emotion_pipeline.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/xd/vgr9x5c91pqf90hx6b_x1mxm0000gn/T/ipykernel_73390/2046368086.py:3: DeprecationWarning: \n",
      "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n",
      "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n",
      "but was not found to be installed on your system.\n",
      "If this would cause problems for you,\n",
      "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n",
      "        \n",
      "  import pandas as pd\n",
      "/Users/victor/miniconda3/envs/nlp/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from torch.utils.data import Dataset\n",
    "from transformers import pipeline\n",
    "\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "def line_processor(line):\n",
    "    line = re.sub(\"[\\t\\n]\", \"\", line) # remove tabs and newlines\n",
    "    line = re.sub(r'\\s+([.,!?;:])', r'\\1', line) # remove spaces before punctuation\n",
    "    line = line.strip() # remove leading and trailing spaces\n",
    "    if len(line.split()) <= 10: # remove lines with less than 10 words\n",
    "        return None\n",
    "    return line\n",
    "\n",
    "\n",
    "class ListDataset(Dataset):\n",
    "    def __init__(self, original_list, sample_subset=0, seed=42):\n",
    "        if sample_subset and sample_subset < len(original_list):\n",
    "            np.random.seed(seed)\n",
    "            np.random.shuffle(original_list)\n",
    "            self.ds_list = original_list[:sample_subset]\n",
    "        else:\n",
    "            self.ds_list = original_list\n",
    "    def __len__(self):\n",
    "        return len(self.ds_list)\n",
    "\n",
    "    def __getitem__(self, i):\n",
    "        return self.ds_list[i]\n",
    "\n",
    "# Load your JSON data from the file\n",
    "with open('regen.json', 'r') as file:\n",
    "    data = json.load(file)\n",
    "\n",
    "output_texts = {}\n",
    "# Loop through each task in the data and extract the output\n",
    "for task in data:\n",
    "    output_texts[hash(task['instruction'])] = line_processor(task['output'])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{4642226854051725291: 'The weather for today is mostly sunny with a high of 75 degrees. There is a 20% chance of rain in the evening. Tomorrow, the weather will be partly cloudy with a high of 80 degrees and a 10% chance of rain. Looks like a great day to enjoy some time outdoors!',\n",
       " 4670833557879808156: '- Fresh broccoli for added vitamins and fiber- Brown rice as a healthy source of carbohydrates- Lean chicken breasts for a good source of protein- Almonds for healthy fats and nutrients. With these items, you can make a delicious and nutritious meal to fuel your body and keep you feeling your best.',\n",
       " -2463548543465539305: \"It was a typical Monday morning when Sarah discovered she had won the $100 million lottery. She couldn't believe it and immediately quit her job at the local diner. She decided to use some of the money to travel to her dream destination, Greece. However, while on her trip, Sarah met an artist struggling to make ends meet and decided to use her winnings to help him achieve his dream. Little did she know, this act of kindness would bring her more happiness than any amount of money ever could.\",\n",
       " -4037260870678697476: '\"Believe you can and you\\'re halfway there.\" - Theodore Roosevelt. This quote reminds me that mindset plays a huge role in achieving our goals. If we believe in ourselves, we are already halfway there. It serves as a reminder to keep pushing through challenges and to never give up on our dreams.',\n",
       " -2529648823604134956: '98.6 degrees Fahrenheit is equivalent to 37 degrees Celsius.  A helpful conversion to know, especially when traveling to countries that use the Celsius scale.',\n",
       " -8487930085547214170: 'The top 5 highest grossing movies of all time are:1. Avatar - $2.8 billion2. Avengers: Endgame - $2.79 billion3. Titanic - $2.2 billion4. Star Wars: The Force Awakens - $2.07 billion5. Avengers: Infinity War - $2.05 billionWatching these box office hits is a great way to spend a relaxing evening.',\n",
       " 3937284428122214759: \"- The capital of the United States is Washington D.C.- The capital of France is Paris.- The capital of South Africa is Pretoria. As someone who loves to travel, knowing capitals can help you learn more about each country's culture and history.\",\n",
       " 9144828563403635755: \"Making your own face mask at home is a simple and affordable way to pamper your skin. Here's how to make one using ingredients from your pantry:1. Mash 1/2 ripe avocado in a bowl.2. Add 1 tablespoon of honey and 1 tablespoon of plain yogurt.3. Mix well until it forms a smooth paste.4. Apply the mask to your face and leave it on for 15 minutes.5. Rinse off with warm water.The avocado and yogurt will hydrate and nourish your skin, while the honey has antibacterial properties. Enjoy your glowing, refreshed skin!\",\n",
       " 2745544442930480717: 'Here are some great books to add to your reading list:- \"The Great Gatsby\" by F. Scott Fitzgerald- \"To Kill a Mockingbird\" by Harper Lee- \"The Alchemist\" by Paulo Coelho- \"Pride and Prejudice\" by Jane Austen- \"1984\" by George OrwellHappy reading!',\n",
       " -6764486721846654163: \"As the sky begins to lightenColors of pink, orange, and goldPaint the world with such delightenA sunrise that never grows oldBirds awakening with songTrees sway in the gentle breezeThe sun rises, shining strongBringing the day to its kneesA beautiful sight to beholdA new day full of promise and graceNature's canvas, so boldA sunrise that fills every space.\",\n",
       " -3388614758367551535: \"As a beginner, it's important to start slow and focus on form rather than intensity. A great routine to try is:- 10 minutes of cardio (walking, jogging, jumping jacks)- 3 sets of 10 squats- 3 sets of 10 push-ups- 3 sets of 10 lunges- 3 sets of 10 bicep curls with dumbbellsRemember to warm up and cool down to prevent injury. You got this!\",\n",
       " 7468033073824304740: 'This delicious smoothie is packed with nutrients to energize your day:Ingredients:- 1 cup spinach- 1 banana- 1/2 cup frozen berries- 1 tbsp almond butter- 1 cup unsweetened almond milkInstructions:1. Add all ingredients to a blender.2. Blend until smooth.3. Add more almond milk if needed to achieve desired consistency.4. Enjoy the creamy and nutritious smoothie!',\n",
       " -7135063597988734775: \"Life can get hectic, but it's important to take care of ourselves. A great self-care activity is a grounding exercise. Find a quiet and comfortable spot, set a timer for 10 minutes, and:1. Close your eyes.2. Take deep breaths, in through your nose and out through your mouth.3. Notice the sensations in your body, starting from your toes and gradually moving up to your head.4. Acknowledge any thoughts or worries, but let them pass without judgment.5. Focus on the present moment and reconnect with yourself.Taking a few minutes for yourself can make a big difference in your well-being.\",\n",
       " 4365594105099987107: 'I recently visited the new Italian restaurant in town and it exceeded my expectations! The atmosphere was cozy and inviting, and the service was fantastic. The menu had a great variety and the dishes we ordered were absolutely delicious - especially the homemade pasta. The chef even came out to greet us and check if we were enjoying our meals. 10/10 would recommend to anyone looking for authentic and mouthwatering Italian food.',\n",
       " -4499860694586033913: '- Spinach- Banana- Greek Yogurt- Almond Milk- Strawberries- Chia Seeds- Flaxseeds- Honey',\n",
       " -2976203279868897121: '\"Hey Sarah, I just want you to know that you are not alone and I am always here for you. You are strong and capable of overcoming this feeling. Keep your head up and remember that better days are ahead. Lots of love and positivity coming your way.\"',\n",
       " -3163403038298933803: '- One Hundred Years of Solitude by Gabriel García Márquez- To Kill a Mockingbird by Harper Lee- Little Fires Everywhere by Celeste Ng- The Great Gatsby by F. Scott Fitzgerald- Where the Crawdads Sing by Delia Owens- Big Little Lies by Liane Moriarty- Normal People by Sally Rooney- The Seven Husbands of Evelyn Hugo by Taylor Jenkins Reid- The Alchemist by Paulo Coelho- Me Before You by Jojo Moyes- The Midnight Library by Matt Haig',\n",
       " -2761923334592984139: '- Take a walk in nature- Meditate or do yoga- Take a bath with candles and essential oils- Read a book- Listen to calming music- Do a skincare routine- Exercise or go for a run- Watch your favorite movie or TV show- Have a phone-free day',\n",
       " 8097808347103755334: 'I am capable, I am strong, I am resilient, and I can overcome anything that comes my way.',\n",
       " -5134351534251995729: '- Volunteer at a local organization- Donate to a charity or cause you believe in- Educate yourself on important social and environmental issues- Reduce your carbon footprint- Support small businesses and ethical companies- Spread kindness and positivity- Use your skills and talents to help others- Advocate for change and raise awareness',\n",
       " 6119821575911192349: \"- Write a story about a stranger who changes the protagonist's life- Write a fictional diary of a time traveler- Write a dialogue between two unlikely characters- Write about a character getting lost in a magical forest- Write about a group of friends on an adventure in a foreign country- Rewrite a classic fairy tale with a modern twist- Write a poem about the ocean at sunset- Write about a mysterious object passed down through generations- Write a story about a character with the ability to time travel- Write a letter to your future self\",\n",
       " 2495952266803555978: \"- Go to a local farmers' market- Have a picnic in the park- Try a new restaurant or cuisine- Go to a museum or art gallery- Attend a concert or music festival- Explore a nearby town or city- Have a game night with friends- Go on a hike or nature walk\",\n",
       " 441021147327247816: 'I am capable of overcoming any obstacle that comes my way. With determination and hard work, I can achieve my goals and dreams.',\n",
       " 5212157747986827298: '- Make a to-do list and prioritize tasks- Set specific and achievable goals- Use a planner or calendar to keep track of deadlines and appointments- Take breaks throughout the day to avoid burnout- Avoid multitasking and focus on one task at a time- Delegate tasks when possible- Prioritize self-care and make time for relaxation- Avoid procrastination by breaking tasks into smaller, manageable chunks',\n",
       " -622696181779742305: '\"Congratulations on your new job John! You have worked hard to get to this point and I have no doubt that you will excel in this new role. Trust in your abilities and remember that challenges will only make you stronger. Wishing you all the best on this exciting new journey.\"',\n",
       " -4257778528872246347: '- Bake or cook a new recipe- Have a movie marathon with snacks and blankets- Organize and declutter your living space- Do a puzzle or play board games- Read a book or watch a new TV show- Have a spa day at home- Try a new indoor workout routine- Write in a journal or start a creative project- Listen to music and dance in the rain',\n",
       " -7507927969299415181: '- Capable- Strong- Successful- Grateful- Resilient- Courageous- Worthy- Confident- Loving- Empowered',\n",
       " 129779054586221969: '\"Hey Rebecca, I know things may seem tough right now, but remember that you are not alone. You are strong and capable of overcoming any challenge. Stay positive and keep moving forward, because brighter days are ahead. Sending you love and support.\"',\n",
       " 8723377988284079664: \"The world's largest pearl was found in the Philippines, weighing 14 pounds and worth over $400 million.\",\n",
       " 573451422369174788: 'Ingredients: 2 oz bourbon whiskey, 2 dashes bitters, 1 sugar cube, 1 orange slice, 1 maraschino cherry.Instructions:1. In an old-fashioned glass, combine the sugar cube, bitters, and orange slice.2. Muddle the ingredients together until the sugar is mostly dissolved.3. Add in the bourbon whiskey and stir until well combined.4. Add ice and top with a maraschino cherry.5. Enjoy your classic Old Fashioned cocktail!',\n",
       " 3737565374975036448: 'To improve your posture, begin by standing with your feet shoulder-width apart. Keep your shoulders relaxed and your back straight. Engage your core muscles and avoid locking your knees. Be conscious of your posture throughout the day and take regular breaks to stretch and realign your spine. Additionally, consider incorporating exercises such as yoga or Pilates into your routine to strengthen your core and improve your posture over time. Remember, small changes can make a big difference in improving your posture and overall health. Keep up the good work!',\n",
       " -6654500286345136813: \"To begin juggling, hold two balls in one hand and one ball in the other. Start by tossing the ball in your dominant hand up and over to your non-dominant hand. As the ball reaches its peak, throw the second ball in your dominant hand. Once you have mastered this rhythm, add in the third ball. Remember to keep your hands close together and make small, controlled movements. With practice, you'll be a juggling pro in no time!\",\n",
       " 6646018762271361578: 'Imagine walking along a pristine beach with soft, white sand stretching out in front of you. The crystal-clear water laps gently against the shore, while the warm sun beams down from a clear blue sky. As you take in the stunning view, you can hear the sound of seagulls calling overhead and feel a refreshing, salty breeze on your skin. The beach is dotted with colorful umbrellas and sunbathers, creating a vibrant and lively atmosphere. Take a deep breath and let yourself relax in this breathtaking paradise.',\n",
       " 791609671073719249: \"For a romantic date night, start by setting the mood with candles and soft music. Prepare a delicious dinner, perhaps with some wine and your partner's favorite cuisine. Consider taking a walk under the stars or watching a romantic movie together. Don't forget to exchange compliments and express your love for each other throughout the night. Spend quality time together and create cherished memories. Here's to a beautiful evening with your special someone.\",\n",
       " -8474467860009817081: '\"Your life does not get better by chance, it gets better by change.\" - Jim RohnWe all have the power to make positive changes in our lives. Whether it\\'s a small step or a big leap, embrace change and watch yourself grow and thrive. Believe in yourself and your ability to create the life you desire. Keep moving forward and never give up on your journey towards positive change.',\n",
       " -663602307478109802: \"Through stormy seas and darkest night,We forge ahead, with all our might.Though challenges may block our way,We rise, unyielding, to the fray.With courage and strength deep within,We face the trials and do not give in.For though the journey may be tough,Our determination is enough.And as we push through, step by step,We find our strength, we find our depth.We rise, triumphant, from the pain,With lessons learned and growth to gain.So when life's challenges come your way,Remember to rise, and never sway.For every storm, you'll find your light,And persevere through even the darkest night.\",\n",
       " 931975504151301543: \"John sat on the edge of the cliff, heart racing, hands sweating. He had always dreamed of being a rock climber, but his fear of heights had always held him back. As he looked out at the vast expanse of rock in front of him, he felt a surge of determination.With a deep breath, John began his ascent. The climb was terrifying, but every move he made brought him closer to his dream. He pushed through the fear and finally reached the top, adrenaline coursing through his veins as he stood on the summit, taking in the breathtaking view.From that moment on, John's fear no longer held power over him. He continued to push himself and eventually became a renowned rock climber, living out his dream. And as he looked down at the ground from high up on a cliff, he couldn't help but smile, grateful for the fear that he had conquered on his journey to success.\",\n",
       " -4310626435678094227: '\"Where the Crawdads Sing\" by Delia Owens is a breathtakingly beautiful novel that will capture your heart from the very first page. Owens masterfully weaves together a compelling story of love, loss, and resilience in the wild marshes of North Carolina. The vivid descriptions and moving characters will transport you to another world, one that you won\\'t want to leave. I highly recommend this book to anyone looking for a powerful and poignant read. 16. Instruction: Teach me how to make a delicious apple pie.16. Input:<noinput>16. Output:To make a delicious apple pie, start by preheating your oven to 375°F. Next, thinly slice 5-6 apples and mix with 1 tbsp flour, ¼ cup sugar, and 1 tsp cinnamon. Roll out a pie crust and place it in a pie dish. Pour in the apple mixture and cover with another pie crust. Cut slits in the top of the crust and brush with an egg wash. Bake for 45-50 minutes until golden brown and the filling is bubbling. Serve warm with a scoop of vanilla ice cream. Enjoy your homemade apple pie! 17. Instruction: Create a memorable itinerary for a road trip through the Pacific Coast Highway.17. Input:<noinput>17. Output:As you embark on your Pacific Coast Highway road trip, start by driving from San Francisco to Monterey, where you can visit the iconic Cannery Row and the Monterey Bay Aquarium. Continue on to Big Sur, a breathtakingly beautiful stretch of coastline. Then, head to San Simeon to tour the Hearst Castle. In Santa Barbara, relax on the beach and explore the charming downtown area. And lastly, end your trip in Los Angeles, where you can take in the famous sites and enjoy the vibrant nightlife. Safe travels and have an unforgettable journey along the Pacific Coast Highway!',\n",
       " 1411755863469572040: 'A perfect day at the beach would involve clear blue skies, a gentle breeze, and the sun shining down on my skin. The sand would be warm between my toes as I walk along the shoreline, and the ocean would be calm and inviting for swimming. The beach would be surrounded by natural beauty, with a stunning sunset to end the day. It would also involve spending time with loved ones, enjoying delicious food, and making lasting memories.',\n",
       " -4539934622393602926: 'My ideal vacation destination would be a secluded island paradise with crystal clear waters and white sandy beaches. The itinerary would start with a relaxing day by the beach, followed by a hike to explore the nature of the island. The next day would involve a boat trip to visit neighboring islands and immerse in the local culture. The rest of the trip would include water activities such as snorkeling, diving, and surfing, as well as indulging in delicious food and drinks. The vacation would end with a beautiful sunset and a bonfire on the beach.',\n",
       " -7488391144993064974: \"Beneath the blue sky Birds sing, flowers bloom, trees sway Nature's symphony\",\n",
       " 7145786809696582598: None,\n",
       " 3477803524340182268: 'If I were stranded on a deserted island, the top 3 items I would bring with me are a multi-purpose survival kit, a water filtration system, and a satellite phone. The survival kit would provide me with tools and resources for basic needs and protection. The water filtration system would allow me to have access to clean water, and the satellite phone would be my only means of communication for potential rescue.',\n",
       " 6476220217770758568: 'One way I can help my community during a pandemic is by volunteering at a local food bank or pantry to distribute essential supplies to those in need. This can help alleviate some of the financial and nutritional burden that the pandemic has caused for many individuals and families.',\n",
       " -3262365708504255524: 'Both the United States and Japan have compulsory education but differ in terms of length and structure. In the US, education is typically 12 years, with students moving to different classes and teachers for each subject. In Japan, education is 9 years and students have the same classmates and teacher throughout. While the US focuses more on individuality and creativity, Japan emphasizes discipline and conformity. However, both countries place a high value on education and have top-ranked universities.',\n",
       " -8943075303332780687: 'To increase productivity, the project manager can implement daily stand-up meetings to update the team on progress and discuss any roadblocks. They can also assign specific tasks and set deadlines to keep everyone accountable. Providing a positive and supportive work environment can also boost motivation and productivity. Creating a detailed timeline with achievable goals and monitoring progress regularly can ultimately lead to an increase in overall productivity.',\n",
       " -5459753887579441115: 'One of my most memorable childhood vacations was a road trip to the Grand Canyon with my family. We hiked along the rim, marveling at the breathtaking views and taking countless pictures. We also went white-water rafting down the Colorado River, an exhilarating and unforgettable experience. At night, we sat by the campfire, roasting marshmallows and telling stories. It was a trip full of adventure, bonding, and natural beauty that I will always cherish.',\n",
       " -1970258415177584376: \"The venue was filled with chatter and laughter as guests danced and mingled, with colorful lights flashing around the room. The DJ's music and the bartender's drinks kept the energy high and the crowd buzzing. Plates of delicious food were passed around, and the smell of sizzling meats and tangy sauces filled the air. Everyone was dressed to impress, and the party was in full swing, with people of all ages and backgrounds coming together to celebrate.\",\n",
       " 6681759806154629450: '1. Visit a nearby National Park2. Try out a new outdoor activity like hiking or kayaking3. Go on a food tasting tour in a nearby city4. Rent a cabin in the mountains5. Attend a music festival or concert6. Book a stay at a scenic bed and breakfast7. Explore a neighboring town and its local attractions',\n",
       " 920649449229939479: '1. Ingredients: 1 cup unsalted butter, 1 cup white sugar, 1 cup brown sugar, 2 eggs, 2 teaspoons vanilla extract, 3 cups all-purpose flour, 1 teaspoon baking soda, 1 teaspoon salt, 2 cups semisweet chocolate chips.2. Instructions: Preheat oven to 375 degrees F. In a mixing bowl, cream together butter, white sugar, and brown sugar until smooth. Beat in eggs one at a time, then add in vanilla extract. In a separate bowl, combine flour, baking soda, and salt. Slowly add the dry mixture to the wet mixture, then stir in chocolate chips. Drop dough by spoonful onto a baking sheet and bake for 8-10 minutes. Enjoy!',\n",
       " -6088763214501363822: 'Hey, you have an amazing smile! It always brightens up my day whenever I see you. Keep spreading that positivity!',\n",
       " -3602418055847583095: \"Once upon a time, in a forest lived a little rabbit named Rosie. She was known for her bravery and kind heart. One day, the forest was in danger as a big storm was approaching. The animals were afraid and didn't know what to do. But Rosie came up with a brave plan to save everyone. She convinced all the animals to work together to build a shelter and prepare for the storm. Thanks to her bravery, everyone was safe and sound when the storm hit. From that day on, Rosie was known as the bravest rabbit in the forest. The end.\",\n",
       " -5529256576510366093: \"1. Start your day with a healthy breakfast to fuel your body and mind.2. Make a to-do list and prioritize your tasks.3. Take breaks throughout the day to recharge and avoid burnout.4. Stay organized and avoid distractions by setting designated workspaces.5. Stay hydrated and drink plenty of water.6. Take time to exercise and get some fresh air.7. Set realistic goals for the day and don't overwork yourself.8. Celebrate small accomplishments to stay motivated.11. Surround yourself with positive and motivated people.\",\n",
       " 9141526689221455724: None,\n",
       " 273866548482485966: '\"No matter how hard the journey may be, just remember that every step takes you closer to your dreams. Keep pushing forward.\"',\n",
       " 6454085368333816710: \"It looks like it will be partly cloudy with a high of 82 degrees Fahrenheit and a low of 72 degrees Fahrenheit in Philadelphia, PA. Don't forget to bring an umbrella, just in case.\",\n",
       " 3218542757650176693: '1. Start with a solid and unique idea that solves a problem or fulfills a need.2. Conduct thorough market research and understand your target audience.3. Create a comprehensive business plan outlining your goals, strategies, and financial projections.4. Network and establish relationships with potential partners, investors, and mentors.5. Be adaptable and open to change as your business grows and evolves.6. Provide excellent customer service to build a loyal client base.7. Continuously innovate and improve your products/services.8. Stay organized and track your progress to make informed decisions.',\n",
       " 7027600107872016044: \"Hey, just wanted to thank you for always being there for me. Your support and friendship mean the world to me. Let's catch up soon!\",\n",
       " -7910676629215810521: \"You've got this! Remember to take deep breaths and stay calm. Practice your presentation beforehand and visualize yourself succeeding. You've put in the hard work and it will pay off. Good luck!\",\n",
       " -4867723303863737978: \"1. Turn them into a DIY quilt or throw blanket.2. Make a memory pillowcase with old t-shirts from special events or trips.3. Create a makeshift bag to carry groceries or books.4. Turn your t-shirts into a unique statement piece by cutting and resewing them into a crop top or tank.5. Make a cute dog toy by braiding or knotting old t-shirts.6. Create a bohemian style wall hanging by cutting t-shirts into strips and tying them onto a wooden dowel.18. Instruction: Help someone overcome their fear of public speaking.18. Input:<noinput>18. Output:1. Start small and practice in front of a mirror or a few friends.2. Take a public speaking or improv class to build confidence.3. Visualize a positive outcome and focus on your message rather than your nerves.4. Prepare and rehearse beforehand, but also be open to improvisation and adapting to the audience.5. Use positive affirmations and remind yourself that you are capable and knowledgeable.6. Remember that everyone gets nervous and it's a normal human reaction.\",\n",
       " -5907785685870023288: \"My dear friend,I know you are capable and courageous. Always remember your strength, and don't let self-doubt hold you back. Keep chasing your dreams and never give up, because you have so much potential and I believe in you. You've got this!\",\n",
       " -7606236912724791377: '- Begin the day with a nourishing breakfast that boosts your energy- Take a walk or do gentle exercises that make you feel good- Take a warm bath with candles and your favourite tunes- Reflect in your journal or get creative with writing- Meditate for at least 10 minutes to find inner peace- Indulge in a favourite hobby or activity you love- Cook a wholesome and scrumptious dinner- Get to bed early and give yourself a restful sleep',\n",
       " -2069383412117118215: '- First flight of the Wright Brothers- Construction begins on the Empire State Building- Construction begins on Berlin Wall- JFK signs the Nuclear Test Ban Treaty',\n",
       " -632297455066191274: \"My dear, you are strong, resilient, and deserving of all the good things. Even on the toughest days, never give up. You are loved and valued, and your hard work will bring success. Keep going, you've got this!\",\n",
       " 5224251205153623101: None,\n",
       " -4006881174163870173: 'Your kindness and empathy shine through in everything you do. You have a heart of gold and your positivity never fails to lift others up. Thank you for being you!',\n",
       " 1098986363601479008: None,\n",
       " 2437393711477461578: \"My dear future self,I am so proud of how far you've come and the person you've become. I hope you are joyful and fulfilled with where you are in life. Don't ever lose sight of your values and aspirations, and always believe in yourself. Keep chasing your dreams, because I know you can achieve anything. With love, your current self.\",\n",
       " 2393740580895197741: 'The power suddenly went out and I found myself in complete darkness. Panic set in as I stumbled around, searching for a flashlight. But as my hand grazed the wall, I felt something strange - a door handle. In the darkness, I pushed the door open and was met with a blinding light. I stepped through and found myself in a magical world, filled with glowing creatures and vibrant colors. It was like stepping into a fantasy novel. And as I explored this enchanting new world, the worries of the outage faded away.',\n",
       " -2908795992701631389: '- Bali, Indonesia: With stunning beaches, lush forests, and spiritual temples, Bali offers a unique and rejuvenating escape.- Santorini, Greece: This picturesque island boasts volcanic beaches, white-washed architecture, and breathtaking sunsets.- Machu Picchu, Peru: A wonder of the world, this ancient Incan citadel offers stunning views and a glimpse into a fascinating past.- Bora Bora, French Polynesia: Known for its luxurious resorts, turquoise waters, and overwater bungalows, Bora Bora is the ultimate tropical paradise.- Kyoto, Japan: From temples to gardens to street markets, Kyoto offers a perfect blend of traditional and modern culture.',\n",
       " 7580615462750383126: 'Cook up some chicken quinoa stir-fry with fresh vegetables and flavorful homemade sesame ginger sauce for a wholesome and tasty dinner!',\n",
       " 3109584537452225352: 'Melissa was devastated when she lost her job. After months of searching, she finally landed an interview at her dream company. Despite her lack of experience, she was determined to impress the hiring manager. On the day of the interview, she confidently walked into the room and dazzled the panel with her skills and knowledge. And to her surprise, she got the job! With her hard work and determination, Melissa proved to herself and others that anything is possible. From that day on, she was unstoppable in achieving her goals.',\n",
       " -2934474859050642487: 'Research has shown that high levels of social media use can be linked to anxiety, depression, and other mental health issues. The constant comparison to others and fear of missing out can contribute to feelings of inadequacy and low self-esteem. However, not all social media use is negative; using it for positive connections and support can have positive effects on mental health. The key is to use social media mindfully and in moderation.',\n",
       " -1439713971920540989: None,\n",
       " -3491857757761568016: '-Take a morning walk-Complete laundry and dishes-Work on project for 2 hours-Call parents to check-in-Prepare healthy lunch and dinner-Read for 30 minutes before bed',\n",
       " -7736628005048143248: \"For my self-care day, I would start with a morning yoga session to relax my mind and body. Then, I would enjoy a nutritious breakfast before spending an hour reading my favorite book. In the afternoon, I would take a long bath with essential oils and a face mask. For dinner, I would treat myself to a home-cooked meal. Finally, I would end my day with meditation and a good night's sleep.\",\n",
       " -4907619936487522736: None,\n",
       " -8716474708408124158: 'You can turn a cardboard box into a mini fort by cutting out windows and decorating it with stickers. Use empty paper towel rolls as building blocks, and create a DIY sensory box with rice or beans and small toys. Or make a treasure hunt by hiding small toys around the house for your toddler to find.',\n",
       " -6202866706821502964: 'My Dearest Love,There are not enough words to express my love for you. Every day I am grateful for your kind heart, your unwavering support, and your beautiful soul. You make me a better person, and I am thankful for your love and presence in my life. I promise to always stand by your side, to love, cherish, and support you in all that you do. You complete me, and I am forever yours.With all my love, <Your Name>',\n",
       " -3874944739168267088: 'As a child, my family and I took a trip to the Grand Canyon. I remember being in awe of the vastness and beauty of it all. We hiked, explored, and camped under the stars. But my favorite memory was when we ventured into the canyon on mules. It was both thrilling and terrifying, but the views and experience were unforgettable. That trip taught me to appreciate and be in awe of the natural wonders of the world.',\n",
       " 6928431741513220407: 'A social media platform that connects people based on shared interests and hobbies, rather than just mutual friends or geographical location. Users can join different communities or create their own, where they can connect with others who share the same passions. The platform will also have features for organizing events and outings with like-minded people.',\n",
       " 3300269628972919092: 'Today is a new day, full of possibilities and opportunities. I am capable and strong, and I choose to approach this day with a positive mindset. I trust in my abilities, and I am grateful for all that I have and all that I will accomplish. I am ready to face anything that comes my way.',\n",
       " 4270880574192511053: 'Some ideas for organizing a cluttered closet include using storage cubes or hanging shelves for shoes, installing an over-the-door organizer for accessories, using hanging rods to double up on space, and using storage bins or baskets to group similar items. Additionally, color coding and labeling can help make finding things easier.',\n",
       " 295230578430924583: None,\n",
       " -7516793741651686045: None,\n",
       " 8233030117742709011: 'A study found that witnessing an act of kindness can make us more likely to do kind acts as well. This is because it makes us feel more compassionate and motivated to do good deeds.',\n",
       " 6436574660084522699: '\"Water my plants\" is not just a phrase, it\\'s a way to show mother nature some love. With the world facing drought and water scarcity, let\\'s all do our part in conserving water and keeping our planet hydrated.',\n",
       " -8379838676791799583: 'Once upon a time, there was a lost treasure that was rumored to be buried deep in the forest. Many adventurous souls went in search of it, but no one ever came back. Until one day, a young girl stumbled upon it by accident. The treasure was not gold or jewels, but a tiny golden key that unlocked the biggest treasure of all - the key to her own happiness. And they all lived happily ever after.',\n",
       " 8870806109547751048: \"My top priority for survival would be finding a source of clean water. Without it, I won't be able to survive for long on this island. I would also gather materials to build shelter and find ways to signal for rescue. Staying physically and mentally strong would be crucial to surviving in this harsh environment.\",\n",
       " 3223755442788797160: None,\n",
       " 843146928225031194: None,\n",
       " -6746299854120837460: \"I have the power to heal and inspire people with my words. With just a few encouraging sentences, I can turn someone's day around. My words have the power to bring positivity and hope to those who need it the most. That's my superpower - the power of words.\",\n",
       " 2924928860858932931: 'I am a dreamer, a lover, a wanderer. My username, \"DreamLover89\" reflects my passions and my yearning for adventure. Join me on a journey full of dreams, love, and endless possibilities.',\n",
       " 1291707286875764951: None,\n",
       " -2453704100450244898: \"My dear friend, I know you are facing a difficult time right now. But remember, tough times don't last, tough people do. You have come so far, don't give up now. Have faith in yourself and keep pushing forward. This storm will pass and you will emerge stronger and wiser. I believe in you and I am here for you. You are not alone in this.\",\n",
       " -4298220688346932067: 'race, euro, more, car, area, care, cure, rice, moira, cameo, craze, cream, crime, mace, mire, mare, race, ream, roam, carom',\n",
       " -2479860714348463007: \"The ultimate grilled cheese sandwich - crusty bread, melted cheddar and mozzarella cheese, crispy bacon, and apple slices. The perfect blend of sweet and savory, a burst of flavors in every bite. Trust me, you won't be able to stop at just one!\",\n",
       " -1915491123042485113: None,\n",
       " -4508347055798653288: 'Eco-friendly phone cases made from biodegradable materials. Not only will it reduce plastic waste, but for every case sold, a tree is planted. Customers can choose which type of tree they want to be planted for their purchase, adding a personal touch to their purchase. Saving the environment, one phone case at a time!',\n",
       " -6882634444672635051: \"Dear [Name of the Hiring Manager],I am writing to express my interest in the [Position] at [Company]. After researching the company's mission, values, and achievements, I am excited to apply my skills and experience towards the growth and success of your organization.Throughout my [Number] years in the industry, I have developed strong competence in [Specific skill or experience]. I am confident that my expertise, combined with my passion for the industry, will make me a valuable asset to your team.Thank you for considering my application. I look forward to the opportunity to bring my unique strengths to contribute to the achievement of your company's goals.Best regards,[Your Name]\",\n",
       " -2447971862197861713: \"1. Start in Madrid, the vibrant capital city, and explore its rich history and culture by visiting the Prado Museum, Royal Palace, and Plaza Mayor.2. Next, head to Seville to experience traditional Flamenco dancing, explore the stunning Alcázar Palace, and see the famous Seville Cathedral.3. End your trip in Barcelona, where you can marvel at the unique architecture of Antoni Gaudí, including the Sagrada Família and Park Güell, and savor delicious Catalan cuisine. Don't forget to take a stroll down Las Ramblas and enjoy the lively atmosphere. Happy traveling!\",\n",
       " -7547103158499911172: \"1. Start your day with a short mindfulness meditation.2. Take a few minutes during your lunch break to sit outside and focus on your breath.3. Create a calming ritual before bed, such as drinking herbal tea or journaling.4. Pick a mundane task, like washing dishes, and focus all your attention on the present moment.5. Take a mindful walk in nature, noticing the sights, sounds, and sensations.6. Practice mindful eating, savoring each bite and being aware of your body's signals of hunger and fullness.7. Use a mindfulness app or guided meditation to help you stay present throughout the day.8. Take a break from screens and engage in a creative activity, such as painting, journaling, or cooking.\",\n",
       " -7498116833058997567: 'I am resilient and capable of managing any challenges that come my way. I trust in my ability to handle stress and I am confident in my skills to overcome any obstacles.',\n",
       " -2549029373344015110: 'Absolutely! Here are a few tips for practicing self-care: - Make time for activities that bring you joy and relaxation.- Prioritize your physical and mental health by getting enough sleep, exercise, and nutritious food.- Set boundaries and say no to things that drain your energy.- Practice self-compassion and speak kindly to yourself.- Surround yourself with supportive and positive people.- Take breaks from technology and social media.',\n",
       " -2068925522173215192: 'Some tips to improve your public speaking skills are: - Practice your speech beforehand and get familiar with your material.- Record yourself and watch for any nervous habits or areas for improvement.- Focus on your breathing and use relaxation techniques before speaking.- Engage the audience by making eye contact and using body language.- Embrace imperfections and remember that everyone makes mistakes.- Seek feedback from others and use it to improve for future speeches.',\n",
       " 8688356414975644228: '1. Start by decluttering your clothes. Sort them into piles of what you want to keep, donate, or throw away.2. Use hangers to hang up any items that might get wrinkled, such as dresses and blouses.3. Utilize storage solutions, like hanging organizers, bins, and drawers, to maximize space.4. Group similar items together, such as all your skirts or t-shirts.5. Consider color-coding your clothing for a visually appealing and organized look.6. Fold and stack any bulky items, like sweaters, on shelves or in drawers.7. Use the floor space for shoes and other accessories.',\n",
       " 5639217817958110388: 'You can make a positive impact in your community by:- Volunteering your time or skills for a local charity or cause.- Supporting small businesses in your area.- Participating in neighborhood clean-up projects.- Educating yourself and others about important social and environmental issues.- Spreading kindness and positivity through small acts of service.- Being an active and engaged member of your community.',\n",
       " 4053838669897295394: \"Dear [Friend's Name],I'm planning a surprise birthday party to celebrate our wonderful friendship and I need your help to keep it a secret! Let's meet at [Venue] on [Date and Time] to party the night away. I'll take care of all the decorations and food, so all you have to do is show up and have a good time! Can't wait to see you there and make this a birthday to remember.See you soon!Warmly, [Your Name]\",\n",
       " 672712636891801975: \"Ok, let's break down the costs for your upcoming vacation to [Destination]:- Estimate the cost of transportation, whether it's by plane, train, or car rental.- Look for accommodations within your budget, such as Airbnb or budget hotels.- Plan out any activities or attractions you want to visit and budget accordingly.- Don't forget to include food and drink expenses.- Set aside some extra money for unexpected expenses or souvenirs.With these factors in mind and a little budgeting, you'll be well-prepared for a fabulous vacation within your means!\",\n",
       " -5783825456085701442: 'I am thankful for: - The support and love of my friends and family.- My good health and the ability to live an active life.- A fulfilling career that challenges and inspires me.- The beauty of nature and the opportunity to explore it.- The freedom to express myself and pursue my passions.- The lessons and growth that come with both successes and failures.- The simple joys: a warm cup of tea, a good book, and laughter with loved ones.',\n",
       " -6085906715566341686: None,\n",
       " 8415674919952920062: \"1. Consider the amount of sunlight your garden will receive and choose plants that thrive in those conditions.2. Make sure your soil is nutrient-rich and well-draining by testing and amending it if necessary.3. Research which plants grow well in your climate and choose a variety for a diverse and vibrant garden.4. Create a watering schedule based on your plants' needs and maintain consistent moisture levels.5. Think about incorporating vertical gardening, raised beds, or containers for limited space.6. Include a mix of flowers, shrubs, and herbs for a multi-purpose and visually appealing garden.7. Don't forget to plan for garden maintenance, such as trimming and weeding. Enjoy your beautiful garden!\",\n",
       " -4093483128623174480: 'Did you know that there is actually no such thing as cold weather, only the absence of heat? The lowest recorded natural temperature on Earth is -89.2 degrees Celsius (-128.6 degrees Fahrenheit) in Antarctica.',\n",
       " -2027186518587277843: \"Why was the AI feeling philosophical? Because it couldn't find its algorithms.\",\n",
       " -4697182516556166488: '1. Have a cozy movie night at home with homemade popcorn and your favorite romantic comedies.2. Go for a romantic picnic in the park and watch the sunset together.3. Take a dance class together and learn a new style of dance.4. Have a game night with board games and your favorite snacks.5. Attend a wine tasting event and try different types of wine.6. Have a spa night at home with face masks, candles, and massages.7. Book a couples cooking class and learn to make a delicious meal together.8. Go on a hike and have a romantic picnic at the top of a scenic viewpoint.9. Attend a concert or show together.10. Have a double date with another couple and have a fun group activity planned.',\n",
       " 3620611264758795334: 'The capital of Norway is Oslo. It is a beautiful city with a mix of modern architecture and historic buildings. It is also known for its green spaces and outdoor activities, such as skiing and hiking.',\n",
       " 3534159950603932494: '1. Dress up as your favorite movie character and add a spooky twist, like a zombie version of Harry Potter.2. Create a group costume with friends and dress up as a popular meme.3. Pay homage to classic horror films with a creepy clown or ghost costume.4. Dress up as your favorite celebrity and add a supernatural element, like a vampire version of Taylor Swift.5. Recreate a famous artwork or painting as a costume.6. Go for a punny costume, like a \"ceiling fan\" (wear a shirt that says \"ceiling\" and cheer for the ceiling at parties).7. Dress up as a witch or wizard with a handmade wand and potion bottles.8. Have a throwback costume party and dress up as your favorite childhood characters.9. Take inspiration from current events and create a costume based on a trending news topic.10. Embrace your inner nerd and go as a famous scientist or inventor.',\n",
       " 5127407444545126943: '1. Apple slices with almond butter 2. Greek yogurt with berries 3. Carrot sticks with hummus 4. Air-popped popcorn 5. Hard-boiled eggs 6. Raw veggies and guacamole 7. Homemade trail mix (nuts, seeds, dried fruit) 8. Energy balls (made with oats, nut butter, and honey) 9. Avocado toast 10. Sweet potato chips',\n",
       " -662113623157173048: None,\n",
       " -2369256925695769358: '1. The Ili Pika, also known as the \"magic rabbit\" or \"magic hare,\" was first discovered in 1983. 2. It lives in the Tianshan Mountains of China and is one of the rarest and most endangered mammals in the world. 3. It spends its entire life above the treeline at elevations of 3,000-4,000 meters. 4. Due to climate change, its habitat is shrinking, and its population has declined by 70% in the last 20 years. 5. Conservation efforts are underway to protect this adorable but elusive creature.',\n",
       " -7672979539788952154: '\"Two truths and a lie\" - each team member shares three facts about themselves, two true and one false, and the rest of the team tries to guess which one is the lie.',\n",
       " 5327826699563016037: '1. Take a walk outside 2. Meditate or do yoga 3. Journal or write out your feelings 4. Take a break from social media 5. Talk to a trusted friend or therapist',\n",
       " -685374203573648151: '1. Eiffel Tower - iconic iron lattice tower 2. Louvre Museum - home to the Mona Lisa and other famous works of art 3. Notre-Dame Cathedral - famous gothic church 4. Arc de Triomphe - monument honoring military victories 5. Versailles Palace - extravagant former home of French royalty 6. Champs-Élysées - famous shopping avenue 7. Montmartre - charming hilltop neighborhood with a view of the city 8. Luxembourg Gardens - picturesque park with fountains and sculptures 9. Sacré-Cœur Basilica - stunning white-domed church 10. Seine River - romantic boat tours and scenic views.',\n",
       " -4252057231589963543: '1. Empty everything out of the closet 2. Sort items into categories (ex: tops, bottoms, dresses) 3. Declutter and donate items you no longer need 4. Organize items by type and color 5. Utilize storage solutions such as bins or hanging organizers for better organization',\n",
       " 7155496928535383909: '1. Gather materials: wax (such as soy or beeswax), wicks, containers, fragrance oils, and a double boiler. 2. Melt wax in the double boiler, stirring occasionally. 3. Add fragrance oil (if desired) and stir. 4. Place wick in the container and secure in place with a clothespin or pencil. 5. Pour wax into container, making sure wick stays centered. 6. Let the candle set for a few hours and trim the wick to ¼ inch. 7. Enjoy your homemade, scented candle!',\n",
       " -7724396700404187867: '1. \"Country Roads\" - John Denver 2. \"Wagon Wheel\" - Darius Rucker 3. \"Life is a Highway\" - Rascal Flatts 4. \"Leaving on a Jet Plane\" - John Denver 5. \"Born to Run\" - Bruce Springsteen 6. \"I\\'m Gonna Be (500 Miles)\" - The Proclaimers 7. \"Take Me Home, Country Roads\" - The Petersens 8. \"On the Road Again\" - Willie Nelson 9. \"Home\" - Phillip Phillips 10. \"I Can See Clearly Now\" - Johnny Nash',\n",
       " 673078412741829207: 'Such a Fun Age by Kiley Reid was a captivating and thought-provoking read that left a lasting impression. The characters were well-developed, the plot was engaging, and the writing was both witty and poignant. I highly recommend this novel for its commentary on race, class, and privilege, and for the refreshing perspective it offers on modern relationships and societal expectations. A must-read for anyone looking for a powerful and compelling story.',\n",
       " -3260611650870226124: '1. Cook and enjoy the same meal together while video chatting 2. Watch a movie or TV show simultaneously while video chatting 3. Play an online game together 4. Take a virtual tour of a museum or zoo 5. Have a virtual paint night, following a tutorial together.',\n",
       " 9059645465480010129: 'A subscription-based service for personalized book recommendations. Customers fill out a profile with their reading preferences, and once a month, they receive a book hand-picked for them by a team of professional book lovers. This service would cater to avid readers who struggle to find new, high-quality books to read and would also support lesser-known authors by promoting their work through personalized recommendations.',\n",
       " 1782819613018532291: 'Once upon a time, in a faraway land, lived a young girl named Isabella. One day, as she was wandering in the forest, she stumbled upon a hidden cave. Inside, she found a glowing crystal that bestowed magical powers upon her. Excited and curious, she embarked on an adventure to explore her newfound abilities. She encountered mythical creatures, battled powerful sorcerers, and ultimately saved the kingdom from a dark curse. From that day on, she was known as the hero with the magical crystal.',\n",
       " -8684796712254334783: \"Congratulations on starting a new workout routine! Don't forget to listen to your body and make sure to warm up before each workout. You got this! 💪🏽\",\n",
       " 7741587209903179417: \"Candidate: Thank you for the opportunity. Can you tell me more about the company's culture and work-life balance? Also, what qualities do you value most in your employees?\",\n",
       " 9071539537450586389: \"The moment you catch a whiff of the aroma, your mouth starts to water as you anticipate the delicious taste of Grandma's home cooking.\",\n",
       " 2779441638660786509: None,\n",
       " -5391559946653758746: 'Why was the computer cold? Because it left its Windows open! 😂',\n",
       " 2925143037052600739: 'Looking for a gripping historical fiction novel to dive into this summer? Look no further! \"The Book of Lost Names\" follows a courageous heroine as she decodes secret messages during WWII. Get your copy now and get lost in the page-turning tale of love, loss, and resilience. #TheBookofLostNames #SummerReading #HistoricalFiction',\n",
       " -6856903081870187: 'Pilot - TransportationChef - Food & HospitalityDoctor - HealthcareLawyer - Legal & GovernmentTeacher - Education',\n",
       " 1066664509769572788: '1. Gather materials: A tightly woven fabric, elastic or hair ties, scissors, and sewing machine or needle and thread.2. Measure and cut fabric to 12 inches by 6 inches.3. Fold fabric in half, with the patterned side facing inward.4. Cut two 6-inch pieces of elastic or use hair ties.5. Tuck one end of each elastic/tie into the folded edges of the fabric, about 1 inch apart.6. Sew along the edges to secure the elastic/ties and create a seam.7. Flip the fabric right side out.8. Fold the short ends of the fabric inwards to create pleats.9. Sew along the edges to secure the pleats.10. Tada! Your own homemade face mask is now ready to use for added protection during these times. Stay safe everyone!',\n",
       " -1554588513212247544: 'Why was the ghost at the party so popular? Because he was the \"toast\" of the town! 👻🍞',\n",
       " -6363391231635821490: 'Once upon a time, there was a young girl who faced many challenges in her life. She grew up in poverty and had to work multiple jobs to support her family. But despite the hardships, she never gave up on her dream of becoming a doctor. She studied tirelessly and eventually got accepted into medical school. She faced countless obstacles, but she never lost hope. Today, she is a successful doctor, helping others and inspiring them to never give up on their dreams.',\n",
       " 2201008039103877440: \"Verse 1:Days go by so fastOur lives are moving in a rushBut something we must rememberIt's not about the future or the pastChorus:Let's live in the momentSavor every secondEmbrace the here and nowIt's where true happiness is foundVerse 2:Life's too short to worryAbout things that we can't controlWe gotta make the most of every dayLet the present unfoldChorus:Let's live in the momentSavor every secondEmbrace the here and nowIt's where true happiness is foundBridge:We don't know what tomorrow bringsSo let's make the most of todayEvery moment is a giftSo don't let it slip awayChorus:Let's live in the momentSavor every secondEmbrace the here and nowIt's where true happiness is foundOutro:Let's live in the momentAnd never look backLife's an adventureLet's enjoy the ride and never lose track. 🎶\",\n",
       " -7448129031990408162: \"Dear future me,I hope this letter finds you well. I just wanted to take a moment to remind you to be proud of all that you have accomplished. You have come so far and have worked so hard to get to where you are today. Don't forget to give yourself credit and celebrate your successes, big and small. Keep striving for your dreams and never lose sight of the amazing things you have achieved. Always remember how much you are capable of and don't be afraid to reach for even greater heights. I am so proud of you and all that you have become.Sincerely,Your past self.\",\n",
       " 1329777295397149890: 'Photo edited to include quote:\"Here\\'s to strong women. May we know them, may we be them, may we raise them. Happy International Women\\'s Day! 💜\" Caption: \"Happy International Women\\'s Day! 💜 Here\\'s to celebrating the strength, resilience, and achievements of women everywhere. Let\\'s continue to uplift, support, and empower each other. #IWD #GirlPower\"',\n",
       " 6070724861770254720: 'Joy, a feeling so pure and brightWith every smile, it takes flightIn times of laughter and delightIt fills the heart with a special lightWith joyful hearts, we dance and singAnd let our spirits take to wingFor joy is a precious, wondrous thingThat lifts us up and gives us wingsFor it can turn the darkest of daysInto a spectrum of vibrant raysAnd bring a warmth that forever staysJoy, a treasure, in so many ways.',\n",
       " 8826882774092085064: \"Love is a beautiful thing,It makes our hearts dance and sing.Love can be found in the smallest of ways,And can brighten even the darkest of days.So let's spread love wherever we go,And watch it continue to grow and grow.\",\n",
       " -1579646588621755706: None,\n",
       " -4652399530928807306: 'Introducing \"Cherry Cheesecake Swirl\" - a creamy vanilla ice cream with chunks of tangy cherry cheesecake swirled throughout. It\\'s the perfect balance of sweet and tart, guaranteed to satisfy your dessert cravings. Try it now!',\n",
       " 3441731236928157353: 'First, gather your desired fruits and vegetables, such as bananas, strawberries, and spinach. Add them to a blender along with your choice of liquid, such as almond milk or orange juice. Blend until smooth and creamy. Optional additions include yogurt, protein powder, or honey for added flavor and nutrients. Pour into a glass and enjoy your refreshing and healthy smoothie!',\n",
       " 5714637421956227048: '1. Play beach volleyball2. Build a sandcastle3. Have a bonfire and roast marshmallows4. Go for a swim5. Have a picnic on the beach6. Take a walk along the shore7. Play frisbee8. Have a water balloon fight9. Rent kayaks or paddleboards10. Play beach games like cornhole or KanJam',\n",
       " 4346369362504874721: 'As the family gathered around the dinner table, Father reached for the mashed potatoes and exclaimed, \"These potatoes are a masterpiece, like the Mona Lisa!\" Mother rolled her eyes and replied, \"Well I wouldn\\'t compare them to that, but they are pretty good.\" Grandfather chimed in, \"Back in my day, we didn\\'t have fancy potatoes, we had to eat rocks!\" The family bursts into laughter, enjoying their silly dinner conversation.',\n",
       " -1047862245329503829: '1. Warm up with a 5 minute walk or jog.2. Do 10 jumping jacks.3. 10 squats.4. 10 push ups.5. 10 lunges (each leg).6. 10 crunches.7. 10 leg lifts.8. 10 tricep dips.9. Finish with a 5 minute cool down stretch.Repeat this routine 3 times a week for a great full-body beginner workout!',\n",
       " -1012699548171495610: '1. Tent2. Sleeping bag3. Flashlight4. First-aid kit5. Map and compass6. Water bottle7. Food and cooking utensils8. Bug spray9. Sunscreen10. Extra clothes and layers11. Hiking boots12. Pocket knife13. Firewood and matches14. Garbage bags15. Camping chairs16. Camera17. Playing cards or board games18. Towel19. Toiletries',\n",
       " 6245876033963949356: 'Meditation can be a powerful tool for reducing stress and improving overall well-being. Taking a few moments each day to quiet the mind and focus on the present can have a positive impact on mental and physical health. Have you tried incorporating meditation into your daily routine before?',\n",
       " 1373820655266008032: None,\n",
       " -2437628260967838808: 'Lily is a fearless and adventurous young woman with a heart of gold. She is always eager to take on new challenges and help those in need. Her bravery and kindness make her a beloved member of her community.',\n",
       " 5611966236959932410: None,\n",
       " 2292042427251167170: None,\n",
       " 623279132208245310: 'Write a story about a family of time travelers and their adventures across different eras.',\n",
       " -9105901142135927664: 'PiperClean: A revolutionary cleaning product that combines the power of lemon and mint to leave your home smelling fresh and free of germs.',\n",
       " 9061554834874210184: None,\n",
       " 250446784200327272: None,\n",
       " 2621904287284813726: None,\n",
       " -5809620817604699525: \"Organize a virtual 'scavenger hunt' where team members have to find and share various items and memories from their childhood.\",\n",
       " 6845084614368278171: 'Samantha, you are such an amazing friend. Your kindness and positivity always brighten my day and I feel lucky to have you in my life. Keep shining bright!',\n",
       " 5792582666833992700: 'The font for the Report has been changed to Arial and the alignment is now centered. Your document looks professional and polished!',\n",
       " 5537570180143048375: None,\n",
       " -4269699010823309249: None,\n",
       " 5816048708356775707: 'Amazon offers an extensive range of goods, including but not limited to literature and technological devices.',\n",
       " -5433860173383789768: \"I choose my friend who has always been there for others but never asks for anything in return. Their wish is to have the financial freedom to travel the world and experience different cultures, and I would grant it in a heartbeat, knowing they would appreciate and make the most out of this opportunity. It's amazing to think about all the incredible adventures and memories they would create with this wish granted.\",\n",
       " -6652085077596886912: 'The butterfly fluttered in close proximity to the delicate petals of the flowers.',\n",
       " 7906241020528874453: 'My dream vacation destination would be a secluded tropical island, surrounded by crystal clear waters and pristine sandy beaches. I would spend my days lounging under palm trees, swimming with colorful fishes, and indulging in delicious local cuisine. And in the evenings, I would watch the breathtaking sunsets and stargaze with a loved one by my side. It would be a peaceful and rejuvenating paradise.',\n",
       " 5852599881836613112: \"I believe it depends on the individual student and their level of responsibility. While cellphones can be a distraction, they also serve as a useful tool for communication and accessing information. It's important for teachers to set clear guidelines and consequences, while also teaching students how to use their devices responsibly and respectfully in a classroom setting.\",\n",
       " -7423147667923455578: None,\n",
       " -8292883981248177993: \"As the sun slowly setsThe sky becomes a canvasA dance of colors beginsAs the hues of pink, purple, and goldMingle and merge and unfoldIn a breathtaking masterpieceOf nature's finest strokes.\",\n",
       " -8996751696367242633: 'Her name was Sable, and her once bright spirit was now consumed by a fiery desire for revenge. She had trained relentlessly in the art of war, her fierce determination making her a force to be reckoned with. But beneath her tough exterior, lay a deep-seated pain for the tragic loss of her family. And so she set out on a mission to avenge their deaths, sparing no one who stood in her way. Her heart was hardened by grief, but her sword remained ever ready, fueled by her fierce passion for justice.',\n",
       " -1111856788458282436: \"Quantum mechanics is a branch of physics that explains how the tiniest particles in the universe behave. It explores concepts like atoms, energy, and forces to understand the fundamental building blocks of matter and how they interact. It's a complex field that has revolutionized our understanding of the universe and has countless implications in technology and scientific research.\",\n",
       " -6634133470836076169: '\"Remember to take deep breaths and prioritize self-care. You\\'ve got this!\" <#attachedImage>',\n",
       " -4020396823924066583: None,\n",
       " -8993827952195205467: 'With the power of courage and compassion, the princess was able to tame the dragon, creating a powerful bond between them. Together, they showed the world that kindness and bravery will always triumph over fear and darkness. And so, the princess and the dragon became an inspiration to all, spreading love and peace throughout the kingdom.',\n",
       " -8722818852686126458: 'Start by soaking the rice paper sheets in warm water for about 10 seconds, then lay them flat on a damp cloth. Layer in the cooked rice noodles, diced tofu, avocado, carrot, cucumber, cilantro, and mint. Roll up the rice paper tightly and serve with a side of peanut sauce for a delicious and healthy lunch option.',\n",
       " 3641033802677677938: 'Did you know, the Titanic had a total of 20 lifeboats on board, but only enough for about half of the passengers and crew? This tragedy sparked major changes in maritime safety regulations.',\n",
       " -1236342520958141633: '\"What\\'s holding you back? Believe in yourself and your idea and take that risk. The only thing scarier than failure is never trying at all. You got this!\"',\n",
       " -7064933538340862112: 'Pour the hydrogen peroxide, liquid dish soap, and a few drops of food coloring into the empty plastic bottle. In a separate container, mix the yeast packet with warm water and stir until dissolved. Quickly pour the yeast mixture into the bottle and watch the foam and bubbles grow, resembling elephant toothpaste. This is a fun and safe experiment to demonstrate the decomposition of hydrogen peroxide.',\n",
       " -1263368930693219194: '\"Your individuality is what makes you special and loved. Embrace it and spread love and acceptance to everyone, regardless of their differences.\"',\n",
       " -63384344004409463: None,\n",
       " -4059301305787955083: 'The beach, a place of peaceWhere worries fade awaySea breeze caresses my skinHere I could spend every day',\n",
       " -7947520517921917332: '\"You should try sleeping, heard it\\'s quite trendy these days.\" <img src=\"tired-coffee.jpg\" alt=\"A person yawning next to a cup of coffee\">',\n",
       " 2161932675695614646: 'Mother and Daughter Elephants Reunited After 25 Years, Encouraging Love and Reunion Amongst All Species.',\n",
       " 5804140155037959529: 'John was always terrified of heights. Even standing on a chair made him queasy. But one day, he decided to face his fear by going on a hike up a nearby mountain. He took slow and steady steps, pausing frequently to catch his breath and calm his nerves. As he reached the top, he looked out at the breathtaking view and realized that he had conquered his fear. From that day on, John took on more high-altitude challenges and discovered a new-found love for heights.',\n",
       " -1519237718793211928: 'Ingredients:- 1 cup rolled oats- 1/2 cup almond milk- 1 banana, mashed- 1 tbsp chia seeds- 1 tsp cinnamon- 1 handful of fresh berriesInstructions:1. In a medium-sized bowl, mix together the rolled oats, almond milk, banana, chia seeds, and cinnamon.2. Let the mixture sit for 5 minutes to allow the oats to soak up the liquid.3. Heat a non-stick pan over medium heat and pour in the oat mixture, using a spatula to spread it evenly.4. Cook for 2-3 minutes on each side until golden brown.5. Serve with fresh berries on top.Enjoy your nutritious and delicious breakfast!',\n",
       " -7840903315352283258: 'One common fear people have is the fear of failure. This can often hold people back from reaching their full potential and pursuing their dreams. To overcome this fear, it is important to reframe failure as a learning opportunity and to focus on the process rather than the outcome. Embrace mistakes and use them as a chance to grow and improve, and remember that failure is not a reflection of your worth as a person. With a positive mindset and determination, you can overcome your fear of failure and achieve great success.',\n",
       " 3951948993004405149: 'Why did the gardener plant a lightbulb? Because he wanted to grow watt-ermelons!',\n",
       " -5773676176277943812: \"As summer fades and autumn nears,The world transforms before our eyes,The leaves turn red, the air turns crisp,A feeling of change within us lies.The days grow shorter, the nights grow long,The sun sets sooner, the moon shines bright,A blanket of leaves covers the ground,Nature's beauty, a wondrous sight.As winter creeps in with a chilly kiss,We bundle up and light the fire,But in our hearts, we hold the hope,Of spring's arrival, our hearts desire.\",\n",
       " -4910909790310880804: \"Writer's block can be frustrating and debilitating, but there are a few ways to overcome it. Some tips include taking a break and engaging in a different creative activity, seeking inspiration from the world around you, free writing without judgment, and setting specific goals and deadlines. Remember to be kind to yourself and trust in your own unique voice and process. Keep persevering and the words will flow again soon enough.\",\n",
       " -9202766543622020424: 'Practicing gratitude has numerous benefits, including improved mental health, enhanced relationships, and increased overall happiness. To incorporate it into your daily routine, you can start by setting aside a few minutes each morning or evening to reflect on what you are grateful for. It can also be helpful to keep a gratitude journal or share your gratefulness with a loved one. Small acts of kindness and thankfulness towards others can also cultivate a sense of gratitude in your daily life.',\n",
       " -2386973522798671086: 'Write a story about a young girl who discovers she has the ability to communicate with animals. How does this newfound power change her life? What challenges and adventures does she face along the way? Explore the theme of empathy and the importance of protecting our environment and all its creatures.',\n",
       " -6334211828684416620: \"Visit the beautiful island of Bora Bora, located in the South Pacific and known for its crystal clear blue waters and overwater bungalows. With a rich culture, stunning views, and unique activities such as swimming with sharks and stingrays, Bora Bora is a dream destination for any traveler. It's the perfect spot to relax, unwind, and immerse yourself in the beauty of nature.\",\n",
       " 6234089558340725801: '1. Begin by decluttering and getting rid of any items you no longer need or want.2. Create designated spaces for different categories of items such as clothes, books, and kitchen items.3. Utilize storage solutions like baskets and bins to keep items organized and easily accessible.4. Make a cleaning schedule to ensure regular upkeep of your space.5. Take advantage of vertical space by using shelves and hooks to maximize storage.6. Use labels to keep things organized and easy to find.7. Consider a minimalist approach and only keep items that bring joy and serve a purpose.',\n",
       " 4903018395326492968: 'Incorporating exercise into your daily routine has numerous benefits, including improved physical and mental health, increased energy levels, and better sleep quality. It can also help manage weight, reduce the risk of chronic diseases, and boost overall mood and well-being. Starting with small, achievable goals and finding an exercise that you enjoy can help make it a sustainable part of your daily life.',\n",
       " -6270365173533733448: '\"Say Cheese!\" - The Revolutionary Camera That Captures Smiles Instead of Photos.'}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_texts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select the emotion model\n",
    "# Larger model, more emotions category with better accuracy, slower inference\n",
    "# NOTE: This model oftens predict neutral emotion\n",
    "pipe = pipeline(\n",
    "    \"text-classification\", \n",
    "    model=\"SamLowe/roberta-base-go_emotions\", \n",
    "    top_k=None,\n",
    "    framework=\"pt\", # pytorch\n",
    "    device=\"mps\" # multi-precision support for M1/M2 mac\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Classify emotions of texts in dictionary format of {source: [line1, line2, ...]}\n",
    "def classify_emotion(texts, pipe, debug=False):\n",
    "    if debug:\n",
    "        items_to_process = dict(list(texts.items())[:2])\n",
    "    else:\n",
    "        items_to_process = texts\n",
    "    results = []\n",
    "    for source, ds in items_to_process.items():\n",
    "        print(f\"Processing {source}\")\n",
    "        for i, scores in enumerate(tqdm(pipe(ds, truncation=True, padding=True))):\n",
    "            # store the metadata and classification scores in a list of dictionaries\n",
    "            results += [{\"source\": source, \"text\": ds[i], \"scores\": scores}]\n",
    "    return results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[{'label': 'joy', 'score': 0.5746990442276001},\n",
       "  {'label': 'admiration', 'score': 0.13253362476825714},\n",
       "  {'label': 'gratitude', 'score': 0.10777304321527481},\n",
       "  {'label': 'excitement', 'score': 0.10059910267591476},\n",
       "  {'label': 'caring', 'score': 0.05107508599758148},\n",
       "  {'label': 'approval', 'score': 0.03529415279626846},\n",
       "  {'label': 'neutral', 'score': 0.03499137610197067},\n",
       "  {'label': 'relief', 'score': 0.021551210433244705},\n",
       "  {'label': 'optimism', 'score': 0.01971583254635334},\n",
       "  {'label': 'love', 'score': 0.010799115523695946},\n",
       "  {'label': 'pride', 'score': 0.010441371239721775},\n",
       "  {'label': 'desire', 'score': 0.00317931454628706},\n",
       "  {'label': 'amusement', 'score': 0.0030931527726352215},\n",
       "  {'label': 'realization', 'score': 0.003043602919206023},\n",
       "  {'label': 'annoyance', 'score': 0.0022891098633408546},\n",
       "  {'label': 'surprise', 'score': 0.002054033800959587},\n",
       "  {'label': 'sadness', 'score': 0.0018666906980797648},\n",
       "  {'label': 'disapproval', 'score': 0.0017995773814618587},\n",
       "  {'label': 'curiosity', 'score': 0.0016757564153522253},\n",
       "  {'label': 'nervousness', 'score': 0.0013750061625614762},\n",
       "  {'label': 'confusion', 'score': 0.0012819940457120538},\n",
       "  {'label': 'grief', 'score': 0.0011294310679659247},\n",
       "  {'label': 'anger', 'score': 0.0011088362662121654},\n",
       "  {'label': 'fear', 'score': 0.0008671902469359338},\n",
       "  {'label': 'disappointment', 'score': 0.000842384179122746},\n",
       "  {'label': 'remorse', 'score': 0.0007197006489150226},\n",
       "  {'label': 'disgust', 'score': 0.0004493100568652153},\n",
       "  {'label': 'embarrassment', 'score': 0.0003922939649783075}]]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "single_score= pipe('good day', truncation=True, padding=True)\n",
    "single_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'joy'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "single_score[0][0]['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 4642226854051725291\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [00:00<00:00, 35848.75it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 4670833557879808156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [00:00<00:00, 30174.85it/s]\n"
     ]
    }
   ],
   "source": [
    "scores = classify_emotion(output_texts, pipe, debug=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'source': 4642226854051725291,\n",
       "  'text': 'T',\n",
       "  'scores': [{'label': 'joy', 'score': 0.7305636405944824},\n",
       "   {'label': 'admiration', 'score': 0.31073689460754395},\n",
       "   {'label': 'optimism', 'score': 0.13744428753852844},\n",
       "   {'label': 'excitement', 'score': 0.12445004284381866},\n",
       "   {'label': 'approval', 'score': 0.08518987894058228},\n",
       "   {'label': 'neutral', 'score': 0.026590565219521523},\n",
       "   {'label': 'caring', 'score': 0.025285402312874794},\n",
       "   {'label': 'gratitude', 'score': 0.01968013495206833},\n",
       "   {'label': 'relief', 'score': 0.018525484949350357},\n",
       "   {'label': 'desire', 'score': 0.013881110586225986},\n",
       "   {'label': 'love', 'score': 0.01323052030056715},\n",
       "   {'label': 'pride', 'score': 0.012432207353413105},\n",
       "   {'label': 'amusement', 'score': 0.011624273844063282},\n",
       "   {'label': 'realization', 'score': 0.005895585753023624},\n",
       "   {'label': 'curiosity', 'score': 0.00381640437990427},\n",
       "   {'label': 'annoyance', 'score': 0.0034638645593076944},\n",
       "   {'label': 'disapproval', 'score': 0.002804745454341173},\n",
       "   {'label': 'confusion', 'score': 0.0026461342349648476},\n",
       "   {'label': 'surprise', 'score': 0.0020701331086456776},\n",
       "   {'label': 'nervousness', 'score': 0.0015034439275041223},\n",
       "   {'label': 'disappointment', 'score': 0.0014204300241544843},\n",
       "   {'label': 'sadness', 'score': 0.0013942549703642726},\n",
       "   {'label': 'anger', 'score': 0.0011303180363029242},\n",
       "   {'label': 'fear', 'score': 0.0009853931842371821},\n",
       "   {'label': 'grief', 'score': 0.0008143053855746984},\n",
       "   {'label': 'remorse', 'score': 0.000672799302265048},\n",
       "   {'label': 'disgust', 'score': 0.0005355569301173091},\n",
       "   {'label': 'embarrassment', 'score': 0.0004746182821691036}]},\n",
       " {'source': 4670833557879808156,\n",
       "  'text': '-',\n",
       "  'scores': [{'label': 'approval', 'score': 0.45083755254745483},\n",
       "   {'label': 'neutral', 'score': 0.21265938878059387},\n",
       "   {'label': 'admiration', 'score': 0.20565728843212128},\n",
       "   {'label': 'caring', 'score': 0.08045529574155807},\n",
       "   {'label': 'joy', 'score': 0.04770350083708763},\n",
       "   {'label': 'optimism', 'score': 0.027026109397411346},\n",
       "   {'label': 'excitement', 'score': 0.016119321808218956},\n",
       "   {'label': 'love', 'score': 0.0133119011297822},\n",
       "   {'label': 'relief', 'score': 0.012873051688075066},\n",
       "   {'label': 'realization', 'score': 0.009018676355481148},\n",
       "   {'label': 'pride', 'score': 0.008371123112738132},\n",
       "   {'label': 'gratitude', 'score': 0.006405189633369446},\n",
       "   {'label': 'desire', 'score': 0.005058061331510544},\n",
       "   {'label': 'annoyance', 'score': 0.0026895799674093723},\n",
       "   {'label': 'disapproval', 'score': 0.0023578284308314323},\n",
       "   {'label': 'curiosity', 'score': 0.0012794281356036663},\n",
       "   {'label': 'sadness', 'score': 0.0010960804065689445},\n",
       "   {'label': 'disappointment', 'score': 0.0009210451971739531},\n",
       "   {'label': 'confusion', 'score': 0.0008138860575854778},\n",
       "   {'label': 'amusement', 'score': 0.0007110737496986985},\n",
       "   {'label': 'fear', 'score': 0.0006927215727046132},\n",
       "   {'label': 'anger', 'score': 0.000653000664897263},\n",
       "   {'label': 'nervousness', 'score': 0.0006295347702689469},\n",
       "   {'label': 'surprise', 'score': 0.0006288601434789598},\n",
       "   {'label': 'grief', 'score': 0.0005680418107658625},\n",
       "   {'label': 'disgust', 'score': 0.0005506945308297873},\n",
       "   {'label': 'remorse', 'score': 0.000321752653690055},\n",
       "   {'label': 'embarrassment', 'score': 0.0002604723849799484}]}]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build preprocessed data into a dataframe\n",
    "def build_results_df(results):\n",
    "    n_labels = len(results[0][\"scores\"])\n",
    "\n",
    "    df = pd.DataFrame(results)\n",
    "\n",
    "    # expanding the classification scores data structure from classifier output\n",
    "    scores_df = df[\"scores\"].apply(pd.Series)\n",
    "    result_dfs = []\n",
    "    for i in range(n_labels):\n",
    "        tmp = scores_df[i].apply(pd.Series).add_suffix(f\"_{i}\")\n",
    "        result_dfs.append(tmp)\n",
    "\n",
    "    result_dfs = pd.concat(result_dfs, axis=1)\n",
    "    df = pd.concat([df[[\"source\", \"text\"]], result_dfs], axis=1)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = build_results_df(scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>text</th>\n",
       "      <th>label_0</th>\n",
       "      <th>score_0</th>\n",
       "      <th>label_1</th>\n",
       "      <th>score_1</th>\n",
       "      <th>label_2</th>\n",
       "      <th>score_2</th>\n",
       "      <th>label_3</th>\n",
       "      <th>score_3</th>\n",
       "      <th>...</th>\n",
       "      <th>label_23</th>\n",
       "      <th>score_23</th>\n",
       "      <th>label_24</th>\n",
       "      <th>score_24</th>\n",
       "      <th>label_25</th>\n",
       "      <th>score_25</th>\n",
       "      <th>label_26</th>\n",
       "      <th>score_26</th>\n",
       "      <th>label_27</th>\n",
       "      <th>score_27</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4642226854051725291</td>\n",
       "      <td>T</td>\n",
       "      <td>joy</td>\n",
       "      <td>0.730564</td>\n",
       "      <td>admiration</td>\n",
       "      <td>0.310737</td>\n",
       "      <td>optimism</td>\n",
       "      <td>0.137444</td>\n",
       "      <td>excitement</td>\n",
       "      <td>0.124450</td>\n",
       "      <td>...</td>\n",
       "      <td>fear</td>\n",
       "      <td>0.000985</td>\n",
       "      <td>grief</td>\n",
       "      <td>0.000814</td>\n",
       "      <td>remorse</td>\n",
       "      <td>0.000673</td>\n",
       "      <td>disgust</td>\n",
       "      <td>0.000536</td>\n",
       "      <td>embarrassment</td>\n",
       "      <td>0.000475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4670833557879808156</td>\n",
       "      <td>-</td>\n",
       "      <td>approval</td>\n",
       "      <td>0.450838</td>\n",
       "      <td>neutral</td>\n",
       "      <td>0.212659</td>\n",
       "      <td>admiration</td>\n",
       "      <td>0.205657</td>\n",
       "      <td>caring</td>\n",
       "      <td>0.080455</td>\n",
       "      <td>...</td>\n",
       "      <td>surprise</td>\n",
       "      <td>0.000629</td>\n",
       "      <td>grief</td>\n",
       "      <td>0.000568</td>\n",
       "      <td>disgust</td>\n",
       "      <td>0.000551</td>\n",
       "      <td>remorse</td>\n",
       "      <td>0.000322</td>\n",
       "      <td>embarrassment</td>\n",
       "      <td>0.000260</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                source text   label_0   score_0     label_1   score_1  \\\n",
       "0  4642226854051725291    T       joy  0.730564  admiration  0.310737   \n",
       "1  4670833557879808156    -  approval  0.450838     neutral  0.212659   \n",
       "\n",
       "      label_2   score_2     label_3   score_3  ...  label_23  score_23  \\\n",
       "0    optimism  0.137444  excitement  0.124450  ...      fear  0.000985   \n",
       "1  admiration  0.205657      caring  0.080455  ...  surprise  0.000629   \n",
       "\n",
       "  label_24  score_24 label_25  score_25 label_26  score_26       label_27  \\\n",
       "0    grief  0.000814  remorse  0.000673  disgust  0.000536  embarrassment   \n",
       "1    grief  0.000568  disgust  0.000551  remorse  0.000322  embarrassment   \n",
       "\n",
       "   score_27  \n",
       "0  0.000475  \n",
       "1  0.000260  \n",
       "\n",
       "[2 rows x 58 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label_0\n",
       "joy         1\n",
       "approval    1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"label_0\"].value_counts() # first label is the most confident one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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