{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd, numpy as np\n", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [], "source": [ "df=pd.read_html('https://en.wikipedia.org/wiki/List_of_emojis')" ] }, { "cell_type": "code", "execution_count": 213, "metadata": {}, "outputs": [], "source": [ "all_emojis=''.join(df[0].stack().unique())" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k=45\n", "all_emojis2='\\n'.join([all_emojis[i:i+k] for i in range(0, len(all_emojis), k)])\n", "fig,ax=plt.subplots(1,1,figsize=(14,6))\n", "plt.text(0,0,all_emojis2[100:700],fontproperties=prop2,fontsize=30,);" ] }, { "cell_type": "code", "execution_count": 273, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'U+25Cx◀️U+25Fx◻️◼️◽️◾️U+260x☀\\n️☁️☂️☃️☄️☎️U+261x☑️☔️☕️☘️☝️U+262x☠️☢️☣️☦️☪️☮️\\n☯️U+263x☸️☹️☺️U+264x♀️♂️♈️♉️♊️♋️♌️♍️♎️♏️U+265\\nx♐️♑️♒️♓️U+266x♠️♣️♥️♦️♨️U+267x♻️♿️U+269x⚒️⚓️\\n⚔️⚕️⚖️⚗️⚙️⚛️⚜️U+26Ax⚠️⚡️⚪️⚫️U+26Bx⚰️⚱️⚽️⚾️U+2\\n6Cx⛄️⛅️⛈️⛎️⛏️U+26Dx⛑️⛓️⛔️U+26Ex⛩️⛪️U+26Fx⛰️⛱️\\n⛲️⛳️⛴️⛵️⛷️⛸️⛹️⛺️⛽️U+270x✂️✅️✈️✉️✊️✋️✌️✍️✏️U+2\\n71x✒️✔️✖️✝️U+272x✡️✨️U+273x✳️✴️U+274x❄️❇️❌️❎️\\nU+275x❓️❔️❕️❗️U+276x❣️❤️U+279x➕️➖️➗️U+27Ax➡️U\\n+27Bx➰️➿️U+293x⤴️⤵️U+2B0x⬅️⬆️⬇️U+2B1x⬛️⬜️U+2B\\n5x⭐️⭕️U+303x〰️〽️U+329x㊗️㊙️U+1F00x🀄U+1F0Cx🃏U+1\\nF17x🅰️🅱️🅾️'" ] }, "execution_count": 273, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_emojis2[200:700]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }