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Measuring Work-Life Balance
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# import modules\n",
"from docx import Document\n",
"import pandas as pd\n",
"from dateutil.parser import parse\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import matplotlib.cbook as cbook\n",
"%matplotlib inline\n",
"import datetime\n",
"import seaborn as sns\n",
"import numpy as np\n",
"\n",
"\n",
"# use fivethirtyeight plot style\n",
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# create dictionary to store hours from timesheet\n",
"data = dict()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# create list of years and months to loop through all time sheets\n",
"years = ['2009','2010','2011','2012','2013','2014','2015']\n",
"months = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'June', 'July', 'Aug', 'Sept', 'Oct', 'Nov', 'Dec']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# initialize counter to serve as dictionary keys\n",
"count = 0\n",
"\n",
"# loop through time sheets and extract hours\n",
"for year in years: # loop through list of years\n",
" for month in months: # loop through list of months\n",
" try: # exception handling for missing months \n",
" path = '/Users/MRA/Desktop/admin/chart-it/GG hours/AZAR Timesheet {} {}.docx'.format(month, year) # filepath\n",
" document = Document(path) # Document object constructor for each file\n",
" for x in range(1,len(document.tables[0].rows)): # loop through rows in table\n",
" if document.tables[0].rows[x].cells[2].paragraphs[0].text == '': # skip blank rows\n",
" continue\n",
" else: # skip vacation and holiday hours\n",
" if ('vacation' in str.lower(document.tables[0].rows[x].cells[2].paragraphs[0].text)) \\\n",
" or ('holiday' in str.lower(document.tables[0].rows[x].cells[2].paragraphs[0].text)): \n",
" continue\n",
" else: \n",
" # add hours to dictionary with counter as key (for each logged task), and \n",
" # values as a list of date and hours.\n",
" # dateutil.parser is used to convert date from time sheet into datetime object.\n",
" # 'year' from year loop added to the end of the date since date format in time sheet is only month-day.\n",
" # date is converted into lower case string because of inconsistent format in time sheet.\n",
" # date is converted into ascii from unicode so that it is compatible with the dateutil.parser function.\n",
" data[count] = list([parse(str.lower(document.tables[0].rows[x].cells[0].paragraphs[0].text) + \\\n",
" \"-\" + year), document.tables[0].rows[x].cells[1].paragraphs[0].text])\n",
" count += 1\n",
" except:\n",
" continue"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# load dictionary into pandas data frame\n",
"df = pd.DataFrame.from_dict(data, orient='index').reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# delete index columns\n",
"del df['index']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# rename columns\n",
"df.columns = ['Date', 'Hours']"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# set index as Date column\n",
"df = df.set_index('Date')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\MRA\\Anaconda3\\lib\\site-packages\\IPython\\kernel\\__main__.py:2: FutureWarning: convert_objects is deprecated. Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.\n",
" from IPython.kernel.zmq import kernelapp as app\n"
]
}
],
"source": [
"# convert Hours into float data type\n",
"df['Hours'] = df['Hours'].convert_objects(convert_numeric = True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# exclude dates when I was not a full time employee\n",
"df_weekly_FT = df['2010-04-05':].resample('W',how='sum')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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qD+JluVQqFb8eLUEQBEE4G1qtFtHR0Rg7diyefvppDB8+HEuXLkVeXh7fZ/r06di4caPZ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\nFy7EggULMGnSJJx99tlYuHAh+vTpgz179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XtHY+4T98JmC177jh078P3332Phx9tw8BhN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\nIiLZYZBKRERERLLDIJWIiIiIZOf/AXH8AGs9JFbfAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xbcc05c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot weekly hours in line chart\n",
"plt.figure(figsize=(10, 6)) \n",
"ax = plt.subplot(111) \n",
"ax.grid(False)\n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.get_xaxis().tick_bottom() \n",
"ax.get_yaxis().tick_left() \n",
"plt.ylim(20, 70)\n",
"plt.ylabel(\"Hours Per Week\", size=14)\n",
"plt.yticks(size=14)\n",
"plt.xlabel(\"\", size=14)\n",
"plt.xticks(size=14)\n",
"\n",
"# plot moving averages of weekly hours\n",
"plt.plot(df_weekly_FT.index, pd.rolling_mean(df_weekly_FT.interpolate(method='values'),4), color='orange', \\\n",
" alpha=0.5, label='Four Week Moving Average')\n",
"plt.plot(df_weekly_FT.index, pd.rolling_mean(df_weekly_FT.interpolate(method='values'),16), color='black', \\\n",
" label='Sixteen Week Moving Average')\n",
"\n",
"# calculate trend line slope and intercept\n",
"x = df_weekly_FT.dropna()\n",
"x = x.reset_index().reset_index()['index']\n",
"y = df_weekly_FT.Hours.dropna()\n",
"slope,intercept=np.polyfit(x,y,1)\n",
"\n",
"# create a list of values in the best fit line\n",
"ablineValues = []\n",
"for i in range(0,287):\n",
" ablineValues.append(slope*i+intercept)\n",
"\n",
"# plot trend line\n",
"plt.plot(df_weekly_FT.index, ablineValues, 'b', label='Trend')\n",
"\n",
"legend = plt.legend(fontsize=14, bbox_to_anchor=(1, 1.1))\n",
"legend.get_frame().set_facecolor('#00FFCC')\n",
"\n",
"ax.text('2012', 12, \"From: chart-it (MikeRAzar.com/chart-it)\", fontsize=12) \n",
"\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 285.000000\n",
"mean 43.831579\n",
"std 11.814781\n",
"min 9.000000\n",
"25% 38.000000\n",
"50% 42.500000\n",
"75% 51.000000\n",
"max 79.000000\n",
"Name: Hours, dtype: float64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# summary statistics\n",
"df_weekly_FT.Hours.describe()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x9ae5c88>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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PvFyt4OrVq2RmZmJjY6P0r127tvJ7YmLiW4/3ySef5Di3+vXrk5CQQGpqKomJ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\nhOjx/gNRVVHOnh8MTgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x9784128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot weekly hours in histogram\n",
"plt.figure(figsize=(10, 6)) \n",
"ax = plt.subplot(111) \n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.get_xaxis().tick_bottom() \n",
"ax.get_yaxis().tick_left() \n",
"ax.set_xlim(10,80)\n",
"ax.grid(False)\n",
"\n",
"plt.hist(df_weekly_FT.Hours.dropna())\n",
"\n",
"plt.ylabel(\"Number of Weeks\", size=14)\n",
"plt.yticks(size=14)\n",
"\n",
"plt.xlabel(\"Hours Per Week\", size=14)\n",
"plt.xticks(size=14)\n",
"\n",
"x = df_weekly_FT.Hours.mean()\n",
"y = df_weekly_FT.Hours.std()\n",
"z = df_weekly_FT.Hours.max()\n",
"v = df_weekly_FT.Hours.median()\n",
"q = df_weekly_FT.Hours.quantile(0.75)\n",
"\n",
"ax.text(x=60,y=65,s='Summary Statistics', fontsize=14, weight='bold')\n",
"ax.text(x=60,y=60,s='Average Week:{: .1f} hours'.format(x), fontsize=14)\n",
"ax.text(x=60,y=55,s='Standard Deviation:{: .1f} hours'.format(y), fontsize=14)\n",
"ax.text(x=60,y=50,s='Median Week:{: .1f} hours'.format(v), fontsize=14)\n",
"ax.text(x=60,y=45,s='Busiest Week:{: .1f} hours'.format(z), fontsize=14)\n",
"ax.text(x=60,y=40,s='75 %tile:{: .1f} hours'.format(q), fontsize=14)\n",
"\n",
"ax.text(33, -17, \"From: chart-it (MikeRAzar.com/chart-it)\", fontsize=12) "
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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to9Ix0pBIjW+UJk5FQ0zq2bNn+b/9fj8z0TUSSH13JYLB6/WKevKorxFixLwl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\nqhBCCCGEMDv/B3rfaB+NBrb5AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xbaf5898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot weekly hours in line chart\n",
"plt.figure(figsize=(10, 6)) \n",
"ax = plt.subplot(111) \n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.get_xaxis().tick_bottom() \n",
"ax.get_yaxis().tick_left() \n",
"plt.ylabel(\"Hours Per Week\", size=14)\n",
"plt.yticks(size=14)\n",
"plt.xlabel(\"\", size=14)\n",
"plt.xticks(size=14)\n",
"ax.grid(False)\n",
"\n",
"# plot moving averages of weekly hours\n",
"plt.plot(df_weekly_FT.index, df_weekly_FT.interpolate(method='values'), color='black', \\\n",
" alpha=0.5, label='Hours Per Week')\n",
"\n",
"# calculate trend line slope and intercept\n",
"x = df_weekly_FT.dropna()\n",
"x = x.reset_index().reset_index()['index']\n",
"y = df_weekly_FT.Hours.dropna()\n",
"slope,intercept=np.polyfit(x,y,1)\n",
"\n",
"# create a list of values in the best fit line\n",
"ablineValues = []\n",
"for i in range(0,287):\n",
" ablineValues.append(slope*i+intercept)\n",
"\n",
"# plot trend line\n",
"plt.plot(df_weekly_FT.index, ablineValues, 'b', label='Trend')\n",
"\n",
"plt.legend(fontsize=14)\n",
"ax.text('2012', -13, \"From: chart-it (MikeRAzar.com/chart-it)\", fontsize=12) \n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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yhIkH1PXL0dFR6/dSyc3NDVeuXEF2djbu3LmD+fPng8fjQSqVAgD+9a9/YePG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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xbd652e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot standard deviation weekly hours in line chart\n",
"plt.figure(figsize=(10, 6)) \n",
"ax = plt.subplot(111) \n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.get_xaxis().tick_bottom() \n",
"ax.get_yaxis().tick_left() \n",
"plt.ylabel(\"Hours Per Week\", size=14)\n",
"plt.yticks(size=14)\n",
"plt.xlabel(\"\", size=14)\n",
"plt.xticks(size=14)\n",
"ax.grid(False)\n",
"\n",
"rolling_std = pd.rolling_mean(pd.rolling_std(df_weekly_FT.interpolate(method='values'), 4),16).dropna()\n",
"rolling_std_index = rolling_std.reset_index().reset_index()['index']\n",
"\n",
"# plot moving averages of weekly hours standard deviation\n",
"plt.plot(rolling_std.index, rolling_std, color='black', \\\n",
" alpha=0.5, label='Sixteen Week Moving Average')\n",
"\n",
"# calculate trend line slope and intercept\n",
"x = rolling_std_index\n",
"y = rolling_std\n",
"slope,intercept=np.polyfit(x,y,1)\n",
"\n",
"# create a list of values in the best fit line\n",
"ablineValues = []\n",
"for i in range(0,len(x)):\n",
" ablineValues.append(slope*i+intercept)\n",
"\n",
"# plot trend line\n",
"plt.plot(rolling_std.index, ablineValues, 'b', label='Trend')\n",
"\n",
"plt.legend(fontsize=14)\n",
"\n",
"ax.text(0.31, -0.15, \"From: chart-it (MikeRAzar.com/chart-it)\", fontsize=12, transform=ax.transAxes) \n",
"ax.text(0.31, 1.05, \"(Including Spike in 2011)\", fontsize=14, transform=ax.transAxes, weight='bold') \n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0xbac2b00>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0Otx3333YtGmTxSVRPdndd9+NWbNmwdfXF3v37kVVVRWmT59uk+CKfb277rvvvkNiYiKu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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xba85160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot standard deviation weekly hours in line chart excluding spike in 2010\n",
"plt.figure(figsize=(10, 6)) \n",
"ax = plt.subplot(111) \n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.get_xaxis().tick_bottom() \n",
"ax.get_yaxis().tick_left() \n",
"plt.ylabel(\"Hours Per Week\", size=14)\n",
"plt.yticks(size=14)\n",
"plt.xlabel(\"\", size=14)\n",
"plt.xticks(size=14)\n",
"ax.set_ylim(2,14)\n",
"ax.grid(False)\n",
"\n",
"rolling_std = pd.rolling_mean(pd.rolling_std(df_weekly_FT['2011-04':].interpolate(method='values'), 4),16).dropna()\n",
"rolling_std_index = rolling_std.reset_index().reset_index()['index']\n",
"\n",
"# plot moving averages of weekly hours standard deviation\n",
"plt.plot(rolling_std.index, rolling_std, color='black', \\\n",
" alpha=0.5, label='Sixteen Week Moving Average')\n",
"\n",
"# calculate trend line slope and intercept\n",
"x = rolling_std_index\n",
"y = rolling_std\n",
"slope,intercept=np.polyfit(x,y,1)\n",
"\n",
"# create a list of values in the best fit line\n",
"ablineValues = []\n",
"for i in range(0,len(x)):\n",
" ablineValues.append(slope*i+intercept)\n",
"\n",
"# plot trend line\n",
"plt.plot(rolling_std.index, ablineValues, 'b', label='Trend')\n",
"\n",
"\n",
"# format the ticks\n",
"years = mdates.YearLocator() # every year\n",
"months = mdates.MonthLocator() # every month\n",
"yearsFmt = mdates.DateFormatter('%Y')\n",
"\n",
"ax.xaxis.set_major_locator(years)\n",
"ax.xaxis.set_major_formatter(yearsFmt)\n",
"ax.xaxis.set_minor_locator(months)\n",
"\n",
"datemin = datetime.date(rolling_std.index.year.min(), 8, 1)\n",
"datemax = datetime.date(rolling_std.index.year.max(), 1, 1)\n",
"ax.set_xlim(datemin, datemax)\n",
"\n",
"ax.text(0.35, -0.15, \"From: chart-it (MikeRAzar.com/chart-it)\", fontsize=12,transform=ax.transAxes) \n",
"ax.text(0.35, 1.0, \"(Excluding Spike in 2011)\", fontsize=14, transform=ax.transAxes, weight='bold') \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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