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@ladyrassilon
Created July 8, 2018 08:03
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#import library\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#read data \n",
"\n",
"tot_master_df = pd.read_excel('WSPinkAre/Song_rev_no_name.xlsx', header=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#NR 1: Slice data set\n",
"#Get all songs that have more than 10 quarters \n",
"\n",
"#Get all songs per quarter\n",
"rev_songs = tot_master_df.iloc[:,1:20]\n",
"#Get all songs tot revenue\n",
"tot_rev= tot_master_df.iloc[:,21]\n",
"#Get all songs that have more than 10 quarters \n",
"songs_above_10Q = tot_master_df.iloc[:,22][tot_master_df.iloc[:,22]>10]\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"max: 481101.05\n",
"mean: 5661.413863109049\n",
"median: 1297.7600000000002\n"
]
}
],
"source": [
"#NR 2: Calculate mean median and max revenue\n",
"\n",
"mean_tot_rev = tot_rev.mean()\n",
"median_tot_rev = tot_rev.median()\n",
"max_tot_rev = tot_rev.max()\n",
"\n",
"print('max:', max_tot_rev)\n",
"print('mean:', mean_tot_rev)\n",
"print('median:', median_tot_rev)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NR 3: Plot a histogram of total revenue \n",
"\n",
"tot_rev_hist = tot_rev.hist()\n",
"plt.title('Histogram of total revenue')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"quantiles: 0.1 15.723\n",
"0.2 93.928\n",
"0.3 248.224\n",
"0.4 610.982\n",
"0.5 1297.760\n",
"0.6 1861.970\n",
"0.7 2449.764\n",
"0.8 3769.644\n",
"0.9 7748.918\n",
"1.0 481101.050\n",
"Name: Total Amount, dtype: float64\n"
]
}
],
"source": [
"#NR 4: Calculate Quantile\n",
"\n",
"Quantile = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1]\n",
"q_all = tot_rev.quantile(Quantile)\n",
"\n",
"print('quantiles:', q_all)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Nr 5 Plot the 5 best selling songs\n",
"q99 = tot_rev.quantile(0.99)\n",
"tot_rev_99 = tot_rev[tot_rev>q99]\n",
"rev_songs_high = rev_songs.loc[tot_rev_99.index]\n",
"\n",
"x_axis = rev_songs.columns\n",
"plt.plot(x_axis, rev_songs_high.transpose())\n",
"plt.title('Songs from the 99 % quantile, songs with highest revenue')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NR 6 Plot the accumulated song\n",
"hit_acc = rev_songs_high.transpose().cumsum()/rev_songs_high.transpose().sum()\n",
"\n",
"plt.plot(x_axis, hit_acc)\n",
"plt.title('Revenue distributed from quarter 1 to quarter 20')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#NR 7 Plot one hit and one average swedish song\n",
"pop_hit = rev_songs.loc[23778758]\n",
"pop_soul = rev_songs.loc[19751504]\n",
"\n",
"plt.bar(x_axis, pop_hit, color=\"blue\")\n",
"plt.bar(x_axis, pop_soul,color=\"red\")\n",
"plt.title('Blue: Hit, Red: average swedish song')\n",
"\n",
"plt.show()\n",
"\n",
"pop_hit_cum = pop_hit.cumsum()/pop_hit.sum()\n",
"pop_soul_cum = pop_soul.cumsum()/pop_soul.sum()\n",
"\n",
"plt.plot(x_axis, pop_hit_cum,x_axis, pop_soul_cum)\n",
"plt.title('Revenue distributed from quarter 1 to 20')\n",
"\n",
"plt.show()"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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