Skip to content

Instantly share code, notes, and snippets.

@yum-dev
Created March 14, 2021 15:01
Show Gist options
  • Save yum-dev/f1fab66757357584d4f5ca43b827c843 to your computer and use it in GitHub Desktop.
Save yum-dev/f1fab66757357584d4f5ca43b827c843 to your computer and use it in GitHub Desktop.
ml-assignment2-q1.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "ml-assignment2-q1.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPtt1+hKYtGYZNUN1KRVaTr",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/yum-dev/f1fab66757357584d4f5ca43b827c843/ml-assignment2-q1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "34I8CgT0iFKo"
},
"source": [
"\n",
"import numpy as np \n",
"import pandas as pd \n",
"import matplotlib.pyplot as plt \n",
"import seaborn as sns"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": "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",
"ok": true,
"headers": [
[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": "OK"
}
},
"base_uri": "https://localhost:8080/",
"height": 70
},
"id": "vQaTgMaTsQ3N",
"outputId": "4bf88bb7-4043-482b-dfdc-acadf2c14258"
},
"source": [
"import io\n",
"from google.colab import files\n",
"uploaded = files.upload()\n",
"df = pd.read_csv(io.StringIO(uploaded['advertising.csv'].decode('utf-8')))"
],
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <input type=\"file\" id=\"files-efcbbe59-86e4-4ee8-be77-f6c34dc87b46\" name=\"files[]\" multiple disabled\n",
" style=\"border:none\" />\n",
" <output id=\"result-efcbbe59-86e4-4ee8-be77-f6c34dc87b46\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Saving advertising.csv to advertising (4).csv\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 424
},
"id": "qlVG5Uv6sWNN",
"outputId": "a15951e1-5ae2-43e4-a857-6b2755a9952c"
},
"source": [
"df"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Daily Time Spent on Site</th>\n",
" <th>Age</th>\n",
" <th>Area Income</th>\n",
" <th>Daily Internet Usage</th>\n",
" <th>Ad Topic Line</th>\n",
" <th>City</th>\n",
" <th>Male</th>\n",
" <th>Country</th>\n",
" <th>Timestamp</th>\n",
" <th>Clicked on Ad</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>68.95</td>\n",
" <td>35</td>\n",
" <td>61833.90</td>\n",
" <td>256.09</td>\n",
" <td>Cloned 5thgeneration orchestration</td>\n",
" <td>Wrightburgh</td>\n",
" <td>0</td>\n",
" <td>Tunisia</td>\n",
" <td>2016-03-27 00:53:11</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>80.23</td>\n",
" <td>31</td>\n",
" <td>68441.85</td>\n",
" <td>193.77</td>\n",
" <td>Monitored national standardization</td>\n",
" <td>West Jodi</td>\n",
" <td>1</td>\n",
" <td>Nauru</td>\n",
" <td>2016-04-04 01:39:02</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>69.47</td>\n",
" <td>26</td>\n",
" <td>59785.94</td>\n",
" <td>236.50</td>\n",
" <td>Organic bottom-line service-desk</td>\n",
" <td>Davidton</td>\n",
" <td>0</td>\n",
" <td>San Marino</td>\n",
" <td>2016-03-13 20:35:42</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>74.15</td>\n",
" <td>29</td>\n",
" <td>54806.18</td>\n",
" <td>245.89</td>\n",
" <td>Triple-buffered reciprocal time-frame</td>\n",
" <td>West Terrifurt</td>\n",
" <td>1</td>\n",
" <td>Italy</td>\n",
" <td>2016-01-10 02:31:19</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>68.37</td>\n",
" <td>35</td>\n",
" <td>73889.99</td>\n",
" <td>225.58</td>\n",
" <td>Robust logistical utilization</td>\n",
" <td>South Manuel</td>\n",
" <td>0</td>\n",
" <td>Iceland</td>\n",
" <td>2016-06-03 03:36:18</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>995</th>\n",
" <td>72.97</td>\n",
" <td>30</td>\n",
" <td>71384.57</td>\n",
" <td>208.58</td>\n",
" <td>Fundamental modular algorithm</td>\n",
" <td>Duffystad</td>\n",
" <td>1</td>\n",
" <td>Lebanon</td>\n",
" <td>2016-02-11 21:49:00</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>996</th>\n",
" <td>51.30</td>\n",
" <td>45</td>\n",
" <td>67782.17</td>\n",
" <td>134.42</td>\n",
" <td>Grass-roots cohesive monitoring</td>\n",
" <td>New Darlene</td>\n",
" <td>1</td>\n",
" <td>Bosnia and Herzegovina</td>\n",
" <td>2016-04-22 02:07:01</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>997</th>\n",
" <td>51.63</td>\n",
" <td>51</td>\n",
" <td>42415.72</td>\n",
" <td>120.37</td>\n",
" <td>Expanded intangible solution</td>\n",
" <td>South Jessica</td>\n",
" <td>1</td>\n",
" <td>Mongolia</td>\n",
" <td>2016-02-01 17:24:57</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>55.55</td>\n",
" <td>19</td>\n",
" <td>41920.79</td>\n",
" <td>187.95</td>\n",
" <td>Proactive bandwidth-monitored policy</td>\n",
" <td>West Steven</td>\n",
" <td>0</td>\n",
" <td>Guatemala</td>\n",
" <td>2016-03-24 02:35:54</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>45.01</td>\n",
" <td>26</td>\n",
" <td>29875.80</td>\n",
" <td>178.35</td>\n",
" <td>Virtual 5thgeneration emulation</td>\n",
" <td>Ronniemouth</td>\n",
" <td>0</td>\n",
" <td>Brazil</td>\n",
" <td>2016-06-03 21:43:21</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" Daily Time Spent on Site Age ... Timestamp Clicked on Ad\n",
"0 68.95 35 ... 2016-03-27 00:53:11 0\n",
"1 80.23 31 ... 2016-04-04 01:39:02 0\n",
"2 69.47 26 ... 2016-03-13 20:35:42 0\n",
"3 74.15 29 ... 2016-01-10 02:31:19 0\n",
"4 68.37 35 ... 2016-06-03 03:36:18 0\n",
".. ... ... ... ... ...\n",
"995 72.97 30 ... 2016-02-11 21:49:00 1\n",
"996 51.30 45 ... 2016-04-22 02:07:01 1\n",
"997 51.63 51 ... 2016-02-01 17:24:57 1\n",
"998 55.55 19 ... 2016-03-24 02:35:54 0\n",
"999 45.01 26 ... 2016-06-03 21:43:21 1\n",
"\n",
"[1000 rows x 10 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cXMHdhT2shdZ",
"outputId": "6296f533-ee1d-44af-e52e-1a3d3155526b"
},
"source": [
"df.info()"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 1000 entries, 0 to 999\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Daily Time Spent on Site 1000 non-null float64\n",
" 1 Age 1000 non-null int64 \n",
" 2 Area Income 1000 non-null float64\n",
" 3 Daily Internet Usage 1000 non-null float64\n",
" 4 Ad Topic Line 1000 non-null object \n",
" 5 City 1000 non-null object \n",
" 6 Male 1000 non-null int64 \n",
" 7 Country 1000 non-null object \n",
" 8 Timestamp 1000 non-null object \n",
" 9 Clicked on Ad 1000 non-null int64 \n",
"dtypes: float64(3), int64(3), object(4)\n",
"memory usage: 78.2+ KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "uT4cp0husmqc",
"outputId": "a3fd3342-47c5-4278-cdc7-b77261bad99a"
},
"source": [
"df.duplicated().sum()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "sDSnX6resvO3"
},
"source": [
"numeric_columns = ['Daily Time Spent on Site', 'Age', 'Area Income', 'Daily Internet Usage' ]"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "HT7yw-07s9nS"
},
"source": [
"categorical_columns = [ 'Ad Topic Line', 'City', 'Male', 'Country', 'Clicked on Ad' ]"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 514
},
"id": "nx5bbBdXs_AD",
"outputId": "97716425-ab70-469e-db9b-0eca98acb49f"
},
"source": [
"plt.figure(figsize=(10,7))\n",
"sns.distplot(df['Age'], bins = 20, kde=True, hist_kws=dict(edgecolor=\"k\", linewidth=1))"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
" warnings.warn(msg, FutureWarning)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f1002fd1b90>"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x504 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BgCuCDhAtGVk",
"outputId": "92762bec-59ee-4eef-ed40-0aeb92e57a08"
},
"source": [
"print('Age of the oldest person:', df['Age'].max(), 'Years')\n",
"print('Age of the youngest person:', df['Age'].min(), 'Years')\n",
"print('Average age in dataset:', df['Age'].mean(), 'Years')"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"text": [
"Age of the oldest person: 61 Years\n",
"Age of the youngest person: 19 Years\n",
"Average age in dataset: 36.009 Years\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 458
},
"id": "evbLTGhPtth7",
"outputId": "ca747f9b-ae3e-4a9e-c9c5-ef23244dbb31"
},
"source": [
"sns.jointplot(x='Age', y='Area Income', data= df)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f1002f60550>"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 458
},
"id": "3vW2ZCWZtwWr",
"outputId": "f3ae44eb-924f-4725-8491-c4df3e96be58"
},
"source": [
"sns.jointplot(x='Age', y='Daily Time Spent on Site', data = df)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f1001ee03d0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 143
},
"id": "5Vcm7myst3AF",
"outputId": "c18b589e-3a48-44b2-ccce-1407dd11766d"
},
"source": [
"df.groupby(['Male','Clicked on Ad'])['Clicked on Ad'].count().unstack()"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Clicked on Ad</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Male</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>250</td>\n",
" <td>269</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>250</td>\n",
" <td>231</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Clicked on Ad 0 1\n",
"Male \n",
"0 250 269\n",
"1 250 231"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 455
},
"id": "iHcxA9tpt_aS",
"outputId": "e8ebeae0-8b15-442b-a6b4-3ce821dccbf5"
},
"source": [
"pd.crosstab(index=df['Country'],columns='count').sort_values(['count'], ascending=False)"
],
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>col_0</th>\n",
" <th>count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>France</th>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Czech Republic</th>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Afghanistan</th>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Australia</th>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Turkey</th>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Montserrat</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mozambique</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Romania</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Saint Kitts and Nevis</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Aruba</th>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>237 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
"col_0 count\n",
"Country \n",
"France 9\n",
"Czech Republic 9\n",
"Afghanistan 8\n",
"Australia 8\n",
"Turkey 8\n",
"... ...\n",
"Montserrat 1\n",
"Mozambique 1\n",
"Romania 1\n",
"Saint Kitts and Nevis 1\n",
"Aruba 1\n",
"\n",
"[237 rows x 1 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 198
},
"id": "r9cHJBoRuGVb",
"outputId": "724407ae-47f6-4090-ba6a-68a7c7719714"
},
"source": [
"df.groupby('Clicked on Ad')['Clicked on Ad', 'Daily Time Spent on Site', 'Age', 'Area Income', 'Daily Internet Usage'].mean()"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Clicked on Ad</th>\n",
" <th>Daily Time Spent on Site</th>\n",
" <th>Age</th>\n",
" <th>Area Income</th>\n",
" <th>Daily Internet Usage</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Clicked on Ad</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>76.85462</td>\n",
" <td>31.684</td>\n",
" <td>61385.58642</td>\n",
" <td>214.51374</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>53.14578</td>\n",
" <td>40.334</td>\n",
" <td>48614.41374</td>\n",
" <td>145.48646</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Clicked on Ad ... Daily Internet Usage\n",
"Clicked on Ad ... \n",
"0 0.0 ... 214.51374\n",
"1 1.0 ... 145.48646\n",
"\n",
"[2 rows x 5 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 14
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 920
},
"id": "mVTj27dVuQaJ",
"outputId": "6d7a6791-fa8c-4ab3-93f9-e53717736957"
},
"source": [
"sns.pairplot(df, hue='Clicked on Ad')"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f0ff965c710>"
]
},
"metadata": {
"tags": []
},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 975.75x900 with 30 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XA1pcWBJuTJP"
},
"source": [
"df['City Codes']= df['City'].astype('category').cat.codes"
],
"execution_count": 16,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "K0GC3ULpwewV"
},
"source": [
"df['Country Codes'] = df['Country'].astype('category').cat.codes"
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "UDAcRz0Fwjus",
"outputId": "e6ed8646-7c6e-4555-9f37-ecc2eb343009"
},
"source": [
"df[['City Codes','Country Codes']].head(5)"
],
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>City Codes</th>\n",
" <th>Country Codes</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>961</td>\n",
" <td>215</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>903</td>\n",
" <td>147</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>111</td>\n",
" <td>184</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>939</td>\n",
" <td>103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>805</td>\n",
" <td>96</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" City Codes Country Codes\n",
"0 961 215\n",
"1 903 147\n",
"2 111 184\n",
"3 939 103\n",
"4 805 96"
]
},
"metadata": {
"tags": []
},
"execution_count": 18
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "G5EUyKBlwmDY"
},
"source": [
"df['Month'] = df['Timestamp'].apply(lambda x: x.split('-')[1])\n",
"df['Hour'] = df['Timestamp'].apply(lambda x: x.split(':')[0].split(' ')[1])"
],
"execution_count": 19,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "zEw62Ofwws-W",
"outputId": "5b09bea3-6c16-43e0-fb79-3d4b053b0ff5"
},
"source": [
"df[['Month','Hour']].head(5)"
],
"execution_count": 20,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Month</th>\n",
" <th>Hour</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>03</td>\n",
" <td>00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>04</td>\n",
" <td>01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>03</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>01</td>\n",
" <td>02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>06</td>\n",
" <td>03</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Month Hour\n",
"0 03 00\n",
"1 04 01\n",
"2 03 20\n",
"3 01 02\n",
"4 06 03"
]
},
"metadata": {
"tags": []
},
"execution_count": 20
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "FCRu2uVzOGQ0"
},
"source": [
"df['Month'] = df['Month'].astype('category').cat.codes"
],
"execution_count": 21,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9ZwASGbQOJ_h"
},
"source": [
"df['Hour'] = df['Hour'].astype('category').cat.codes"
],
"execution_count": 22,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 310
},
"id": "VkQ60ngmwwyp",
"outputId": "d88d23cd-614c-4f4c-80ae-b1c417284f07"
},
"source": [
"df.head()"
],
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Daily Time Spent on Site</th>\n",
" <th>Age</th>\n",
" <th>Area Income</th>\n",
" <th>Daily Internet Usage</th>\n",
" <th>Ad Topic Line</th>\n",
" <th>City</th>\n",
" <th>Male</th>\n",
" <th>Country</th>\n",
" <th>Timestamp</th>\n",
" <th>Clicked on Ad</th>\n",
" <th>City Codes</th>\n",
" <th>Country Codes</th>\n",
" <th>Month</th>\n",
" <th>Hour</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>68.95</td>\n",
" <td>35</td>\n",
" <td>61833.90</td>\n",
" <td>256.09</td>\n",
" <td>Cloned 5thgeneration orchestration</td>\n",
" <td>Wrightburgh</td>\n",
" <td>0</td>\n",
" <td>Tunisia</td>\n",
" <td>2016-03-27 00:53:11</td>\n",
" <td>0</td>\n",
" <td>961</td>\n",
" <td>215</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>80.23</td>\n",
" <td>31</td>\n",
" <td>68441.85</td>\n",
" <td>193.77</td>\n",
" <td>Monitored national standardization</td>\n",
" <td>West Jodi</td>\n",
" <td>1</td>\n",
" <td>Nauru</td>\n",
" <td>2016-04-04 01:39:02</td>\n",
" <td>0</td>\n",
" <td>903</td>\n",
" <td>147</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>69.47</td>\n",
" <td>26</td>\n",
" <td>59785.94</td>\n",
" <td>236.50</td>\n",
" <td>Organic bottom-line service-desk</td>\n",
" <td>Davidton</td>\n",
" <td>0</td>\n",
" <td>San Marino</td>\n",
" <td>2016-03-13 20:35:42</td>\n",
" <td>0</td>\n",
" <td>111</td>\n",
" <td>184</td>\n",
" <td>2</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>74.15</td>\n",
" <td>29</td>\n",
" <td>54806.18</td>\n",
" <td>245.89</td>\n",
" <td>Triple-buffered reciprocal time-frame</td>\n",
" <td>West Terrifurt</td>\n",
" <td>1</td>\n",
" <td>Italy</td>\n",
" <td>2016-01-10 02:31:19</td>\n",
" <td>0</td>\n",
" <td>939</td>\n",
" <td>103</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>68.37</td>\n",
" <td>35</td>\n",
" <td>73889.99</td>\n",
" <td>225.58</td>\n",
" <td>Robust logistical utilization</td>\n",
" <td>South Manuel</td>\n",
" <td>0</td>\n",
" <td>Iceland</td>\n",
" <td>2016-06-03 03:36:18</td>\n",
" <td>0</td>\n",
" <td>805</td>\n",
" <td>96</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Daily Time Spent on Site Age Area Income ... Country Codes Month Hour\n",
"0 68.95 35 61833.90 ... 215 2 0\n",
"1 80.23 31 68441.85 ... 147 3 1\n",
"2 69.47 26 59785.94 ... 184 2 20\n",
"3 74.15 29 54806.18 ... 103 0 2\n",
"4 68.37 35 73889.99 ... 96 5 3\n",
"\n",
"[5 rows x 14 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 23
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Xl7x5RRjCtS3"
},
"source": [
"df = df.drop(labels=['Ad Topic Line','City','Country','Timestamp'], axis=1)"
],
"execution_count": 24,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "RJ1rO3h3C2Lf",
"outputId": "47ec7640-bf71-4e36-dcb9-d11e997d4310"
},
"source": [
"df.head()"
],
"execution_count": 25,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Daily Time Spent on Site</th>\n",
" <th>Age</th>\n",
" <th>Area Income</th>\n",
" <th>Daily Internet Usage</th>\n",
" <th>Male</th>\n",
" <th>Clicked on Ad</th>\n",
" <th>City Codes</th>\n",
" <th>Country Codes</th>\n",
" <th>Month</th>\n",
" <th>Hour</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>68.95</td>\n",
" <td>35</td>\n",
" <td>61833.90</td>\n",
" <td>256.09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>961</td>\n",
" <td>215</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>80.23</td>\n",
" <td>31</td>\n",
" <td>68441.85</td>\n",
" <td>193.77</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>903</td>\n",
" <td>147</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>69.47</td>\n",
" <td>26</td>\n",
" <td>59785.94</td>\n",
" <td>236.50</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>111</td>\n",
" <td>184</td>\n",
" <td>2</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>74.15</td>\n",
" <td>29</td>\n",
" <td>54806.18</td>\n",
" <td>245.89</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>939</td>\n",
" <td>103</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>68.37</td>\n",
" <td>35</td>\n",
" <td>73889.99</td>\n",
" <td>225.58</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>805</td>\n",
" <td>96</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Daily Time Spent on Site Age Area Income ... Country Codes Month Hour\n",
"0 68.95 35 61833.90 ... 215 2 0\n",
"1 80.23 31 68441.85 ... 147 3 1\n",
"2 69.47 26 59785.94 ... 184 2 20\n",
"3 74.15 29 54806.18 ... 103 0 2\n",
"4 68.37 35 73889.99 ... 96 5 3\n",
"\n",
"[5 rows x 10 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 25
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LYN36eaQC-IZ"
},
"source": [
"val_dataframe = df.sample(frac=0.2, random_state=1337)\n",
"train_dataframe = df.drop(val_dataframe.index)"
],
"execution_count": 26,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "QLaVDrZj_l46"
},
"source": [
"Keras work starts here"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-94IG3O6DLpo",
"outputId": "8be967e7-a213-4856-f88c-19f9f0cd4fe1"
},
"source": [
"train_dataframe.shape"
],
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(800, 10)"
]
},
"metadata": {
"tags": []
},
"execution_count": 27
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "nwI_8x8DDGDs",
"outputId": "4375ea1d-1da0-43ba-cc08-0fb9c535a443"
},
"source": [
"val_dataframe.shape"
],
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(200, 10)"
]
},
"metadata": {
"tags": []
},
"execution_count": 28
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "x86lkmze_q_i"
},
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras import layers"
],
"execution_count": 29,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "zm0kb-CCBJMz"
},
"source": [
"def dataframe_to_dataset(dataframe):\n",
" dataframe = dataframe.copy()\n",
" labels = dataframe.pop(\"Clicked on Ad\")\n",
" ds = tf.data.Dataset.from_tensor_slices((dict(dataframe), labels))\n",
" ds = ds.shuffle(buffer_size=len(dataframe))\n",
" return ds\n",
" \n",
"train_ds = dataframe_to_dataset(train_dataframe)\n",
"val_ds = dataframe_to_dataset(val_dataframe)"
],
"execution_count": 30,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "SEJowLMSDifa",
"outputId": "f1889d94-5d3f-4542-8d25-cd65e7110b21"
},
"source": [
"for x, y in train_ds.take(1):\n",
" print(\"Input:\", x)\n",
" print(\"Target:\", y)"
],
"execution_count": 31,
"outputs": [
{
"output_type": "stream",
"text": [
"Input: {'Daily Time Spent on Site': <tf.Tensor: shape=(), dtype=float64, numpy=59.64>, 'Age': <tf.Tensor: shape=(), dtype=int64, numpy=51>, 'Area Income': <tf.Tensor: shape=(), dtype=float64, numpy=71455.62>, 'Daily Internet Usage': <tf.Tensor: shape=(), dtype=float64, numpy=153.12>, 'Male': <tf.Tensor: shape=(), dtype=int64, numpy=1>, 'City Codes': <tf.Tensor: shape=(), dtype=int16, numpy=206>, 'Country Codes': <tf.Tensor: shape=(), dtype=int16, numpy=89>, 'Month': <tf.Tensor: shape=(), dtype=int8, numpy=4>, 'Hour': <tf.Tensor: shape=(), dtype=int8, numpy=1>}\n",
"Target: tf.Tensor(1, shape=(), dtype=int64)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7ACB8H1kDx3q"
},
"source": [
"train_ds = train_ds.batch(32)\n",
"val_ds = val_ds.batch(32)"
],
"execution_count": 32,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "EFg7D9RIHfkG"
},
"source": [
"The following features are categorical features encoded as integers:\n",
"* Male\n",
"* City Codes\n",
"* Country Codes\n",
"* Month\n",
"* Hour\n",
"\n",
"The following feature are continuous numerical features:\n",
"* Daily Time Spent on Site\n",
"* Age \t\n",
"* Area Income\n",
"* Daily Internet Usage \t\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "wovWjRo6EM_3"
},
"source": [
"from tensorflow.keras.layers.experimental.preprocessing import Normalization\n",
"from tensorflow.keras.layers.experimental.preprocessing import CategoryEncoding\n",
"\n",
"def encode_numerical_feature(feature, name, dataset):\n",
" # Create a Normalization layer for our feature\n",
" normalizer = Normalization()\n",
"\n",
" # Prepare a Dataset that only yields our feature\n",
" feature_ds = dataset.map(lambda x, y: x[name])\n",
" feature_ds = feature_ds.map(lambda x: tf.expand_dims(x, -1))\n",
"\n",
" # Learn the statistics of the data\n",
" normalizer.adapt(feature_ds)\n",
"\n",
" # Normalize the input feature\n",
" encoded_feature = normalizer(feature)\n",
" return encoded_feature\n",
"\n",
"def encode_integer_categorical_feature(feature, name, dataset):\n",
" # Create a CategoryEncoding for our integer indices\n",
" encoder = CategoryEncoding(output_mode=\"binary\")\n",
"\n",
" # Prepare a Dataset that only yields our feature\n",
" feature_ds = dataset.map(lambda x, y: x[name])\n",
" feature_ds = feature_ds.map(lambda x: tf.expand_dims(x, -1))\n",
"\n",
" # Learn the space of possible indices\n",
" encoder.adapt(feature_ds)\n",
"\n",
" # Apply one-hot encoding to our indices\n",
" encoded_feature = encoder(feature)\n",
" return encoded_feature"
],
"execution_count": 33,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "lGFyb4ZuHUP5"
},
"source": [
"# Categorical features encoded as integers\n",
"male = keras.Input(shape=(1,), name=\"Male\", dtype=\"int64\")\n",
"city_codes = keras.Input(shape=(1,), name=\"City Codes\", dtype=\"int64\")\n",
"country_codes = keras.Input(shape=(1,), name=\"Country Codes\", dtype=\"int64\")\n",
"month = keras.Input(shape=(1,), name=\"Month\", dtype=\"int64\")\n",
"hour = keras.Input(shape=(1,), name=\"Hour\", dtype=\"int64\")\n",
"\n",
"# Numerical features\n",
"daily_time_spent_on_site = keras.Input(shape=(1,), name=\"Daily Time Spent on Site\")\n",
"age = keras.Input(shape=(1,), name=\"Age\")\n",
"area_income = keras.Input(shape=(1,), name=\"Area Income\")\n",
"daily_internet_usage = keras.Input(shape=(1,), name=\"Daily Internet Usage\")\n",
"\n",
"all_inputs = [\n",
" male,\n",
" city_codes,\n",
" country_codes,\n",
" month,\n",
" hour,\n",
" daily_time_spent_on_site,\n",
" age,\n",
" area_income,\n",
" daily_internet_usage,\n",
"]\n",
"\n",
"# Integer categorical features\n",
"male_encoded = encode_integer_categorical_feature(male, \"Male\", train_ds)\n",
"city_codes_encoded = encode_integer_categorical_feature(city_codes, \"City Codes\", train_ds)\n",
"country_codes_encoded = encode_integer_categorical_feature(country_codes, \"Country Codes\", train_ds)\n",
"month_encoded = encode_integer_categorical_feature(month, \"Month\", train_ds)\n",
"hour_encoded = encode_integer_categorical_feature(hour, \"Hour\", train_ds)\n",
"\n",
"# Numerical features\n",
"age_encoded = encode_numerical_feature(age, \"Age\", train_ds)\n",
"daily_time_spent_on_site_encoded = encode_numerical_feature(daily_time_spent_on_site, \"Daily Time Spent on Site\", train_ds)\n",
"area_income_encoded = encode_numerical_feature(area_income, \"Area Income\", train_ds)\n",
"daily_internet_usage_encoded = encode_numerical_feature(daily_internet_usage, \"Daily Internet Usage\", train_ds)\n",
"\n",
"all_features = layers.concatenate(\n",
" [\n",
" male_encoded,\n",
" city_codes_encoded,\n",
" country_codes_encoded,\n",
" month_encoded,\n",
" hour_encoded,\n",
" age_encoded,\n",
" daily_time_spent_on_site_encoded,\n",
" area_income_encoded,\n",
" daily_internet_usage_encoded\n",
" ]\n",
")\n",
"x = layers.Dense(32, activation=\"relu\")(all_features)\n",
"x = layers.Dropout(0.5)(x)\n",
"output = layers.Dense(1, activation=\"sigmoid\")(x)\n",
"model = keras.Model(all_inputs, output)\n",
"model.compile(\"adam\", \"binary_crossentropy\", metrics=[\"accuracy\"])"
],
"execution_count": 36,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 651
},
"id": "9QrD8qtaJkUX",
"outputId": "0c31d349-fe00-4cb0-e7d3-c2251d9ac326"
},
"source": [
"keras.utils.plot_model(model, show_shapes=True, rankdir=\"LR\")"
],
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment