├── LICENSE ├── README.md └── Text_Emotion_Detection_in_Python.ipynb /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2022 amrrs 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # emotion-detection-from-text-python 2 | Emotion Detection from Text 3 | -------------------------------------------------------------------------------- /Text_Emotion_Detection_in_Python.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "Text Emotion Detection in Python", 7 | "provenance": [] 8 | }, 9 | "kernelspec": { 10 | "name": "python3", 11 | "display_name": "Python 3" 12 | }, 13 | 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"align_content": null, 2051 | "visibility": null, 2052 | "align_self": null, 2053 | "height": null, 2054 | "min_height": null, 2055 | "padding": null, 2056 | "grid_auto_rows": null, 2057 | "grid_gap": null, 2058 | "max_width": null, 2059 | "order": null, 2060 | "_view_module_version": "1.2.0", 2061 | "grid_template_areas": null, 2062 | "object_position": null, 2063 | "object_fit": null, 2064 | "grid_auto_columns": null, 2065 | "margin": null, 2066 | "display": null, 2067 | "left": null 2068 | } 2069 | } 2070 | } 2071 | } 2072 | }, 2073 | "cells": [ 2074 | { 2075 | "cell_type": "code", 2076 | "execution_count": 1, 2077 | "metadata": { 2078 | "colab": { 2079 | "base_uri": "https://localhost:8080/" 2080 | }, 2081 | "id": "xHPBQWo99u0v", 2082 | "outputId": "79be2323-1b63-4d24-87c9-ecf0e4119c68" 2083 | }, 2084 | "outputs": [ 2085 | { 2086 | "output_type": "stream", 2087 | "name": "stdout", 2088 | "text": [ 2089 | "\u001b[K |████████████████████████████████| 3.4 MB 14.8 MB/s \n", 2090 | "\u001b[K |████████████████████████████████| 3.3 MB 32.8 MB/s \n", 2091 | "\u001b[K |████████████████████████████████| 61 kB 519 kB/s \n", 2092 | "\u001b[K |████████████████████████████████| 596 kB 68.4 MB/s \n", 2093 | "\u001b[K |████████████████████████████████| 895 kB 75.3 MB/s \n", 2094 | "\u001b[?25h" 2095 | ] 2096 | } 2097 | ], 2098 | "source": [ 2099 | "! pip install transformers -q" 2100 | ] 2101 | }, 2102 | { 2103 | "cell_type": "code", 2104 | "source": [ 2105 | "from transformers import pipeline\n" 2106 | ], 2107 | "metadata": { 2108 | "id": "RSgT6kyd9xLH" 2109 | }, 2110 | "execution_count": 2, 2111 | "outputs": [] 2112 | }, 2113 | { 2114 | "cell_type": "code", 2115 | "source": [ 2116 | "# tokenizer = RobertaTokenizerFast.from_pretrained(\"arpanghoshal/EmoRoBERTa\")\n", 2117 | "# model = TFRobertaForSequenceClassification.from_pretrained(\"arpanghoshal/EmoRoBERTa\")\n" 2118 | ], 2119 | "metadata": { 2120 | "id": "xg-GPOSE92fa" 2121 | }, 2122 | "execution_count": null, 2123 | 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tweet_idsentimentauthorcontent
01956967341emptyxoshayzers@tiffanylue i know i was listenin to bad habi...
11956967666sadnesswannamamaLayin n bed with a headache ughhhh...waitin o...
21956967696sadnesscoolfunkyFuneral ceremony...gloomy friday...
31956967789enthusiasmczareaquinowants to hang out with friends SOON!
41956968416neutralxkilljoyx@dannycastillo We want to trade with someone w...
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\n", 2585 | " \n", 2586 | " " 2587 | ], 2588 | "text/plain": [ 2589 | " tweet_id ... content\n", 2590 | "0 1956967341 ... @tiffanylue i know i was listenin to bad habi...\n", 2591 | "1 1956967666 ... Layin n bed with a headache ughhhh...waitin o...\n", 2592 | "2 1956967696 ... Funeral ceremony...gloomy friday...\n", 2593 | "3 1956967789 ... wants to hang out with friends SOON!\n", 2594 | "4 1956968416 ... @dannycastillo We want to trade with someone w...\n", 2595 | "\n", 2596 | "[5 rows x 4 columns]" 2597 | ] 2598 | }, 2599 | "metadata": {}, 2600 | "execution_count": 60 2601 | } 2602 | ] 2603 | }, 2604 | { 2605 | "cell_type": "code", 2606 | "source": [ 2607 | "large_text = large_text[:100]" 2608 | ], 2609 | "metadata": { 2610 | "id": "3f0JUEL7CZ4F" 2611 | }, 2612 | "execution_count": 61, 2613 | "outputs": [] 2614 | }, 2615 | { 2616 | "cell_type": "code", 2617 | "source": [ 2618 | "large_text.shape" 2619 | ], 2620 | "metadata": { 2621 | "colab": { 2622 | "base_uri": "https://localhost:8080/" 2623 | }, 2624 | "id": "UWlDyrK9_X5n", 2625 | "outputId": "0357ad8b-fa71-4df9-fcb8-8ae93091f365" 2626 | }, 2627 | "execution_count": 62, 2628 | "outputs": [ 2629 | { 2630 | "output_type": "execute_result", 2631 | "data": { 2632 | "text/plain": [ 2633 | "(100, 4)" 2634 | ] 2635 | }, 2636 | "metadata": {}, 2637 | "execution_count": 62 2638 | } 2639 | ] 2640 | }, 2641 | { 2642 | "cell_type": "code", 2643 | "source": [ 2644 | "large_text['content'][1:10].apply(emotion)" 2645 | ], 2646 | "metadata": { 2647 | "colab": { 2648 | "base_uri": "https://localhost:8080/" 2649 | }, 2650 | "id": "J10hrQbK_vO6", 2651 | "outputId": "af171e0b-90c3-4bae-98c3-5840357b0ad7" 2652 | }, 2653 | "execution_count": 63, 2654 | "outputs": [ 2655 | { 2656 | "output_type": "execute_result", 2657 | "data": { 2658 | "text/plain": [ 2659 | "1 [{'label': 'neutral', 'score': 0.9288994073867...\n", 2660 | "2 [{'label': 'joy', 'score': 0.7030636668205261}]\n", 2661 | "3 [{'label': 'joy', 'score': 0.5057844519615173}]\n", 2662 | "4 [{'label': 'desire', 'score': 0.80342710018157...\n", 2663 | "5 [{'label': 'neutral', 'score': 0.9537405967712...\n", 2664 | "6 [{'label': 'neutral', 'score': 0.3837689757347...\n", 2665 | "7 [{'label': 'approval', 'score': 0.636145949363...\n", 2666 | "8 [{'label': 'love', 'score': 0.9831995964050293}]\n", 2667 | "9 [{'label': 'remorse', 'score': 0.4822785258293...\n", 2668 | "Name: content, dtype: object" 2669 | ] 2670 | }, 2671 | "metadata": {}, 2672 | "execution_count": 63 2673 | } 2674 | ] 2675 | }, 2676 | { 2677 | "cell_type": "code", 2678 | "source": [ 2679 | "def get_emotion_label(text):\n", 2680 | " return(emotion(text)[0]['label'])" 2681 | ], 2682 | "metadata": { 2683 | "id": "BBi6bX4aAiZz" 2684 | }, 2685 | "execution_count": 65, 2686 | "outputs": [] 2687 | }, 2688 | { 2689 | "cell_type": "code", 2690 | "source": [ 2691 | "get_emotion_label(\"India played very well and the fans were amused\")" 2692 | ], 2693 | "metadata": { 2694 | "colab": { 2695 | "base_uri": "https://localhost:8080/", 2696 | "height": 35 2697 | }, 2698 | "id": "0abMy4tAGZUi", 2699 | "outputId": "3ff355b2-f2b1-43ea-b8e5-d87d3b686315" 2700 | }, 2701 | "execution_count": 67, 2702 | "outputs": [ 2703 | { 2704 | "output_type": "execute_result", 2705 | "data": { 2706 | "application/vnd.google.colaboratory.intrinsic+json": { 2707 | "type": "string" 2708 | }, 2709 | "text/plain": [ 2710 | "'amusement'" 2711 | ] 2712 | }, 2713 | "metadata": {}, 2714 | "execution_count": 67 2715 | } 2716 | ] 2717 | }, 2718 | { 2719 | "cell_type": "code", 2720 | "source": [ 2721 | "large_text['content'][1:10].apply(get_emotion_label)" 2722 | ], 2723 | "metadata": { 2724 | "colab": { 2725 | "base_uri": "https://localhost:8080/" 2726 | }, 2727 | "id": "x_agVNavAkv9", 2728 | "outputId": "68f0d5ca-37fe-4ec0-973d-273e7854da24" 2729 | }, 2730 | "execution_count": 68, 2731 | "outputs": [ 2732 | { 2733 | "output_type": "execute_result", 2734 | "data": { 2735 | "text/plain": [ 2736 | "1 neutral\n", 2737 | "2 joy\n", 2738 | "3 joy\n", 2739 | "4 desire\n", 2740 | "5 neutral\n", 2741 | "6 neutral\n", 2742 | "7 approval\n", 2743 | "8 love\n", 2744 | "9 remorse\n", 2745 | "Name: content, dtype: object" 2746 | ] 2747 | }, 2748 | "metadata": {}, 2749 | "execution_count": 68 2750 | } 2751 | ] 2752 | }, 2753 | { 2754 | "cell_type": "code", 2755 | "source": [ 2756 | "large_text['emotion'] = large_text['content'].apply(get_emotion_label)" 2757 | ], 2758 | "metadata": { 2759 | "id": "vfQpWU1o_ZuC" 2760 | }, 2761 | "execution_count": 69, 2762 | "outputs": [] 2763 | }, 2764 | { 2765 | "cell_type": "code", 2766 | "source": [ 2767 | "large_text" 2768 | ], 2769 | "metadata": { 2770 | "colab": { 2771 | "base_uri": "https://localhost:8080/", 2772 | "height": 479 2773 | }, 2774 | "id": "GYIuAYU_Gz4c", 2775 | "outputId": "8eb9d241-660d-4ba3-ab6e-6b7622f4655a" 2776 | }, 2777 | "execution_count": 70, 2778 | "outputs": [ 2779 | { 2780 | "output_type": "execute_result", 2781 | "data": { 2782 | "text/html": [ 2783 | "\n", 2784 | "
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tweet_idsentimentauthorcontentemotion
01956967341emptyxoshayzers@tiffanylue i know i was listenin to bad habi...neutral
11956967666sadnesswannamamaLayin n bed with a headache ughhhh...waitin o...neutral
21956967696sadnesscoolfunkyFuneral ceremony...gloomy friday...joy
31956967789enthusiasmczareaquinowants to hang out with friends SOON!joy
41956968416neutralxkilljoyx@dannycastillo We want to trade with someone w...desire
..................
951956989514sadnessyellowduckx@sweeetnspicy hiii im on my ipod...i cant fall...neutral
961956989526sadnessKaKuBbydont wanna work 11-830 tomorrow but i get paiddisapproval
971956989560sadnessbenchidolfeels sad coz i wasnt able to play with the gu...sadness
981956989561neutraloutrAjusCharmerPrinceCharmingneutral
991956989601hateM0anique@ cayogial i wanted to come to BZ this summer ...disappointment
\n", 2902 | "

100 rows × 5 columns

\n", 2903 | "
\n", 2904 | " \n", 2914 | " \n", 2915 | " \n", 2952 | "\n", 2953 | " \n", 2977 | "
\n", 2978 | "
\n", 2979 | " " 2980 | ], 2981 | "text/plain": [ 2982 | " tweet_id ... emotion\n", 2983 | "0 1956967341 ... neutral\n", 2984 | "1 1956967666 ... neutral\n", 2985 | "2 1956967696 ... joy\n", 2986 | "3 1956967789 ... joy\n", 2987 | "4 1956968416 ... desire\n", 2988 | ".. ... ... ...\n", 2989 | "95 1956989514 ... neutral\n", 2990 | "96 1956989526 ... disapproval\n", 2991 | "97 1956989560 ... sadness\n", 2992 | "98 1956989561 ... neutral\n", 2993 | "99 1956989601 ... disappointment\n", 2994 | "\n", 2995 | "[100 rows x 5 columns]" 2996 | ] 2997 | }, 2998 | "metadata": {}, 2999 | "execution_count": 70 3000 | } 3001 | ] 3002 | }, 3003 | { 3004 | "cell_type": "code", 3005 | "source": [ 3006 | "import seaborn as sns" 3007 | ], 3008 | "metadata": { 3009 | "id": "dXJ8OYI1Av3P" 3010 | }, 3011 | "execution_count": 71, 3012 | "outputs": [] 3013 | }, 3014 | { 3015 | "cell_type": "code", 3016 | "source": [ 3017 | "sns.countplot(data = large_text, y = 'emotion').set_title(\"Emotion Distribution\")" 3018 | ], 3019 | "metadata": { 3020 | "colab": { 3021 | "base_uri": "https://localhost:8080/", 3022 | "height": 312 3023 | }, 3024 | "id": "9HZPzcDNBFv-", 3025 | "outputId": "39a399b4-5371-49ac-f76a-8cfdb9b502a7" 3026 | }, 3027 | "execution_count": 73, 3028 | "outputs": [ 3029 | { 3030 | "output_type": "execute_result", 3031 | "data": { 3032 | "text/plain": [ 3033 | "Text(0.5, 1.0, 'Emotion Distribution')" 3034 | ] 3035 | }, 3036 | "metadata": {}, 3037 | "execution_count": 73 3038 | }, 3039 | { 3040 | "output_type": "display_data", 3041 | "data": { 3042 | "image/png": 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\n", 3043 | "text/plain": [ 3044 | "
" 3045 | ] 3046 | }, 3047 | "metadata": { 3048 | "needs_background": "light" 3049 | } 3050 | } 3051 | ] 3052 | }, 3053 | { 3054 | "cell_type": "code", 3055 | "source": [ 3056 | "" 3057 | ], 3058 | "metadata": { 3059 | "id": "VU3SNoffBNyE" 3060 | }, 3061 | "execution_count": 42, 3062 | "outputs": [] 3063 | } 3064 | ] 3065 | } --------------------------------------------------------------------------------