{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "\n", "
\n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Project *Evolve* - How I'm Beating Procrastination\n", "Many of you will have realised that I post every weekend. If you think that doing so shows how disciplined I am, you're terribly mistaken. Not too long ago, I faced problems with low motivation, poor self-control, and bad time management. I was unsatisfied with how I lived my life. I noticed my bills getting larger, my waist getting bigger, and my energy dropping lower. One day, I had enough of my own nonsense. I was borrowing money, time, and health from my future self at an unsustainable rate, and I decided this had to stop. That's when I started Project Evolve, a self-driven initiative to build willpower and improve my personal effectiveness. This post is for anyone who wants to break out of a cycle of procrastination and sloth, and evolve into a better and stronger version of himself/herself. \n", " \n", "# The Story Behind *Evolve*\n", " \n", "## Downhill\n", "A few months ago, I was unsatisfied with life and with myself. I didn't feel the sense of fulfilment at work that I once had, and felt that I had lost control over my personal life. I procrastinated on almost everything. At work, I failed to manage my tasks well and only *just* met deadlines. In my personal life, the level of initiative wasn't any higher. I procrastinated on ordering a desktop computer for over 6 months, even though it would have greatly enhanced my gaming and programming experience. I procrastinated on bills, even though I knew that these would result in late penalties. \n", " \n", "My personal management was positively poor. For example, I let my expenses run wild as I spent way too much money on transport. Despite living relatively far from my workplace, I took Grab to and from work almost every day, racking up hundreds of dollars in bills per month for transport. I also failed to manage my health. I often ate unhealthy food or overate and yes, I grew fatter. I slowed down in personal development as well. I posted inconsistently on my blog, and procrastinated on picking up Python as my new primary language for data science. I was lagging further behind in my reading goal of 30 books this year. It seemed that the only positive point in all this was that I had perfect awareness on what was happening. Yet, I did not have the willpower and the resolve to correct my bad habits and chase my personal goals. \n", " \n", "## The Turnaround\n", "As I tried to keep up on reading, I happened to read *The Power of Habit* by Charles Duhigg, which then inspired me to read *The Now Habit* by Neil Fiore, *Superhuman by Habit* by Tynan, and *The Willpower Instinct* by Kelly McGonigal. These books showed me that my problem was no different from that of alcohol and drug addicts: (1) it stemmed from habits and (2) these habits could be changed. At the same time, I grew increasingly sick of myself: my waistline, my bills, my energy level, the state of completion of tasks, and the level of control over my life. The books came at a timely moment and inspired *Project Evolve*. \n", " \n", "## *Evolve*\n", "Using my newfound strategies for building willpower and combating procrastination, I developed a system called *Evolve*. It is an app built on [AppSheet](https://www.appsheet.com/) for tracking finances, activities, and habits. You probably don't understand what tracking myself had to do with willpower or procrastination. And so, let's dive into the science behind *Evolve* first. \n", " \n", "# The Science Behind Evolve\n", " \n", "## Habits\n", "In *The Power of Habit*, Charles Duhigg defines habits as \"choices that we deliberately make at some point, and then stop thinking about, but continue doing, often every day\". They are made up of cycles comprising a *Cue*, a *Routine*, and a *Reward*. When you see the *Cue*, you execute the *Routine* in order to get the *Reward*. To transform habits, you need to keep the Cue, keep the Reward, change the Routine, and *truly believe* that change is possible. \n", " \n", "For example, I had the habit of playing games for many hours at a stretch. I could not limit myself. I identified the cue as boredom and the need for intellectual engagement, the routine as gaming, and the reward as intellectual stimulation. Now, when I notice the cue (boredom), I adopt a different routine. If it is high-intensity intellectual engagement that I need, I dive into programming on a topic of interest (at the moment, finance). If it is low-intensity intellectual engagement that I'm looking for in that moment, I grab my Kindle and read. The end result is still the same: my brain gets some action.\n", " \n", "## Keystone Habits\n", "Duhigg argues that it is important to develop Keystone Habits and build willpower. Keystone habits are core routines that, when established, help all other routines fall in place. When keystone habits are maintained, we tend to also maintain other good habits. For example, cultivating a habit of exercising helps us to eat healthier. He writes about two Australian researchers, Megan Oaten and Ken Cheng, who created a willpower workout to help children lose weight. After forcing the experiment's participants to undergo a physical exercise programme, they found that the participants became more disciplined overall. They smoked less, drank less, and watched less TV. To eliminate the effect of better health on willpower, they instructed a different set of participants to log their diets instead - a programme that did not necessarily guarantee improvement in health. Yet, they found similar results! To confirm the impact of greater self-discipline in one area of participants' lives on other areas, they instructed yet a different set of participants to log their finances. They observed similar results. The finding? When willpower improved, it improved in many areas of the participants’ lives. Coincidentally, Neil Fiore's system - The Now Habit - recommends exactly that: logging everything you do. The log shows you how much time you spent on productive work, guilt-free leisure, and procrastination. \n", " \n", "## Small Wins\n", "Duhigg also writes about achieving small wins to build confidence. This is supported by Kelly McGonigal's findings in *The Willpower Instinct*. She writes about willpower as a muscle that can be trained. The same brain muscle that forces you to break one bad habit is the same muscle that will help you to break others. She confirms Duhigg's idea of keystone habits that establishing new habits in just one area of our lives can spillover to both *other parts* of our lives and *others'* lives. If the brain is a muscle, self-control is exercise, and small wins are endorphins. \n", " \n", "The evidence on building keystone habits and achieving small wins was convincing. I figured that I had to try it for myself, and that was how Evolve was born. \n", " \n", "# *Evolve*\n", "*Evolve* is simply the application of Duhigg's, Fiore's and McGonigal's ideas: to deliver **small wins** and kickstart **willpower development** for transformative change. It is an app that enables you to track your finances, activities, and habits, and helps you to cultivate self-awareness. By tracking how much money and time you spend, you gain an awareness of how you're spending your precious resources, and can then optimise them. By tracking your keystone habits, you inevitably gain awareness on how you prioritise. In fact, the act of logging is itself a keystone habit. \n", " \n", "Below are several screenshots of the app (built in [AppSheet](https://www.appsheet.com/)):\n", "\n", "\"Summary\n", " \n", "\"Logging" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I understand that we might be hesitant to partake in any programme that helps us to achieve self-awareness, possibly because we're afraid of what we might find. That's perfectly normal. Until today, I don't dare to tabulate the total amount I spent on Grab. But, at some point in our personal development, we need to give permission to an objective third-party to tell us how we've actually been doing. And this third-party need not be a person - it can be an app like *Evolve*. And there's no better way to demonstrate this than to lead by example. \n", " \n", "The rest of this post will be dedicated to exploring activity data that I logged over the past month." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import required packages\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn.apionly as sns\n", "import pandas as pd\n", "import warnings\n", "\n", "# Settings\n", "warnings.filterwarnings('ignore')\n", "\n", "# Read data\n", "evolve = pd.read_csv('Log - Activities.csv')\n", "\n", "# Convert dates and times\n", "evolve['Time Start'] = pd.to_datetime(evolve['Time Start'], format='%d/%m/%Y %H:%M:%S')\n", "evolve['Time End'] = pd.to_datetime(evolve['Time End'], format='%d/%m/%Y %H:%M:%S')\n", "\n", "# Get date\n", "evolve['Day'] = evolve['Time Start'].dt.date" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Overview of Time Spent\n", "I developed 11 broad categories to classify my time: \n", " \n", "1. **Rest:** Sleep and resting\n", "2. **Sustenance:** Eating and body maintenance\n", "3. **Work:** Self-explanatory\n", "4. **Family:** All activities spent with family and maintaining the household\n", "5. **Personal Development:** Reading, meditating, programming, and blogging\n", "6. **Relationships:** Time spent with friends, which include meet-ups, chatting and texting\n", "7. **Idle:** My favourite category - includes gaming, listening to music, stoning, and watching videos or TV\n", "8. **Health:** Exercise and researching on health matters\n", "9. **Productivity:** Planning, organising, and developing tools for productivity \n", " \n", "The donut chart below shows how I've spent my time over the past 30 days. Apart from sleeping, I invested most of my time in work and personal development. I actually spent more time idling (mostly gaming, really) than on household matters, and this is something I hope to change. Let's dive deeper." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate hours\n", "evolve['hours'] = evolve.Duration / 60\n", "\n", "# Configure labels\n", "labs = evolve.groupby('Category').hours.sum().index + ' - ' + \\\n", " (evolve.groupby('Category').hours.sum() / evolve.hours.sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(evolve.groupby('Category').hours.sum(), labels = labs, colors = sns.color_palette(\"Set2\", 11))\n", "plt.title('Breakdown of Overall Time Spent', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Expectations vs. Reality\n", "Before I started this analysis, I forced myself to guess how much time I spent on sleeping, working, personal development, and idling. \n", " \n", "* **Sleep:** I sleep late on weekdays and even later on weekends. My wife and I both felt that I did not sleep enough. Hence, I estimated that I slept *7 hours* a day on average.\n", "* **Work:** Based on gut feel, it felt as if I worked *8 hours* a day on average.\n", "* **Personal Development:** Based on my estimate of 1 hour of reading (on the train) and about 1 hour on programming everyday, I estimated that I spent an average of *2 hours* a day on personal development.\n", "* **Idling:** Once again, based on gut feel, I estimated that I spent *3 hours* on unproductive activities everyday, on average.\n", " " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Daily data\n", "evolve_daily = pd.DataFrame(evolve.groupby(['Category', 'Day'])['Duration'].sum()).reset_index(drop = False)\n", "evolve_daily_sub = pd.DataFrame(evolve.groupby(['Category', 'Sub-Category', 'Day'])['Duration'].sum()).reset_index(drop = False)\n", "\n", "# Targets\n", "tgt = pd.DataFrame([\n", " {'Category': 'Rest', 'Duration': 7},\n", " {'Category': 'Work', 'Duration': 8},\n", " {'Category': 'Personal Development', 'Duration': 2},\n", " {'Category': 'Idle', 'Duration': 3}\n", "]).set_index('Category')\n", "\n", "# Actual data\n", "actual = (evolve_daily.groupby('Category').Duration.mean().sort_values(ascending = False)/60).loc[['Rest', 'Work', 'Personal Development', 'Idle']]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create bars\n", "bar_actual = actual.values\n", "bar_tgt = tgt.Duration.values\n", "ht_actual = np.arange(len(bar_actual))\n", "ht_tgt = [x + 0.4 for x in ht_actual]\n", "\n", "# Plot\n", "plt.figure(figsize = (10, 8))\n", "plt.bar(ht_actual, bar_actual, color='#133056', width=0.4, edgecolor='white', label='Actual')\n", "plt.bar(ht_tgt, bar_tgt, color='#6fceb0', width=0.4, edgecolor='white', label='Estimate')\n", "plt.xticks([x +0.2 for x in ht_actual], ['Rest', 'Work', 'Personal Development', 'Idle'])\n", "plt.title('Estimated vs. Actual Time Spent on Activities', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "plt.ylabel('Hours')\n", "for i in range(len(ht_actual)):\n", " plt.text(x = ht_actual[i]-0.05, y = bar_actual[i]+0.2, s = bar_actual[i].round(2))\n", " plt.text(x = ht_tgt[i], y = bar_tgt[i] + 0.2, s = bar_tgt[i].round(2))\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data suggests that my estimates were rather inaccurate! On average, I slept approximately **9 hours**, worked **9.3 hours** (after adjusting for weekends), spent **3.4 hours** on personal development, and wasted only **2 hours** a day. This means that: \n", " \n", "1. Neither my wife nor I can complain about me lacking sleep.\n", "2. Assuming a typical work day of 8 am to 6 pm (10 hours), I spend 93% of my work time productively!\n", "3. I spend more time on personal development than I think - I should keep it up and not rest on my laurels.\n", "4. I spend an awful lot of time idling. I need to know why!\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring My Idle Time\n", "To reduce my idle time, I need to know specifically how I've been idling. As predicted, more than half of my idle time was spent on gaming (CSGO, to be specific). In case you're wondering, I chose to put gaming under the \"Idle\" category because my long-term aim is to replace gaming with programming/blogging as my primary source of leisure. However, Neil Fiore recommends that we **plan** for leisure and down time so that we can enjoy these without guilt. Perhaps I'll implement this in the next iteration of *Evolve*." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract overall idle time\n", "idle_full = evolve[evolve.Category == 'Idle']\n", "\n", "# Configure labels\n", "labs = idle_full.groupby('Sub-Category').hours.sum().index + ' - ' + \\\n", " (idle_full.groupby('Sub-Category').hours.sum() / idle_full.hours.sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(idle_full.groupby('Sub-Category').hours.sum(), labels = labs, colors = sns.color_palette(\"Set2\", 6))\n", "plt.title('Breakdown of Time Spent Idling', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bar plot below shows that Tuesdays, Thursdays, Fridays, and Saturdays are the days that I spend the most time idling, on average." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Weekday\n", "idle_daily = evolve_daily[evolve_daily.Category == 'Idle'].copy()\n", "idle_daily['Weekday'] = pd.to_datetime(idle_daily.Day).dt.weekday\n", "\n", "# Plot\n", "plt.figure(figsize = (10, 8))\n", "plt.title('Average Time Spent Idling', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "plt.bar(np.arange(len(idle_daily.Weekday.unique())), idle_daily.groupby('Weekday').mean().values / 60, color = '#b1ceeb')\n", "plt.xticks(np.arange(len(idle_daily.Weekday.unique())), ['MON', 'TUE', 'WED', 'THU', 'FRI', 'SAT', 'SUN'])\n", "plt.ylim(0, 3.5)\n", "plt.ylabel('Hours')\n", "plt.xlabel('Weekday')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Upon closer examination of my idle time on these days, I discovered that I tended to watch more videos on Tuesdays, game more on Thursdays, use my phone more on Fridays, and watch a lot more TV (probably football) on Saturdays than usual. I will have to watch these habits closely if I want to control my time spent on unproductive uses. Alternatively, I could re-define what \"unproductive\" means. After all, leisure is meant to be guilt-free. What's important is tracking the time I spend **procrastinating**." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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nAZ3OuSvx3wH5bSwH9kC2F7ouW4/KeDBwr+S/xeY5fC80Y/t2SQsL1tnI9u2pHmL73nEfiJb/YMH0f7Gtd+XWwm3R/3A18Qbzl8emf6dgHS9Gn63YsCEfi95zbsH0fE/meAPubmCfgs9+aJF1Hsv27aMc27ddPDs275GCeRfG5q0Z4O95YsE2tuCrAgv34wlDXXc/2ytVG8OzY9OL/n37i5UhHm/9xPjzgmV78MfhP+jb3vCWaPmFRf6endEx0lswPT+s0X4Fx09v9Ld5OjYtx7YOWQPth/726WsLtv0YvsTn8H4+d+HnyLcxbC6YnsUnDM+w/ed+OHrPyQXTn8CX5DcV+7tF74kvv3qAuBZG0wtHGOjvXC56LEbrmEffoaDyn+35gnVcPNw4B3HeDKaN4RcK9zP9jyIwmaFfdz8Rm9aFvx3kgwXLHoNvnnJfwfRn2TaMTOFjFX17PDv8d8e90b4uvBbF92cD2w8jdGPBfvlBbN5mfHOPwiF6di3F92O1PVRiKMMxHf9LM/+IV4f1AOe66MwciHOuE3g1/kskbxF9q21+iL/wgS8leSI2byn+dnwb8cO6DNY78BcKgDeY2XHR8/PxwzbkTcB/tlp81UX8Nm75apKv44fGyJuI/yWar6LoAd7knIuvF+fcLfhkIu8p4LroEb8d3N3OucFUkw+J8+1vPhybVI//9Zyvesp/Mfym1NsOZRjHWx9RCUd+GJm8FP44XMG2Y2ItvoqtmJ/hv9SW07ed5xXOuZ9Fcd4Vvb8nmpfE/23y7dhy+J6XIyml+gv+B0vezvjquNVDWYlzrgO4KDYpgS+9n4XfV9+Kzcvvn9vwX/p58/AlW6UsvTmPvrePy5/LNWwrlYe+f8s+nHNPAv+JTyph22ebElvsf+l7HoXwP/T9HAvx7ak3AR8rWNaGcR78lm1V5bXAnvjrbt5t+CQ+i28XHa+qnsm2JgZfoW8TFsNX/cavqwvw+7gXf03vKvywAM7XehQ2r7mq4PXVbLvON+KHmoqXWv/M+WppKaDEUEqhC/9r8zv4IVV+Ndg3Rl+Ce+HbstyL/8J4Dn//3dOBs5xzvdGyz+OrOq7CX6xfwJ/8Bzrnrga+hC+NWUc/F5RoPY/T94L5LTNrcs69EK3/U/gvlW78L+vP4dvCXIivHuyOYsR5b8G3k7k2mt4TLfcDYKVz7of9hBLvUPJj51wuurhe0c8yJeWc+xT+8/4M/yXRE/3/M6DZOXfxAG+vSEM53oq8N+eca8F/Kb4P/4X5JP5Y24pP9D8P7OWc+0exdeCrMS/A99rMnzcXsK09aX5b38M3xv8B/sdQd/T/z4DDnHOXMgLOd9RpwZfwdOFLmH5K3+rAwa7rQnw14Y34L+KNwK+BQ/Cl/Dfij62no+WfxLf3yo8s8G/853qeEnG+c8jB+DEbn462cxu+pPzvsUUH3KZz7v/widCl+JK4bnwp4vX4IVZe45zr6X8No885dw++rfIDbLv2fBdfTfs5/N+iC196l7+WDuW6ezP+x89H8D2HN0WPv+P/vsfElr0TP4zN9/DXki58SW2rc+5d+NLH/PtfdM5142tJLsP/LV7EDzt1RHRN/xD+eNpA384+4HuNv7Qb2L594S/wye7FUayd+O+MO4C3R59TirBBFOyIiMgwmNlCfEKRt8j17TUso8DMZuC//K9wzt0Xm34wflzDfE/7rzvnzg0QogxDrA2sw/8we3n0+lbn3KHF3yVDpR45IiJSNcxsCr492TzgQjN7AV/y34SvMs3bgh/6SirHzvjSv634odHyvlV8cRkOVSWLiEjViJqEfJhtzUmm4KtV40nhBnxnnweRSjORvknhdfgmF1IiSgxFRKSqOOcux7d1uwzffrIL337t/+Hv3LHCOXdtqPhk2DrxPai78W0qLwRO6q9dsAyP2hiKiIiICKASQxERERGJKDEUEREREUCJoYiIiIhElBiKiIiICKDEUEREREQiSgxFREREBFBiKCIiIiIRJYYiIiIiAigxFBEREZGIEkMRERERAZQYioiIiEhEiaGIiIiIAEoMRURERCSixFBEREREACWGIiIiIhJRYigiIiIigBJDEREREYkoMRQRERERQImhiIiIiESUGIqIiIgIoMRQRERERCJKDEVEREQEUGIoIiIiIhElhiIiIiICKDEUERERkYgSQxEREREBlBiKiIiISESJoYiIiIgASgxFREREJKLEUEREREQAJYYiIiIiElFiKCIiIiKAEkMRERERiSgxFBERERFAiaGIiIiIRJQYioiIiAigxFBEREREIkoMRURERARQYigiIiIiESWGIiIiIgIoMRQRERGRiBJDEREREQGUGIqIiIhIRImhiIiIiABKDEVEREQkosRQRERERAAlhiIiIiISUWIoIiIiIoASQxERERGJKDEUEREREUCJoYiIiIhElBiKiIiICKDEUEREREQiSgxFREREBFBiKCIiIiKRVOgAREQqWWtHexMwB5hd8P9koD561A3i//zzFNALdBd5dAGdwOaCx4vRYy3wNPBU/tHW3LJlFD++iFQZc86FjkFEpOy0drRPBHYHdsYnesWSv9lAY6gYB2kjPkmMJ4xPF/z/cFtzy+ZgEYpI2VBiKCLjVmtHu+ETv92BZbHH7sC8gKGNNQc8Dvwzetybf97W3LI2ZGAiMraUGIpI1WvtaK+nb/KXf74bMCFgaJXgObYljPHE8dG25hZ9gYhUGSWGIlJ1WjvaFwOHAodEj32AmqBBVZ9O4K/ALcDNwM1tzS1PhQ1JREZKiaGIVLTWjvYJwEH4BPBQ4GBgVtCgxq9H8YliPln8f23NLb1hQxKRoVBiKCIVI2oTuBt9SwP3BJIh45J+dQK3E0sW1WZRpLwpMRSRstba0T4VeDlwPHAcviewVK4HgOuA3wDXqTe0SHlRYigiZSUqFdwPnwgejy8VVIlgdeoCrgeuAa5pa255MHA8IuOeEkMRCa61o30KfUsF54SNSAL5Fz5J/A1wQ1tzS3fgeIIws1bg9fiBzmuBXwGfc87lSriN7zrn3liq9Y0mM6sDvsy2TmS3AOc757r6Wf4C/LWkF3iHc+6+aPo5wG+cc0+OSeAVSomhiATR2tGeLxU8AZUKyvY24aucrwF+09bc8u/A8YwJM7sE2Ap81DmXNbMk8Emg0zn3ibDRlZ6ZTQQ+DByAvwZ8xTn384JlLgGud879Mnq9CnjaOXefmdUCrwJqnXPt0fwrnXOnmtm+wKudcxeZ2YnAZOfcj8bu01UmJYYiMmZaO9p3A84AWoBdA4cjleVO4Aqgva25pSpLfMxsL3zJ4PFF5tU757aa2VLgQ8BOQBPwDefcD6Jl1gDfAU4HluBL2W4BLgLmA3c5586Jlr3bObenmZ2Nvx3jEnyJ3Hx8Kdsfo+VagXOBdfjhiR7AJ2VXDfGzHQx8EJgKvAB80jn3ZzNrwSe9vzCzqcANwDHOuWei99UCPwb+BJwC5IDvOee+Z2aTo3m/BV7hnDsxes/ZwFnRdt6Jr4E40Dl36VBiHq90r2QRGVWtHe1z8F9UZ+BLBUSGY2X0+GxrR/ufgB8CV7c1t2wKG1ZJHYuvNt6Oc25r9PR5oNU51xUlTX8ys987554m6qHvnDsxSpruxu+nU4BstOzezrm/Faz+XOAM59z7zGw/4BLgj2b2anyp/oGxpPQK4DPD+GxHAec45541s52A35rZfvlSvsgGfDLXE5u2FNgf+LlzbrWZTQK+b2bmnLscOMHMFgKviO2ry4HLAaJ5RznnPj+MmMclJYYiUnKtHe1NwMn4ZPBoVE0spZMAXhY9vtHa0f5L4AfA76pgzESH75DzEjP7KP4cmuOcW4Yfo/ObZjYdnySm8MnT08BG59z3AJxzG8zsceCbzrneaF03A4uAwsTwqnyy6Jy7y8zybXxbgA/nk1Ln3P1m9utigZvZ/+HbQwK0O+e+1eeDOffZ2Msa/B2HkvgSQMzsEOADwNedc+tjy04B/u6c+2G0no1RKeZPiZK//pjZDOANwB/M7Pf4Us+3OudeGOh9450SQxEpidaO9hp86cIZwElAQ9iIZBxoAE6LHmtbO9p/AvywrbnltrBhDdtvgK8Cl+UnOOc+Dnw8qiYGnwS/0Tn3NzNLAN9l2w+vzoL1dQObC14XuwNQ4ZBBudj/NpjAnXMvH8xyZnYbsAvwX865nugzXIpPct9UkBSCv4f31oJpnezgx2bUdvED+Gr3b+GvSQcD5wEXDibW8UqJoYiMSGtH+yHA2cB/AtPCRiPj2Ex8lei5rR3t9+OrUH/Y1tzyUNiwBi/qTHGTmX0ZeF++162ZvQ7YO1qsDngiej4zNn00/BD4jJmd5pzbHJUkngT8fbgrdM4dbGa7Axea2W+BtwF3Oufa+ln+MTObbmarnHPXR51xPotvW1hUVMX+aeBjUZV7T1QV/iz6wbpDSgxFZMhaO9pr8e0G34HaDUr5WYrvcHFRa0f7dfhOGNe0NbeUbLiX0RL1oD0T38avGz/kyg/ZVv37/mjeBuBBfOniwcCaUYjlGjObDdxqZuuAe6LtZEe43vvMrAvf2eVEYEqU/OZ9jCiBc85di+9I8mUz+zi+xPPnwNcBzOzrwDJgz6ia+334a9IXnXPPR+u7xsyuj+I+aySxjwfqlSwig9ba0b4T8Fbgzeh+xFJZHsRX0363rbllY+hgKoGZrQS6nXN3R6+nANcCLc65QZfEmlkNvrf0e5xzz5nZfHxP4iNjyZuUCSWGIrJDrR3th+NLB0+meBslkUqxCd9p4SttzS0PBI6lrEWJ4OeB5fj2iTngs865PwxjXUcCFwATgY3Axc65m0sYrpSIEkMRKaq1o72ObdXF+wcOR6TUHL6zx5fbmlt+HzoYkXKhxFBE+mjtaJ/HturimYHDERkL9+Crmb/f1txS2LNXZFxRYigiALR2tO+BvzPBqahjmoxPz+Pbwn1pvNyCT6SQEkORca61o30f4CP49oODGrNMpMptBb4JfLatueWZ0MGIjCUlhiLjVGtH+/74hPBVKCEUKaYTPyzK59qaW9aFDkZkLCgxFBlnspn0/t/cde/Wv02deU7oWEQqxIv4NohfaGtuKbwzh0hVUWIoMk5kM+k9gI8DJ3cmU38/f+WqvULHJFJhNgJfAjJtzS0bQgcjMhqUGIpUuWwmvQR/F4jXAYn89B8sXP7nW2budFCwwEQq1/NABj/UzabQwYiUkhJDkSqVzaTn4W8WfzZFehl3W+L+d++/eonzN7EXkaF7Dj8A9Nfamls2hw5GpBSUGIpUmWwmXQe8B/gQMGGgZX85b/FN1+606PAxCUykej0DfBj4n0q4H7PIQFRSIFJFspn0ScDdwKfZQVII8MonH94lmct1j3pgItVtNvBt4C+tHe1HhA5GZCRUYihSBbKZ9G74RvHHD/W9a2bNv+HKXXY/svRRiYxbPwEuaGtueTx0ICJDpcRQpIJlM+km/FiE7wJqh7OOHKx778pV9V3J1MSSBicyvnUCnwMubmtu2Ro6GJHBUmIoUoGymbQBZwKfBeaOdH13TJ11/WW77rVqxIGJSKGHgHe2NbdcEzoQkcFQYihSYbKZ9P7AV4DDSrVOB5s+sG9z16aa2hmlWqeI9PEL4F1tzS2PhQ5EZCBKDEUqRDaTnoHvVJJmFDqO3dc09YYvL1uptoYio6cT+CRwSVtzizp9SVlSr2SRCpDNpE8B/gmcwyidt7ttev7gGVs7nxiNdYsIAI34H3d/be1o1zBRUpZUYihSxrKZ9HTg68BpY7G9Jxom3vTpPQ/WF5bI6MsBXwA+2tbc0hU6GJE8lRiKlKlsJv0q/JiEY5IUAszb8uKhO2/e+MBYbU9kHEsA7wNub+1o3y90MCJ5KjEUKTPZTHoyvnPJWSG2/1xt/Z8/ss/huoeyyNjpwbc9/HRbc0tv6GBkfFOJoUgZyWbSr8CXEgZJCgGmd289aNmG5/4eavsi41ANcBFwc2tH+/LQwcj4phJDkTKQzaQnApcAbw4dC8DmZOqvF6xctU/oOEQ24tTiAAAgAElEQVTGoa34+5x/SfddlhBUYigSWDaTPgr4O2WSFAJMyPbuc+BzT98eOg6Rcage/yPxT60d7YtCByPjj0oMRQLJZtINwMXAuYAFDmc7XYnEfe9euXo3zMouNpFx4kXg/LbmlrbQgcj4ocRQJIBsJr0UuBrYK3QsA7l6511vvm7OLiW7w4qIDMtvgbPamlvWhQ5Eqp+qkkXGWDaTfg1wO2WeFAK8+okH5yVyuZ7QcYiMc8cDd7R2tB8YOhCpfioxFBkj2Uw6BXwWeG/oWIbi93MW3PDznZfqVnki4XXh77esqmUZNUoMRcZANpOeA/wEqLgEKwfPvmfl6ondyWRj6FhEBIDLgbe2NbdsDR2IVB9VJYuMsmwmfSRwFxWYFAIkYNbrHr33L6HjEJGXnI0f81C9lqXklBiKjKJsJn0BcB0wJ3QsI3HQc0/vO6Gn+/nQcYjIS/bDtzs8IXQgUl1UlSwyCrKZ9CR8dc9rAodSMv+YNO36r+++36rQcYhIHw74BHCRBsSWUlCJoUiJZTPpvfC9jqsmKQRYsXH9QVO7tj4VOg4R6cOAjwLXtHa0TwsdjFQ+JYYiJZTNpE8HbgWWho6l1Awaznnwbw+EjkNEijoOX7W8MnQgUtmUGIqUSDaT/gDQDlRt791dNm86dG7niw+HjkNEiloI3NTa0f7a0IFI5VIbQ5ERymbSSeCrwFtDxzIWnq1ruPXCvQ87JHQcItKvHHBeW3PLV0MHIpVHiaHICGQz6UbgCuCk0LGMFQfui8tW/vOBpqkrQsciIgP6PPD+tuYWfdHLoKkqWWSYspn0LOBPjKOkEMDA/uuBuzWwrkj5uwD4UWtHe23oQKRyKDEUGYZsJr0bcAtwUOhYQpjU271y3/XP3hk6DhHZodcB17Z2tE8OHYhUBiWGIkOUzaQPA24GFoeOJaSzHr6nPnQMIjIoRwEdrR3t80IHIuVPiaHIEGQz6ZPxdzKZHjqW0Opz2RVHPvPEraHjEJFB2Qu4pbWjfY/QgUh5U2IoMkjZTPpdwE8BlZRFXvv4v2abc9nQcYjIoOwM3Nja0a47GEm/1CtZZAeymbQBXwDeEzqWcvSbuQtv/PX8JUeEjkNEBq0LeENbc8tPQgci5UclhiIDiJLCS1FS2K9XPPXIklQuq17KIpWjDvhxa0f7uaEDkfKjxFCkH7GksDV0LOUsCXNPfexft4WOQ0SGxICvKjmUQkoMRYpQUjg0h6/9994NvT0bQschIkP21daO9reFDkLKh9oYihRQUjg8f50yY03b0n1Wh46jnKUsQUOqlqQZCTMSliBpiZdeJy2Bw5Fzjqxz5FyOrHNkXS6alqOzp5scum5LSTng7W3NLZeGDkTCU2IoEhMlhd8E3hw6lkrjYPMH9zli84baulmhYxlr9ckaJtc2MLm2Pvq/gal1jcyon8DU2kYm1TbQmKqlJpGgN5dP6xzO8dLzbf/6Or78MwPM8s+NVCJBV7aXzT1dbOzZyvquzazb+iIvdG9hQ/cWNnRvjf7fQk9OHcZl0Bzw1rbmlrbQgUhYSgxFIkoKR+7BiZNvuGT5AUeGjqPUDGN2QxMLJk5jYdN05jZOYkptA0019TSkagFHby5HDocBNYkkqURyzOLLOUdvLkvW+aQzYUZNIkk25+js7WJTTxfPd3XyxOYXePTF53jsxfWs7+ocs/ikYjigta255duhA5FwlBiKoKSwVBz0XLTXIU89Wz9hQehYhitpCeY2TmLBxGksnjSDJU0zmNnQRDYq6atLJklYZTbPzrkcXdnel+J/qnMD9294lkdeXM9jL65n7ZZNqqQWB5zT1txyWehAJAwlhjLuKSksrafqG2/+xF6HHhY6jsGoSSSZN2EKCyZOZUnTTBZNmsH0ugn05LKY+SriapdPFi1q4/hM50Ye2LiWhzf5ksWnOzeqTeP444B0W3PLd0MHImNPiaGMa0oKS8+B+/zyA/71yMTJu4eOpVBdMsXyKXNYOWMBu06ayZTaBrpzvgStLpkKHV7ZyDlHd7YXgFQiwbqtL3LPC09z17rHeWDjWnL63hgPcvjk8PLQgcjYUmIo41o2k25DSWHJPV9T95cP7XvEgaHjAJhRP4G9ps3joJkLWTBxKj25LHXJGhJmO36zvCSby9Gd6yVpCe7b8Ay3r32Mu5//Ny/2dIUOTUZPDnhjW3PL90MHImNHiaGMW9lM+pPAh0LHUa2+sXSfv949ZcY+Y73dBMaSSTPYd/p8Vs5cwMRUXdQ2UCWCpbS1t4dkIsHaLZv4y9pH+dv6J3li8wuhw5LSywFntDW3XBE6EBkbSgxlXMpm0ucA3wodRzXrTKb+fv7KVXuNxbYmpGrZY+pOHDBzAcumzCHnctQmUyQrtJNIpenJZsmSozeX46/PPcGd6x7nvg3PaLic6tENHNvW3HJD6EBk9CkxlHEnm0mfAPwSGLvxRMapHyxc/udbZu500Gise3rdBA6YuQsHzdyFOY2T6MnlaEhVf2eRcpfvzJJKJHl44zr+vPZR7lj3KJ29PaFDk5F5Hjisrbnl3tCByOhSYijjSjaT3h+4HpgQOpbxoNsS9797/9VLnJWm6C6Bsde0nTh2/nIWNk0HBzVJ5fflLF/l/NfnnuS6J+/loU3rQockw/cIcEhbc8szoQOR0aPEUMaNbCa9CLgFmB06lvHkf+ctvul3Oy06fCTrmFLbwJFzl7J67lISllDJYAXK5XJ0uywvdnfx+yf/ya3PPsLWrEoRK9DtwKq25haNkF6llBjKuJDNpKcBNwNlN4RKtctiT5y3/+pZ2USidijvM4w9ps7l2PnLWDJpJs5BrUoHq8LW3h4SZtz13ONc9+R9PPri+tAhydD8CnhNW3OLGpFWISWGUvWymXQ98AdgRKVWMnxrZs2/4cpddh/UrfIm1dTTPHdXjtppN1KWVOlgFcvmcvS6HC90d/L7J/7Jn9c+Slc0fqKUva+3NbecGzoIKT0lhlLVspl0ArgSeG3oWMazHKx778pV9V3J1MRi8w1YNmUOx8xbxu5TZuOco1bDy4wr+VLE29c+xh//fR+Pb34+dEiyY+e3NbdcEjoIKS0lhlLVspn0F4HzQschcMfUWddftuteq+LTkpagec4STliwJ7WJFHXJlAaeHufypYjPbd3MLx75f/x1/ZOhQ5L+OeDUtuaWq0IHIqWjxFCqVjaTPg/4Yug4xHOw6f37Nne/WFM7PYFxyOxFnLxwX2qSyXFxT2IZuq3ZHtZv7eTKh+7gny88HTocKW4r8LK25pabQwcipaHEUKpSNpM+EfhfQCMcl5H7Jk27/qbDX73qlMUraUjVKCGUQenK9vBU50aufOgOHtyo4W7K0HPAoW3NLfeHDkRGTolhEWZ2IvBufFIxCfgz8FHn3Fozuxz4mnPu9hFu40vAx5xzG0Ya7wjj2BtfqlaP/7yXOOcGVS1gZmcCb8JXJ3zEOXdTNP0k4N/OuTtGJ+qBZTPpxcAdwJQQ25d+LN6HxOrTXc/EqdSmalRfLEOSc46eXJZHX1zPlQ/eoTaI5ede4MC25pYXQwciI6PW3QXMbAbwEeAo51xnNO0AYAawtlTbcc6Nebs3MzsMWOWc+0z0uhH4AtDinHvGzFLAmWZmbnC/GE4AjgGmAp8Bbor21VLn3K9G51MMLOqBfBVKCsvHzstIHPU6mDQDq623IY1ZIxJJmFGXTLHrpBm8b59j+deGZ7nq4Tt5qnNj6NDEWwZ8Bzg9dCAyMqpm295OwJP5pBDAOXe7c+6fUQnZcUCbmX0IwMxmm9mPzOzPZnaHmf23mSWjeWvMbA8z+6mZdZjZH8ysKTZvhpktNLPLzezNZnaNmf3NzC7Ib9vMjojWfaOZXWVmq83sa0P9UGZ2GXAocGZs8quAXwOfM7MbgB8DtxYmhWZ2vJldG8V8pZntFs36AfA74HvAV8xsIXC8cy4z1PhK6GvAfgG3L3lzl5B43YdIvPqd2Iz5WG196IikCiQsQW0yxfIpc/jgvsfx5mWHM6NeNzIqE6e1drRrCJsKp6rkAmZmwJfxCeL/ATc45+6Nzb+cqCo5WnYN8Bnn3LVRQvh5YK1z7jNmtgb4J/Be51ynmX0ZuMM59/1o3inARPzAyxc4535kZg3AP4Dl+FLKXwMnOeeeMLNJwDeAF5xzwzr5zOxu59ye0fPPA/sAb3XOPRiV9n0fX6q4NlomBbwf+KpzbqOZLQMuc84dXrDeqfjevxc553LDiW2kspn0m4DLQmxbYmbuTGLVaTB3MaRqKNHd8ESKyuZyZF2Ov6x9lF8++jde6N4SOqTxrhtobmtu+XPoQGR4dMUu4Lx3Am8EHgPeFJWUHVJk8aXAc865a6P3ZvFJ1GmxZT4bK328DVhQZD33Oed+FK1jC/AAMBNfoneZc+6JaN5G+kl8zOxzUZxrzOwbg/y4U4A259yD0fpvBy6Ptks0rdc596lo2wB1QFPBthuA84GrgV+Z2S/NbOdBxlAS2Ux6X+DrY7lNKdA4CXvV20mc/kGYvztWU6ekUEZdMuFLEA+atZBPHHASr120HzUJ3SEnoFrgp60d7dNCByLDozaG/XDObQKuBa6NkpyfAIcVLJYAdlQ6tjn2vJvi+3xzwev8crl+li8W7/sGs1yBx/FDDRTGst02zWwm/u4hk4i1IYlKFC/CtzH8DPB6YBrwUeCcYcQ0ZNlMego+KVVdZSC24jDs6DMgmcI0MLUEkE8GV81dyoEzd+Gye2/i/o0laxYuQ7MA+EFrR/uJbc0tqpasMPo5X8DMTjCz1+fbCUZmAy9Ezx3bEpB/AXPMbFX03gTwKXznh1L4FZCO2u5hZnXAG0q0bvBxvj+qBsbM5uNLSn9duKBzbq1zbh+gJVom75PAN5xz+S6Cm4DngTEZhySbSRu+jePisdieFGiaTuLU92NHn4HV1isplODqkimm1jXyjj2P4qylB1OvYzKUE4APhg5Chk6J4fb+gG9f+Cczu97M/og/uN8Szb8OuMzMfosvWTsVeGvUZvAGoBP4bCkCcc79O9ruT8zsJuCHwC3AkG9cbmZvMbNfAwvM7Ndmdppz7h58r+Rfmdn1+ATr7c65J81sXzM7u0hMtwDLzGyamZ0AXO2ceySa/X38/vsVMFYdUN5PrOpbxoph+76MxNmfgLlL1LFEyk5dMsWBM3fhUwe+ij2n7hQ6nPHqotaO9qNDByFDo84nZSwaOudA59xvo9dJ4FvAdc659jGKYTo+0T3PObfZzPbE917ee5BD2oyabCZ9FPB7QA2KxtLUOSRe2QpTZikhlIrQle3l7vX/5kcP/IXNvV2hwxlvngFWtjW3/Dt0IDI4SgzLWNTr+YP4IXKy+BLenzrnvjrGcfwHvuSyDngW3/P4nrGMoVA2k94JuAuYFTKOcSWRxA46ATvwBEgmMTXwlwrSk83S47L88P4/c8e6x0KHM950AEe3Nbf0hg5EdkyJoVScbCadwA8T1Bw4lPFj5gISJ7bChCkqJZSK1pXt4cGN67j8X7eyQUPbjKUvtDW3XLDjxSQ0JYZScbKZ9AfwPaBltCVT2OEnY/scBamUhp+RqtCby9Hrsvz0wTu58ZkHQ4cznhzX1tzyu9BByMCUGEpFyWbS++DvXa07q422uUtInPgWqJ+A1dSFjkak5LqyPTy5eQPfvvdG1nd17vgNMlKPA3u2NbfoPoZlTD//pWJkM+la/G34lBSOMtvvGBKnvBdrmqakUKpWXbKGXSZO46MrT2D5lDmhwxkPdmbsRqyQYVJiKJXkE8BeoYOoaqla7KS3+epjJYQyDiQTCRpStbxtxZG8cuc9sdABVb90a0f7caGDkP6pKlkqQjaTPgK4Hv2YGT2TZ5I4+d0wcSpWo0JZGX+6sr08uHEtbf+8ka3ZntDhVLMn8FXKG0IHItvTl6yUvWwm3YgffFvH62hZtDeJMy+EyTOUFMq4VZdMseukWXxs/xOY2zg5dDjVbD6qUi5b+qKVSvBpdMu7UWLY4a8hceJb/C3tNDahjHO1ySRTahv4731fwf4zFoQOp5q9SVXK5UlVyVLWspn04fhbDepHTKnVNZJ41dth9kKNTShSRFe2l5ufeZArH7yTHPquHAWqUi5D+rKVspXNpOuBy9BxWnoz5pM4+5O6z7HIAOqSKQ6bvYT37/tymtQZazSoSrkM6QtXytlFwO6hg6g6u+xB4nUfhMYmLFUTOhqRslaXTDF/whQ+svIEZjU0hQ6nGr2ptaP9+NBByDaqSpaylM2kDwRuAdTorYRsjyOwo89QBxORIcq5HF3ZXr5y9xoe2rQudDjV5klgD1UplweVGErZyWbSSeDbKCksKTvsP7CjW5QUigxDwvx4h+ftdTT7Tp8fOpxqMw/4YuggxFNiKOXoHGCf0EFUjUQSO/6/sP1frkGrRUaoLpkivfthHL3TbqFDqTZvbO1obw4dhKgqWcpMNpOeCtwPTA8dS1WoqSPxH++COQuVFIqUUFe2lxuffoCfPnSn+iuXzt+AlW3NLdnQgYxnKjGUcnMRSgpLo66BxGn/DXMWKSkUKbG6ZIoj5izhjbsfiulGeqWyN/DW0EGMdyoxlLKRzaT3BO4CUqFjqXj1E0mc/gGYNEM9j0VGUVe2l3uef4pv3XsjOX2flsLzwG5tzS3q4ROISgylnHwZJYUj1ziJRMuHlRSKjIG6ZIoVU+dy7opVJE1fqSUwFfhM6CDGM5UYSlnIZtInA1eHjqPiTZhM4nUfggmTsaRybJGx0pXt5aGNa/naP66n1+VCh1PpcsDBbc0tt4cOZDzSzxsJLrrDySWh46h4SgpFgqlLplg8aSbv2HM1KZUcjlQCX4MkAejolXJwPrAwdBAVraFJSaFIYHXJFIubZnDuHqtJmDqkjNBhrR3tp4YOYjxSVbIElc2k5wP3AY2hY6lYtfW+TeHkmUoKRcpAV7aXf6z/N9+690YNZTMyDwPL25pbukIHMp6oxFBC+zxKCocvVUPilPN9RxMlhSJloS6ZYo9pczlj1wNDh1LpFgHvCh3EeKMSQwkmm0k3AzeEjqNiJZIkXnMe7LSrbnMnUoa6sj388cn7+MWjfwsdSiXbACxta25ZGzqQ8UIlhhKSOpwMm2EnvBl2WqKkUKRM1SVrOHreMo6Ztyx0KJVsMv7GBzJGlBhKENlM+kRA9SzDZMe8Hlu4p+5oIlLm6pIpXr3L3hwya1HoUCrZOa0d7YtDBzFeKDGUUD4WOoBKZSuPxZYditXWhw5FRAahNpnijF0PZOnkWaFDqVQp4IOhgxgvlBjKmMtm0q8EDggdR0XaZQ/s8NdgtSopFKkktckUb19xJDPqJ4QOpVKd1drRvkvoIMYDJYYSgkoLh2PqbBInvU3VxyIVqjaR4t17vYx6jSAwHDXAf4cOYjxQYihjKptJn4DaFg5dXSOJUy6AlDqaiFSqZCLB5Jp63rL8SAwNgD0Mb2ztaN85dBDVTomhjDWVFg6VJUj8xzuhYSKW0CkrUslqkikWT5rOaxftGzqUSlQLfCB0ENVO3zIyZqLSwoNCx1Fp7OgzYNYCLFUTOhQRKYG6ZA1Hzl3KIbMWhg6lEqVbO9rnhQ6imikxlLGk0sIhsr1WYSsOVbtCkSpTl0zRsutBLGqaHjqUSlMHvD90ENVMiaGMiWwmfTwqLRya+bthq09XUihSpeqSKd6xx2qm1uquoEN0TmtH+5zQQVQrJYYyVlRaOBRN00i8+h26q4lIlatP1nDeXkeRMn0dD0E98L7QQVQrHYky6rKZ9HHAwaHjqBxG4sS3QUolhSLVLplIMLVuAierM8pQvaW1o3126CCqkRJDGQsqLRwCW3kMTJ+LJZOhQxGRMVCXTNE8Z1d2nTQzdCiVpAE4P3QQ1UiJoYyqbCZ9KHBI6DgqxtQ52OEn63Z3IuNMbTLFm5cfQV1Cg18PwVtbO9rVe6fElBjKaHt76AAqhiVIvOptoLsiiIxLDckaTl+iu4UOwQQgHTqIaqPEUEZNNpOeBfxn6DgqhR1yEkyaoUGsRcap2mSK/WcuYI+pc0OHUklaWzvaddEsIe1MGU3n4Eeqlx2ZtQA74DgNTSMyztUlU6R3P4xG3f5ysBYDx4UOopooMZRRkc2kk8BbQsdREZIpEie9DVKqQhYRqE0kOWupBnIYgreFDqCaKDGU0fJqYH7oICqBNZ8CjZMwjWMmIvj7Ka+YOpf9ZywIHUqlOL61o31R6CCqhb6JZLScGzqAijBvqb/tnaqQRSSmLpnizKUHM6lGIxQMQgLVUJWMEkMpuWwmvQI4KnQcZa+mjsQr36K7m4hIUTWJBOllh4UOo1K8qbWjXb+wS0CJoYwGDVEzCHb0GVCne6SKSHGpRJKFTdM5fPbi0KFUghnAqaGDqAZKDKWkspl0E3Bm6DjK3sI9sd0OUGmhiAyoPlnDaUv2Z3rdhNChVAJ1QikBJYZSam8AmkIHUdaSKRLHpdWuUEQGJWVJzlQv5cE4pLWjfb/QQVQ6JYZSavrFtgO23zGgMcpEZJCSiQSLJ81gqe6lPBj6DhohJYZSMtlM+ihgeeg4ylr9BOyQk3QvZBEZkrpkipZdDwodRiVoae1onxI6iEqmxFBKSW0Ld8AOfRVovEIRGYZp9Y0a23DHGoGzQgdRyfQNJSWRzaRrgdeEjqOsTZqO7XmkOpyIyLDkO6Ik9eNyR14XOoBKpqNLSuU4QMX3A7BVp0FCp5yIDF9dMsXquUtDh1HuDmntaN8ldBCVSt9SUir6hTaQWQuwhXtiSd0PWUSGrz5Zw0m77E1DsiZ0KOVOYxoOkxJDGbFsJt0InBQ6jnKWeNmZoAu5iJRA0oxXLtgzdBjl7rTQAVQqJYZSCicBGn21Pwv3hOk7YapGFpESqE2mWDV3KVNrdeekAezf2tG+JHQQlUjfVFIKqkbujxmJl71ew9OISEklzDhlscZy3gGVGg6DEkMZkWwmPRnf8USKsBWHQYNuBCMipZVKJNl72jzmT1CfvwEoMRwGJYYyUicDurdbMala7MhTVVooIqMilUhw+pIDQodRzvZu7WhfFjqISqPEUEbq9NABlCs74BXqcCIioyZhCRZMnMryKXNCh1LOVGo4REoMZdiymfRM4OjQcZSlmnrswOOxWhWmisjoqUvWcOrilaHDKGdKDIdIiaGMxH8CGpivCFtxGDgXOgwRGQem109kl4nTQodRrpa3drTvHTqISqLEUEZCv8T6YQcdr7aFIjImaizBK+avCB1GOdN31RAoMZRhyWbSU4HDQ8dRlhYsh7qG0FGIyDiRSCTYa/o8mmrUdKUfugvKECgxlOF6GZAMHUQ5Shx4AugCLSJjyTmOnKN7KPdj19aOdu2cQVJiKMP18tABlKVJM2Derpjp1BKRsVObTPGyebuTMAsdSrk6JnQAlULfXjJcx4YOoBzZymMBXZhFZOwlLcG+0+eHDqNc6TtrkJQYypBlM+ndgIWh4yg7qVpszyOwlMYuFJGxV5+q4fid9wgdRrk6urWjXc2fBkGJoQyHqpGLsGUHhw5BRMa52Q2TdJu84iYDB4YOohIoMZThUGJYhB10goaoEZGgUpbg5Rq6pj+qTh4EJYYyJNlMugZYHTqOsjNvN2icFDoKERnnkokE+02fz4RUbehQypESw0FQYihDdSjQFDqIcpM48HjQhVhEyoADjpiza+gwytEhrR3tE0MHUe6UGMpQqRq50MSpsGAZltDpJCLh1SVTHDtvGaYREgqpxmsQ9E0mQ6XEsIDt+zI0RI2IlJNUIsne03YKHUY50niGO6DEUAYtm0lPA/YPHUe5sb00RI2IlJeGVA2rdtotdBjlSO0Md0CJoQzFMeiY6WvWAkgqKRSR8rPb5FnUJDR0X4EVrR3t80IHUc70JS9DsTp0AOXGlu4PyVToMEREttOby7JsyuzQYZQjVScPQImhDIUGBy1gyw7GlBiKSBmqS6Y4cObC0GGUo1WhAyhnSgxlULKZdC2wd+g4ysrkGdA4OXQUIiJFJSzBPtPmqXfy9tRWfgBKDGWw9gY0UF+MLVkZOgQRkQE5YPGkGaHDKDcrWjvadZuqfigxlMFSNXIBW3EoVqNcWUTKV20yyf4zFoQOo9ykgH1CB1GulBjKYB0QOoCy0jARps0NHYWIyICSluCAmUoMi1B1cj+UGMpgKTGMscX7QC4bOgwRkR2qT9awk9pDF1Ji2A8lhrJD2Uy6AdgjdBzlxJYfitWqiYqIlL+EGftOnx86jHKjxLAfSgxlMPYDNEpqXqoWdtIN6kWkMtQkkhw8a1HoMMrNHuqAUpwSQxkMdTyJW7gHZHtDRyEiMmjT6ycwtbYxdBjlRB1Q+qHEUAZD7QtjbNkhUFsXOgwRkUHLuRz7TNed4AqoOrkIJYYyGEoM8yyBLdoLM506IlI56pI1HKLq5EJKDIvQt5sMKJtJNwG7h46jbMxZBLlc6ChERIZs54nTqEmouXiMEsMilBjKjqwE3U8pz+YugaQurCJSeXpyvSyYOC10GOVEHVCKUGIoO7IidABlZcEyLKW7nYhI5UlZkkVN00OHUU5S+Nu9SowSQ9mRJaEDKCc2Z3HoEEREhqUmmWTZlNmhwyg3y0IHUG6UGMqOKDHMa2gCDWotIhVsoUoMC6lHTgElhrIjSgzz5i6GbE/oKEREhq0+WUNTjX7gxqgaqIASQ9kRnTQRm7sEajR+oYhUrp5cVu0M+9J3XAElhtKvbCY9B5gQOo5yYQuWYxrqQUQqWF0yxZJJM0KHUU6UGBZQYigDUTXySwxm6K4BIlLZkpZgd3VAiZurIWv6UmIoA1FimDd1FjgXOgoRkRGb1zhFg9NuY6gDSh9KDGUgSgwjGqZGRKpFDsfshkmhwygnusDHKDGUgSgxzNtpCaahakSkCjgHu+gOKHFKDGOUGMpAlBhGbNaC0CGIiJREXTLFnEaVGMYoMYxRYigDUWKYN3lW6AhERFXoa3gAACAASURBVEoiYaZ7JvelxDBGiaEUlc2km4CZoeMoC6kaqG8MHYWISMmoxLAPJYYxSgylPzpR8qbMhp7u0FGIiJTMlNpG9UzeRr2SY5QYSn/mhg6gbEydEzoCEZGSyroc0+p0/4LIhNaOdtWQRZQYSn90kkRs2lyoqQ0dhohIyWRdTkPW9KX7BEaUGEp/lBjmzdpZt8ITkapSYwlmNzaFDqOcTA0dQLlQYij90c00IzZZObKIVJeaZIrpqkqOU2IYUWIo/VE2lKfeeyJShWY2qMQwRolhRImh9EeJYV6DflWLSPWZVqthuGKUGEZSoQOQ8nR33bKNDbmuuxpdZ2NDbsuEBrd1Up3rHn9FZ7X1oEEdRKQKTdJtPuOUGEaUGEpR1008an9gRZ+JzmWBDQlym5JkN9e43i21rrurPrc12+C2ZBtzW2xCrjMxIddZMyHXWVcVSeWEKdDbA0mdKiJSXSbU1IUOoZwoMYzo2076M3m7KWZJYFqO5LQcSXqslk4aYTAddvtPKnsb3NZcY66zPJPKiVP9HedFRKpMAqMumaIr2xs6lHKgxDCixFD6s31iOBKjmlRuYUJuc2pCrjNV6qTSJk4BU1WyiFSfnlyWKbUNPLNlU+hQyoESw4gSQ9lO5nu3J4Dy6XExykllY25zckKus2aC66yfkOtsyCeVta67yRqaTNXIIlKNcjiaauqVGHpTQgdQLvSNJ8VMolp6XIwwqTxs6rzug5OphtEOU0QkhPpkTegQyoVKDCMarkaKKW01cqUyS9bWJBtMVckiUoUMqFeNSJ4Sw4gSQylGiWGkvk63whOR6pQwo04lhnlKDCNKDKUYDW4VqavVr2kRqU4JS6jEcJuJrR3tKglAiaEUp7rTSF2NrhMiUp2SlqA+pRLDGGXJKDEUGVBtrRJDEalOCTMaU7WhwygnuuCjxFBkQDUpnSIiUr0mKDGMU2KIEkORASUTqlUXkeqVNKUBMdoZaCeIDExD1YhIFUvoGhenEkOUGIoMSJdMEalmpqtcnBJD1ANHZED6MS0i1WxRz4R1p/5rxj9Cx1EO1jX0qLAMJYYiA3IudAQiIqOncZObscf6xlWh45DyoexYZADKC0Wkmjn9+o3LhQ6gHCgxFBmILpoiUs10jYtTYogSQ5EBZXO6aIpIFcvqGhejxBAlhiID6unVdUJEqldua2/oEMqJdgZKDEUG1N2dDR2CiMiocM4pMeyrM3QA5UCJoRSjuoVIV48SQxGpUlmH04/fvK1zLjhCOwMlhlLc1tABlIuubv2aFpHq5HJKDGM2hQ6gXCgxlGI2hA6gXGzt0kVTRKqUU2IY82LoAMqFEkMpRolhZGt3r8b5EpHq5CCnxDBPiWFEiaEUsxG1MwSguyenIWtEpGqpxPAlSgwjO0wMzexEM7vOzP5kZneY2aVmNnM4GzOzT5vZbWZ2mZmdbWYluw2PmS00swfMbHqReXcPch2Xm9kBpYpppMxsspn9LNr/3zSzRDS9zsw+MFrbfc8bDsgBm0dr/ZVky9YeJYYiUp0Mcp09oaMoF0oMIwPeK9nMZgAfAY5yznVG0w4AZgBrh7IhM5sCvNw5N5qJVz1wlZm9wjnXPYrbGZCZJYEm59wLI1zVauBq59yPzOxL8P/bu+84uc767P+f766qJbkbH8nGDTAECKaY6hOa4aEEePg9DzEJJYZACBAChHB+hBBaIBgYiAktmGBwDMbGGGPjgnEvg8FN7t2yZFll1LbXmTnn+/xxzuK1WGl3teWecr1fr7F3Z2ZnrllpNdfe59z3zRPNbD3wBeA/Z/jYk+kFls/xczS8gaEarmIoIi3IFnSQDQR7q2w0KoaFyUYMVwEbx0ohgLvf7O73wh+PxBWjgB8vPr7azF5uZlea2euAi4Aji+vfYmafM7O3jLtvbGbnmdnvzezscaNjh5rZBWZ2k5n9xsyOM7PLd5H3NuAc4Ae7ekFm9hQz+7mZXWZml5rZZ81sgZm9E3gtcIqZfWqS78tkvgF8dILnfp2ZXVK83rPN7Oji+o7i9V097vI84DfA8WZ2BdDv7o8ACfBDd984w4yT0XmG5MXQzELHEBGZfQ6uJbnGqBgWdjtiCNwJbDCzc4BLgWvd/b5pPP7rgNe4e83M7gW+7e5vADCzZ4673wHAG4G3uHvdzM4DYjMrAz8H/tndrynKYgLsu6sndPfvFOXv0+7+hfG3mdlewBeB97l7d3Hd/wE+7e6fNbPji4w3T+M1Po6ZvRc4GNix0/ULgOcCJ7h7n5k9DfgRcBzwp8AN7v6hCR7yb8Y9xjuBa6b5Z7CnuufhORre4HCVBZ0qhiLSerIRHUYepy90gEax2xFDz30YeDewHvibYjTrRVN8/G+4+1T+5i0EPuPuY4vG3QgcBjyVfMTymiJPBnyV/JDx7nwMONbM3rrT9THwAuCXYyNzwIeBSQ9vF6OLY6N579vFfY4DngN8d+fb3L3u7v/u7mN/+RYDK4qPXwXsX4wmXmlmfzXBY7+R/PD9a4rzPT8yWeYZ2j7Hj98UqjVtiScirSkbVDEcZ2voAI1ishFDANy9H7gEuMTMngj8DHgJsPNQyqKdPp/q37q6u4+O+7xaZMsmeI6p5M3M7G3AZWb2yE43X+/ub9+Dx/xfu7u9+L58HHgr+fdmV/c7CLgc2Bv4y+LqpwJXu/v3zWxv4Gwz63L33xRf8zLyUdXbgaq7v6KYwHOku6+d7muZommdQ9rKhkfrLN9r57/aIiLNLe0bnfxO7WNz6ACNYrcjhmb2ejN7RzGZYszBwNikio1m9uzivgcC75zlfA8ATzCzV4+7bsLRup25+yDwF+Sjd2MzlcvA88zsVfCHc/u+ambPHfsyJh+N/CNmthT4DvCBySa9uPs2dz8GeBv5SCzu/j53/37xcR/wGeCE4rGPAY5z99OKbGOFbfueZJ0GFcPCkPYSFZEWVO/VJlfjVEIHaBSTjRheTj6J4iozcyAlL4XvL27/HPB9M1tHXlQ+C7xrtsK5u5vZCeQTQk4i/4P7XpFjKl+/0czeA1xXfD5kZm8Avm5mnyZ//We5++riS64ATjWzh4H/PY2Zza8FDgfOKiYqHAgsN7Pt5GX02UWxG5/td2Z2kpntX7zU8ef0LQJqlj/Ym8jPiwT4Pfnh/HcCt41NApojKoaF3v5RnrD/XqFjiIjMGq+lZCqG46kYFqyRd3UoitEJwLlj5yqa2buAl7j7lEYOQygyHuHunxt33QHAl4GPuvtgMfnmTOBZwIXAf7v7eUVRPId8Qsxv5z184T/+5+Z3AD8O9fyN5IXPWsmLj1lFR4cmoYhIa8hG6vRccB/VdTNdVa1lPDFK4g2hQzSCKZ1jGEoxYjgCXFocznbymdJzPfFipgZ47HA7AO6+w8wuAn5hZovJT3R9a/Ea3w6cZGb/SL6w9EkhS2FBI4aFrt4RavWUxYsa+sdFRGTqOo20azh0ikbhwJbQIRpFw7/Tufv5wPmhc0yHu5+zi+vPA86b4Poe4ANznWuaNEOr0N03wh7MgRIRaVjWYZp88piuKIk1RbugvZJlV3aezd22evpGWLhAPyoi0jpS7XgynmYkj6N3O5nQx048tgstcg1APXVGqpqZLCKto75jaPI7tQ9NPBlHxVB256HQARpFb78OuYhIa/DMqW8ZDB2jkWwKHaCRqBjK7qgYFrZ26bdrEWkNXkup69+08daEDtBIVAxld1QMC5u2DlLVZvMi0grMqFUGQqdoJA+GDtBIVAxld1QMC5Xt+kdURFqDGVqq5vH0XjeOiqHsjn6LKnT3jVLsaiMi0tRq23UYeSd6rxtHxVB2R79FjbO9W/+Yikhz88yprtduJ+Nsj5JY35BxVAxllz524rHbgN7QOUJbkHn/IaPp7VQG1nvWuFtIiohMxmsptY39oWM0Eg2A7KThdz6R4NYAzw0dYr4scB88qJo9fEg1635CNVuwIvWVHXC4wTGLH+zCn3IgtkQ/NiLSnKyzg9pmFcNxdBh5J3qHk8k8RIsWw0734YNq2ZpVo1nXwbWsY0Xdo0440uBPJ7p/bXM/ph1QRKSJeTUlG9Lub+OoGO5ExVAm0xLD7B3uowfWsjWHjGbbD65ltnfdD+6EowyeOdXHyIZqZNU6nQsWzWVUEZE5U61otHAnLfEeN5tUDGUyTfdDY+61A2u+ZlU13RZVM/au+0EL4EkGT5/pY9c2D9D5pP1nI6aIyLzyekr1kbY/bXxn94cO0GhUDGUyDV0Mzb2+f90fXjWabllZzdgn9QMWOE8yeBr5ZVZV1/ew+PB9sAWds/3QIiJzylPX+YWPVwfuDh2i0agYymQa5rcpc0/3q/vDq6rZ1qiapvvW/YCFeQk8mvwy52qb+vHUMf3kiEiTsQUd1LZosf5x7omSeDR0iEajtzfZrY+deOzW//ifmzcCh8zrE7tn+9Z93apqtnllNU33q/t+RQl8CvkliNrm/nzbABGRJlPbOgj1LHSMRnJr6ACNSMVQpuIW5rIYuvs+qT+ycjTbtKqa1farZ/stco4yOIr80jgcRtd2s+ToA7QTiog0jayaMnL31tAxGo2K4QRUDGUqbgbeNFsPtqKerV9VzTaurGbV/WvZ3ovzEngE+aXhjdy7jcVH7Ist1o+PiDQH6zBGHtoROkajUTGcgN7ZZCpu3tMvXF7PNq6sZo+uqmaj+9eyFUvyEngY+aUpVdd1Y51az1BEmkfaN0LWXw0do5E4cFvoEI1IxVCm4pap3GlZmm1eWc3WrxrNhg+oZyuWZBxh+SHo+T0/cY55LaO6sY/Fh+8bOoqIyKS8njF8z7bQMRrNw1ES94UO0YhUDGVSxQSUR4Enjl23NPUtK6vpI6uq2dCBtWzZ0rwEriS/tLyRe7aycOUKOhZp2RoRaWyeOaMP6jDyTnQYeRdUDGVKDhtJL3jiaPqMA2vZ0qUZh3fAweSXtjSypou9X/3k0DFERCbltZT69qHQMRqNiuEuqBjKlMR9tfXAB0PnaBQ+XKe+Y4iFBy8PHUVEZJc8c0bu2x46RiO6KXSARqUz6GWqfhc6QKMZvnsrWS0NHUNEZJe8ljJyv4rhTlL0nrZLKoYyVTeTbx8khdGHdqCVDEWk0dU2aY7FTm6NklhbwOyCiqFMSZTEQ8AdoXM0krR3lHSwFjqGiMiEPHNG13TlC7PIeNeGDtDIVAxlOjT0vpORe7fiqbaYEpHG47WUkXu1TM0EVAx3Q8VQpuOq0AEazcgDO/BUv46LSOOxTmN0fW/oGI3GgXLoEI1MxVCm4ypAw2Pj1LUpvYg0qOqjffr36Y/dEyWxFnXcDRVDmbIoibvQ2k9/ZOjOCl7X7GQRaRzZaJ2h2zaHjtGIrgsdoNGpGMp0XRE6QKMZWr0ZND9ZRBpJWkw8kZ3p/MJJqBjKdF0eOkCjyQaqVNf34JnONRSR8LJayuBNGzQbeWIaMZyEiqFMVxkYDR2i0QzcsAHXuTwi0gDMYOiOLaFjNKL7oiTeEDpEo1MxlGmJkngYuD50jkZT29BHNlQNHUNE2pynWb5awoj2I5jARaEDNAMVQ9kTOpw8gcHfbyCr6h9jEQkocwZv3Bg6RaO6OHSAZqBiKHtCE1AmMHzvNjQJRURCqncNU982GDpGI+pH5xdOiYqh7ImbAU1321k9Y/iOis41FJEgstE6A79/NHSMRnVZlMTaw3QKVAxl2qIkTtG5GhMaWr0JTQUUkSAyZ/Qh/c6+CzqMPEUqhrKnfhk6QCNKe0epbuzDXeVQROZPVksZvGUTaNmsiTgqhlOmYih76jfAcOgQjWjwhg14TTuhiMj8MTOGb6+EjtGobouSWNvATJGKoeyRKImHgEtD52hE1Ud68REVQxGZH55ljKzpIhvSKXS7oNHCaVAxlJnQ4eRdGLxxA1lV5VBE5p7XncEbtW7zblwQOkAzUTGUmbgAUPuZwPBdW7VyjYjMi7RvhHplIHSMRvVIlMQ3hA7RTFQMZY9FSdyFNiSfkNdSBm/QqKGIzK2smtJ/5drQMRrZ2aEDNBsVQ5mp80IHaFSDN22EVGsaisjc8Mypbx2g+khP6CiN7KzQAZqNiqHMlIrhrtQz+q9eq1FDEZkbaUbf5Q+HTtHIHoySeHXoEM1GxVBmJEri9cDvQudoVMN3b9VMQRGZdZ7mM5G1/d1u/Sx0gGakYiiz4fTQARqWQ9/lazRqKCKzK3P6r9a5hZNQMdwDKoYyG34GjIYO0aiqa7upbx/EtSOBiMyCrJYydNtmsv5q6CiN7O4oie8KHaIZqRjKjEVJ3A1cGDpHI+u7bA2uiSgiMhsyZ+D6R0OnaHQaLdxDKoYyW3Q4eTfqWwepru1WORSRGcmqKQO/XY/r9JTJaDbyHlIxlNnya2Bb6BCNrP+qtdrgXkRmxKspQ7dq299JXB8l8YOhQzQrFUOZFVES19BvaLuV9o0ydMcWspp+0xeR6csXs35Yv2BO7r9DB2hmKoYym34cOkCjG7h+PejfdBHZA1nfKCP3bw8do9H1ot1OZkTFUGZNlMQ3AfeGztHIfKTOwPXrtXyNiExLVk3pveyh0DGawU+jJB4KHaKZqRjKbPtR6ACNbmj1JryuYigiU+NpRm1zP7UNfaGjNAMdRp4hFUOZbT8ERkKHaGip03vRA7jONRSRKfDU6btEcymm4JYoiW8NHaLZqRjKrIqSeAeahDKp6roehu/frokoIrJbYxNO0j7tITAFGi2cBSqGMhe+HTpAM+i/fA0+qmIoIhPzNKNW6Wf4zi2hozSDQeCnoUO0AhVDmXVREt8C3BA6R6PzWkbPr+7TIWURmZDXM3ovvD90jGbxsyiJ+0OHaAUqhjJXNGo4BbWNfQzdXlE5FJHHyaopvZc8SDZYCx2lWXw3dIBWoWIoc+VsYGvoEM2g/9p1pIM13LXAoYiA11Oqj/Qw+sCO0FGaxTXFkSqZBSqGMieiJK6iE4GnJnV6zr8X6tpHWUTy00x6NQt5Or4eOkArUTGUufQ9QMdIp6C+dZCBmzZq4WuRNue1lJ6LHsBH6qGjNIv7gQtDh2glKoYyZ6Ik3gD8MnSOZjF4/XrSvhFc+6CKtKWsljJ8/3aqa7tDR2kmJ0dJrH80Z5GKocy1r4QO0DQces6/D1IdUhZpRz6a0n/5mtAxmsl24PTQIVqNiqHMqSiJbwYuC52jWaRdw/Rf94gOKYu0mayWFstX6RfDafhulMTDoUO0GhVDmQ9fCh2gmQzdson69iFcI4cibcFrKcO3b6G2UXshT8MI8J3QIVqRiqHMuSiJrwauD52jmfT86j5cs5RFWp6nGWnfKP3Xrg0dpdn8JEpiLYk2B1QMZb6cFDpAM8n6R+k+9x4tfC3S4ryW0nX2XZBq/sQ0pMDXQodoVSqGMi+iJL4QuD10jmZS29BH35UPk6kcirSkrJbSfc7dZAPV0FGazZlREmuvwDmiYijzSaOG0zR8xxZG7t6qySgiLSarpfRd+hC1zQOhozSbFPi30CFamYqhzKefA1rOf5r6Ll9DfeugzjkUaRFZNWX4tgoj92wLHaUZ/SRKYr2PzCEVQ5k3URJnaNRw+hy6z72bbLimxa9FmpzXUmqb++i/RpNN9kAdjRbOORVDmW+nk29hJNPgoyldP7sLr+uQskiz8iwjHazS88v7QL/j7YnToyR+OHSIVqdiKPMqSuIU+JfQOZpR2j1Mz/n3aaaySJPyWkb32XfpZ3jP1IAvhA7RDlQMZd5FSXwucEPoHM2ouq5HO6OINCGvpXSfew9p72joKM3qR1ESrwsdoh2oGEoo/xw6QLMaumUTI/doprJIs8hqKb2XraG2QTub7KEq8MXQIdqFiqEEUeyGcknoHM2q77I1VNd2a41DkQaX1VIGrnuEkbu1SccM/FeUxI+GDtEuVAwlpE+iU7D3WM+F91Pb1KdyKNKgsmrK0C2bGLplU+gozawL+HzoEO1ExVCCiZL4NuDM0DmaVuZ0n3sv6fYhzVYWaTBZNWXk3q0MXPdI6CjN7vNREneHDtFOVAwltE+TzzaTPVHP6Dr7LtLeUTzVAtgijSCrpVTXddN36ZrQUZrd/cB3Q4doNyqGElSxJpV+8GfAqyk7zryDbLCqcigSmNdSapv66blAy7XOgo9HSVwPHaLdqBhKI/gsoDOzZ8CH6+z4ye0qhyIBeS2luqmf7l/cDdqlaKYuj5L4wtAh2pGKoQQXJXEvWr5mxrLBmsqhSCB5KezLS2GqUjhDKfCx0CHalYqhNIrTgN+HDtHsssEaO358O2n/KF5XORSZD1ktpbqhj+5z7lEpnB2nRkl8Z+gQ7UrFUBpClMQO/D2gNjND2VBRDntHNFtZZI5l1ZTq2h66z71Hh49nRx/5pEQJRMVQGkaUxKuBU0LnaAU+UmfHGbdT7xrWOocicySrpow+uIOeX92rUjh7/jVKYp1zHpCKoTSaTwHbQ4doBT6a0vXTO6ht7lc5FJllWS1l+M4t9F78gJbpnz03At8JHaLdqRhKQykWMv2X0Dlahdcyus++i5EHtmtvZZFZ4rWUgWvX0X/lw6GjtJI68L4oiXU6UWAqhtKITgVuCh2iZTj0Xfwggzdv1MihyAx5LaXnogcYWr05dJRWc3KUxLeHDiEqhtKAit8Y34d2RJlVg79dT//la3CVQ5Fp88zJRut0nX0Xow/uCB2n1awDPhc4gxRUDKUhFfsofzl0jlYzfNdWus+7l6ya4q4To0SmwtOsmO1/G7VN/aHjtKIPREk8FDqE5FQMpZF9EbgrdIhWU13XQ9dPi4WwtdahyG5l1ZTa1kF2/M+tpN0joeO0orOiJL4kdAh5jIqhNKwoiavAu8lXwZdZVN82xPYfrqa6qU+TUkR2YWzmcdcZt5MN6cyWOdANfDR0CHk8FUNpaFES3wyUQudoRT6a0v2zuxi8ZaPOOxQZxzMnq6X0/frBfOaxzrqYKx+PknhL6BDyeCqG0gw+B9wbOkSrGiyvp/v8+8iqdTzToWVpb15LyQardP34dkbu15Kqc+j8KIl/GDqE/DEVQ2l4URKPokPKc6q6tpsd/3Mbae+olrSRtpVV8z2Pt/9wNfUdmgsxh7YCfxs6hEzMNDNRmkWlVC4BHw+do6Ut6GDf1x/NoiP3o2NRZ+g0IvMmq6UM/v5RBn+/IXSUdvCmKIkvCB1CJqYRQ2kmnwbuCR2ipdUzen51HwPXrdN5h9IWPM3IRuv0/PJelcL58QOVwsamYihNI0riEeAvAa0ZMceGVm+m62d3kfaNqiBKy8qqKbUtA2w/7Vaqj/SEjtMO1gD/GDqE7J4OJUvTqZTKH0Qbrc+PTmNFfDh7PWcldHZgHRY6kciMeZrhqdN/5cMM36lJsfMkBV4aJfH1oYPI7qkYSlOqlMq/BN4cOke7WPCEZez7xqfRsXyRzj2UppZVU2qb+ui9+EGywWroOO3kS1ESfyp0CJmcDiVLs3oP8GjoEO2ivnWQ7T9azeANj+K1VMvaSNPxekY2Uqf31w/Q/fO7VQrn1y1oL+SmoRFDaVqVUvnPgKsADWHNo879l7LvG55K535LNXooTSGrpYw+3EXfpWvwkXroOO2mG3helMRrQweRqVExlKZWKZU/B3w2cIy2tNdzVrL8ZUdgHYZ16uCDNJ6slkIto+fiB6iu7Q4dpx058L81C7m5LAgdQGSGvgC8Anhp6CDtZujWzYys6WLf1x/NgoOXa/RQGorXUkbu3Ub/VWtx7QceyldUCpuPRgyl6VVK5UOB1cBBobO0qyXPeAJ7H38UtqBDo4cSVFZL8ZE6PRfeT21DX+g47exq4FVREquVNxkVQ2kJlVL55cBlaBQ8mI69FrL3q5/E4iP3g07DOlQQZf54PQN3hm7dTP9v10NdE6QC2gw8J0pirQXUhFQMpWVUSuWPAN8InaPdLThoGStecSQLV63IRxBNax/K3PE0L4TD92xj4LfryQY02ziwOnB8lMTXhg4ie0bFUFpKpVQ+DTgxdA6BhStXsOKVR7LgwGU6/1BmnacZZM7Imi4Grl1H2jsaOpLkPhEl8VdDh5A9p8Nu0mreDzwDODZ0kHZX29xP1xl3sOiwfVjxyqPo3GeJCqLMmGeOpxnV9b30X72WtGs4dCR5zHlAKXQImRmNGErLqZTKTwRuBp4QOos8ZvFR+7HilUfRsWwhHYv0O6lMj7vj9Yza5gH6r3qY+tbB0JHk8W4H4iiJB0IHkZlRMZSWVCmVXwpcDiwMnUUeb8lTD2TFy4/ElizQCKJMSVZNSbuG6LvyYWob+0PHkT9WAV4QJbF2o2oBKobSsiql8oeAb4XOIRMwWPr0J+QLZC/sVEGUCWXVlLRvhP4r11J9pCd0HJnYMPDyKIlvDB1EZoeKobS0Sql8CvC+0DlkFzqMpc86mOUvPgxb1IEt7NQs5jbnaYZnTto7wsC1jzC6pit0JNk1B94aJfHPQweR2aMTfaTVfRA4FHh96CAygcwZvq3C8G0VFh2+L8uOXcWiw/bF3elYqFHEdpJV65gZw/dtZ2j1Jp1D2Bw+q1LYejRiKC2vUiovA64Bnhc6i0yuY9lClj4rYtlzV0Gn0bFYv7+2Ks8yvO5kA1UGb9rAyL3b8JoWpm4SZ0RJ/I7QIWT2qRhKW6iUygcDvwOODJ1Fpshg0RH7sez5h7DokL3BHdMoYkvIqilmMPLADgZv2UR9iyayNpnrgVdGSazFI1uQiqG0jUqp/FTyf9D2D51Fpqdj+SKWHhOx7DkroUOjiM3oD6ODQ1UGb9rIyD3b8Kq20W1Ca4AXR0m8LXQQmRsqhtJWKqVyTL6n8pLQWWQPGCw+an+WPf8QFq5cATi2QKOIjSyrpliHMfLQDoZu3kRts5abaWIV4LgoiR8OHUTmjoqhtJ1KqfwW4GxA01+bWOfei1nyJwey5GkHseCAvfB6ppHEBuCZ47UU6+ygtqmf4fu2MXLfNnxUo4NNrhd4WZTEt4cOInNLuGgX4AAAEu1JREFUxVDaUqVU/ihwcugcMjtsyQIWH7kfS556IIuP2BfP8vMRrUPdfz54PV9ihjRj5MEdjDywg+qjvVDXRJIWMQK8Nkria0IHkbmnYihtq1Iqfx74TOgcMssMFq7amyVHH8CSow+gY+lCHLT8zSzLqnWso4N69zAj921jdE0X9W1DoWPJ7KsDb4mS+PzQQWR+qBhKW6uUyl8FktA5ZO507rOYxUftz5I/OYiFBy/H0wxbpIW0p+sPh4g7jNH1vXkZXNuND9dDR5O548BfR0n8k9BBZP6oGErbq5TK3wT+IXQOmXu2sINFh+/LkqMPZOGhe9O5fBFez/KZzhpR/AP3vAQCWGcHac8Io+t6GH1wB9WNfZDpfaNNfDBK4v8KHULml87UFoGPkM9S/tvQQWRueS1j9KEuRh8qtllb0MHCA/diwcHLWXTI3ixcuYLOfRbnZdGsLfZwHhsJxAzrMOpdQ1Q39lHbPEB9ywD1HUP5uJG0m0+qFLYnjRiKAJVSuQM4DXhn4CgSWoex4IC9WHjwMhauWsHCVXuzYL+l+eQKb+5JLeMPB7tDffsQ1Y291DcPUNsyQNozEjqiNIZPR0n8xdAhJAwVQ5FCpVTuBH4KnBA6izQYg879lrLw4OUsXLmcBfvvRcfyRXTstZCOJfmBF69n+cia5YdfbUHHvMVzdxibGexAh+XPn2ZkI3WyoRpp/yj1bUPUKv3UtgyS9WvTCpnQJ6Mk/nLoEBKOiqHIOJVSeQHwC+BNobNI87BFnXQsW0Tn8kV0LFtIx7JFdOy9mAX7LKZj+WI6ly3Cliz4Q1lzeOzw7Ph/g8c+HD8gWUySMSv+02F4LSUbrpEN1kj7Rkl7R8gGqqSDVbLBavFxTcvFyHR9PErir4cOIWGpGIrspFIqLwLOBP5P6CzSYjqL7fyKgmcdQEdHfmh67OL5IWvPPJ/kkT32sWeOj9R1zp/MhY9GSfyfoUNIeCqGIhMoDiv/CJ1zKCKtzYF/iJL4O6GDSGOYv5NgRJpIlMQpcCLw3dBZRETmiJMvSaNSKH+gEUORSVRK5ZOAfw6dQ0RkFjnwviiJfxA6iDQWFUORKaiUyp8EvhQ6h4jILKgC74qS+MzQQaTxqBiKTFGlVP4Q8E0eP2dURKSZ9AP/X5TEV4QOIo1JxVBkGiql8onAqUDrb4khIq2mArwuSuLbQgeRxqViKDJNlVL5DcBZwLLQWUREpugB4DVREq8LHUQam4qhyB6olMrPBS4AVoXOIiIyiRuAN0RJvD10EGl8Wq5GZA9ESbwaeCFwR+gsIiK7cRHwSpVCmSoVQ5E9FCXxBiAGLgmdRURkAj8E3hwl8VDoINI8dChZZIaK/ZW/Dfxd6CwiIkAKfEL7HsueUDEUmSWVUvnjwFfRcjYiEk4P8FdREutIhuwRFUORWVQplf8vcDqwV+gsItJ27gfeFCXxA6GDSPPSOYYisyhK4l8ALwIeCp1FRNrKr4EXqhTKTKkYisyyKInvBI4lX85GRGSufZV8OZre0EGk+elQssgcqZTKBnwK+Dz6JUxEZt8I8N4oic8IHURah4qhyByrlMqvBc4A9g+dRURaxsPACVES3xI6iLQWjWKIzLFiduCxwK2hs4hISzgHeK5KocwFjRiKzJNKqbwU+C/gxNBZRKQpjQIfi5L4u6GDSOtSMRSZZ5VS+V3At4DlgaOISPN4kPzQ8W2hg0hrUzEUCaBSKj8FOAt4bugsItLwfgr8XZTEA6GDSOtTMRQJpFIqLwK+BHwM7ZYiIn9sGPhwlMQ/CB1E2oeKoUhglVL5VcBpwCGBo4hI47gV+Osoie8KHUTai2YliwQWJfHlwLPIZxqKSHurk699+kKVQglBI4YiDaRSKv81+cSUvUNnEZF5dxdwYpTEq0MHkfalEUORBhIl8enAM4GLQmcRkXmTAl8GnqdSKKFpxFCkQVVK5b8C/hM4KHQWEZkz95OPEt4QOogIaMRQpGFFSXwm8HTy7fREpLVkwMnAc1QKpZFoxFCkCVRK5deT75pyWOgsIjJjq4EPREl8Y+ggIjvTiKFIE4iS+GLgGcB3AP02J9Kc+oAPAy9QKZRGpRFDkSZTKZWPA75LvsSNiDSHM8n3Oa6EDiKyOyqGIk2oUip3An8HfAHYP3AcEdm1+4G/j5L4itBBRKZCxVCkiVVK5f2BfwPeD3QGjiMijxkG/h0oRUlcDR1GZKpUDEVaQKVU/lPypW1eETqLiHA28M9REq8NHURkulQMRVpIpVR+C/A14PDQWUTaUBn4uJafkWamYijSYiql8lIgKS7LA8cRaQcPAJ+Ikvi80EFEZkrFUKRFVUrlg4BPAh8AlgSOI9KKtgGfB06JkrgeOozIbFAxFGlxlVL5UOAzwLuBBYHjiLSCYfJdS74SJXFf6DAis0nFUKRNVErlJ5PPYP5LwALHEWlGI8B/kxfCjaHDiMwFFUORNlMplZ9FvozGG0JnEWkSw8D3yQvh5tBhROaSiqFIm6qUyi8C/hV4PRpBFJnIEPA98rUItWOJtAUVQ5E2VymVnwl8gvwQs85BFIFB8m0nvxYl8dbQYUTmk4qhiABQKZUPB/4JeA+wV+A4IiH0kI8Qfj1K4u2hw4iEoGIoIo9TKZUPBP4B+BDah1nawwPAN4HToiQeDB1GJCQVQxGZUKVUXgb8LfBh4MjAcUTmwhXAN4CLoiTWm6EIKoYiMolKqdwBvBb4IPA6oCNsIpEZGQXOAL4RJfGdocOINBoVQxGZskqpfATwfuBvgIPCphGZlo3kS858TxNKRHZNxVBEpq1SKi8G/oJ8FPHFgeOI7EoNuAA4FfhNlMRp4DwiDU/FUERmpFIqHwP8HfBWNFlFGsN95GXwdI0OikyPiqGIzIpKqbwI+HPgHeS7qiwKm0jazABwNnBqlMTXhw4j0qxUDEVk1lVK5f2AE8hL4nFoZxWZG3XgSuAs4OdREg8EziPS9FQMRWROVUrlI8kL4juAowPHkeaXAlcDPwPOjZJ4R9g4Iq1FxVBE5k1xPuKbi8uzA8eR5pEB15AfKv5FlMTbAucRaVkqhiISRLEF31hJ/DOgM2wiaTBV4Drgl8A5URJvCZxHpC2oGIpIcJVS+QDyCStvBv4X2qu5Xa0Hfl1crtA5gyLzT8VQRBpKpVReAsTA8cCrgOei3VZaVQ0okxfBi6MkvjtwHpG2p2IoIg2tmOH8CvKSeDyawNLMMuBO8kPEVwKXR0ncHzaSiIynYigiTaVSKj+RvCC+knzXlSeHTSS7UQVuJi+C1wG/jZK4J2wkEdkdFUMRaWrF+YkvLC4vAl4A7Bs0VPvqAW7isSJ4Q5TEw2Ejich0qBiKSEuplMoGPJXHiuLzgacDS0PmakEVYDVwa3FZHSXx2rCRRGSmVAxFpOVVSuUO4EnAM4BnFpdnkBfIhQGjNYMqsAa4h3FFMEriStBUIjInVAxFpG1VSuWF5JNZngn8CXAUcERxWUX7rK2YAuuAB4AHi8vYx+ujJE7DRROR+aRiKCIygaI0PpHHiuLY5TDgYOBAYH8afymdDNgObAE2AhvG/X8DsBZ4OEriWrCEItIwVAxFRPZQcYh6f+Ag8qK48/+Xk5/bONmlk3zULpvk/zWgbwqXXmAreRncqhE/EZkqFUMRERERARr/EIiIiIiIzBMVQxEREREBVAxFREREpKBiKCIiIiKAiqGIiIiIFFQMRURERARQMRQRERGRgoqhiIiIiAAqhiIiIiJSUDEUEREREUDFUEREREQKKoYiIiIiAqgYioiIiEhBxVBEREREABVDERERESmoGIqItBkzO93Mjh/3+RfN7NXFxxea2cHjbrvAzJ47yePdNcXn/ZyZvWUXt73LzF42tVcw6fN0mNlqM1sxwW1vN7OTzOzZZvaR3TzG1WZ24GzkmStmdljx53W9md1oZn8/S4/7H2Z2RfHYTxh3fWJmy2bjOaRxqRiKiLSfrwPjS9F3gfeZ2Z8A2919C4CZPQVY6u6r5zqQu5/m7tfM0mNlwGnAuye4+QPAt9z9Nnf/z9l4vvliZovNbHnxsQH/Bfyju7/E3V8A9JrZ0nH3f3pRcMdf7jaz90zw2AcU/98HWOHuxwM/AF5XXP9eYLW7D875C5WgVAxFRNqMu98OLDazJxefbwKGga8A3xp3148AJwOY2bFmdqaZXW5mvzWz1xTXfx04sigdf15c90Izu7S47ndm9tZxj7m3mZ1iZtcUo1xPKr7mD6OJxdfFZnaemf3ezM42s47itkOLUcybzOw3ZnacmV0+wcv8IfDOokBRfO2LgbXuvsnMXm5m3y6uX2pm3zGzm4vH/NvxD2RmzzezX5nZZcXlg+Nue1KR5wYzu6UoUGO3/WPxvSqb2S/M7LBp/DE9TvE6zgbGRlxfCNwK/IOZXWtmFwJr3H147Gvc/R53f/nYBfhzIAXO2umxXwJcX3xNL7DGzK4A/gL4pZm9Huh29yv2NL80DxVDEZH2dDKPHzX8NfB8d78FwMz2BV4AXFzcvgF4h7u/inwUqWRmne7+T+Rl6+XufpGZHUo+Avnuooy8BjjGzBYVj/Mu4Ivu/jLgG0AyQbYDgDcCb3H3FwGLgLgohz8Hvubuzy9yxMC+Oz+Auw8AV5OXoTEfBv5jguc7Cdjs7se6+2uArcCfFt+HlcCHgLe6+6vd/dXkpfrdZrYXcA7wWXd/IXAc8Goz+6ti5O1twJ+5ewx8EKhP8NxT9XmgNu7z55F/b09z95cCHwVOMbOn7eYxPgqcOn7Ur/jz+idg+9h17v5ldz/e3d8OPAWI3P0XM8guTUTFUESkDbn7JcCxRYGBfHTo/LFzDYH3At93dy8+P6q4/Urg+8BCYNUED/0G4EfuvrF4nj53/xd3rxa3n+rujxYfXwM8aYLHWAh8xt3HitSNwGHAU4GNY4eci0PGXwWW7OJlfhP4ewAzOwQ4wN1vneB+rwL+fewTdz8fuLv49I3kBfnXY4djgTcDLyEvpVeNHWp39xHykvVuoA/4HfB+MzsG2FqMzP6Bme2/02HeN030IszsBGAUuHDc1fsCZ4177oeALwJv38Vj7AecAHxv3HVLgW8X36PaBF/zZOClwA4zu9LMvm9mCyd6fGkdC0IHEBGRYL4PvNfMLiYfMfoM+ajTleRF8aWQn9sG/Dfwend/xMwWAJcBnRM8ZsbuBx3Gn6M2Sl4Cd1Z399Fxn1fJ368ywCa4/4Tc/VEz6zGzZ5CP3n1rsq8ZJxv38bnu/qmd72Bmr93pfgBePLcDHzazJeTFsmRml7r7pePydQEv310IM3s28OfufqKZvWvcTY8CO0+uGWTX7+v/P/m5leO/r98G/t3dK+OOuI89b0RecD8DnE5ent9JXjxP211maW4aMRQRaV9nAP+XfJTrZHffCmwDPgVcOK5EdJIXnkrx+RE8fqSvsyiLAL8C3m1mhwOY2SLLZwEvn4W8DwBPGDeqCfC+Sb7mZOATwMt4/IjbeL8BPj92PqKZPQ84prjtV8DbzOxZxW2LzezUYgTyOuCVRfGkOFxeAk4vzoV8vruPuPu15IfkJxzN2xUzOwj4N/LD0Dv7Nfn3+dDivvsVr/PsCR4nIj/sftq46z4BXO3uN01w/33I/w78W3HVQDE6uxVYuvP9pbVoxFBEpE25e7WYtPASd7+3uPob5IduDx93vyEzOxm40cy6ySc9/Ah4EbAOuAq4ycyucvePFRMwTilGGhcCp7j7wM6jUnuQ14vDqqeY2UnkRfV75BMqdvU1N5rZUcAZ4w6L7+xfgC8Vr6GneH0/IP++/KqYFPO14vV0At8cO1RuZm8jHw1cQf6eeqa7/8TyZV0+bGbfID9MmzFxwdudvwQOAS4qvneHAnUzG3D3cyxfbufHxbmXHcBJ7n5rUQTf5e5fLh7nX4GvjDs0D/AeYJM9NkP5WDO70N3fAJxIft7kaPEa7ygOoQ8WmaSF2a5/TkRERBpHMaJ3Avmh3Vpx3bvIC9xkI4dNz8w+B6xz99Om8TVHkE+QeUEx6rer+61z9yNmllBagUYMRUSkKRQjhiPApWY2dnj7Th4/u7qV9QAD0/ya5eQzxHdZCgsb9iyStBqNGIqIiIgIoMknIiIiIlJQMRQRERERQMVQRERERAoqhiIiIiICqBiKiIiISEHFUEREREQAFUMRERERKagYioiIiAigYigiIiIiBRVDEREREQFUDEVERESkoGIoIiIiIoCKoYiIiIgUVAxFREREBFAxFBEREZGCiqGIiIiIACqGIiIiIlJQMRQRERERQMVQRERERAoqhiIiIiICqBiKiIiISEHFUEREREQAFUMRERERKagYioiIiAigYigiIiIiBRVDEREREQFUDEVERESkoGIoIiIiIoCKoYiIiIgUVAxFREREBFAxFBEREZGCiqGIiIiIACqGIiIiIlJQMRQRERERQMVQRERERAoqhiIiIiICqBiKiIiISEHFUEREREQA+H8jUzUV0y0+/gAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add weekday\n", "idle_daily_sub = pd.DataFrame(evolve.groupby(['Category', 'Sub-Category', 'Day'])['Duration'].sum()).reset_index(drop = False).copy()\n", "idle_daily_sub = idle_daily_sub[idle_daily_sub.Category == 'Idle']\n", "idle_daily_sub['Weekday'] = pd.to_datetime(idle_daily_sub['Day']).dt.weekday\n", "idle_daily_sub['hours'] = idle_daily_sub.Duration / 60\n", "\n", "# Check idle activities on Tuesdays\n", "idle_tue = idle_daily_sub[idle_daily_sub.Weekday == 1].copy()\n", "\n", "# Configure labels\n", "labs = idle_tue.groupby('Sub-Category').hours.sum().index + ' - ' + \\\n", " (idle_tue.groupby('Sub-Category').hours.mean() / idle_tue.groupby('Sub-Category').hours.mean().sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(idle_tue.groupby('Sub-Category').hours.mean(), labels = labs, colors = sns.color_palette(\"Set2\", 4))\n", "plt.title('Breakdown of Time Spent Idling on Tuesdays', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()\n", "\n", "# Check idle activities on Thursdays\n", "idle_thu = idle_daily_sub[idle_daily_sub.Weekday == 3].copy()\n", "\n", "# Configure labels\n", "labs = idle_thu.groupby('Sub-Category').hours.sum().index + ' - ' + \\\n", " (idle_thu.groupby('Sub-Category').hours.mean() / idle_thu.groupby('Sub-Category').hours.mean().sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(idle_thu.groupby('Sub-Category').hours.mean(), labels = labs, colors = sns.color_palette(\"Set2\", 4))\n", "plt.title('Breakdown of Time Spent Idling on Thursdays', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()\n", "\n", "# Check idle activities on Fridays\n", "idle_fri = idle_daily_sub[idle_daily_sub.Weekday == 4].copy()\n", "\n", "# Configure labels\n", "labs = idle_fri.groupby('Sub-Category').hours.sum().index + ' - ' + \\\n", " (idle_fri.groupby('Sub-Category').hours.mean() / idle_fri.groupby('Sub-Category').hours.mean().sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(idle_fri.groupby('Sub-Category').hours.sum(), labels = labs, colors = sns.color_palette(\"Set2\", 4))\n", "plt.title('Breakdown of Time Spent Idling on Fridays', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()\n", "\n", "# Check idle activities on Saturdays\n", "idle_sat = idle_daily_sub[idle_daily_sub.Weekday == 5].copy()\n", "\n", "# Configure labels\n", "labs = idle_sat.groupby('Sub-Category').hours.mean().index + ' - ' + \\\n", " (idle_sat.groupby('Sub-Category').hours.mean() / idle_sat.groupby('Sub-Category').hours.mean().sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(idle_sat.groupby('Sub-Category').hours.sum(), labels = labs, colors = sns.color_palette(\"Set2\", 4))\n", "plt.title('Breakdown of Time Spent Idling on Saturdays', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring My Personal Development Time\n", "Overall, my three key activities for personal development have been Python programming, reading, and blogging. The graph below shows the breakdown of time spent on each:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract overall idle time\n", "pd_full = evolve[evolve.Category == 'Personal Development']\n", "\n", "# Configure labels\n", "labs = pd_full.groupby('Sub-Category').hours.sum().index + ' - ' + \\\n", " (pd_full.groupby('Sub-Category').hours.sum() / pd_full.hours.sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(pd_full.groupby('Sub-Category').hours.sum(), labels = labs, colors = sns.color_palette(\"Set2\", 7))\n", "plt.title('Breakdown of Time Spent on Personal Development', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I've spent approximately 6 hours on personal development on the weekends, and 1-3 hours on weekdays. There is a noticeable drop in time spent on personal development on Fridays, possibly because I use Fridays to unwind, and end up slacking off a little." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Weekday\n", "pd_daily = evolve_daily[evolve_daily.Category == 'Personal Development'].copy()\n", "pd_daily['Weekday'] = pd.to_datetime(pd_daily.Day).dt.weekday\n", "\n", "# Plot\n", "plt.figure(figsize = (10, 8))\n", "plt.title('Average Time Spent on Personal Development', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "plt.bar(np.arange(len(pd_daily.Weekday.unique())), pd_daily.groupby('Weekday').mean().values / 60, color = '#b1ceeb')\n", "plt.xticks(np.arange(len(pd_daily.Weekday.unique())), ['MON', 'TUE', 'WED', 'THU', 'FRI', 'SAT', 'SUN'])\n", "plt.ylim(0, 7)\n", "plt.ylabel('Hours')\n", "plt.xlabel('Weekday')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Examining my weekend personal development time further, I noticed that my weekly rhythm involves cleaning up my weekly post on Saturdays, and researching for the following week's post on Sundays. I also spent a lot less time reading on weekends, which implies inconsistent reading. I could improve by catering more time for reading on the weekends, and push some programming work to weekday nights." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add weekday\n", "pd_daily_sub = pd.DataFrame(evolve.groupby(['Category', 'Sub-Category', 'Day'])['Duration'].sum()).reset_index(drop = False).copy()\n", "pd_daily_sub = pd_daily_sub[pd_daily_sub.Category == 'Personal Development']\n", "pd_daily_sub['Weekday'] = pd.to_datetime(pd_daily_sub['Day']).dt.weekday\n", "pd_daily_sub['hours'] = pd_daily_sub.Duration / 60\n", "\n", "# Check idle activities on Tuesdays\n", "pd_sat = pd_daily_sub[pd_daily_sub.Weekday == 5].copy()\n", "\n", "# Configure labels\n", "labs = pd_sat.groupby('Sub-Category').hours.sum().index + ' - ' + \\\n", " (pd_sat.groupby('Sub-Category').hours.mean() / pd_sat.groupby('Sub-Category').hours.mean().sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(pd_sat.groupby('Sub-Category').hours.mean(), labels = labs, colors = sns.color_palette(\"Set2\", 4))\n", "plt.title('Breakdown of Time Spent on Personal Devt on Saturdays', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()\n", "\n", "# Check idle activities on Thursdays\n", "pd_sun = pd_daily_sub[pd_daily_sub.Weekday == 6].copy()\n", "\n", "# Configure labels\n", "labs = pd_sun.groupby('Sub-Category').hours.sum().index + ' - ' + \\\n", " (pd_sun.groupby('Sub-Category').hours.mean() / pd_sun.groupby('Sub-Category').hours.mean().sum() * 100).round(2).astype(str) + '%'\n", "\n", "# Plot\n", "plt.figure(figsize = (10,10))\n", "plt.pie(pd_sun.groupby('Sub-Category').hours.mean(), labels = labs, colors = sns.color_palette(\"Set2\", 6))\n", "plt.title('Breakdown of Time Spent on Personal Devt on Sundays', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "my_circle=plt.Circle( (0,0), 0.7, color='white')\n", "p=plt.gcf()\n", "p.gca().add_artist(my_circle)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring Health\n", "Next, we examine the time I've spent looking after my body. First, we see that my meal timings have not been very consistent. I usually have my lunch within a 3-hour block from 11 am to 2 pm, and dinner within a 2-hour block from 6 pm to 8 pm. The data also shows that I don't eat breakfast consistently." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Extract eating time\n", "bf_data = evolve[(evolve['Sub-Category'] == 'Eating') & evolve.Remarks.str.contains('Breakfast')].copy()\n", "lunch_data = evolve[(evolve['Sub-Category'] == 'Eating') & evolve.Remarks.str.contains('Lunch')].copy()\n", "dinner_data = evolve[(evolve['Sub-Category'] == 'Eating') & evolve.Remarks.str.contains('Dinner')].copy()\n", "\n", "# Compute time\n", "bf_data['time'] = bf_data['Time Start'].dt.time\n", "lunch_data['time'] = lunch_data['Time Start'].dt.time\n", "dinner_data['time'] = dinner_data['Time Start'].dt.time\n", "\n", "# Remove outlier\n", "lunch_data.drop(420, axis = 0, inplace = True)\n", "\n", "# Get mean breakfast time\n", "bf_times = pd.to_datetime(bf_data['Time Start'])\n", "# pd.to_timedelta(int((bf_times.dt.hour*3600+bf_times.dt.minute*60+bf_times.dt.second).mean()),unit='s')\n", "\n", "# Get mean lunch time\n", "lunch_times = pd.to_datetime(lunch_data['Time Start'])\n", "# pd.to_timedelta(int((lunch_times.dt.hour*3600+lunch_times.dt.minute*60+lunch_times.dt.second).mean()),unit='s')\n", "\n", "# Get mean dinner time\n", "dinner_times = pd.to_datetime(dinner_data['Time Start'])\n", "# pd.to_timedelta(int((dinner_times.dt.hour*3600+dinner_times.dt.minute*60+dinner_times.dt.second).mean()),unit='s')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot mealtimes\n", "plt.figure(figsize = (10, 8))\n", "plt.plot(bf_data.Day, bf_data.time, label = 'Breakfast', color = '#ff9966')\n", "plt.plot(bf_data.Day, bf_data.time, 'rD', color = '#ff9966', markersize = 4)\n", "plt.plot(lunch_data.Day, lunch_data.time, label = 'Lunch', color = '#133056')\n", "plt.plot(lunch_data.Day, lunch_data.time, 'rD', color = '#133056', markersize = 4)\n", "plt.plot(dinner_data.Day, dinner_data.time, label = 'Dinner', color = '#b1ceeb')\n", "plt.plot(dinner_data.Day, dinner_data.time, 'rD', color = '#b1ceeb', markersize = 4)\n", "plt.hlines(y = '08:31:32', xmin = lunch_data.Day.min(), xmax = lunch_data.Day.max(), color = '#133056', linewidth = 1.5, linestyle = 'dashed')\n", "plt.hlines(y = '12:33:24', xmin = lunch_data.Day.min(), xmax = lunch_data.Day.max(), color = '#6fceb0', linewidth = 1.5, linestyle = 'dashed')\n", "plt.hlines(y = '19:03:48', xmin = dinner_data.Day.min(), xmax = dinner_data.Day.max(), color = '#f85b74', linewidth = 1.5, linestyle = 'dashed')\n", "plt.legend()\n", "plt.title('Chow Times', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "plt.ylabel('Time of Day')\n", "plt.xlabel('Date')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we look at exercise. Prior to starting the *Evolve* regime, I didn't spend any time on exercising. As I tracked my time, I noticed the lack of any effort in investing in health (and also, my body decided that tight-fit clothing was in fashion). Hence, I resolved to spend some time every day exercising. It could be 10 minutes of push ups or a 20-minute run - it didn't matter how long, as long as I was active for a while. As you can see, I'm still working on that." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract eating time\n", "ex_data = evolve_daily[evolve_daily['Category'] == 'Health'].copy()\n", "\n", "plt.figure(figsize = (10, 8))\n", "plt.plot(pd.to_datetime(ex_data.Day), ex_data.Duration, color = '#133056')\n", "plt.xlabel('Date')\n", "plt.ylabel('Minutes')\n", "plt.xticks(rotation = '45')\n", "plt.title('Time Spent on Exercise', fontdict = {'fontweight': 'bold', 'fontsize': 20})\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# A Final Note on the Data\n", "The data contained all my activities from 9 Oct 18 to 11 Nov 18, which was about a month's worth of data. That means that the recommendations from the simple analysis in this post may not be well-grounded because there was insufficient data. However, it shows the potential of activity and finance tracking to help you optimise your life and gain awareness of how you're spending your time and money. Personally, I feel motivated from both achieving things I want (more exercise, personal development) and knowing where I can improve (exercise, idle time)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Moving Forward\n", "I plan to stay on this regime for 1 year. Hopefully, I will have good things to review next December. I also plan to release the *Evolve* app for free to enable anyone who wants a go at tackling procrastination in their lives to take the first step toward *evolution*. Stay tuned for more updates." ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }