens',\n"," 'Wow, today I ran and changed my style to the majistret',\n"," \"3 more days. Surely there will be people who suddenly want to know everything about you. Starting from your spouse, career, savings, education, life, even to insignificant things like the price of the clothes you were wearing that day... No need to answer, because it's just small talk.\",\n"," 'Oh it turns out to be a lock wkwkwk ™ˆ',\n"," \"I'm so tired of living, I just want to be a unicorn\",\n"," \"It's a bit like that, but I call it Asperger because Hans Asperger is actually a Nazi\",\n"," \"When you just wake up, you're usually still sleepy and want to relax first. Eh, when I'm literate, I see a package placed on the bed, it's fresh right away\",\n"," 'twitter mood now!',\n"," 'Yooo yooo yooo!',\n"," \"This is the first time that Muhammad's children have been made difficult. Even though it's the same as Eid, this Muhammadiyah person '\",\n"," \"Wallahi idek what i'd do without my mama Alhamdulillah\",\n"," 'Just woke up ™',\n"," 'Coat of arms.[Æ ].Latin letters: Phonetic: Middle high vowel.Pronunciation: Win ',\n"," 'Siiiiu',\n"," 'Parci',\n"," 'just woke up',\n"," 'Not only that, he said, during holidays and leave together with Lebaran, working from home (WFH) attendance is mandatory up to 3 times.',\n"," \"uhh! Dom Jakbar, let's cuddle tonight? M22 can host\",\n"," 'Alhamdulillah!',\n"," 'Exam done yeee!',\n"," \"Can't kmn2 until some time in the future.. Lebaran stay in isolation room\",\n"," 'Why are all vampires hanging around? Even though I want to see the young ones.',\n"," 'Rikiyat hhhhhhhhhhh',\n"," \"today's vibes are really happy accompanied by we go up\",\n"," 'hmm want to read ?',\n"," \"maybe it's possible to dream of renhyuck dating for real\",\n"," \"I'm still waiting, it's already the 10th and it hasn't melted\",\n"," 'potta cloth',\n"," \"Loh there's a space\",\n"," 'This brain is very strong to remember \"something about that moment\". I really understand that it can\\'t be forgotten',\n"," 'help me make card dong',\n"," \"the cycle; make wl – got – haven't arrived home yet i don't have a crush\",\n"," 'The rep is tar first, you want to cook with your favorite plates and pots that are waiting for you',\n"," 'Start your day with intention and a smile, because mood always affects your day. ️',\n"," 'ETDAHHH SHAME BET ME',\n"," \"Crazy!! I just woke up at 9.30, I already know I'm late for work, I can still tweet first hahaha\",\n"," \"Aren't you tired of living life without using your brain?\",\n"," \"Please help, I'm still panicking. My glue gun just came out of fire I immediately fell to the floor\",\n"," \"even though I don't do tiring activities but it can get sick -_- I don't understand anymore\",\n"," 'Josss',\n"," 'This year I still get a gratuity, next year I will give 15 gratuity, which gives min gocap/cepe wow stress wallet w',\n"," 'otw order this gofood',\n"," 'oh my god the temperature is rising again hdhshshs sad',\n"," 'I swear all of you',\n"," 'And only belongs to Allah the kingdom of the heavens and the earth. He forgives whom He wills, and will punish whom He wills. And Allah is Forgiving, Most Merciful. (Surat al-Fath [48]: 14) #Strive to uphold Sharia.',\n"," 'Ya Allah I forgot that today I started fasting again EVEN WANT TO FRY EGGS',\n"," '25 minutes to sleep',\n"," \"It's like we've been told that for example, if it's raining and drinking ice, it can make us feverish, but we're annoying.\",\n"," 'Moots, anyone joined go aespa?',\n"," 'sofa<bua til 2016-2017 playlista',\n"," \"demanding inheritance to say farewell is heavy in the brain heavy in the heart which causes the child's mentality to go down its okay :)\",\n"," 'new or not, is it really 1.71??? ️',\n"," \"So what's better when the MV comes out?...Just watch it, or wait until the 11th?\",\n"," \"What's wrong with my business like this? Later I'll be busy counting money, you're busy looking for work wkwkwk\",\n"," 'Stomach :(',\n"," 'InshaAllah',\n"," 'Need a cv fast.#zonauang #zonaba',\n"," 'Clean up your sandals, maybe later on Eid someone will invite you for a walk, right?',\n"," \"while the one who had Germany yesterday had a party because the one whose name was the league committee became the champion fix. It's true that Bayern is only suitable for playing in ESL so that only strong teams can meet\",\n"," 'I should have wake up early today bro. Tomorrow is a playing day.',\n"," \"I want to fry tofu, when I see it in the pan I think it's oil, the tofu is sugar water . so this is sweet tofu\",\n"," 'Others on vacation I simulate',\n"," \"What if this kind of thirst today. It's only 10.30 wow.\",\n"," 'Idly chat with bestie like this \"I\\'m sorry\" I saw his reaction a few minutes later....',\n"," 'hikhok.',\n"," 'FASHION FASHION has just finished from outside, right, when I got home, I immediately changed my negligee, because I wanted to lie down again, then I felt my breath was really heavy and it was really tight, it was hard to breathe, it turned out that I was still wearing an anjggggggggg mask',\n"," 'Why are people on vacation until June is gone.',\n"," 'want to paint hmmmm',\n"," 'I really want when the pandemic is over (amen) after that, go for a walk, just one day is enough. The important thing is to be able to have a picnic again to get rid of fatigue :(',\n"," 'paras ng ulqm sinigang gang gang',\n"," 'Pokoke must kill Ben Plong',\n"," 'embarrassing',\n"," 'shin! Drop au Kitashin your fav dong, free to pair with anyone',\n"," \"ouch can't wait for the Ningning teaser to come out\",\n"," 'Because of the strange discussion on GC, every time I see his face, I remember that one',\n"," 'anyink dh ah',\n"," \"This morning, YJ's children are already overthinking, tired\",\n"," \"Breaking a habit that has been done for 7 years is not easy, this is the reason why I am often confused :')\",\n"," \"I swear the freebies haven't arrived to stop the work so much ;-;\",\n"," \"Now again, it's a trend for guys to wear long robes, and the bottoms are wearing Air Jordan shoes.\",\n"," 'penis',\n"," 'THANK GOD',\n"," \"Have you ever heard why but suddenly it's hilarious?? I don't know what's being stirred up or what, but it's really awesome, I don't know wow\",\n"," \"Maybe the person on the right doesn't serve me automatically because I want to resign in a short time. Haha nopee\",\n"," 'my head is about to explode',\n"," \"You can't be jealous. If he chooses something else, it's his right. There's no need to expect more.\",\n"," \"Not everyone is nice to you, but don't stop being kind to them.\",\n"," 'oh my gosh this acc flops',\n"," 'Morning',\n"," 'mmekkkkkkk angry pen',\n"," 'very busy taking care of sim',\n"," \"It's not much to understand °\",\n"," 'not clean huh? :(',\n"," \"misuh dipg hr: .. I'm bored again. I'm stressed on RL, fangirling is also stressful because there's not much content... lol, this is really great\",\n"," 'very proud',\n"," 'Where are you looking for mutual wayzenni, I lack mutual wayzenni, jir',\n"," 'Busy blaming other people to the point of being late with toxic awake dewe astghfirullah me',\n"," 'TL Cleaning................................................................ ................................................................. ................................................................. ................................................................. ......................2',\n"," 'Lm Want to eat messy bio that can be qris',\n"," \"What's wrong, Saranghae\",\n"," \"It's really easy to enter the afternoon of the trip\",\n"," 'SHAKDHAHDKA HE REMEMBERED',\n"," 'can i ask for account tag q? thx bestie',\n"," 'rice is good',\n"," 'Listen to the 2 finger rocking song. Remember kpl huzaifa. Ha ha ha. Pti most random seriously.',\n"," 'how can i forget when i have work',\n"," 'I dreamed that my ex came home to stay with my class mates too, but he brought his gf with his parents, then I had fun chatting with his gf, what do you mean?? my dreams are getting worse',\n"," 'Whats up yooo?',\n"," 'Why do people around me always misunderstand my attitude? Why?. Why has no one ever asked me why, but my attitude and actions are always misunderstood? And that always makes me think, how small am I in your eyes?',\n"," 'Hellooooo!',\n"," 'Hey man!',\n"," \"I'm sure that today, the one who came to the school hall, Mr. Madam, is proud, mmf, isn't your son, hey, or his brain is thin...\",\n"," 'please make it',\n"," 'Okay then okay',\n"," 'My pain is big',\n"," 'My whole life is full of surprise',\n"," \"I want to ask, does it take a really long time to buy an album at mecima? I'm joining the co album from mecima, it's been 2 months and there's no update\",\n"," 'First of all I am totally fine buddy',\n"," \"It's really cool when Girl from nowhere season 3 becomes the dominant Yuri.\",\n"," \"Vlive merged with weverse? Hmm, so sexy, is naver okay with hybe? You invest in the company next door, it's still not enough awkawkawkkw\",\n"," ...]"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["# Turning the statement column to a list.\n","statements = df['statement'].to_list()\n","statements"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["# Using the analyzer to determine the sentiment of each statement.\n","sentiment = []\n","score = []\n","analyzer = SentimentIntensityAnalyzer()\n","for statement in statements:\n","    statement_sentiment = analyzer.polarity_scores(statement)\n","    if statement_sentiment['compound'] >= 0.05:\n","        sentiment.append(\"Positive\")\n"," \n","    elif statement_sentiment['compound'] <= - 0.05:\n","        sentiment.append(\"Negative\")\n"," \n","    else:\n","        sentiment.append(\"Neutral\")\n","    score.append(statement_sentiment['compound'])"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>statement</th>\n","      <th>status</th>\n","      <th>sentiment</th>\n","      <th>score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>oh my gosh</td>\n","      <td>Anxiety</td>\n","      <td>Neutral</td>\n","      <td>0.0000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>trouble sleeping, confused mind, restless heart. All out of tune</td>\n","      <td>Anxiety</td>\n","      <td>Negative</td>\n","      <td>-0.2263</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>All wrong, back off dear, forward doubt. Stay in a restless and restless place</td>\n","      <td>Anxiety</td>\n","      <td>Negative</td>\n","      <td>-0.7351</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>I've shifted my focus to something else but I'm still worried</td>\n","      <td>Anxiety</td>\n","      <td>Negative</td>\n","      <td>-0.4215</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>I'm restless and restless, it's been a month now, boy. What do you mean?</td>\n","      <td>Anxiety</td>\n","      <td>Negative</td>\n","      <td>-0.4939</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                                        statement  \\\n","0                                                                      oh my gosh   \n","1                trouble sleeping, confused mind, restless heart. All out of tune   \n","2  All wrong, back off dear, forward doubt. Stay in a restless and restless place   \n","3                   I've shifted my focus to something else but I'm still worried   \n","4        I'm restless and restless, it's been a month now, boy. What do you mean?   \n","\n","    status sentiment   score  \n","0  Anxiety   Neutral  0.0000  \n","1  Anxiety  Negative -0.2263  \n","2  Anxiety  Negative -0.7351  \n","3  Anxiety  Negative -0.4215  \n","4  Anxiety  Negative -0.4939  "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["# Creating sentiment and score columns.\n","df['sentiment'] = sentiment\n","df['score'] = score\n","df.head()"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>statement</th>\n","      <th>status</th>\n","      <th>sentiment</th>\n","      <th>score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>21397</th>\n","      <td>The person who supposedly is there for me is not. My family only cares for me when it comes to ask for a service or a favour, and they do not really care for me, whether it would be successes or w...</td>\n","      <td>Suicidal</td>\n","      <td>Negative</td>\n","      <td>-0.9676</td>\n","    </tr>\n","    <tr>\n","      <th>30924</th>\n","      <td>yes, i do.</td>\n","      <td>Normal</td>\n","      <td>Positive</td>\n","      <td>0.4019</td>\n","    </tr>\n","    <tr>\n","      <th>3825</th>\n","      <td>It's gastric in the morning, we're not joking huh</td>\n","      <td>Normal</td>\n","      <td>Negative</td>\n","      <td>-0.1695</td>\n","    </tr>\n","    <tr>\n","      <th>36537</th>\n","      <td>@SamanthaPaige3 This is the best thing to pop on my Twitter all day😂😂 what cracks me up is that billy is in it too😂😂😂</td>\n","      <td>Normal</td>\n","      <td>Positive</td>\n","      <td>0.6369</td>\n","    </tr>\n","    <tr>\n","      <th>47352</th>\n","      <td>I’ve recently been getting closer to reaching proper nutrition everyday and it’s made more of an improvement than any antidepressant I’ve ever been put on has the more I learned about nutrition th...</td>\n","      <td>Depression</td>\n","      <td>Positive</td>\n","      <td>0.7821</td>\n","    </tr>\n","    <tr>\n","      <th>36573</th>\n","      <td>@slxmdunk,United Kingdom,@Pamaj what hapens if i dont want to be here anymore?</td>\n","      <td>Suicidal</td>\n","      <td>Negative</td>\n","      <td>-0.0572</td>\n","    </tr>\n","    <tr>\n","      <th>15807</th>\n","      <td>I do not really know why I am writing about this but we all know that it is obvious.I just feel like I am forced to live dealing with other people's shit every single day,it is fucking tiring.I do...</td>\n","      <td>Depression</td>\n","      <td>Negative</td>\n","      <td>-0.9928</td>\n","    </tr>\n","    <tr>\n","      <th>18290</th>\n","      <td>**Extraterrestrial beings can visit our planet in a few days.** Extraterrestrial beings can visit our planet in a few days.</td>\n","      <td>Depression</td>\n","      <td>Neutral</td>\n","      <td>0.0000</td>\n","    </tr>\n","    <tr>\n","      <th>45049</th>\n","      <td>im trying to make a chicken soup like my mother but without a recipe this will be interesting and i cant find matzah</td>\n","      <td>Normal</td>\n","      <td>Positive</td>\n","      <td>0.6486</td>\n","    </tr>\n","    <tr>\n","      <th>2535</th>\n","      <td>lexi pspspspspspsps</td>\n","      <td>Normal</td>\n","      <td>Neutral</td>\n","      <td>0.0000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                                                                                                                                                                     statement  \\\n","21397  The person who supposedly is there for me is not. My family only cares for me when it comes to ask for a service or a favour, and they do not really care for me, whether it would be successes or w...   \n","30924                                                                                                                                                                                               yes, i do.   \n","3825                                                                                                                                                         It's gastric in the morning, we're not joking huh   \n","36537                                                                     @SamanthaPaige3 This is the best thing to pop on my Twitter all day😂😂 what cracks me up is that billy is in it too😂😂😂   \n","47352  I’ve recently been getting closer to reaching proper nutrition everyday and it’s made more of an improvement than any antidepressant I’ve ever been put on has the more I learned about nutrition th...   \n","36573                                                                                                                           @slxmdunk,United Kingdom,@Pamaj what hapens if i dont want to be here anymore?   \n","15807  I do not really know why I am writing about this but we all know that it is obvious.I just feel like I am forced to live dealing with other people's shit every single day,it is fucking tiring.I do...   \n","18290                                                                              **Extraterrestrial beings can visit our planet in a few days.** Extraterrestrial beings can visit our planet in a few days.   \n","45049                                                                                     im trying to make a chicken soup like my mother but without a recipe this will be interesting and i cant find matzah   \n","2535                                                                                                                                                                                       lexi pspspspspspsps   \n","\n","           status sentiment   score  \n","21397    Suicidal  Negative -0.9676  \n","30924      Normal  Positive  0.4019  \n","3825       Normal  Negative -0.1695  \n","36537      Normal  Positive  0.6369  \n","47352  Depression  Positive  0.7821  \n","36573    Suicidal  Negative -0.0572  \n","15807  Depression  Negative -0.9928  \n","18290  Depression   Neutral  0.0000  \n","45049      Normal  Positive  0.6486  \n","2535       Normal   Neutral  0.0000  "]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["# Displaying a sample of the new DataFrame.\n","df.sample(10)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/plain":["sentiment\n","Negative    28780\n","Positive    17394\n","Neutral      6507\n","Name: count, dtype: int64"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["# Get the number of different results in the sentiment column:\n","sentiment_count = df['sentiment'].value_counts()\n","sentiment_count"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["sentiment_chart = sentiment_count.plot(\n","    kind='bar',\n","    facecolor='b',\n","    title='Sentiment Count',\n","    xlabel='Sentiment',\n","    ylabel='# of entries'\n",")\n","ticks = sentiment_count.index\n","sentiment_chart.set_xticklabels(ticks, rotation=25, rotation_mode='anchor', ha='right', wrap=True)\n","plt.show()"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[],"source":["# Set the features variable.\n","X = df['statement']\n","# Set the target variables.\n","y_status = df['status']\n","y_sentiment = df['sentiment']"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[],"source":["# Split data into training and testing for status\n","X_status_train, X_status_test, y_status_train, y_stauts_test = train_test_split(X, y_status, test_size=0.25, random_state=1)"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[],"source":["# Split data into training and testing for sentiment\n","X_sentiment_train, X_sentiment_test, y_sentiment_train, y_sentiment_test = train_test_split(X, y_sentiment, test_size=0.30, random_state=1)"]},{"cell_type":"markdown","metadata":{"id":"R-5gfm-n9haK"},"source":["## ML Model"]},{"cell_type":"markdown","metadata":{},"source":["Title: y_status_train"]},{"cell_type":"code","execution_count":17,"metadata":{"executionInfo":{"elapsed":6,"status":"ok","timestamp":1721783559372,"user":{"displayName":"Kanish Mohan","userId":"03360479849440540993"},"user_tz":240},"id":"wiFAyohp9haK"},"outputs":[{"name":"stderr","output_type":"stream","text":["c:\\Users\\MJSmi\\anaconda3\\envs\\dev\\lib\\site-packages\\sklearn\\svm\\_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n","  warnings.warn(\n"]},{"name":"stdout","output_type":"stream","text":["['Depression' 'Normal' 'Bipolar' ... 'Normal' 'Depression' 'Normal']\n"]}],"source":["status_pipeline = Pipeline([\n","    ('tfidf', TfidfVectorizer(stop_words=None)),\n","    ('classifier', LinearSVC())\n","])\n","\n","status_pipeline.fit(X_status_train, y_status_train)\n","\n","# Print the results\n","status_predictions = status_pipeline.predict(X_status_test)\n","print(status_predictions)\n"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["                                                                                                                                                                                                        X_test  \\\n","39488  i m and i have bad anxiety debilitating i haven t been able to keep a job since i wa so pretty much ever i wake up early morning hour before i have to be my heart race i black out i puke cough my ...   \n","1480                                                                                                               Jessica starred in the musical \"Legally Blonde\" as Elle Woods, the female lead in the drama   \n","47948  I’m so tired I just don’t see a point to my suffering, I don’t understand it, I want to know what I’ve done so wrong to deserve everything, I’d say sorry and do anything to make it stop! I already...   \n","19681  My life 1 year ago was completely different. I was such a chick magnet and everyone loved me i had so many friends and in this past year i lost everything. I have no friends so when i feel sad i d...   \n","37629                                                                                              RT @no_onespecixl: Know one enjoys my company and I just make everyone miserable, everyone is better off wi   \n","...                                                                                                                                                                                                        ...   \n","7162   Small context: To anyone who is curious I am 16 years old 1. It feels hard to express my opinion on the internet because every time I do I always get bashed for it. I am starting to doubt myself, ...   \n","45963  Disengaging from my friends Fuck. Fuck man. I feel like shit. I feel like I'm pushing away the people who can help me the most because I feel like a drama queen and I feel like I am a burden to th...   \n","6034                                                                                                                   what if we both get into a gang of criminals: I took your heart, and you took my heart?   \n","47746  Back in this stupid lonely hole with no one to share my thoughts with Sorry In advanced for the rant of anyone even reads this lol, 19m, I used to use this app a lot to talk people out of hurting ...   \n","44623                                                                                                                               all work and no play doe not a happy linda make can t wait for the holiday   \n","\n","      Predicted_y    Actual_y  \n","39488  Depression  Depression  \n","1480       Normal      Normal  \n","47948     Bipolar  Depression  \n","19681    Suicidal    Suicidal  \n","37629    Suicidal    Suicidal  \n","...           ...         ...  \n","7162     Suicidal    Suicidal  \n","45963     Bipolar     Bipolar  \n","6034       Normal      Normal  \n","47746  Depression  Depression  \n","44623      Normal      Normal  \n","\n","[13171 rows x 3 columns]\n"]}],"source":["# Show the test data and corresponding predictions\n","stauts_test_results = pd.DataFrame({'X_test': X_status_test, 'Predicted_y': status_predictions, 'Actual_y': y_stauts_test})\n","print(stauts_test_results)"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Accuracy: 0.9328524424196406\n","Testing Accuracy: 0.783387745805178\n"]}],"source":["# Validate the model by checking the model's training and testing accuracy.\n","training_accuracy = status_pipeline.score(X_status_train, y_status_train)\n","testing_accuracy = status_pipeline.score(X_status_test, y_stauts_test)\n","print(\"Training Accuracy:\", training_accuracy)\n","print(\"Testing Accuracy:\", testing_accuracy)"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Status Confusion Matrix:\n","[[ 745    6   97   60    6   23    6]\n"," [  17  509   77   36    3   16   13]\n"," [  62   36 2810  149   10   27  785]\n"," [  27    7   95 3907    1   50   50]\n"," [   3    6   62   18  155   14   12]\n"," [  53   14  108   86    7  331   22]\n"," [  11    7  663   98    2    8 1861]]\n","Status Classification Report:\n","                      precision    recall  f1-score   support\n","\n","             Anxiety       0.81      0.79      0.80       943\n","             Bipolar       0.87      0.76      0.81       671\n","          Depression       0.72      0.72      0.72      3879\n","              Normal       0.90      0.94      0.92      4137\n","Personality disorder       0.84      0.57      0.68       270\n","              Stress       0.71      0.53      0.61       621\n","            Suicidal       0.68      0.70      0.69      2650\n","\n","            accuracy                           0.78     13171\n","           macro avg       0.79      0.72      0.75     13171\n","        weighted avg       0.78      0.78      0.78     13171\n","\n","Overall Accuracy: 0.783387745805178\n"]}],"source":["# Create the confusion matrix\n","confusion_mat = confusion_matrix(y_stauts_test, status_predictions)\n","\n","# Print the confusion matrix\n","print(\"Status Confusion Matrix:\")\n","print(confusion_mat)\n","\n","# Print a classification report\n","print(\"Status Classification Report:\")\n","print(classification_report(y_stauts_test, status_predictions))\n","\n","# Print the overall accuracy\n","accuracy = accuracy_score(y_stauts_test, status_predictions)\n","print(\"Overall Accuracy:\", accuracy)"]},{"cell_type":"markdown","metadata":{},"source":["Title: y_sentiment_train"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["c:\\Users\\MJSmi\\anaconda3\\envs\\dev\\lib\\site-packages\\sklearn\\svm\\_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n","  warnings.warn(\n"]},{"name":"stdout","output_type":"stream","text":["['Positive' 'Positive' 'Negative' ... 'Negative' 'Neutral' 'Negative']\n"]}],"source":["sentiment_pipeline = Pipeline([\n","    ('tfidf', TfidfVectorizer(stop_words=None)),\n","    ('classifier', LinearSVC())\n","])\n","\n","sentiment_pipeline.fit(X_sentiment_train, y_sentiment_train)\n","\n","# Print the results\n","sentiment_predictions = sentiment_pipeline.predict(X_sentiment_test)\n","print(sentiment_predictions)\n"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["                                                                                                                                                                                                        X_test  \\\n","39488  i m and i have bad anxiety debilitating i haven t been able to keep a job since i wa so pretty much ever i wake up early morning hour before i have to be my heart race i black out i puke cough my ...   \n","1480                                                                                                               Jessica starred in the musical \"Legally Blonde\" as Elle Woods, the female lead in the drama   \n","47948  I’m so tired I just don’t see a point to my suffering, I don’t understand it, I want to know what I’ve done so wrong to deserve everything, I’d say sorry and do anything to make it stop! I already...   \n","19681  My life 1 year ago was completely different. I was such a chick magnet and everyone loved me i had so many friends and in this past year i lost everything. I have no friends so when i feel sad i d...   \n","37629                                                                                              RT @no_onespecixl: Know one enjoys my company and I just make everyone miserable, everyone is better off wi   \n","...                                                                                                                                                                                                        ...   \n","20009  My fiancee and I got into another argument least night. A lot of shit got said and I ran once with the intention of just throwing myself of the bridge over the highway. He wrangled me back in and ...   \n","27499  I felt the tension and the seriousness. Usually during lockdown drills things aren't too serious because we're high schoolers. We mess around because we know nothing is wrong. But this drill was d...   \n","24247  I am always unhappy. I lost my condo which I owned. It was my mistake by selling it without realizing I owned it. My relative threw away all of my belongings in my apartment at the time I was goin...   \n","2421                                                                                                                                                                                         forgot today gosh   \n","730                                                   It's really restless since yesterday thinking about another second in class 12, preparations for SM are still a little bit, there's a lot to worry about   \n","\n","      Predicted_y  Actual_y  \n","39488    Positive  Positive  \n","1480     Positive  Positive  \n","47948    Negative  Negative  \n","19681    Negative  Negative  \n","37629     Neutral  Positive  \n","...           ...       ...  \n","20009    Negative  Negative  \n","27499    Positive  Positive  \n","24247    Negative  Negative  \n","2421      Neutral   Neutral  \n","730      Negative  Negative  \n","\n","[15805 rows x 3 columns]\n"]}],"source":["# Show the test data and corresponding predictions\n","sentiment_test_results = pd.DataFrame({'X_test': X_sentiment_test, 'Predicted_y': sentiment_predictions, 'Actual_y': y_sentiment_test})\n","print(sentiment_test_results)"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Accuracy: 0.946415012474238\n","Testing Accuracy: 0.8268269534957292\n"]}],"source":["# Validate the model by checking the model's training and testing accuracy.\n","training_accuracy = sentiment_pipeline.score(X_sentiment_train, y_sentiment_train)\n","testing_accuracy = sentiment_pipeline.score(X_sentiment_test, y_sentiment_test)\n","print(\"Training Accuracy:\", training_accuracy)\n","print(\"Testing Accuracy:\", testing_accuracy)"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Sentiment Confusion Matrix:\n","[[7683  206  813]\n"," [ 253 1389  269]\n"," [ 999  197 3996]]\n","Sentiment Classification Report:\n","              precision    recall  f1-score   support\n","\n","    Negative       0.86      0.88      0.87      8702\n","     Neutral       0.78      0.73      0.75      1911\n","    Positive       0.79      0.77      0.78      5192\n","\n","    accuracy                           0.83     15805\n","   macro avg       0.81      0.79      0.80     15805\n","weighted avg       0.83      0.83      0.83     15805\n","\n","Overall Accuracy: 0.8268269534957292\n"]}],"source":["# Create the confusion matrix\n","confusion_mat = confusion_matrix(y_sentiment_test, sentiment_predictions)\n","\n","# Print the confusion matrix\n","print(\"Sentiment Confusion Matrix:\")\n","print(confusion_mat)\n","\n","# Print a classification report\n","print(\"Sentiment Classification Report:\")\n","print(classification_report(y_sentiment_test, sentiment_predictions))\n","\n","# Print the overall accuracy\n","accuracy = accuracy_score(y_sentiment_test, sentiment_predictions)\n","print(\"Overall Accuracy:\", accuracy)"]},{"cell_type":"markdown","metadata":{},"source":["Stopwords"]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["c:\\Users\\MJSmi\\anaconda3\\envs\\dev\\lib\\site-packages\\sklearn\\svm\\_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n","  warnings.warn(\n"]},{"name":"stdout","output_type":"stream","text":["['Depression' 'Normal' 'Bipolar' ... 'Normal' 'Depression' 'Normal']\n"]}],"source":["status_pipeline_stopwords = Pipeline([\n","    ('tfidf', TfidfVectorizer(stop_words=\"english\")),\n","    ('classifier', LinearSVC())\n","])\n","\n","status_pipeline_stopwords.fit(X_status_train, y_status_train)\n","\n","# Print the results\n","status_predictions_stopwords = status_pipeline_stopwords.predict(X_status_test)\n","print(status_predictions_stopwords)"]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["                                                                                                                                                                                                        X_test  \\\n","39488  i m and i have bad anxiety debilitating i haven t been able to keep a job since i wa so pretty much ever i wake up early morning hour before i have to be my heart race i black out i puke cough my ...   \n","1480                                                                                                               Jessica starred in the musical \"Legally Blonde\" as Elle Woods, the female lead in the drama   \n","47948  I’m so tired I just don’t see a point to my suffering, I don’t understand it, I want to know what I’ve done so wrong to deserve everything, I’d say sorry and do anything to make it stop! I already...   \n","19681  My life 1 year ago was completely different. I was such a chick magnet and everyone loved me i had so many friends and in this past year i lost everything. I have no friends so when i feel sad i d...   \n","37629                                                                                              RT @no_onespecixl: Know one enjoys my company and I just make everyone miserable, everyone is better off wi   \n","...                                                                                                                                                                                                        ...   \n","7162   Small context: To anyone who is curious I am 16 years old 1. It feels hard to express my opinion on the internet because every time I do I always get bashed for it. I am starting to doubt myself, ...   \n","45963  Disengaging from my friends Fuck. Fuck man. I feel like shit. I feel like I'm pushing away the people who can help me the most because I feel like a drama queen and I feel like I am a burden to th...   \n","6034                                                                                                                   what if we both get into a gang of criminals: I took your heart, and you took my heart?   \n","47746  Back in this stupid lonely hole with no one to share my thoughts with Sorry In advanced for the rant of anyone even reads this lol, 19m, I used to use this app a lot to talk people out of hurting ...   \n","44623                                                                                                                               all work and no play doe not a happy linda make can t wait for the holiday   \n","\n","      Predicted_y    Actual_y  \n","39488  Depression  Depression  \n","1480       Normal      Normal  \n","47948     Bipolar  Depression  \n","19681    Suicidal    Suicidal  \n","37629    Suicidal    Suicidal  \n","...           ...         ...  \n","7162     Suicidal    Suicidal  \n","45963     Bipolar     Bipolar  \n","6034       Normal      Normal  \n","47746  Depression  Depression  \n","44623      Normal      Normal  \n","\n","[13171 rows x 3 columns]\n"]}],"source":["# Show the test data and corresponding predictions\n","stauts_stopwords_test_results = pd.DataFrame({'X_test': X_status_test, 'Predicted_y': status_predictions_stopwords, 'Actual_y': y_stauts_test})\n","print(stauts_stopwords_test_results)"]},{"cell_type":"code","execution_count":27,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Accuracy: 0.9371551505947862\n","Testing Accuracy: 0.7584845493888087\n"]}],"source":["# Validate the model by checking the model's training and testing accuracy.\n","training_accuracy = status_pipeline_stopwords.score(X_status_train, y_status_train)\n","testing_accuracy = status_pipeline_stopwords.score(X_status_test, y_stauts_test)\n","print(\"Training Accuracy:\", training_accuracy)\n","print(\"Testing Accuracy:\", testing_accuracy)"]},{"cell_type":"code","execution_count":28,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Status Confusion Matrix:\n","[[ 726    7  109   65    6   24    6]\n"," [  18  505   74   35    5   14   20]\n"," [  65   44 2728  197    8   33  804]\n"," [  28    7  122 3856    3   41   80]\n"," [   4    3   74   24  147    7   11]\n"," [  52   14  131   97    5  297   25]\n"," [  14   11  699  177    2   16 1731]]\n","Status Classification Report:\n","                      precision    recall  f1-score   support\n","\n","             Anxiety       0.80      0.77      0.78       943\n","             Bipolar       0.85      0.75      0.80       671\n","          Depression       0.69      0.70      0.70      3879\n","              Normal       0.87      0.93      0.90      4137\n","Personality disorder       0.84      0.54      0.66       270\n","              Stress       0.69      0.48      0.56       621\n","            Suicidal       0.65      0.65      0.65      2650\n","\n","            accuracy                           0.76     13171\n","           macro avg       0.77      0.69      0.72     13171\n","        weighted avg       0.76      0.76      0.76     13171\n","\n","Overall Accuracy: 0.7584845493888087\n"]}],"source":["# Create the confusion matrix\n","confusion_mat = confusion_matrix(y_stauts_test, status_predictions_stopwords)\n","\n","# Print the confusion matrix\n","print(\"Status Confusion Matrix:\")\n","print(confusion_mat)\n","\n","# Print a classification report\n","print(\"Status Classification Report:\")\n","print(classification_report(y_stauts_test, status_predictions_stopwords))\n","\n","# Print the overall accuracy\n","accuracy = accuracy_score(y_stauts_test, status_predictions_stopwords)\n","print(\"Overall Accuracy:\", accuracy)"]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["c:\\Users\\MJSmi\\anaconda3\\envs\\dev\\lib\\site-packages\\sklearn\\svm\\_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n","  warnings.warn(\n"]},{"name":"stdout","output_type":"stream","text":["['Positive' 'Positive' 'Negative' ... 'Negative' 'Neutral' 'Negative']\n"]}],"source":["sentiment_pipeline_stopwords = Pipeline([\n","    ('tfidf', TfidfVectorizer(stop_words=\"english\")),\n","    ('classifier', LinearSVC())\n","])\n","\n","sentiment_pipeline_stopwords.fit(X_sentiment_train, y_sentiment_train)\n","\n","# Print the results\n","sentiment_predictions_stopwords = sentiment_pipeline_stopwords.predict(X_sentiment_test)\n","print(sentiment_predictions_stopwords)"]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["                                                                                                                                                                                                        X_test  \\\n","39488  i m and i have bad anxiety debilitating i haven t been able to keep a job since i wa so pretty much ever i wake up early morning hour before i have to be my heart race i black out i puke cough my ...   \n","1480                                                                                                               Jessica starred in the musical \"Legally Blonde\" as Elle Woods, the female lead in the drama   \n","47948  I’m so tired I just don’t see a point to my suffering, I don’t understand it, I want to know what I’ve done so wrong to deserve everything, I’d say sorry and do anything to make it stop! I already...   \n","19681  My life 1 year ago was completely different. I was such a chick magnet and everyone loved me i had so many friends and in this past year i lost everything. I have no friends so when i feel sad i d...   \n","37629                                                                                              RT @no_onespecixl: Know one enjoys my company and I just make everyone miserable, everyone is better off wi   \n","...                                                                                                                                                                                                        ...   \n","20009  My fiancee and I got into another argument least night. A lot of shit got said and I ran once with the intention of just throwing myself of the bridge over the highway. He wrangled me back in and ...   \n","27499  I felt the tension and the seriousness. Usually during lockdown drills things aren't too serious because we're high schoolers. We mess around because we know nothing is wrong. But this drill was d...   \n","24247  I am always unhappy. I lost my condo which I owned. It was my mistake by selling it without realizing I owned it. My relative threw away all of my belongings in my apartment at the time I was goin...   \n","2421                                                                                                                                                                                         forgot today gosh   \n","730                                                   It's really restless since yesterday thinking about another second in class 12, preparations for SM are still a little bit, there's a lot to worry about   \n","\n","      Predicted_y  Actual_y  \n","39488    Positive  Positive  \n","1480     Positive  Positive  \n","47948    Negative  Negative  \n","19681    Negative  Negative  \n","37629     Neutral  Positive  \n","...           ...       ...  \n","20009    Negative  Negative  \n","27499    Positive  Positive  \n","24247    Negative  Negative  \n","2421      Neutral   Neutral  \n","730      Negative  Negative  \n","\n","[15805 rows x 3 columns]\n"]}],"source":["# Show the test data and corresponding predictions\n","sentiment_stopwords_test_results = pd.DataFrame({'X_test': X_sentiment_test, 'Predicted_y': sentiment_predictions_stopwords, 'Actual_y': y_sentiment_test})\n","print(sentiment_stopwords_test_results)"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Accuracy: 0.9489369779802581\n","Testing Accuracy: 0.808731414109459\n"]}],"source":["# Validate the model by checking the model's training and testing accuracy.\n","training_accuracy = sentiment_pipeline_stopwords.score(X_sentiment_train, y_sentiment_train)\n","testing_accuracy = sentiment_pipeline_stopwords.score(X_sentiment_test, y_sentiment_test)\n","print(\"Training Accuracy:\", training_accuracy)\n","print(\"Testing Accuracy:\", testing_accuracy)"]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Sentiment Confusion Matrix:\n","[[7544  238  920]\n"," [ 271 1350  290]\n"," [1048  256 3888]]\n","Sentiment Classification Report:\n","              precision    recall  f1-score   support\n","\n","    Negative       0.85      0.87      0.86      8702\n","     Neutral       0.73      0.71      0.72      1911\n","    Positive       0.76      0.75      0.76      5192\n","\n","    accuracy                           0.81     15805\n","   macro avg       0.78      0.77      0.78     15805\n","weighted avg       0.81      0.81      0.81     15805\n","\n","Overall Accuracy: 0.808731414109459\n"]}],"source":["# Create the confusion matrix\n","confusion_mat = confusion_matrix(y_sentiment_test, sentiment_predictions_stopwords)\n","\n","# Print the confusion matrix\n","print(\"Sentiment Confusion Matrix:\")\n","print(confusion_mat)\n","\n","# Print a classification report\n","print(\"Sentiment Classification Report:\")\n","print(classification_report(y_sentiment_test, sentiment_predictions_stopwords))\n","\n","# Print the overall accuracy\n","accuracy = accuracy_score(y_sentiment_test, sentiment_predictions_stopwords)\n","print(\"Overall Accuracy:\", accuracy)"]},{"cell_type":"markdown","metadata":{"id":"cSTS3GTx9haK"},"source":["## Open AI"]},{"cell_type":"code","execution_count":34,"metadata":{"executionInfo":{"elapsed":7,"status":"ok","timestamp":1721783559373,"user":{"displayName":"Kanish Mohan","userId":"03360479849440540993"},"user_tz":240},"id":"UN7r6Ge39haK"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'str'>\n"]}],"source":["# Load environment variables.\n","load_dotenv()\n","\n","# Set the model name for our LLMs.\n","OPENAI_MODEL = \"gpt-3.5-turbo\"\n","\n","# Store the API key in a variable.\n","OPENAI_API_KEY = os.getenv(\"OPENAI_API_KEY\")\n","\n","print(type(OPENAI_API_KEY))"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[],"source":["llm=ChatOpenAI(openai_api_key=OPENAI_API_KEY, model_name=OPENAI_MODEL, temperature=0.3)\n","simple_prompt = ChatPromptTemplate.from_template(\"{query}\")"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[],"source":["def mental_health_chatbot(statement):\n","    format = \"\"\"\n","    You are a clinical psychologist. Answer only questions that would be relevant to mental health.\n","    If you don't know the answer, say you don't know\n","    If the human asks questions not related to mental health, remind them that your job is to help\n","    them understand their mental health status, and ask them for a question on that topic. If they ask a question which\n","    there is not enough information to answer, tell them you don't know and don't make up an\n","    answer.\n","\n","    Question: {query}\n","    Answer:\n","    \"\"\"\n","\n","\n","    #contstruct the prompt template\n","\n","    prompt_template = PromptTemplate(\n","        input_variables=[\"query\"],\n","        template=format\n","\n","    )\n","\n","    #contstuct a chain using this template\n","    chain = LLMChain(llm=llm, prompt=prompt_template) \n","    statement = statement\n","    status = status_pipeline.predict([statement])\n","    sentiment = sentiment_pipeline.predict([statement])\n","    query = {\"query\":f'The statement from the user is:{statement}\\n The mental health status of the user is/has:{status}\\n The sentiment of the statement is:{sentiment}\\n Does the user require any assistance? If so what would you suggest?'}\n","    #run the chain\n","\n","\n","    result = chain.invoke(query)\n","    return result[\"text\"]"]},{"cell_type":"markdown","metadata":{"id":"OQiYoYdO9haL"},"source":["## Gradio App"]},{"cell_type":"markdown","metadata":{"id":"ydFJqwsuAyRV"},"source":["This section of code involves a user interface where users input statements about their mental state. The code then processes these inputs and returns corresponding mental health statuses using two display textbox components. The purpose is to predict and provide insights into the user's mental state based on their statements.\n","\n","The data source consolidates information from various Kaggle datasets centered on different facets of mental health. It draws from diverse platforms such as social media, Reddit, Twitter, and more. Each entry is labeled with a specific mental health status, making it an invaluable resource for in-depth analyses, insights into mental health trends, patterns, and predictive modeling.\n","https://www.kaggle.com/datasets/suchintikasarkar/sentiment-analysis-for-mental-health"]},{"cell_type":"markdown","metadata":{},"source":["Example Statements\n","* \"I have been feeling very anxious and stressed lately.\"\n","* \"I am experiencing severe depression and can't find motivation.\"\n","* \"I feel normal and haven't had any mental health issues recently.\"\n","* \"I've had suicidal thoughts and feel hopeless.\"\n","* \"I'm struggling with bipolar disorder and my mood swings are intense.\"\n","* \"I don't know what I'm doing with my life, and I feel lost and alone.\"\n","* \"I don't know if I have a mental illness. I just have trouble expressing myself and need help.\""]},{"cell_type":"markdown","metadata":{},"source":["Chatbot Responses\n","* \"Yes, it sounds like the user may benefit from some assistance in managing their anxiety and stress. I would suggest seeking support from a mental health professional, such as a therapist or psychologist, who can help develop coping strategies and provide support. Additionally, practicing relaxation techniques, mindfulness, and engaging in regular physical activity can also help reduce anxiety and stress levels. It's important to take care of your mental health, so don't hesitate to reach out for help.\"\n","* \"Yes, it sounds like the user is experiencing severe depression and a lack of motivation. I would suggest seeking help from a mental health professional, such as a therapist or psychiatrist, to discuss treatment options such as therapy, medication, or other interventions that may help improve their symptoms. It's important to reach out for support and not try to handle these feelings alone.\"\n","* \"It's great to hear that you feel normal and haven't had any recent mental health issues. However, since you mentioned having bipolar disorder, it's important to continue monitoring your mental health and seeking support when needed. I would suggest staying in touch with your mental health provider, practicing self-care, and reaching out for help if you notice any changes in your mood or behavior. It's always good to have a support system in place.\"\n","* \"Yes, the user definitely requires assistance. I would suggest that they seek help from a mental health professional, such as a therapist or psychiatrist, to address their suicidal thoughts and feelings of hopelessness. It's important to take these thoughts seriously and get the support needed to work through them.\"\n","* \"Yes, it sounds like the user could benefit from seeking assistance from a mental health professional, such as a psychiatrist or therapist, who can help with managing the intense mood swings associated with bipolar disorder. It's important to have a proper diagnosis and treatment plan in place to help manage symptoms and improve overall well-being. I would suggest reaching out to a mental health provider for further evaluation and support.\"\n","* \"Yes, it sounds like the user may be experiencing symptoms of depression. I would suggest seeking help from a mental health professional, such as a therapist or psychologist, to explore these feelings further and develop coping strategies. It's important to remember that you are not alone and there are resources available to support you.\"\n","* \"Yes, it sounds like the user may benefit from seeking help from a mental health professional, such as a therapist or psychologist, to further explore their difficulties with expressing themselves and determine if they may have a mental illness such as bipolar disorder. I would suggest reaching out to a mental health provider for an evaluation and to discuss treatment options. It's important to prioritize your mental health and seek support when needed.\""]},{"cell_type":"code","execution_count":37,"metadata":{"id":"Ms8qPG8bDoab"},"outputs":[{"name":"stdout","output_type":"stream","text":["Running on local URL:  http://127.0.0.1:7860\n","\n","To create a public link, set `share=True` in `launch()`.\n"]},{"data":{"text/html":["<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":[]},"execution_count":37,"metadata":{},"output_type":"execute_result"},{"name":"stderr","output_type":"stream","text":["c:\\Users\\MJSmi\\anaconda3\\envs\\dev\\lib\\site-packages\\langchain_core\\_api\\deprecation.py:139: LangChainDeprecationWarning: The class `LLMChain` was deprecated in LangChain 0.1.17 and will be removed in 1.0. Use RunnableSequence, e.g., `prompt | llm` instead.\n","  warn_deprecated(\n"]}],"source":["# Define Gradio interface\n","app = gr.Interface(\n","    fn=mental_health_chatbot,\n","    inputs=gr.Textbox(label=\"Enter your statement\"), # Use gr.inputs.Textbox\n","    outputs=gr.Textbox(label=\"Mental Health Chatbot Response\", show_copy_button=True) # Use gr.outputs.Textbox\n",")\n","\n","# Step 4: Launch the Gradio app\n","app.launch(show_error=True)\n"]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"dev","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.13"}},"nbformat":4,"nbformat_minor":0}