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July 21, 2020 12:18
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Requirement already satisfied: pytrends in c:\\users\\neha\\anaconda3\\lib\\site-packages (4.7.3)\n", | |
| "Requirement already satisfied: requests in c:\\users\\neha\\anaconda3\\lib\\site-packages (from pytrends) (2.22.0)\n", | |
| "Requirement already satisfied: lxml in c:\\users\\neha\\anaconda3\\lib\\site-packages (from pytrends) (4.5.0)\n", | |
| "Requirement already satisfied: pandas>=0.25 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from pytrends) (1.0.1)\n", | |
| "Requirement already satisfied: idna<2.9,>=2.5 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from requests->pytrends) (2.8)\n", | |
| "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from requests->pytrends) (3.0.4)\n", | |
| "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from requests->pytrends) (1.25.8)\n", | |
| "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from requests->pytrends) (2019.11.28)\n", | |
| "Requirement already satisfied: python-dateutil>=2.6.1 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from pandas>=0.25->pytrends) (2.8.1)\n", | |
| "Requirement already satisfied: pytz>=2017.2 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from pandas>=0.25->pytrends) (2019.3)\n", | |
| "Requirement already satisfied: numpy>=1.13.3 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from pandas>=0.25->pytrends) (1.18.1)\n", | |
| "Requirement already satisfied: six>=1.5 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from python-dateutil>=2.6.1->pandas>=0.25->pytrends) (1.14.0)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!pip install pytrends" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pytrends\n", | |
| "import pandas as pd \n", | |
| "from pytrends.request import TrendReq\n", | |
| "pytrend = TrendReq()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Compare Search Trends (Provide keywords seperated by commas):C,Java,Python\n", | |
| "['C', 'Java', 'Python']\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "a = input(\"Compare Search Trends (Provide keywords seperated by commas):\")\n", | |
| "kw_list=a.split(',')\n", | |
| "print(kw_list)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 30, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pytrend.build_payload(kw_list=kw_list, timeframe='today 5-y', geo='IN')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " C Java Python isPartial\n", | |
| "date \n", | |
| "2015-07-26 75 95 9 False\n", | |
| "2015-08-02 78 95 9 False\n", | |
| "2015-08-09 76 93 9 False\n", | |
| "2015-08-16 80 100 10 False\n", | |
| "2015-08-23 79 97 10 False\n", | |
| "... .. ... ... ...\n", | |
| "2020-06-14 58 27 27 False\n", | |
| "2020-06-21 60 27 28 False\n", | |
| "2020-06-28 62 27 28 False\n", | |
| "2020-07-05 62 28 28 False\n", | |
| "2020-07-12 68 29 28 False\n", | |
| "\n", | |
| "[260 rows x 4 columns]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "interest_over_time_df=pytrend.interest_over_time()\n", | |
| "print(interest_over_time_df)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 32, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Requirement already satisfied: matplotlib in c:\\users\\neha\\anaconda3\\lib\\site-packages (3.3.0)\n", | |
| "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from matplotlib) (2.4.6)\n", | |
| "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from matplotlib) (7.0.0)\n", | |
| "Requirement already satisfied: cycler>=0.10 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from matplotlib) (0.10.0)\n", | |
| "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from matplotlib) (1.1.0)\n", | |
| "Requirement already satisfied: numpy>=1.15 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from matplotlib) (1.18.1)\n", | |
| "Requirement already satisfied: python-dateutil>=2.1 in c:\\users\\neha\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.1)\n", | |
| "Requirement already satisfied: six in c:\\users\\neha\\anaconda3\\lib\\site-packages (from cycler>=0.10->matplotlib) (1.14.0)\n", | |
| "Requirement already satisfied: setuptools in c:\\users\\neha\\anaconda3\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib) (45.2.0.post20200210)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!pip install matplotlib" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 33, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from matplotlib import pyplot as plt \n", | |
| "import time\n", | |
| "import datetime\n", | |
| "from datetime import datetime, date, time" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 34, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib.image as mpimg" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x576 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "img = mpimg.imread('decodem logo with research firm.png')\n", | |
| "\n", | |
| "fig, ax= plt.subplots(figsize = (12, 8))\n", | |
| "ax1=plt.axes([0.79,0.1, 0.1, 0.1], frameon=False)\n", | |
| "ax1=plt.imshow(img)\n", | |
| "ax1=plt.axis(\"off\")\n", | |
| "\n", | |
| "dx= interest_over_time_df.plot.line(figsize=(12,8), title=\"Interest over time\",colormap=\"Set1\", linewidth=3, ax=ax)\n", | |
| "dx.set_xlabel(\"Date\", fontsize=22)\n", | |
| "dx.set_ylabel(\"Interest Over Time\", fontsize=22)\n", | |
| "dx.tick_params(axis='both', which='major', labelsize=22)\n", | |
| "dx.set_title('Comparison Across Keywords',fontsize=30)\n", | |
| "dx.legend(fontsize=15)\n", | |
| "\n", | |
| "dx.text(2640,-2,'Machine Generated Insights', style='italic', bbox={'facecolor': 'grey', 'alpha': 0.5, 'pad': 3}, rotation=270)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "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": "3.7.6" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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