{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Creating a radial chart from timesheet data \n",
" \n",
"Based on [this example - 'Cracking Your Favourite Password' by Cédric Scherer/Tomás Capretto](https://github.com/holtzy/The-Python-Graph-Gallery/blob/master/src/notebooks/web-circular-lollipop-plot-with-matplotlib.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fetching the data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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" \n",
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\n",
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Unnamed: 0
\n",
"
date
\n",
"
client
\n",
"
subproject
\n",
"
type
\n",
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hours
\n",
"
billable
\n",
"
invoiced
\n",
"
days
\n",
"
day
\n",
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month
\n",
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year
\n",
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period
\n",
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notes
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notes 2
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Unnamed: 14
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\n",
" \n",
" \n",
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0
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869
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31-Mar-24
\n",
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publishing
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Qr series book 2
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first draft
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2.00
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no
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no
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0.285714
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31
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3
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2024
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2024.3
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NaN
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NaN
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NaN
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1
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870
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02-Apr-24
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publishing
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Qr series book 2
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marketing
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3.50
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no
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no
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0.500000
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2
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4
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2024
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2024.4
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NaN
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NaN
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NaN
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2
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871
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02-Apr-24
\n",
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publishing
\n",
"
Qr series book 1
\n",
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marketing
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3.00
\n",
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no
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no
\n",
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0.428571
\n",
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2
\n",
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4
\n",
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2024
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2024.4
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NaN
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NaN
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NaN
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3
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872
\n",
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04-Apr-24
\n",
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publishing
\n",
"
Qr series book 1
\n",
"
marketing
\n",
"
5.25
\n",
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no
\n",
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no
\n",
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0.750000
\n",
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4
\n",
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4
\n",
"
2024
\n",
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2024.4
\n",
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NaN
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NaN
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NaN
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"
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4
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875
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07-Apr-24
\n",
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publishing
\n",
"
QR series graphic novel
\n",
"
outline
\n",
"
1.00
\n",
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no
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no
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0.142857
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7
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4
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2024
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2024.4
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NaN
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"text/plain": [
" Unnamed: 0 date client subproject type \\\n",
"0 869 31-Mar-24 publishing Qr series book 2 first draft \n",
"1 870 02-Apr-24 publishing Qr series book 2 marketing \n",
"2 871 02-Apr-24 publishing Qr series book 1 marketing \n",
"3 872 04-Apr-24 publishing Qr series book 1 marketing \n",
"4 875 07-Apr-24 publishing QR series graphic novel outline \n",
"\n",
" hours billable invoiced days day month year period notes notes 2 \\\n",
"0 2.00 no no 0.285714 31 3 2024 2024.3 NaN NaN \n",
"1 3.50 no no 0.500000 2 4 2024 2024.4 NaN NaN \n",
"2 3.00 no no 0.428571 2 4 2024 2024.4 NaN NaN \n",
"3 5.25 no no 0.750000 4 4 2024 2024.4 NaN NaN \n",
"4 1.00 no no 0.142857 7 4 2024 2024.4 NaN NaN \n",
"\n",
" Unnamed: 14 \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"data.csv\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Preparing the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# selecting relevant data from the dataframe \n",
"# I don't need all of the entries, just the ones that relate \n",
"# to the current WIP and are in 2024\n",
"\n",
"df = df[df['subproject'] == 'Qr series book 2']\n",
"df=df[df['year'] == 2024]\n",
"\n",
"# also I won't need most of the columns \n",
"# really only the date and the total number of hours for each day\n",
"# but before I remove the sub-categories I use `groupby` \n",
"# to capture some summary tables for later reference.\n",
"\n",
"total_hours = df['hours'].sum() # a variable we'll use later\n",
"df_sum = df['hours'].groupby(df['type']).sum().reset_index() # the total number of hours spent on each activity"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The dataset is 126 rows.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/sb/jkwb058s64g88f4xv1qm4mww0000gn/T/ipykernel_24555/2421062592.py:4: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
" df['date'] = pd.to_datetime(df['date'])\n"
]
}
],
"source": [
"# formatting dates and reshaping the data\n",
"# so we have one row per day\n",
"df = df[['date','hours']]\n",
"df['date'] = pd.to_datetime(df['date'])\n",
"df = df.groupby(['date']).sum()\n",
"print(\"The dataset is %d rows.\" % len(df))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#I don't get time to write every single day, \n",
"# so in 2024 there are only 126 entries. \n",
"# If I want to visualise a full year, with every single day represented even if the \n",
"# number of hours is zero, I'll need to create a new series with all of the dates in the year \n",
"# and merge it with my data.\n",
"\n",
"mydates = pd.date_range('01-01-2024','12-31-2024',freq='d')\n",
"df_cal = pd.DataFrame(mydates)\n",
"df_cal.rename(columns={0: \"caldate\"}, inplace=True)\n",
"df_new = df_cal.merge(df, left_on='caldate', right_on='date', how=\"left\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adding information for labels and formatting"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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caldate
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hours
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dayname
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daynum
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monthlabel
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0
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2024-01-01
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0.08333
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Monday
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0
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January
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1
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2024-01-02
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0.08333
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Tuesday
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1
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NaN
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2
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2024-01-03
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0.08333
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Wednesday
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2
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NaN
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3
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2024-01-04
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Thursday
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3
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NaN
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2024-01-05
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Friday
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4
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NaN
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5
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2024-01-06
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Saturday
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2024-01-07
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Sunday
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6
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NaN
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"text/plain": [
" caldate hours dayname daynum monthlabel\n",
"0 2024-01-01 0.08333 Monday 0 January\n",
"1 2024-01-02 0.08333 Tuesday 1 NaN\n",
"2 2024-01-03 0.08333 Wednesday 2 NaN\n",
"3 2024-01-04 0.08333 Thursday 3 NaN\n",
"4 2024-01-05 0.08333 Friday 4 NaN\n",
"5 2024-01-06 0.08333 Saturday 5 NaN\n",
"6 2024-01-07 0.08333 Sunday 6 NaN"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from datetime import datetime\n",
"\n",
"# adding new columns for day name and day number so I can define colour categories\n",
"# in particular I want to have weekdays and weekends shown in different colours \n",
"# so I can see what the cadence or cycle of effort looks like.\n",
"\n",
"df_new['dayname'] = df_new['caldate'].apply(lambda x: x.strftime('%A'))\n",
"df_new['daynum'] = df_new['caldate'].apply(lambda x: x.weekday())\n",
"\n",
"# filling zero values with a small number\n",
"# (0.08333 = five minutes that I spend feeling guilty \n",
"# for not having looked at my manuscript that day!)\n",
"# because if any day in the data has no writing hours logged\n",
"# I don't want it to just be a blank space on the axis\n",
"\n",
"df_new.fillna(0.08333, inplace=True) # \n",
"\n",
"# add a column for `monthname` but only assign a value if it's the first day of the month. \n",
"# that means I can use the index value to place them in the correct locations on the chart later.\n",
"df_new['monthlabel'] = df_new['caldate'].apply(lambda x: x.month_name() if x.day == 1 else np.NaN)\n",
"df_new.head(7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Constructing the chart "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# we need a scale for the y-axis\n",
"# so we take the `hours` column and turn it into a series\n",
"# then get a minimum and a maximum value to define the range. \n",
"\n",
"TIMES = df_new['hours']\n",
"TIME_MAX = np.max(TIMES)\n",
"TIME_MIN = np.min(TIMES)\n",
"\n",
"# Values for the x axis\n",
"ANGLES = np.linspace(0, 2 * np.pi, len(TIMES), endpoint=False)\n",
"\n",
"# Heights of the lines are given by the times.\n",
"HEIGHTS = np.array(TIMES)\n",
"\n",
"# Category values for the colors\n",
"# because we want to use line colour to differentiate between weekends and weekdays\n",
"# we define categories using the `daynum` column values\n",
"# these are just integers from 0 to 6 \n",
"# with 0 being Monday and 6 being Sunday. \n",
"\n",
"CATEGORY_CODES = pd.Categorical(df_new[\"daynum\"]).codes\n",
"\n",
"# By default I use CSS colour names at this stage\n",
"# firstly because they're easier to remember compared to hex codes \n",
"# and secondly because I use certain combinations often enough to have \n",
"# an idea of what might work together\n",
"# (and if I'm wrong, they're easy to change!)\n",
"\n",
"WEEKDAY = \"black\"\n",
"WEEKEND = \"coral\"\n",
"\n",
"# Week starts on Monday\n",
"COLORMAP = [WEEKDAY, WEEKDAY, WEEKDAY, WEEKDAY, WEEKDAY, WEEKEND, WEEKEND]\n",
"\n",
"# Select colors for each day according to its category.\n",
"COLORS = np.array(COLORMAP)[CATEGORY_CODES]\n",
"\n",
"# Create a data frame with the month name and date for the first of each month\n",
"LABELS_DF = df_new.dropna(how='any').reset_index() # only keeping the non-null values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting the chart"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Initialize layout in polar coordinates\n",
"fig, ax = plt.subplots(figsize=(8, 8), subplot_kw={\"projection\": \"polar\"})\n",
"ax.set_theta_direction(-1)\n",
"ax.set_theta_offset(np.pi / 2)\n",
"\n",
"# Set background color to white, both axis and figure.\n",
"fig.patch.set_facecolor(\"#f9f6ee\")\n",
"ax.set_facecolor(\"#f9f6ee\")\n",
"\n",
"# Start by removing spines, grid lines, ticks, and tick labels\n",
"ax.spines[\"start\"].set_color(\"none\")\n",
"ax.spines[\"polar\"].set_color(\"none\")\n",
"ax.grid(False)\n",
"ax.set_xticklabels([])\n",
"ax.set_yticklabels([])\n",
"\n",
"PLUS = 10\n",
"\n",
"HANGLES = np.linspace(0, 2 * np.pi, 200)\n",
"ax.plot(HANGLES, np.repeat(4 + PLUS, 200), color=\"dimgray\", lw=0.2)\n",
"ax.plot(HANGLES, np.repeat(8 + PLUS, 200), color=\"dimgray\", lw=0.2)\n",
"ax.plot(HANGLES, np.repeat(12 + PLUS, 200), color=\"dimgray\", lw=0.2)\n",
"\n",
"# Add lines\n",
"ax.vlines(ANGLES, 0 + PLUS, HEIGHTS + PLUS, color=COLORS, lw=1)\n",
"ax.text(x=0.15, y=3.5 + PLUS, s=\"4 hours\", size=12, color =\"darkslategray\", font=\"HanziPen SC\")\n",
"ax.text(x=0.15, y=7.5 + PLUS, s=\"8 hours\", size=12, color =\"darkslategray\", font=\"HanziPen SC\")\n",
"ax.text(x=0.15, y=11.5 + PLUS, s=\"12 hours\", size=12, color =\"darkslategray\", font=\"HanziPen SC\")\n",
"\n",
"# Add labels for the months\n",
"for idx, row in LABELS_DF.iterrows():\n",
" color = 'darkslategray'\n",
" ax.text(\n",
" x=ANGLES[row[\"index\"]], y=15 + PLUS, s=row[\"monthlabel\"],\n",
" ha=\"center\", va=\"center\", ma=\"center\", size=16, color='darkslategray',\n",
" weight=\"bold\", font=\"HanziPen SC\"\n",
" )\n",
"\n",
"# Add text to the centre of the plot\n",
"\n",
"ax.text(\n",
" x=0.5, y=0.56, s=\"Total hours spent writing\\n\\n(and writing related tasks)\\n\\nin 2024.\\n\",\n",
" color='darkslategray', va=\"center\", ha=\"center\", ma=\"center\",\n",
" fontsize=12, linespacing=0.87, transform=ax.transAxes, font=\"HanziPen SC\"\n",
")\n",
"\n",
"ax.text(\n",
" x=0.5, y=0.46, s=total_hours,\n",
" color='darkslategray', va=\"center\", ha=\"center\", ma=\"center\",\n",
" fontsize=24, linespacing=0.87, transform=ax.transAxes, font=\"HanziPen SC\"\n",
")\n",
"\n",
"# Add a caption at the bottom\n",
"\n",
"fig.text(\n",
" x=0.5, y=0.02, s=\"Visualisation by Lucy Knight @ Jargonautical\",\n",
" color='darkslategray', fontsize=14, ha=\"center\", fontweight=\"bold\", font=\"HanziPen SC\"\n",
")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adding a category breakdown"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_sum = df_sum.sort_values(by='hours', ascending=False)\n",
"import seaborn as sns\n",
"sns.set_theme(style=\"white\", font=\"HanziPen SC\", rc={'figure.figsize':(4,4), 'axes.facecolor':'#f9f6ee', 'figure.facecolor':'#f9f6ee'})\n",
"ax = sns.barplot(x=df_sum['hours'],\n",
" y=df_sum['type'],\n",
" color=\"darkslategray\", \n",
" orient='h')\n",
"ax.set(xlabel=None)\n",
"ax.set(ylabel=None)\n",
"ax.set_xticklabels([])\n",
"ax.bar_label(ax.containers[0], padding=5)\n",
"ax.margins(x=0.2)\n",
"sns.despine(bottom=True)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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