diff --git a/examples/marketcolor_overrides.ipynb b/examples/marketcolor_overrides.ipynb
index e4968366..4aec3603 100644
--- a/examples/marketcolor_overrides.ipynb
+++ b/examples/marketcolor_overrides.ipynb
@@ -56,8 +56,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "pandas version= 1.1.2\n",
-      "mplfinance version= 0.12.8b4\n"
+      "pandas version= 1.4.2\n",
+      "mplfinance version= 0.12.9b9\n"
      ]
     }
    ],
@@ -170,7 +170,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 4 Axes>"
       ]
@@ -192,6 +192,28 @@
     "mpf.plot(df,volume=True,style='yahoo',type='candle')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['#4dc790', '#fd6b6c', '#4dc790', '#4dc790', '#fd6b6c']"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cmap = {True: '#4dc790', False: '#fd6b6c'}\n",
+    "highlow= [True, False, True, True, False]\n",
+    "[cmap[hl] if isinstance(False,bool) else hl for hl in highlow]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -204,12 +226,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 4 Axes>"
       ]
@@ -234,12 +256,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 4 Axes>"
       ]
@@ -266,12 +288,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 4 Axes>"
       ]
@@ -297,12 +319,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 4 Axes>"
       ]
@@ -312,7 +334,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x575 with 4 Axes>"
       ]
@@ -378,7 +400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -387,7 +409,7 @@
        "(50, 5)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -464,7 +486,7 @@
        "2011-08-31  122.459999  123.510002  121.300003  122.220001  301828400"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -487,7 +509,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -574,7 +596,7 @@
        "2011-08-31        None  "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -596,134 +618,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Open</th>\n",
-       "      <th>High</th>\n",
-       "      <th>Low</th>\n",
-       "      <th>Close</th>\n",
-       "      <th>Volume</th>\n",
-       "      <th>MCOverrides</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2011-08-29</th>\n",
-       "      <td>119.559998</td>\n",
-       "      <td>121.430000</td>\n",
-       "      <td>118.059998</td>\n",
-       "      <td>121.360001</td>\n",
-       "      <td>190977200</td>\n",
-       "      <td>black</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2011-08-30</th>\n",
-       "      <td>120.830002</td>\n",
-       "      <td>122.430000</td>\n",
-       "      <td>119.260002</td>\n",
-       "      <td>121.680000</td>\n",
-       "      <td>241315700</td>\n",
-       "      <td>{'candle': {'up': 'w', 'down': '#0095ff'}, 'ed...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2011-08-31</th>\n",
-       "      <td>122.459999</td>\n",
-       "      <td>123.510002</td>\n",
-       "      <td>121.300003</td>\n",
-       "      <td>122.220001</td>\n",
-       "      <td>301828400</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2011-09-01</th>\n",
-       "      <td>122.290001</td>\n",
-       "      <td>123.400002</td>\n",
-       "      <td>120.779999</td>\n",
-       "      <td>120.940002</td>\n",
-       "      <td>254585900</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2011-09-02</th>\n",
-       "      <td>118.419998</td>\n",
-       "      <td>120.870003</td>\n",
-       "      <td>117.430000</td>\n",
-       "      <td>117.849998</td>\n",
-       "      <td>255517200</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  Open        High         Low       Close     Volume  \\\n",
-       "Date                                                                    \n",
-       "2011-08-29  119.559998  121.430000  118.059998  121.360001  190977200   \n",
-       "2011-08-30  120.830002  122.430000  119.260002  121.680000  241315700   \n",
-       "2011-08-31  122.459999  123.510002  121.300003  122.220001  301828400   \n",
-       "2011-09-01  122.290001  123.400002  120.779999  120.940002  254585900   \n",
-       "2011-09-02  118.419998  120.870003  117.430000  117.849998  255517200   \n",
-       "\n",
-       "                                                  MCOverrides  \n",
-       "Date                                                           \n",
-       "2011-08-29                                              black  \n",
-       "2011-08-30  {'candle': {'up': 'w', 'down': '#0095ff'}, 'ed...  \n",
-       "2011-08-31                                               None  \n",
-       "2011-09-01                                               None  \n",
-       "2011-09-02                                               None  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "mc = mpf.make_marketcolors(base_mpf_style='blueskies')\n",
+    "mco=[]\n",
     "for ts in df.index:\n",
     "    if 0 == ts.weekday():\n",
-    "        df.loc[ts,'MCOverrides'] = 'black'\n",
+    "        #df.loc[ts,'MCOverrides'] = 'black'\n",
+    "        mco.append('black')\n",
     "    elif 1 == ts.weekday():\n",
-    "        df.loc[ts,'MCOverrides'] = [mc]\n",
-    "#mc\n",
-    "df.head()"
+    "        #df.loc[ts,'MCOverrides'] = [mc] \n",
+    "        mco.append(mc)\n",
+    "    else:\n",
+    "        mco.append(None)\n",
+    "#df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {
     "scrolled": false
    },
@@ -738,7 +653,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1120x805 with 4 Axes>"
       ]
@@ -756,7 +671,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1120x805 with 4 Axes>"
       ]
@@ -770,17 +685,10 @@
     "mpf.plot(df,volume=True,type='candle',style='yahoo',figscale=1.4)\n",
     "\n",
     "print('\\n=== WITH MARKETCOLOR OVERRIDES: ===')\n",
-    "mco = df['MCOverrides'].values\n",
-    "mpf.plot(df,volume=True,type='candle',style='yahoo',marketcolor_overrides=mco,figscale=1.4)"
+    "#mco = df['MCOverrides'].values # idk why this doesnt work for my computer ;-;\n",
+    "mpf.plot(df,volume=True,type='candle',style='yahoo',marketcolor_overrides=mco,figscale=1.4,volume_mco=True)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -792,13 +700,6 @@
     "4. support renko and point-and-figure.  This may be tricky (since one \"box\" may cover more and/or less than one date).  Also, is support for marketcolor overrides even needed for renko and pnf? (find out from those who commonly use them)."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -809,7 +710,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -823,7 +724,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
diff --git a/src/mplfinance/_utils.py b/src/mplfinance/_utils.py
index 024b966e..207b2582 100644
--- a/src/mplfinance/_utils.py
+++ b/src/mplfinance/_utils.py
@@ -178,21 +178,36 @@ def coalesce_volume_dates(in_volumes, in_dates, indexes):
     return volumes, dates
 
 
-def _updown_colors(upcolor,downcolor,opens,closes,use_prev_close=False):
+def _updown_colors(upcolor,downcolor,opens,closes,use_prev_close=False,overrides=None):
     # -----------------------------------------------------
     # Note that `nan` values result in `opn < cls` == False
     # In other words, nans don't get plotted by collections
     # but this function will choose DOWN COLOR for nans.
+    #
+    # include overrides to overwrite the color of volume bars
+    # possible to support for other types by including `key` 
+    # in the arguments
     # -----------------------------------------------------
+    key = 'volume'
     if upcolor == downcolor:
         return [upcolor]*len(opens)
     cmap = {True : upcolor, False : downcolor}
     if not use_prev_close:
-        return [ cmap[opn < cls] for opn,cls in zip(opens,closes) ]
+        highlow = [ (opn < cls) for opn,cls in zip(opens,closes) ]
     else:
-        first = cmap[opens[0] < closes[0]]
-        _list = [ cmap[pre < cls] for cls,pre in zip(closes[1:], closes) ]
-        return [first] + _list
+        highlow = [opens[0] < closes[0]] + [ (pre < cls) for cls,pre in zip(closes[1:], closes) ]
+    #print("overrides,highlow.copy()",overrides,highlow.copy(),cmap)
+    if overrides is not None:
+        for ix,(mco,hl) in enumerate(zip(overrides,highlow.copy())):
+            if mco is None: continue
+            if mcolors.is_color_like(mco):
+                highlow[ix] = mco # only modify the relevant bars
+            elif hl:
+                highlow[ix] = mco[key][ 'up' ]
+            else:
+                highlow[ix] = mco[key]['down']
+    return [( cmap[hl] if (hl in cmap) else hl) for hl in highlow]
+
 
 def _make_updown_color_list(key,marketcolors,opens,closes,overrides=None):
     length = len(opens)
diff --git a/src/mplfinance/_version.py b/src/mplfinance/_version.py
index 9929be97..bc874c3c 100644
--- a/src/mplfinance/_version.py
+++ b/src/mplfinance/_version.py
@@ -1,4 +1,4 @@
-version_info = (0, 12, 9, 'beta', 8)
+version_info = (0, 12, 9, 'beta', 9)
 
 _specifier_ = {'alpha': 'a','beta': 'b','candidate': 'rc','final': ''}
 
diff --git a/src/mplfinance/plotting.py b/src/mplfinance/plotting.py
index 2fecd8c3..86db6fd7 100644
--- a/src/mplfinance/plotting.py
+++ b/src/mplfinance/plotting.py
@@ -388,6 +388,12 @@ def _valid_plot_kwargs():
                                         'Validator'   : lambda value: isinstance(value,(int,float)) or
                                                         all([isinstance(v,(int,float)) for v in value]) },
 
+        'volume_mco'                : { 'Default'     : False,  
+                                        'Description' : 'Use the same marketcolor override for volume bars as'+
+                                                        ' `marketcolor_overrides`. `marketcolor_overrides` must be valid.'+
+                                                        ' See `examples/marketcolor_overrides.ipynb`',
+                                        'Validator'   : lambda value: isinstance(value,bool) },
+
         'warn_too_much_data'        : { 'Default'     : 599,
                                         'Description' : 'Tolerance for data amount in plot. Default=599 rows.'+
                                                         ' Values greater than \'warn_too_much_data\' will trigger a warning.',
@@ -674,10 +680,8 @@ def plot( data, **kwargs ):
     datalen = len(xdates)
     if config['volume']:
         vup,vdown = style['marketcolors']['volume'].values()
-        #-- print('vup,vdown=',vup,vdown)
-        vcolors = _updown_colors(vup, vdown, opens, closes, use_prev_close=style['marketcolors']['vcdopcod'])
-        #-- print('len(vcolors),len(opens),len(closes)=',len(vcolors),len(opens),len(closes))
-        #-- print('vcolors=',vcolors)
+        overrides = config['marketcolor_overrides'] if config['volume_mco'] else None
+        vcolors = _updown_colors(vup,vdown,opens,closes,use_prev_close=style['marketcolors']['vcdopcod'],overrides=overrides)
 
         w  = config['_width_config']['volume_width']
         lw = config['_width_config']['volume_linewidth']