diff --git a/python/cell_cycle_gating/examples/Examples for plotting.ipynb b/python/cell_cycle_gating/examples/Examples for plotting.ipynb
new file mode 100644
index 0000000..cdfd0d5
--- /dev/null
+++ b/python/cell_cycle_gating/examples/Examples for plotting.ipynb	
@@ -0,0 +1,211 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from cell_cycle_gating import run_cell_cycle_gating as rccg\n",
+    "import pandas as pd\n",
+    "from cell_cycle_gating.plotting import *\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "d:\\dropbox (personal)\\scripts\\python codes\\drugresponse\\python\\cell_cycle_gating\\cellcycle_phases.py:279: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.\n",
+      "To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.\n",
+      "  z = np.linalg.lstsq((e + p), y)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Completed analysis for 10 out of 10 wells\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Name of object level directory\n",
+    "obj = 'EX_01[78956]'\n",
+    "\n",
+    "# Load metadata file (OPTIONAL)\n",
+    "dfm = pd.read_csv('EX_01_metadata.csv')\n",
+    "\n",
+    "# Map user defined channel names to standarized names required by the script\n",
+    "ndict = {'Nuclei Selected - EdUINT': 'edu',\n",
+    "        'Nuclei Selected - DNAcontent': 'dna',\n",
+    "        'Nuclei Selected - LDRTXT SER Spot 8 px' : 'ldr',\n",
+    "        'Nuclei Selected - pH3INT': 'ph3'}\n",
+    "dfs = rccg.run(obj, ndict, dfm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## individual plotting module"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "dfs['dead'] = -dfs.cell_count__dead/dfs.cell_count__total\n",
+    "plot_stacked_bar(dfs,data_cols=['G1', 'S', 'G2', 'M','S_dropout', 'other', 'dead'], figname=None)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## batch plotting function, plotting agents as columns."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x1296 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fake_data = pd.DataFrame()\n",
+    "for i in range(3):\n",
+    "    df = dfs.copy()\n",
+    "    df.agent = df.agent.apply(lambda x: x + '_rep_' + str(i+1))\n",
+    "    fake_data = fake_data.append(df)\n",
+    "batch_stacked_bar_plot(fake_data,data_cols = ['G1', 'S', 'G2', 'M', 'S_dropout', 'other'], row_by='cell_line',col_by='agent')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Row by agent and col by cell line"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x2592 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "batch_stacked_bar_plot(fake_data,row_by='agent',col_by='cell_line')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## import testing data from imstore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "data_path = os.path.join('Z:\\sorger\\data\\Operetta\\Caitlin\\DeepDyeDrop\\CDK7_01[6108]')\n",
+    "metadata_fn = os.path.join(data_path,'CDK7Hap1_dfm.csv')\n",
+    "metadata = pd.read_csv(metadata_fn,index_col=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plotting 3d stacked hist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "p=data_processing_stacked_hist3d(metadata,data_path, agents=['CDK7C YKL-5-124'], doses=['0.3','0.6','1'], cells=['HAP1 WT'])\n",
+    "g = stacked_hist3d(p)\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "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": "3.6.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/python/cell_cycle_gating/examples/working_code_jake.ipynb b/python/cell_cycle_gating/examples/working_code_jake.ipynb
deleted file mode 100644
index c9ea9b4..0000000
--- a/python/cell_cycle_gating/examples/working_code_jake.ipynb
+++ /dev/null
@@ -1,174 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from cell_cycle_gating import run_cell_cycle_gating as rccg\n",
-    "import pandas as pd\n",
-    "from cell_cycle_gating.plotting import *\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Name of object level directory\n",
-    "obj = 'EX_01[78956]'\n",
-    "\n",
-    "# Load metadata file (OPTIONAL)\n",
-    "dfm = pd.read_csv('EX_01_metadata.csv')\n",
-    "\n",
-    "# Map user defined channel names to standarized names required by the script\n",
-    "ndict = {'Nuclei Selected - EdUINT': 'edu',\n",
-    "        'Nuclei Selected - DNAcontent': 'dna',\n",
-    "        'Nuclei Selected - LDRTXT SER Spot 8 px' : 'ldr',\n",
-    "        'Nuclei Selected - pH3INT': 'ph3'}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "d:\\dropbox (personal)\\scripts\\python codes\\drugresponse\\python\\cell_cycle_gating\\cellcycle_phases.py:279: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.\n",
-      "To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.\n",
-      "  z = np.linalg.lstsq((e + p), y)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Completed analysis for 10 out of 10 wells\n"
-     ]
-    }
-   ],
-   "source": [
-    "dfs = rccg.run(obj, ndict, dfm)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "dfs['dead'] = -dfs.cell_count__dead/dfs.cell_count__total\n",
-    "plot_stacked_bar(dfs,data_cols=['G1', 'S', 'G2', 'M','S_dropout', 'other', 'dead'], figname=None)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1152x648 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 648x1152 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from cell_cycle_gating.plotting import *\n",
-    "dfs.concentration = dfs.concentration.astype(str)\n",
-    "# plot_stacked_bar(dfs,figname=None)\n",
-    "batch_stacked_bar_plot(dfs,data_cols = ['G1', 'S', 'G2', 'M', 'S_dropout', 'other', 'dead'], row_by='cell_line',col_by='agent',figsize=(16,9))\n",
-    "batch_stacked_bar_plot(dfs,row_by='agent',col_by='cell_line',figsize=(9,16))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "data = pd.DataFrame()\n",
-    "for i in range(4):\n",
-    "    m1 = np.random.normal(size=10000)\n",
-    "    m2 = np.random.normal(loc = 5, scale = 0.5, size=10000)\n",
-    "    data = pd.concat([data, pd.Series(np.hstack([m1,m2]), name='sample_'+str(i+1))], axis = 1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "group_hist3d(data)"
-   ]
-  }
- ],
- "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": "3.6.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/python/cell_cycle_gating/plotting.py b/python/cell_cycle_gating/plotting.py
index 103f62c..f1dd1f4 100644
--- a/python/cell_cycle_gating/plotting.py
+++ b/python/cell_cycle_gating/plotting.py
@@ -2,7 +2,10 @@
 import numpy as np
 import matplotlib.pyplot as plt
 import seaborn as sns
+import os
 from mpl_toolkits.mplot3d import Axes3D
+from mpl_toolkits.mplot3d.art3d import Poly3DCollection
+from sklearn.preprocessing import robust_scale
 
 
 def plot_stacked_bar(data, ax=None,
@@ -13,17 +16,24 @@ def plot_stacked_bar(data, ax=None,
                      title=None,
                      show_legend=True,
                      **kwargs):
-    '''
-    Make stacked barplot. Figure is saved to the current working folder.
+    """Make stacked barplot. Figure is saved to the current working folder.
+
     Parameters
-    ========
-    data: pd.DataFrame, report dataframe from the 'run_cell_cycle_gating' function
-    ax: matplotlib.pyplot.Axes object, the axes to plot onto. 
-    data_cols, list of str, columns to be plotted. By default it is ['G1', 'S', 'G2', 'S_dropout', 'other', 'M'].
-    condition_cols: list or str, columns names to group the data, by default it is ['agent', 'cell_line', 'well'].
-    figname: str, output figure name, if None, no figure will be saved. 
-    stacked: bool, weather to plot stacked bars.
-    '''
+    --------
+    data: pd.DataFrame
+        report dataframe from the 'run_cell_cycle_gating' function
+    ax: matplotlib.pyplot.Axes
+        the axes to plot onto.
+    data_cols, list of str
+        columns to be plotted. By default it is ['G1', 'S', 'G2', 'S_dropout', 'other', 'M'].
+    condition_cols: list or str
+        columns names to group the data, by default it is ['agent', 'cell_line', 'well'].
+    figname: str
+        output figure name, if None, no figure will be saved.
+    stacked: bool
+        weather to plot stacked bars.
+
+    """
     ax = ax or plt.gca()
     if isinstance(condition_cols, str):
         data.set_index(condition_cols, inplace=True)
@@ -56,21 +66,32 @@ def batch_stacked_bar_plot(data,
                            stacked=True,
                            savefig=False,
                            **kwargs):
-    '''
-    Make panels of stacked bars.
+    """Make panels of stacked bars.
+
     Parameters
-    ========
-    data: pd.DataFrame, report dataframe from the 'run_cell_cycle_gating' function
-    row_by, col_by: str, column names in the input data that separate subplots in rows and cols.
-    plot_x_col: str, column name in the input data that set the x-axis.
-    data_cols, list of str, columns to be plotted. By default it is ['G1', 'S', 'G2', 'S_dropout', 'other', 'M'].
-    condition_cols: list or str, columns names to group the data, by default it is ['agent', 'cell_line', 'well'].
-    '''
+    --------
+    data: pd.DataFrame
+        report dataframe from the 'run_cell_cycle_gating' function.
+    row_by, col_by: str
+        column names in the input data that separate subplots in rows and cols.
+    plot_x_col: str
+        column name in the input data that set the x-axis.
+    data_cols: list of str
+        columns to be plotted. By default it is ['G1', 'S', 'G2', 'S_dropout', 'other', 'M'].
+    condition_cols: list or str
+        columns names to group the data, by default it is ['agent', 'cell_line', 'well'].
+    """
 
     data.sort_values([row_by, col_by, plot_x_col], inplace=True)
     nrows = data[row_by].unique().shape[0]
     ncols = data[col_by].unique().shape[0]
-    fig, axes = plt.subplots(nrows, ncols, sharex=True, sharey=True, **kwargs)
+    if ncols >= 2:
+        total_plots = nrows * ncols
+        ncols = 2
+        nrows = int(np.ceil(total_plots / ncols))
+    figsize = (ncols * 8, nrows * 6)
+    fig, axes = plt.subplots(nrows, ncols, sharex=True,
+                             sharey=True, figsize=figsize)
     axes = axes.ravel()
     plot_idx = 0
     for i, row_value in enumerate(data[row_by].unique()):
@@ -86,8 +107,8 @@ def batch_stacked_bar_plot(data,
             plot_idx += 1
 
     if nrows >= ncols:
-        legend_loc = (0.5, -0.25)
-        plt.legend(loc='center', bbox_to_anchor=legend_loc,
+        legend_loc = (0.5, -0.5)
+        plt.legend(loc='best', bbox_to_anchor=legend_loc,
                    fontsize='x-large', ncol=len(data_cols))
     else:
         legend_loc = (1.2, 0.5)
@@ -100,27 +121,143 @@ def batch_stacked_bar_plot(data,
     else:
         plt.show()
     plt.close()
-    return
 
 
-def group_hist3d(data, figsize=(8, 8), title=None, figname=None):
-    '''
-    Make stacked histogram plots, each column is plotted as a series.
-    '''
+def stacked_hist3d(data, title=None, figname=None, alpha=0.3, bins=50):
+    """Make stacked histogram plots, each column is plotted as a series.
+
+    Parameters
+    --------
+    title, figname: str
+        name for title or figure, if None, no title/figure were included/saved.
+    alpha: float
+        transparency of each histogram.
+
+    Returns
+    --------
+    fig:, matplotlib.pyplot.figure
+        the figure object.
+
+    """
+    colors = sns.color_palette("husl", data.shape[1])
+    if data.shape[1] * 2 < 8:
+        figsize = (8, 8)
+    else:
+        figsize = (data.shape[1] * 2, data.shape[1] * 2)
     fig = plt.figure(figsize=figsize)
     ax = plt.axes(projection='3d')
+    # Add alpha values to the RGB tuples.
+    colors = [x + (alpha,) for x in colors]
     for i in range(data.shape[1]):
-        hist_y, hist_x = np.histogram(data.iloc[:, i], 100, density=True)
+        hist_data = data.iloc[:, i].dropna()
+        if hist_data.max() > 10000:
+            # hist_data = robust_scale(
+            #     np.log2(hist_data + 1).values.reshape(-1, 1))
+            hist_data = np.log10(hist_data + 1).values
+            # print(hist_data[:5])
+        hist_y, hist_x = np.histogram(hist_data, bins, density=True)
         hist_x = hist_x[:-1] + np.diff(hist_x[:2])
-        ax.bar3d(hist_x, i, 0, 0.1, 0.05, hist_y, shade=False, alpha=0.5)
+        # Use polygon3D to color the histogram, this is achieved by providing
+        # all vertices of the polygon to be colored.
+        verts = [(hist_x[j], i, hist_y[j]) for j in range(bins)] + \
+            [(hist_x.max(), i, 0), (hist_x.min(), i, 0)
+             ]  # Rememver to add the two vertices on the z=0 line.
+        poly = Poly3DCollection([verts], color=colors[i])
+        # poly.set_alpha(0.1) # This is not working currently.
+        ax.add_collection3d(poly)
+        ax.plot(hist_x, [i] * bins, hist_y, visible=False)
     if title is not None:
         ax.set_title(title, fontsize=16)
+    ax.set_xlim(3, 7)
     ax.set_xlabel('DNA Content', fontsize=16)
     ax.set_zlabel('Density', fontsize=16)
     ax.set_yticks(np.arange(data.shape[1]))
-    ax.set_yticklabels(data.columns.values, fontsize=16)
-    ax.tick_params(axis='y', labelrotation=15)
+    ax.set_yticklabels(data.columns.values, fontsize=16,
+                       fontdict={'horizontalalignment': 'left'})
+    ax.grid(alpha=0.3, visible=False)  # currently not working.
+    # ax.tick_params(axis='y', labelrotation=-45)
     if figname is not None:
         plt.savefig(figname)
     else:
         return fig
+
+
+def data_processing_stacked_hist3d(metadata, datapath, agents=[], doses=[], cells=[], pool_same_condition=True, plate_col='plate',
+                                   well_col='well', drug_col='agent', dose_col='concentration', barcode_col='barcode', cell_col='cell_line'):
+    """Data processing function for extracting data from the raw data folder. Where the root contains metadata of the experiment and each 
+    sub folder has well level data. Drugs, doses and cells parameters are used to specify the conditions, or left blank so that the user
+    can enter these later with a interactive prompt.
+
+    Parameters
+    --------
+    metadata: pandas.DataFrame
+        the metadata table in the root folder. Containing metadata specifying treament information.
+    datapath: str or os.path object
+        path to the root of raw data directory.
+    agents, doses, cells: list of strings
+        specify drug/dose/cell values to be extracted from raw data.
+    pool_same_condition: bool
+        determines if wells of the same condition are pooled or treated separately.
+    (metadata)_col: str
+        column names in the metadata table. If for any reason the metadata format are changed, these parameters can partially accomodate it.
+
+    Returns
+    --------
+    processed_data: pandas.DataFrame
+        a table that can be readily used in the stacked_hist3d function, each column is a series.
+    """
+    # Filtering based on metadata.
+    processed_data = pd.DataFrame()
+    for cond, cond_col in zip([agents, doses, cells], [drug_col, dose_col, cell_col]):
+        if len(cond) == 0:
+            all_conds = sorted(metadata[cond_col].astype(str).unique())
+            # Get user inputs.
+            conds = input(
+                'Input {} value(s) or indices, separated by ",", from the list: '.format(cond_col) + ', '.join(all_conds))
+            conds = conds.split(',')
+            try:
+                conds = [all_conds[int(x)] for x in conds]
+            except:
+                pass
+        else:
+            conds = cond
+        metadata = metadata[metadata[cond_col].isin(conds)]
+    # read DNA content data iteratively based on the filtered metadata.
+    target_dirs = metadata[barcode_col].unique()
+    # iterate through plates
+    for _dir in target_dirs:
+        dir_metadata = metadata[metadata[barcode_col] == _dir]
+        target_wells = dir_metadata[well_col].unique()
+        dir_name = [x for x in os.listdir(datapath) if (
+            (_dir in x) & ('.' not in x))][0]
+        data_fn_list = os.listdir(os.path.join(datapath, dir_name))
+        # iterate through wells.
+        for _well in target_wells:
+            agent_name = dir_metadata.set_index(well_col)[drug_col][_well]
+            dose_name = dir_metadata.set_index(well_col)[dose_col][_well]
+            cell_name = dir_metadata.set_index(well_col)[cell_col][_well]
+            # File name and well name is not the same, temporary fix.
+            if _well[1] == '0':
+                _well = _well.replace('0', '')
+            anchor_string = '.' + _well
+
+            fn = [x for x in data_fn_list if anchor_string in x][0]
+            target_data = pd.read_table(os.path.join(datapath, dir_name, fn))
+            dna_content = target_data[
+                [x for x in target_data.columns if 'DNAcontent' in x]]
+            # Pool wells of same conditions.
+            if pool_same_condition:
+                dna_content.columns = [
+                    '_'.join([agent_name, dose_name, cell_name])]
+            else:
+                dna_content.columns = [
+                    '_'.join([agent_name, dose_name, cell_name, _well])]
+            # Concatenate data column-wise, if column already exists, append
+            # data instead..
+            if dna_content.columns[0] in processed_data.columns:
+                processed_data = processed_data.append(
+                    dna_content, ignore_index=True)
+            else:
+                processed_data = pd.concat(
+                    [processed_data, dna_content], axis=1)
+    return processed_data