Created
August 29, 2019 18:22
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"from scipy.cluster.hierarchy import dendrogram, linkage\n", | |
"from scipy.spatial.distance import squareform" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def avg_arithmetic_diff(x1, x2):\n", | |
" return np.mean(abs(x1 - x2))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df = pd.read_csv('/Users/ajb/Downloads/playlist_choices.csv', index_col=0)\n", | |
"df += 3 # make scale 1 to 5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sim_matrix = pd.DataFrame(index=df.index, columns=df.index)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for p1 in sim_matrix.index:\n", | |
" for p2 in sim_matrix.columns:\n", | |
" sim_matrix.loc[p1][p2] = avg_arithmetic_diff(df.loc[p1], df.loc[p2])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dists = squareform(sim_matrix)\n", | |
"linkage_matrix = linkage(dists, \"average\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Dendrogram - Average difference" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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hsxt96HpgUnrdUJzb4gvMVWVm1R/4TPIK4G3Ao8Abcb/5A3J+F71olpmNjzSf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\n7SrLE1VzfnTAu/EIwL/I88U3cq9XTcb1j7QFPYS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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x5129bad30>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x512e3afd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"dendrogram(linkage_matrix, labels=df.index)\n", | |
"plt.title(\"Who is like who\")\n", | |
"plt.xticks(rotation='vertical')\n", | |
"plt.figure(dpi=2200)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Dendrogram - Normalized difference \n", | |
"\n", | |
"There are some trolls out there (Khal Drogo) who might down vote everything... or happy campers (Sansa) who just give everything two thumbs up. \n", | |
"\n", | |
"To normalize people's emotions away, divide each persons 1-5 rating by their average rating. \n", | |
"\n", | |
"Turns out, picture looks more or less the same." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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8ew0amtbSeT4xgt2PiCxYi/FJXUNTzsnuxKLfjysvrUn4lJswx/alklZy1P44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\nOkYa7iRJko6RhjtJkqRjpOFOkiTpGP8fJH5gOsvrPQcAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x512e3e518>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df.apply(np.mean, axis=1).sort_values().plot.bar(title='How happy are you')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_norm = df.apply(lambda x: x/x.mean(), axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sim_matrix_norm = pd.DataFrame(index=df_norm.index, columns=df_norm.index)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for p1 in sim_matrix_norm.index:\n", | |
" for p2 in sim_matrix_norm.columns:\n", | |
" sim_matrix_norm.loc[p1][p2] = avg_arithmetic_diff(df_norm.loc[p1], df_norm.loc[p2])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dists_norm = squareform(sim_matrix_norm)\n", | |
"linkage_matrix_norm = linkage(dists_norm, \"average\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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CIOhCQrkHQRB0IaHcgyAIupBQ7kEQBF1IKPcgCIIuJJR7EARBFxLKPQiCoAsJ5R4EQdCF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\ng10AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x512f2d240>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"dendrogram(linkage_matrix_norm, labels=df_norm.index)\n", | |
"plt.title(\"Average Arithmetic Diff Normalized - Average distance\")\n", | |
"plt.xticks(rotation='vertical')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python [conda env:anaconda]", | |
"language": "python", | |
"name": "conda-env-anaconda-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": "3.5.2" | |
}, | |
"toc": { | |
"nav_menu": {}, | |
"number_sections": true, | |
"sideBar": true, | |
"skip_h1_title": false, | |
"toc_cell": false, | |
"toc_position": {}, | |
"toc_section_display": "block", | |
"toc_window_display": false | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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