act_report.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Report: Exploratory Data Analysis and Visualizations\n",
    "\n",
    "This document communicates all the insights and displays the visualizations produced from my wrangled data.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Image\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "master_clean = pd.read_csv('data/twitter_archive_master.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# I spent so much time with this dataset it feels Phineas is my personal friend\n",
    "Image('data/Screenshot_892420643555336193.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the master dataset was cleaned, I moved on to a brief exploratory data analysis.\n",
    "\n",
    "With the information available, I came up with three research questions:\n",
    "\n",
    "### **`1.`** What are the 5 most common dog breeds in terms of sum of favorited tweets?\n",
    "\n",
    "The top 5 most favorited breeds are: *Golden Retriever, Labrador Retriever, Pembroke, Chihuahua, and Samoyed*.\n",
    "\n",
    "This insight was only possible after piercing together and cleaning the master dataset. I had to group by dog breed and then get the sum of favorited tweets. Both of those columns were originally in separate datasets.\n",
    "\n",
    "The Golden Retriever sits comfortably in the Top 1. Further analysis could entail figuring out whether it was the most favorited dog breed simply due to the fact a disproportionate amount of tweets picture a dog from this breed.\n",
    "\n",
    "For this visualization, I grouped by dog breed and found the amount of times tweets with a specific dog breed was favorited. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# creating a function to generate bar charts and avoid repeating code unnecessarily\n",
    "def chart(input):\n",
    "    fig, ax = plt.subplots()\n",
    "    ax = input.plot(kind='bar')\n",
    "    ax.yaxis.set_major_formatter('{x:,.0f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# group by the dog breed and sum the number of times \n",
    "# a given tweet with that breed was favorited \n",
    "top_breeds = master_clean.groupby('p1')['favorite_count'].sum().sort_values(ascending=False)\n",
    "top_breeds\n",
    "\n",
    "# plotting bar chart for insight #1\n",
    "chart(top_breeds.iloc[:5])\n",
    "plt.title('Top 5 Most Favorited Breeds', fontsize=16)\n",
    "plt.xlabel('Breeds', fontsize=14);\n",
    "plt.ylabel('Sum of Favorited Tweets', fontsize=14);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# well... I'd hit the heart button or retweet this pup anytime\n",
    "Image('data/Screenshot_706516534877929472.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **`2.`** Does the dog stage influence the number of interactions a tweet receive (favorites and retweets)?\n",
    "\n",
    "According to WeRateDog's dogtionary, the four dog stages are: doggo, pupper, puppo and floofer. \n",
    "\n",
    "One might think that puppers (small dogs, usually younger) get the most interactions, but the data suggests that the number of interactions puppers received are almost the same as doggos (a big pupper, usually older). \n",
    "\n",
    "In a distant third, comes the puppos (a transitional phase between puppo and doggos). Lastly, the floofers (any dogs with seemingly excess fur). \n",
    "\n",
    "As a limitation, it's worth mentioning that only a small number of tweets from the sample included the dog stage. If we had dog stage information for the whole sample, the results might have been different. \n",
    "\n",
    "This analysis was only possible after tidying the dog stage columns and turning them into one.\n",
    "\n",
    "For this visualization, I grouped by dog breed and got the sum of what I called interactions. For the purpose of this analysis, interactions are the sum of the amount of times a tweet was favorited and the amount of times a tweet was retweeted. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a column called 'interactions'\n",
    "# representing the amount of times a tweet was \n",
    "# both favorited and retweeted\n",
    "master_clean['interactions'] = master_clean['favorite_count'] + master_clean['retweet_count']\n",
    "\n",
    "# group by the dog stage and get the sum of interactions\n",
    "rating_influence = master_clean.groupby(['dog_stage'])['interactions'].sum().sort_values(ascending=False)\n",
    "rating_influence\n",
    "\n",
    "# plotting bar chart for insight #2\n",
    "chart(rating_influence)\n",
    "plt.title('Interactions by Dog Stage', fontsize=16)\n",
    "plt.xlabel('Dog Stage', fontsize=14);\n",
    "plt.ylabel('Amount of Interactions', fontsize=14);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# puppos might have come in third in the analysis, \n",
    "# but this one deserve the world\n",
    "Image('data/Screenshot_889665388333682689.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **`3.`** Does the average rating increase through time?\n",
    "\n",
    "Although we only have tweet information from 2016 to 2017, the data seem to suggest the average rating for dogs is increasing through time. \n",
    "\n",
    "Without converting the timestamp column to datetime, this analysis wouldn't be possible.\n",
    "\n",
    "For this visualization, I grouped by trimester and found the average rating for tweets with only one dog. Then, I plotted a line chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for some reason, while importing the cleaned master dataset,\n",
    "# the timestamp column was read as 'object' by pandas\n",
    "# converting it again for the sake of this report\n",
    "master_clean['timestamp'] = pd.to_datetime(master_clean['timestamp'])\n",
    "\n",
    "# query just the rows in which the rating denominator is 10\n",
    "# i.e., the tweets with only one dog in the picture,\n",
    "# to remove the outliers\n",
    "# then, resample by the trimester\n",
    "# finally, get the mean rating for each trimester\n",
    "trimesters = master_clean.query('rating_denominator == 10').resample('3M', on='timestamp')['rating_numerator'].mean()\n",
    "trimesters\n",
    "\n",
    "# plotting line chart\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(trimesters, 'o-')\n",
    "fig.set_figheight(5)\n",
    "fig.set_figwidth(10)\n",
    "plt.title('Rating Average Over Time', fontsize=16)\n",
    "plt.xlabel('Trimester', fontsize=14);\n",
    "plt.ylabel('Rating Average', fontsize=14);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ending the report with a little serotonin boost\n",
    "Image('data/Screenshot_666033412701032449.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:dand] *",
   "language": "python",
   "name": "conda-env-dand-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}