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November 23, 2018 20:38
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Thinkful - Data Science - Unit 2, lesson 2 challenge - Apple app store data plots
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 75, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt \n", | |
"import numpy as np\n", | |
"import pandas as pd \n", | |
"\n", | |
"df = pd.read_csv(\"data-set-apple-apps/AppleStore.csv\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Plot 1\n", | |
"\n", | |
"First, let's see the price distribution by genre. Which genre has the app with the highest price? Later, we'll see if that category also has the highest _average_ price\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 125, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# average price for genre \n", | |
"df1 = df.filter(['prime_genre', 'price'], axis=1)\n", | |
"df1.boxplot(by='prime_genre', vert=False)\n", | |
"plt.title('Prices by Genre', fontsize=18)\n", | |
"plt.ylabel('Genre', fontsize=16)\n", | |
"plt.xlabel('Price', fontsize=16)\n", | |
"plt.rcParams['figure.figsize'] = 8, 9\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Plot 2\n", | |
"\n", | |
"Now, let's see the average price of each app by genre. Where there any outliers in Plot 1 that seem to skew the data?\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 126, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x648 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# average price for genre \n", | |
"df2 = df.filter(['prime_genre', 'price'], axis=1)\n", | |
"data = df2.groupby('prime_genre').mean()\n", | |
"plt.barh(data.index, data.price)\n", | |
"plt.title('Average Price by Genre', fontsize=18)\n", | |
"plt.ylabel('Genre', fontsize=16)\n", | |
"plt.xlabel('Average Price', fontsize=16)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Plot 3\n", | |
"\n", | |
"Now, let's see which genre has the highest rating on average. Does this indicate that certain genres work better for software applications? Or does it mean that certain genres have better teams building the apps? In reality, we can't yet determine anything, because there aren't an even number of apps per genre, as we can see later." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 128, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x864 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# average rating by genre\n", | |
"df3 = df.filter(['user_rating', 'prime_genre'], axis=1)\n", | |
"data = df3.groupby('prime_genre').mean()\n", | |
"data.plot.barh(subplots=True, color='darkgreen', figsize=(10, 12))\n", | |
"plt.title('Average Rating by Genre', fontsize=18)\n", | |
"plt.ylabel('Genre', fontsize=16)\n", | |
"plt.xlabel('Average Rating', fontsize=16)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Plot 4\n", | |
"\n", | |
"Which genre has the most apps? Now, we are better able to determine if the average price and rating data might be skewed because of a larger or smaller number of apps developed for a particular genre." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 130, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# box plot of all prices\n", | |
"df4 = df.filter(['price', 'prime_genre'], axis=1)\n", | |
"data = df4.groupby(['prime_genre']).count()\n", | |
"data.plot.bar(color='purple')\n", | |
"plt.title('Total Apps By Genre', fontsize=18)\n", | |
"plt.ylabel('Number of Apps', fontsize=16)\n", | |
"plt.xlabel('Genre', fontsize=16)\n", | |
"plt.rcParams['figure.figsize'] = 14, 4\n", | |
"plt.grid()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Plot 5\n", | |
"\n", | |
"Let's see if the average rating per app is higher or lower based on how many total ratings it is. Do the better apps have more ratings? Let's find out." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 131, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# user rating to rating count comparison\n", | |
"df5 = df.filter(['user_rating', 'rating_count_tot'], axis=1)\n", | |
"data = df5.groupby(['user_rating']).mean()\n", | |
"plt.plot(data.index, data['rating_count_tot'])\n", | |
"plt.title('App Rating to Number of Ratings comparison', fontsize=18)\n", | |
"plt.ylabel('Number of Ratings', fontsize=16)\n", | |
"plt.xlabel('Rating Score', fontsize=16)\n", | |
"plt.grid()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Plot 6\n", | |
"\n", | |
"Last but not least, let's see if the user rating has any correlation with the size of the app, in megabytes. Do we see any trends? Are bigger software apps better? Perhaps they had more time and care put into making them, and therefor they will have a higher rating. Let's see." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 133, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# user rating to rating count comparison\n", | |
"df6 = df.filter(['size_bytes', 'user_rating'], axis=1)\n", | |
"df6.plot.scatter(x='size_bytes', y='user_rating', color='orange')\n", | |
"plt.title('User Rating per Game Size', fontsize=18)\n", | |
"plt.ylabel('User Rating', fontsize=16)\n", | |
"plt.xlabel('Game Size', fontsize=16)\n", | |
"plt.grid()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"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": "3.6.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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