{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Up and Down With the Kardashians\n", "> While I'm not a fan nor a hater of the Kardashians and Jenners, the polarizing family intrigues me. Why? Their marketing prowess. Say what you will about them and what they stand for, they are great at the hype game. Everything they touch turns to content. In this Project, you will explore the data underneath the hype in the form of search interest data from Google Trends. You'll recreate the Google Trends plot to visualize their ups and downs over time, then make a few custom plots of your own. And you'll answer the big question - \"is Kim even the most famous sister anymore?\" This is the Result of Project \"Up and Down With the Kardashians\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Data_Science, Visualization]\n", "- image: images/kardashian_jenner_family_tree.png" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "3" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 1. The sisters and Google Trends\n", "

While I'm not a fan nor a hater of the Kardashians and Jenners, the polarizing family intrigues me. Why? Their marketing prowess. Say what you will about them and what they stand for, they are great at the hype game. Everything they touch turns to content.

\n", "

The sisters in particular over the past decade have been especially productive in this regard. Let's get some facts straight. I consider the \"sisters\" to be the following daughters of Kris Jenner. Three from her first marriage to lawyer Robert Kardashian:

\n", "\n", "

And two from her second marriage to Olympic gold medal-winning decathlete, Caitlyn Jenner (formerly Bruce):

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\"Kardashian

\n", "

This family tree can be confusing, but we aren't here to explain it. We're here to explore the data underneath the hype, and we'll do it using search interest data from Google Trends. We'll recreate the Google Trends plot to visualize their ups and downs over time, then make a few custom plots of our own. And we'll answer the big question: is Kim even the most famous sister anymore?

\n", "

First, let's load and inspect our Google Trends data, which was downloaded in CSV form. The query parameters: each of the sisters, worldwide search data, 2007 to present day. (2007 was the year Kim became \"active\" according to Wikipedia.)

" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "plt.rcParams['figure.figsize'] = (10, 8)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "dc": { "key": "3" }, "tags": [ "sample_code" ] }, "outputs": [ { "data": { "text/html": [ "
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MonthKim Kardashian: (Worldwide)Khloé Kardashian: (Worldwide)Kourtney Kardashian: (Worldwide)Kendall Jenner: (Worldwide)Kylie Jenner: (Worldwide)
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" ], "text/plain": [ " Month Kim Kardashian: (Worldwide) Khloé Kardashian: (Worldwide) \\\n", "0 2007-01 2 <1 \n", "1 2007-02 12 <1 \n", "2 2007-03 9 <1 \n", "3 2007-04 6 <1 \n", "4 2007-05 6 <1 \n", "\n", " Kourtney Kardashian: (Worldwide) Kendall Jenner: (Worldwide) \\\n", "0 <1 <1 \n", "1 <1 <1 \n", "2 <1 <1 \n", "3 <1 <1 \n", "4 <1 <1 \n", "\n", " Kylie Jenner: (Worldwide) \n", "0 2 \n", "1 2 \n", "2 1 \n", "3 1 \n", "4 2 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read in dataset\n", "trends = pd.read_csv('./dataset/trends_kj_sisters.csv')\n", "\n", "# Inspect data\n", "trends.head()" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "10" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 2. Better \"kolumn\" names\n", "

So we have a column for each month since January 2007 and a column for the worldwide search interest for each of the sisters each month. By the way, Google defines the values of search interest as:

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Numbers represent search interest relative to the highest point on the chart for the given region and time. A value of 100 is the peak popularity for the term. A value of 50 means that the term is half as popular. A score of 0 means there was not enough data for this term.

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\n", "

Okay, that's great Google, but you are not making this data easily analyzable for us. I see a few things. Let's do the column names first. A column named \"Kim Kardashian: (Worldwide)\" is not the most usable for coding purposes. Let's shorten those so we can access their values better. Might as well standardize all column formats, too. I like lowercase, short column names.

" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "dc": { "key": "10" }, "tags": [ "sample_code" ] }, "outputs": [ { "data": { "text/html": [ "
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monthkimkhloekourtneykendallkylie
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" ], "text/plain": [ " month kim khloe kourtney kendall kylie\n", "0 2007-01 2 <1 <1 <1 2\n", "1 2007-02 12 <1 <1 <1 2\n", "2 2007-03 9 <1 <1 <1 1\n", "3 2007-04 6 <1 <1 <1 1\n", "4 2007-05 6 <1 <1 <1 2" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Make column names easier to work with\n", "trends.columns = ['month', 'kim', 'khloe', 'kourtney', 'kendall', 'kylie']\n", "\n", "# Inspect data\n", "trends.head()" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "17" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 3. Pesky data types\n", "

That's better. We don't need to scroll our eyes across the table to read the values anymore since it is much less wide. And seeing five columns that all start with the letter \"k\" … the aesthetics … we should call them \"kolumns\" now! (Bad joke.)

\n", "

The next thing I see that is going to be an issue is that \"<\" sign. If \"a score of 0 means there was not enough data for this term,\" \"<1\" must mean it is between 0 and 1 and Google does not want to give us the fraction from google.trends.com for whatever reason. That's fine, but this \"<\" sign means we won't be able to analyze or visualize our data right away because those column values aren't going to be represented as numbers in our data structure. Let's confirm that by inspecting our data types.

" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "dc": { "key": "17" }, "tags": [ "sample_code" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 147 entries, 0 to 146\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 month 147 non-null object\n", " 1 kim 147 non-null int64 \n", " 2 khloe 147 non-null object\n", " 3 kourtney 147 non-null object\n", " 4 kendall 147 non-null object\n", " 5 kylie 147 non-null int64 \n", "dtypes: int64(2), object(4)\n", "memory usage: 7.0+ KB\n" ] } ], "source": [ "# Inspect data types\n", "trends.info()" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "24" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 4. From object to integer\n", "

Yes, okay, the khloe, kourtney, and kendall columns aren't integers like the kim and kylie columns are. Again, because of the \"<\" sign that indicates a search interest value between zero and one. Is this an early hint at the hierarchy of sister popularity? We'll see shortly. Before that, we'll need to remove that pesky \"<\" sign. Then we can change the type of those columns to integer.

" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "dc": { "key": "24" }, "tags": [ "sample_code" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 147 entries, 0 to 146\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 month 147 non-null object\n", " 1 kim 147 non-null int64 \n", " 2 khloe 147 non-null int64 \n", " 3 kourtney 147 non-null int64 \n", " 4 kendall 147 non-null int64 \n", " 5 kylie 147 non-null int64 \n", "dtypes: int64(5), object(1)\n", "memory usage: 7.0+ KB\n" ] }, { "data": { "text/html": [ "
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monthkimkhloekourtneykendallkylie
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" ], "text/plain": [ " month kim khloe kourtney kendall kylie\n", "0 2007-01 2 1 1 1 2\n", "1 2007-02 12 1 1 1 2\n", "2 2007-03 9 1 1 1 1\n", "3 2007-04 6 1 1 1 1\n", "4 2007-05 6 1 1 1 2" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Loop through columns\n", "for column in trends.columns:\n", " # Only modify columns that have the \"<\" sign\n", " if \"<\" in trends[column].to_string():\n", " # Remove \"<\" and convert dtype to integer\n", " trends[column] = trends[column].str.replace(\"<\", \"\")\n", " trends[column] = pd.to_numeric(trends[column])\n", "\n", "# Inspect data types and data\n", "trends.info()\n", "trends.head()" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "31" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 5. From object to datetime\n", "

Okay, great, no more \"<\" signs. All the sister columns are of integer type.

\n", "

Now let's convert our month column from type object to datetime to make our date data more accessible.

" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "dc": { "key": "31" }, "tags": [ "sample_code" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 147 entries, 0 to 146\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 month 147 non-null datetime64[ns]\n", " 1 kim 147 non-null int64 \n", " 2 khloe 147 non-null int64 \n", " 3 kourtney 147 non-null int64 \n", " 4 kendall 147 non-null int64 \n", " 5 kylie 147 non-null int64 \n", "dtypes: datetime64[ns](1), int64(5)\n", "memory usage: 7.0 KB\n" ] }, { "data": { "text/html": [ "
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monthkimkhloekourtneykendallkylie
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" ], "text/plain": [ " month kim khloe kourtney kendall kylie\n", "0 2007-01-01 2 1 1 1 2\n", "1 2007-02-01 12 1 1 1 2\n", "2 2007-03-01 9 1 1 1 1\n", "3 2007-04-01 6 1 1 1 1\n", "4 2007-05-01 6 1 1 1 2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert month to type datetime\n", "trends['month'] = pd.to_datetime(trends['month'])\n", "\n", "# Inspect data types and data\n", "trends.info()\n", "trends.head()" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "38" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 6. Set month as index\n", "

And finally, let's set the month column as our index to wrap our data cleaning. Having month as index rather than the zero-based row numbers will allow us to write shorter lines of code to create plots, where month will represent our x-axis.

" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "dc": { "key": "38" }, "tags": [ "sample_code" ] }, "outputs": [ { "data": { "text/html": [ "
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kimkhloekourtneykendallkylie
month
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" ], "text/plain": [ " kim khloe kourtney kendall kylie\n", "month \n", "2007-01-01 2 1 1 1 2\n", "2007-02-01 12 1 1 1 2\n", "2007-03-01 9 1 1 1 1\n", "2007-04-01 6 1 1 1 1\n", "2007-05-01 6 1 1 1 2" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set month as DataFrame index\n", "trends = trends.set_index('month')\n", "\n", "# Inspect the data\n", "trends.head()" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "45" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 7. The early Kim hype\n", "

Okay! So our data is ready to plot. Because we cleaned our data, we only need one line of code (and just thirteen characters!) to remake the Google Trends chart, plus another line to make the plot show up in our notebook.

" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "dc": { "key": "45" }, "tags": [ "sample_code" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot search interest vs. month\n", "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "trends.plot(ax=ax);" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "52" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 8. Kylie's rise\n", "

Oh my! There is so much to make sense of here. Kim's sharp rise in 2007, with the beginning of Keeping Up with the Kardashians, among other things. There was no significant search interest for the other four sisters until mid-2009 when Kourtney and Khloé launched the reality television series, Kourtney and Khloé Take Miami. Then there was Kim's rise from famous to literally more famous than God in 2011. This Cosmopolitan article covers the timeline that includes the launch of music videos, fragrances, iPhone and Android games, another television series, joining Instagram, and more. Then there was Kim's ridiculous spike in December 2014: posing naked on the cover of Paper Magazine in a bid to break the internet will do that for you.

\n", "

A curious thing starts to happen after that bid as well. Let's zoom in…

" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "dc": { "key": "52" }, "tags": [ "sample_code" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Zoom in from January 2014\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "trends.loc['2014-01':'2019-03'].plot(ax=ax);" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "59" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 9. Smooth out the fluctuations with rolling means\n", "

It looks like my suspicion may be true: Kim is not always the most searched Kardashian or Jenner sister. Since late-2016, at various months, Kylie overtakes Kim. Two big spikes where she smashed Kim's search interest: in September 2017 when it was reported that Kylie was expecting her first child with rapper Travis Scott and in February 2018 when she gave birth to her daughter, Stormi Webster. The continued success of Kylie Cosmetics has kept her in the news, not to mention making her the \"The Youngest Self-Made Billionaire Ever\" according to Forbes.

\n", "

These fluctuations are descriptive but do not really help us answer our question: is Kim even the most famous sister anymore? We can use rolling means to smooth out short-term fluctuations in time series data and highlight long-term trends. Let's make the window twelve months a.k.a. one year.

" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "dc": { "key": "59" }, "tags": [ "sample_code" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Smooth the data with rolling means\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "trends.rolling(window=12).mean().plot(ax=ax);" ] }, { "cell_type": "markdown", "metadata": { "dc": { "key": "66" }, "deletable": false, "editable": false, "run_control": { "frozen": true }, "tags": [ "context" ] }, "source": [ "## 10. Who's more famous? The Kardashians or the Jenners?\n", "

Whoa, okay! So by this metric, Kim is still the most famous sister despite Kylie being close and nearly taking her crown. Honestly, the biggest takeaway from this whole exercise might be Kendall not showing up that much. It makes sense, though, despite her wildly successful modeling career. Some have called her \"the only normal one in her family\" as she tends to shy away from the more dramatic and controversial parts of the media limelight that generate oh so many clicks.

\n", "

Let's end this analysis with one last plot. In it, we will plot (pun!) the Kardashian sisters against the Jenner sisters to see which family line is more popular now. We will use average search interest to make things fair, i.e., total search interest divided by the number of sisters in the family line.

\n", "

The answer? Since 2015, it has been a toss-up. And in the future? With this family and their penchant for big events, who knows?

" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "dc": { "key": "66" }, "tags": [ "sample_code" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Average search interest for each family line\n", "trends['kardashian'] = trends[['kim', 'khloe', 'kourtney']].sum(axis=1) / 3\n", "trends['jenner'] = trends[['kendall', 'kylie']].sum(axis=1) / 2\n", "\n", "# Plot average family line search interest vs. month\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "trends[['kardashian', 'jenner']].plot(ax=ax);" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }