Participant Data Analysis.ipynb

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    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# ignoring the warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# We will display plots right inside Jupyter Notebook\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# We will use the Seaborn library\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "# Graphics in SVG format are more sharp and legible. Sometimes it can take longer to load.\n",
    "# Use : %config InlineBackend.figure_format = 'png' in that case\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "from numpy.polynomial.polynomial import polyfit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
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   "source": [
    "df = pd.read_csv('Data/Participant_Data.csv')\n",
    "# remove the participant code column, Like, Not Like and Change columns\n",
    "df = df.drop(['Unnamed: 0', 'Like', 'Not Like', 'Change'],axis=1) \n",
    "df.index += 1\n",
    "# Considering only the first 10 participants for now\n",
    "df = df.iloc[:10,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Expert</th>\n",
       "      <th>TimeD1</th>\n",
       "      <th>TimeD2</th>\n",
       "      <th>Q1</th>\n",
       "      <th>Q2</th>\n",
       "      <th>Q3</th>\n",
       "      <th>Q4</th>\n",
       "      <th>Q5</th>\n",
       "      <th>Q6</th>\n",
       "      <th>Q7</th>\n",
       "      <th>Q8D1</th>\n",
       "      <th>Q8D2</th>\n",
       "      <th>Q9D1</th>\n",
       "      <th>Q9D2</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>4:09</td>\n",
       "      <td>3:47</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
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       "      <td>2.5</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>3:53</td>\n",
       "      <td>3:43</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1:48</td>\n",
       "      <td>3:03</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>4:30</td>\n",
       "      <td>3:30</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>2:15</td>\n",
       "      <td>3:42</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
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       "   Expert TimeD1 TimeD2   Q1   Q2  Q3  Q4   Q5  Q6   Q7  Q8D1  Q8D2  Q9D1  \\\n",
       "1       1   4:09   3:47  1.5  2.5   1   2  1.5   3  1.5   2.5   2.0   2.5   \n",
       "2       0   3:53   3:43  2.0  3.0   1   3  1.0   3  1.0   1.0   2.0   2.0   \n",
       "3       0   1:48   3:03  3.0  3.0   1   3  3.0   3  1.0   3.0   2.0   3.0   \n",
       "4       0   4:30   3:30  2.0  3.0   1   2  2.0   3  1.0   1.0   2.0   1.0   \n",
       "5       0   2:15   3:42  2.0  3.0   1   3  2.0   3  2.0   1.0   3.0   3.0   \n",
       "\n",
       "   Q9D2  Q10D1  Q10D2  \n",
       "1   2.5    2.5      3  \n",
       "2   3.0    1.0      2  \n",
       "3   3.0    2.0      2  \n",
       "4   2.0    1.0      2  \n",
       "5   2.0    1.0      3  "
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   "source": [
    "df.head()"
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   "cell_type": "markdown",
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   "source": [
    "### Time Related Comparisons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def convert_to_sec(time):\n",
    "    minutes,sec = time.split(':')\n",
    "    return int(minutes)*60 + int(sec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
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   "outputs": [],
   "source": [
    "# Convert time to sec. Currently in mm:ss format\n",
    "df['TimeD1'] = df['TimeD1'].map(convert_to_sec)\n",
    "df['TimeD2'] = df['TimeD2'].map(convert_to_sec)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 83,
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   "source": [
    "# Plot the distribution of timings within subjects analysis\n",
    "plt.plot(df['TimeD1'],'bs')\n",
    "plt.plot(df['TimeD2'],'rs')\n",
    "plt.legend(['Without Assistant','With Assistant'])\n",
    "plt.ylabel('Time (sec)')\n",
    "plt.xlabel('Participant ID')\n",
    "plt.savefig('plots/time_dist.png', bbox_inches='tight')"
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  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
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    {
     "data": {
      "text/plain": [
       "(TimeD1    63.747854\n",
       " TimeD2    54.315539\n",
       " dtype: float64, TimeD1    207.3\n",
       " TimeD2    257.8\n",
       " dtype: float64)"
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     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
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  {
   "cell_type": "code",
   "execution_count": 85,
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    "# Mean timings for collective analysis\n",
    "df.mean()[1:3].plot(kind='bar',yerr=df.std()[1:3])\n",
    "plt.xticks(range(2), ['Without Assistant','With Assistant'], rotation=0)\n",
    "plt.ylabel('Mean Time (sec)')\n",
    "plt.savefig('plots/mean_timings.png', bbox_inches='tight')"
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   "source": [
    "### Questions related to the Assistant (Q1-7)"
   ]
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   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
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    "# Select only the first 7 questions\n",
    "ques_cols = ['Q1', 'Q2', 'Q3', 'Q4', 'Q5', 'Q6', 'Q7']\n",
    "ques_df = df[ques_cols]"
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   "execution_count": 87,
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       "    Q1   Q2  Q3  Q4   Q5  Q6   Q7\n",
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   "source": [
    "# Showing the negative ques in red, positive ques in green\n",
    "ques = ['Use Frequently', 'Easy to Use', 'Need Human Assistance', 'Functions well integrated', 'Inconsistency', 'Easy to learn', 'Cumbersome to use']\n",
    "colors=['g','g','r','g','r','g','r']\n",
    "ques_df.mean().plot(kind='bar', yerr=ques_df.std(), colors=colors)\n",
    "plt.xticks(range(7))\n",
    "plt.ylabel('Mean Rating (Scale: 1-3)')\n",
    "plt.xlabel('Participant Questions')\n",
    "plt.savefig('plots/participant_Q1-7.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### TODO: Show the values on the bars."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Questions for comparing the designs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Extract the design related columns\n",
    "design_df = df.iloc[:,-6:]"
   ]
  },
  {
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   "execution_count": 91,
   "metadata": {
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   "source": [
    "wo_df_cols = [x for x in design_df.columns if x.endswith('D1')]\n",
    "wi_df_cols = [x for x in design_df.columns if x.endswith('D2')]\n",
    "wo_df = design_df[wo_df_cols]\n",
    "wi_df = design_df[wi_df_cols]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- *wi_df* is the dataframe for designs drawn with the assistant \n",
    "- *wo_df* is the dataframe for designs drawn without the assistant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Getting rid of the 'P*' and 'O*' substrings\n",
    "wi_df.columns = [x[:-2] for x in wi_df.columns]\n",
    "wo_df.columns = [x[:-2] for x in wo_df.columns]"
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  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
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    "# Calculate the means and std for plots\n",
    "wi_df_mean = wi_df.mean()\n",
    "wo_df_mean = wo_df.mean()\n",
    "wi_df_std = wi_df.std()\n",
    "wo_df_std = wo_df.std()"
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   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
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    "# Combining the two cases into one dataframe\n",
    "design_df_mean = pd.DataFrame([wo_df_mean, wi_df_mean]).T\n",
    "design_df_std = pd.DataFrame([wo_df_std, wi_df_std]).T"
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    "labels = ['Visual Appeal','Usability','Satisfaction']\n",
    "design_df_mean.plot(kind='bar',yerr=design_df_std)\n",
    "plt.legend(['Without Assistant','With Assistant'])\n",
    "plt.xticks(range(3), labels, rotation=0)\n",
    "plt.xlabel('Parameters')\n",
    "plt.ylabel('Mean Rating (Scale: 1-3)')\n",
    "plt.savefig('plots/participant_Q_params.png', bbox_inches='tight')"
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  {
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   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Studying the relation between time for completion and quality of mockups\n",
    "The idea is to see if there exists a relation between time for completion vs the quality of mockups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "# Import data after preprocessing from Expert Data Analysis\n",
    "wo_df = pd.read_csv('Data/wo_df.csv')\n",
    "wi_df = pd.read_csv('Data/wi_df.csv')"
   ]
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   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "numQues = 5\n",
    "numParticipants = int(wo_df.shape[1] / numQues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "cols = [i for i in range(1,numParticipants+1) for j in range(numQues)]\n",
    "wo_df.columns = cols"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The quality of mockups are quanitified by using a simple mean for the 5 parameters: ['Usability','Completeness','Familiarity','Atractiveness','Consistency'] used for getting the rating from independent expert evaluators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "wo_df_group = wo_df.groupby(wo_df.columns, axis=1).mean()\n",
    "wo_df_mean = pd.DataFrame(wo_df_group.mean())\n",
    "wo_df_mean = wo_df_mean.rename(columns={0:'mean'})"
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   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "wi_df.columns = cols\n",
    "wi_df_group = wi_df.groupby(wi_df.columns, axis=1).mean()\n",
    "wi_df_mean = pd.DataFrame(wi_df_group.mean())\n",
    "wi_df_mean = wi_df_mean.rename(columns={0:'mean'})"
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   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "# Creating a dataframe with columns as time and mean ratings. Then sorting by time taken.\n",
    "# tr1 is the prefix for time-rating-design1\n",
    "# tr2 is the prefix for time-rating-design2\n",
    "tr1_df = pd.concat((pd.DataFrame(df['TimeD1']), pd.DataFrame(df['Expert']), wo_df_mean), axis=1)\n",
    "tr1_sorted = tr1_df.sort_values(by=['TimeD1'])\n",
    "\n",
    "tr2_df = pd.concat((pd.DataFrame(df['TimeD2']), pd.DataFrame(df['Expert']), wi_df_mean), axis=1)\n",
    "tr2_sorted = tr2_df.sort_values(by=['TimeD2'])"
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   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "def plot_relation(x,y,c,xlabel,ylabel,filename):\n",
    "    plt.scatter(x, y, c=c)\n",
    "    b, m = polyfit(x, y, 1)\n",
    "    plt.plot(x, b + m * x, '-')\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.savefig(filename, bbox_inches='tight')"
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   "cell_type": "code",
   "execution_count": 28,
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   "source": [
    "plot_relation(x=tr1_sorted['TimeD1'], y = tr1_sorted['mean'],c=tr1_sorted['Expert'],\\\n",
    "             xlabel='Time (sec) for designing without Assistant', ylabel='Mean Rating (Scale:1-3)',\\\n",
    "             filename='plots/time_wo_plot.png')"
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  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
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   ],
   "source": [
    "plot_relation(x=tr2_sorted['TimeD2'], y = tr2_sorted['mean'],c=tr2_sorted['Expert'],\\\n",
    "             xlabel='Time (sec) for designing with Assistant', ylabel='Mean Rating (Scale:1-3)',\\\n",
    "             filename='plots/time_wi_plot.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the plots above:\n",
    "- The black dots are for \"Expert Designers\" and white are for \"Novice Designers\"\n",
    "- The regression line fits the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "### TODO: Show that black dots mean experienced designers and white dots mean novice in the plots"
   ]
  }
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