{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Fun With Matlotlib (and some Seaborn assistance)\n", "> Numerous times I've found myself in a situation where data is not yet in a datawarehouse or available in a visualization tool (such as Looker), but charts have been expected for scheduled reports\n", "\n", "- toc: false\n", "- branch: master\n", "- badges: true\n", "- categories: [viz, jupyter]\n", "- hide: true\n", "- search_exclude: false" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Numerous times I've found myself in a situation where data is not yet in a datawarehouse or available in a visualization tool (such as Looker), but nonetheless charts were expected for scheduled reports. This is a gallery of some of the charts I've made. It's important to note that [Chris Moffit's](https://twitter.com/chris1610) post on [Effectively Using Matplotlib](https://pbpython.com/effective-matplotlib.html) was instrumental to finally grokking how to interact with that charting library." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "from numpy.random import randn\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_style('whitegrid')\n", "sns.set_context(\"talk\")\n", "\n", "np.random.seed(12345)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Some Fake Data\n", "Most of the charts I deal with in Marketing Analytics / Business Operations have been based on timeseries data. In prepping for this post, I found simulating timeseries, especially the patterns I see frequently in marketing analytics, not as straightforward. Luckily a few different people on Twitter were helpful, especially this suggestion from [Shahar Shani-Kadmiel](https://twitter.com/shaharkadmiel):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> twitter: https://twitter.com/shaharkadmiel/status/1257598824056569856" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "# set the time range\n", "time = pd.date_range(\n", " start = '2018-01-01',\n", " end = '2019-12-31',\n", " freq = 'D'\n", ")\n", "\n", "# leverage sine waves to create daily data with weekly patterns and a trend that shows growth over time\n", "amp = 1000\n", "freq = 52 / 365\n", "data = amp * np.sin(freq * 2 * np.pi * np.arange(time.size))\n", "noise = 2 * np.random.rand(time.size) - 1\n", "data += 0.2 * data.ptp() * noise\n", "trend = np.power(np.arange(time.size),1.25)\n", "data += trend\n", "data += 50000\n", "data = np.around(data,decimals=0).astype(int)" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [], "source": [ "def generate_series(time,amp,freq,power,vertical_shift):\n", " data = amp * np.sin(freq * 2 * np.pi * np.arange(time.size))\n", " noise = 2 * np.random.rand(time.size) - 1\n", " data += 0.2 * data.ptp() * noise\n", " trend = np.power(np.arange(time.size),power)\n", " data += trend\n", " data += vertical_shift\n", " data = np.around(data,decimals=0).astype(int)\n", " return data" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [], "source": [ "date_range = pd.date_range(start = '2018-01-01', end = '2019-12-31',freq = 'D')" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "web_traffic = generate_series(date_range,10000,(52 / 365),1.45,50000)\n", "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", "ax.plot(date_range,web_traffic)" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "acct_create = generate_series(date_range,1000,(52 / 365),0.95,1000)\n", "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", "ax.plot(date_range,acct_create)" ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [], "source": [ "traffic = pd.DataFrame(web_traffic,index=time,columns=['website_traffic'])\n", "traffic.index.name = 'date'" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [], "source": [ "accts = pd.DataFrame(acct_create,index=time,columns=['accounts_created'])\n", "accts.index.name = 'date'" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datewebsite_trafficaccounts_created
02018-01-0152765976
12018-01-02567452065
22018-01-03619691675
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42018-01-0542823474
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" ], "text/plain": [ " date website_traffic accounts_created\n", "0 2018-01-01 52765 976\n", "1 2018-01-02 56745 2065\n", "2 2018-01-03 61969 1675\n", "3 2018-01-04 54372 1212\n", "4 2018-01-05 42823 474" ] }, "execution_count": 216, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.concat([traffic,accts],axis=1)\n", "df = df.reset_index()\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 230, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.groupby(pd.Grouper(key='date',freq='MS')).sum().plot(subplots=True, layout=(1,2), figsize=(14, 6), sharey=False, ylim = 0);" ] }, { "cell_type": "code", "execution_count": 226, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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