diff --git a/pygtm/physical.py b/pygtm/physical.py
index 3d45109..556640f 100755
--- a/pygtm/physical.py
+++ b/pygtm/physical.py
@@ -2,7 +2,8 @@
 import numpy as np
 import cartopy.crs as ccrs
 from cartopy.mpl.geoaxes import GeoAxes
-
+from matplotlib.patches import Rectangle
+from matplotlib.collections import PatchCollection
 
 class physical_space:
     def __init__(self, lon, lat, resolution):
@@ -140,31 +141,32 @@ def vector_to_matrix(self, vector):
         mat[self.id_og] = vector
         return np.ma.masked_invalid(mat.reshape((self.ny - 1, self.nx - 1)))
 
-    def bins_contour(self, ax, color='k', bin_id=None):
+    def bins_contour(self, ax, edgecolor='k', bin_id=None, projection=None):
         """
         Plot all element bins on one axis
         Args:
             ax: axis to plot on
-            color: bins contour color
+            edgecolor: bins contour color
             bin_id: which bins to plot (default all)
+            projection: add transform keyword to convert to cartopy projection
         """
         if bin_id is None:
             bins = self.bins
         else:
             bins = self.bins[bin_id]
 
+        patches = []
         for b_i in bins:
             # corners and width/height of element
             c = (self.coords[b_i[0]][0], self.coords[b_i[0]][1])
             w = self.coords[b_i[1]][0] - self.coords[b_i[0]][0]
             h = self.coords[b_i[2]][1] - self.coords[b_i[0]][1]
+            patches.append(Rectangle(c, w, h, edgecolor=edgecolor, fill=False, linewidth=0.5))
+
+        if projection is not None:
+            p = PatchCollection(patches, transform=projection, match_original=True)
+        else:
+            p = PatchCollection(patches, match_original=True)
 
-            if isinstance(ax, GeoAxes):
-                ax.plot([c[0], c[0] + w, c[0] + w, c[0], c[0]],
-                        [c[1], c[1], c[1] + h, c[1] + h, c[1]],
-                        color, linewidth=0.2, zorder=1, transform=ccrs.PlateCarree())
-            else:
-                ax.plot([c[0], c[0] + w, c[0] + w, c[0], c[0]],
-                        [c[1], c[1], c[1] + h, c[1] + h, c[1]],
-                        color, linewidth=0.2, zorder=1)
-        return
+        ax.add_collection(p)
+        return
\ No newline at end of file
diff --git a/tutorials/01-physical_domain.ipynb b/tutorials/01-physical_domain.ipynb
index a6a1895..32bf4f2 100755
--- a/tutorials/01-physical_domain.ipynb
+++ b/tutorials/01-physical_domain.ipynb
@@ -15,6 +15,7 @@
    "outputs": [],
    "source": [
     "import sys\n",
+    "import h5py\n",
     "import numpy as np\n",
     "import matplotlib\n",
     "import matplotlib.pyplot as plt\n",
@@ -86,7 +87,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x15878a1c0>]"
+       "[<matplotlib.lines.Line2D at 0x7feed02d6110>]"
       ]
      },
      "execution_count": 5,
@@ -95,7 +96,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -136,7 +137,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1200x1200 with 2 Axes>"
       ]
diff --git a/tutorials/02-search_elements.ipynb b/tutorials/02-search_elements.ipynb
index 20c843d..da40849 100755
--- a/tutorials/02-search_elements.ipynb
+++ b/tutorials/02-search_elements.ipynb
@@ -92,7 +92,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x12db95220>]"
+       "(-60.4, -58.3)"
       ]
      },
      "execution_count": 5,
@@ -101,7 +101,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -113,16 +113,16 @@
     }
    ],
    "source": [
-    "# plot the element and the search location\n",
-    "b1 = d.bins[el_id[0]]\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot(111, aspect='equal')\n",
     "\n",
-    "# reorder (0, 1, 3, 2, 0) for a close loop\n",
-    "b1 = b1[np.array([0,1,3,2,0])]\n",
+    "# plot the element and the search location\n",
+    "d.bins_contour(ax, bin_id=[el_id[0]], edgecolor='b')\n",
     "\n",
-    "fig = plt.figure()\n",
-    "ax = fig.add_subplot(111)\n",
+    "# search location\n",
     "ax.scatter(p[0], p[1], marker='x', color='r')\n",
-    "ax.plot(d.coords[b1,0], d.coords[b1,1])"
+    "\n",
+    "ax.set_xlim([-60.4, -58.3])"
    ]
   },
   {
@@ -159,7 +159,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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fNPD4P23MvE+bYL4XnqPu+5L8i+z/WVzSncth3PjrnzBh3f9ozLw1yfflHMOjpHtP7/0cHh3m77ZZX3tTvE7GPefPP0Deop+LhaxXHPA5mOt3UbqN7O8aWd79Sf5dkpXzzPvEJL8zpt7vnbDWP03XCHlWkismnOeadEM9jS7z56Z4jF89Mu/eoSXfke78W2OHzdx5XT5sZNo8v49Ha9/7mXxnzvG9kK5588Nj6nxXksuGek2P1DC67BdOON9NY+Z9X7odYPb7DHlIkm/I+HM1vXzC5ZYkrxwz/+4QiuddV03XJPx36Xb0edp57vvidM2PL0vywRPWuJzk23P2eYq2Jn1e0//6zgtH8yac74Jb30y3g8nofD+a83z+7pn/CenOs/TnMWSTi8sgl4UX4OLi4nJYLvusVL16jst/yciyb5twvu8eU/c3Trnss1aAk3zeDI/XtD+q//uYeXc3LL0vk23Yf2jOPu/D3yS5eoJ5V3P2iRP/NBP+mNnJuDrdHkd7MzZznnNZjHm+dy9/neRjJlz2/xgz/7dMOO9tI/O9ZMbX7U+O5JxM8sgZsx4+6/tnwvyVdM2e0cfsJzLb+QWuOc/tvzRmWb+TCTYgpdvb+VfGzP/GCeY913vzf2SyDfoflrM37N41yXOU/n+gPzznOPH9eeZ9RM4el/x1U8w/9fukgcf/aWOW+7QJ5nvhPjXfm+TTJny8vnnM/D844XM87kTAXz3hcj8i45vDNUenITGX52Jn3oWsVxzwOZjrd1G6jZ97l7ed5O9MsYyH5uzviPsy2brLFQd4nL59ZJkPZMKNcTl7o/7u5a8y5QlpM//v4/1q/7Pzzbszf0k3FM7o/F8w1Gt6ZPmjy33hBPM8dcx8f5PkCydc5t/N+HPH/IMJ5n3BPp9fnz/D//3yJB9wnvtccYDH9uk5+9waXz7hvM8f8/987AFqeeFo3oTzXXDrm+k+4/fO86uZ4TyC6Y6eeOisz5mLi8v+F+eQADiYJ5dS/qCHyyxjeZ7XztisXz0y+aZa64umyam1vjDd0ER7zTqO6mvS7Vk1iW9P9+Nor9Wdf7+71voz5wuotd6XM4d3SrojMD5jguXfmO6Q/F3vSfKMWuufTzDv7vLvSPL5I5OfkG4okVl8Ua31D89/tyTdc3TvyLTPnHG5sxo9pP7mWutfzxJUa31PD/Wcy9emO1x/r9ckeU6t9b3ThtVzDD9SSllPdzj8XqeSXF9rvWuC7HuTPDtnH9b/UaWUSV7b47w+yVfVWh+YYPl/luQHRiZfnuQTZ1z2zGqt76m1vm/Ged+Vbs/7vT6xlDLLuWIO6lA+/km+odb6KxPe93vSDcmw1ySfSc9JN/TFXj9eax19DMaqtb45048DfxgN/lw0ul4xibl9F5VSPj1nvxe/uNb6q1Ms4750J2N9x57JlyT5ugnmPe93yDl8Z7qhTHaVJF98gLwk+dJa6x9POc/cvo/P4f4knzvJvLXWmvHPzbzXuabxtWOm/Yda649OMnOt9VVJvnXMTV9/rvl2zgc37r3+1bXWH5tk2SN13F3PM0zUQd4TtdZfTjfc7F6H5vvkQlzfLKUcSzdE514/uPM+nUqt9X07n8dAzzQkAA5mKe8fW/ggl2lOzDyNf5LukONdpzP+XAiTGN2o/8QZTxD6TZOsgCZJrfWv0u1lOOpdSabZ+PGzOXu81o891ww7J4D+qpHJ31trPTHFcpMktdbXptu7aK9nTZuT5NcnacLsWe470x0OvdcTd06OPS+jGxRm2gA0tJ3n+5+MTL4v3Z6Co02xPow7l8e/qrWObiDc184PyXE/6vc7T8j5fOOUG/b/95hpHzfjshem1rqR7iiJvT5pAaUcxsf/RJL/Mumdazf+/Y+PTP7gUsrquPvv8eUj1/8mU56Lp9b6s+lOjHtUzeu5aHG9YhLz/C4afTxeU2sdfazPa+cz/j+OTJ5l3WGaZdZ0w5rsdZDPw1+rtf7cNDMs4Pt4Py+ttf7upHfeabqMfpc0+Z24cxL7Z45M3ko3RM00vi/JrSPTPrGUcq517M9PN0TYXr9Ya/2fUy57nn5k5PqTSinnO5F2Ky7E9c3Rz/uk0d8fcCHTkAA42kZPEviTtda7Z8x6Xbrhi/b6lCkz/mRn4/w0fn/MtB+vtW5PGrCzN+OfjEw+31EpT8/ZJ7/8X5Muc4zRE+BN+9gl3bi603r9yPXldCerm5fRHwCL2NA7iU/J+0+wt+vHZ9yrchKje6vdl9leXz+Ws0+M+6mllNGTAJ7PrbXWV085z2a6YUj2GuRorzkY3aDyCfNe/iF9/H9o0gbzHqOfSck56t7Z0/HJI5N/cZoj1fY4yGd46wZ/Lna0tl4xqbl8F5VSPiDdian3+sEDRI6uO1yzc0LxIY1+Hn7szl7ts5jlPTfv7+P99LHO9fg+ChnA38nZJwv+kWnWrZMHG5vjHqfRdZy9xh0h/O+mWe4CjL4nLs7Z30utuhDXN9+ZbpimvVr9/QEXrIsXXQAAw9gZVuGjRiaPO9pgIrXWB0opt+fMjfRPSnciv0n9xgyLHvcD9DUz5NyWMx+PK89z/9GNIn9xwB/Dbx25/thSypW11ndPkfHrMyz3z8ZMuyLdeS3m4ZacuXH3k0op35Xk22cdZmcgTxszbaJhC6ZVSnl0zh4+5FfPN+TAOLXW95ZSfibdOMW7ltMdeTW6p+a5TP3e3PlMuC3J2p7JV+xz97kqpXxYutfdR6cbf/jyncvD0g1BMupDznN9aIf18e/zM2k/H5+zd6IaPfJrUq9Kt5Fi3GvgsBv8uWh0vWJS8/ou+ts5+/U182OUs9cdku4xmnh9ZOeIg09O93n4hHQne7483VG+43ZQXB65/rAkj053ctdp/doM8zxtzLRBvo/P4Z6Mb9idz+h76iGllOVa6+keaurTU8dM+6kZs34iZzcUxuWnlFIyfv164uHM+rCzEf0T051A/qOSXJVur/pjmXwb2bzXE6Z2oa5v1lrvLaW8cae2Xf+8lPIHtdafnnb5wDA0JAAO5tdrrU9bdBH7+MSc/UPzm0opsx5emySPG7k+Oj7n+bxlhmWeGijnfBvuRn9MPaKU8gczLHfX6A/8pHv83j3h/PfOuEfwuPFh57nR8iVJ/lnO3EDzzUmeW0p5cbpxvP9ojvXsZ3Qs2geS/PZAyxp3mPnvHCDvDTnzB2LSDUk2zQ/E0b3/JjX6+lpYQ2JnKLIvSfJlSf7WAeOuPHBB0zmsj/8sdU/7mTS6ATyZ7rX9oFrr3aWUP8vZ32VHwTyeixbXKyb1ksznu2jchtifLqVMPXb5OUz0GJVSPi7dObs+JwcfGvTKTN+Q2Kq1/uUMy5rn9/F+bt/Z+39a+72nWmtIjA6p9L4kk56f7Ay11ttLKVt5/znexuXv+rB0Jyzf6yANu6mUUh6Tbuihz0/XZDuIKw9c0PAu5PXNF+fMc39cmuSnSim/na7p/XMz/q4CeqIhAXB0ffCYaaN7yRzUI6e8/7tmWMa4H4R95Jxv+IHRx+/hOXNPmz48MpM3V6bem2nHuMdv1qEXplZr/YNSyn9Kd4LwvR6b5DuSfMfOD9nfTPdD53VJbpnlpJUHNPrD9LZa67hmWB/GbUx60wHyxp0sdNqNen29vub22tqrlPKRSf5Puj2H+zDvDfuH9fGfpe5pP5PGfc/cNsNyd701R7MhMY/nosX1ionM8bto3GP00VNmnM85H6Od4ZW+P8lXpr8hmmf5THz7jMua5/fxfg7lOtcURtcR3rpz8uJZvSlnNiT2WwcZ1wSYy04ppZQvT/I9OXs4sFk1cUToeVzI65s3JXluuqMs9/qEnct/K6W8Jd1n/u/s/PvGWU58DcxGQwLg6BrkR/2Iafe4m2VvsyFzzuUD5rCMaR6/efyfh/L16U5C+3X73L6a5Nk7lyS5t5TyG+nGq/2pOW2IGH2+Z2l6TeoRY6a9+wB542qd9vV7aF9fpZT1JL+as/e6PIh5b0A6lI//jHsQT2vc+2XcXsiTOsi8zZrTc9HiesU05vFdtNDHaKcZ8ZNJru95mbN8Js56bpF5fh/v51B+Jk9h9HP13QfMG32OHlZKefjOOdz2GrduMvjzW0r5/5K8qOfYFhtNoy7Y9c2dIab+XpKXpTsv4DiP27k8f+f6O0spr9qZ5xdmOC8TMAUntQY4usathDKBUsrD042ZTA9qrX9Ta/36dHsp/Wy6oQHO5dIkn5Hkh5LcVkr5plLK0DtRjO4xN+TwCsfGTJvqRJITzDtuGUfOzsa3n8j4ZsRrk7wwyd9Pd3TTanbGh661lr2XDDNmPf0Y91l83wHy5n301VFyqNcr5vRdtOjH6BszvhnxF0n+a5IvSDck0tXphpy5dMzn4af2VMus5+aY5/fxhWp0HeEg6yD7zT9uPWTc0QmDPr+llE/K+GbEdpKXJvmqdOcteVy69+/Dk1w05n1xGF3Q65u11nek+wz/vCS/O8EsH5DuM/Lnk/xxKeUfDFgeXPAcIQFwdN0zZtoTa60zjRF7gbk33ZjFexv3r6i1PmtB9RwJtdY3JPmcUspquo3En5puvO0PPcdsH5Dku5NcX0p5xpQnAZ/G3TlzL69x5/zoy7i9bJcOkDdu3nkPb7EoX57kI0em/VmSz6+1TjNO8pB7ZXMw445oOJbZ96rta7iOC9GRWK8Y+Lto9DF6d611Lk2Knf/PN41Mfl+680j85ylO3r3oz8N5fh9fqE7lzHMgHGQdZL/5x62HjDtqZujn9/vHTHtJkq+ddJ2ylHJpnwXN0QW/vrkzBNNPJPmJneE9/266E6s/Jec+ou3D051z4qYkX2UoJ+ifIyQAjq53jJl2rh/b7Ng5RPfdI5M9dj2ptW7VWn+o1vqFtdbjSR6T5IYk/yn7n+zuunQ/KIby1yPXh9yANG5D6pUHyBs376xj9B42zxm5firJ06dsRiTzGaKN2Yx7vxxkWJx5DKlzVB2p9YqBvotGH6MrSylXHrjYyXxOur279/rGWut/mKIZkSz+83Ce38cXqtHP1SsPmDc6/3vHDNeUnP3cJgM+v6WUxyV58sjkn621ftGUO7gc1u8N65t71FrfVGv93lrr59RaH5Xk8Um+JMmPZvz3W5K8IMk3z6tGuJBoSAAcXeNOJtj3iRWPstHH7/GlFMM4DaDW+vZa60/XWm+stT4+ycelG7N71KeXUj5roDL+auT6Y0spQx2GfnLMtNG9/KfxhDHT9vthdWSUUpbTDT2y14/UWm+bIa7vE/PSnzvGTPuoWYJKKSXJ+sHKuaAd6fWKnr6LFvkYffrI9Xcl+c8z5Cz683Ce38cXqtH1kA894Dru6HrIfusgo89tMuz7Y/Q9kSTfOUPOot8Ts7K+eQ611lt3mtL/KF1D+rOTvGHMXb+5lDLtybuB89CQADi6bhkzbaiNuUfR60euX5ZujFkGVmv9vVrrc5L8yzE3DzWe62+NXL8oZ2/s7svvjZk2ugffNP7WmGmTjJV72H1gzl6Xfc20ITvDnBzWjQ0XgtHP4iT5hBmznhBDNh3EBbVeMeN30bjX67weo6tHrt9Sa53lfCtDffdNap7fxxeq0fWQi5M8cZagUsqHpDtH015j10FqrSdydtPuKbMsd0Kj74l7ZziCMjm8rz/rmxPaOcfQz6V7Pf7fkZsfnuQZ868KjjYNCYAjqtZ6e5K3jEz++FLK4xdRzyH0/8ZM+4K5V7E4o8M7PGQBNbwoZx/eP9SedK8eM+0Lh1hQrfXtSU6MTP7UUsrUw2SUUh6abpiOvU4neeOM5c3DuKFDZnl9jdtbbZahAz5vhnmYnz/J2c/r5+8c7TCt5/VQzyz6es0v1AW8XjHNd9G4dYfPm+Bk2H0Y/Uyc+vNwZy/gvk5qPatXj5k2yPfxBex1Y6bdMGPWP5wwf9evj1z/wFLKp8247PM58Htix+fOON9CP/utb05vZ3i70XPxJEfoaEBohYYEwNH2ypHrFyX5tkUUcgj9YrqTW+/1nFLKhy+imAUYPUnd3E8qWWv9m5w9jvcVAy3u13P2WLufW0q5ZqDl/eLI9Ycl+aIZcj4vZ49t/Ks7j12rxp0AcZbX1/aYaVMdUl9KuSTJV8+wbOZk50SSPzky+UMyZSOplPKIJF/aV11T6us134ILbr1imu+iWutf5Ow9hj80yfP7r+wso5+Jswwx8k+SLPoEvvP+Pr4Q/UqS0fWELyylTHXC451G25eNuemXzjHbzWOmfcM0y53C6HviEaWUqbaBlVI+Jd3wbbNo4bP/Ql7fnNWbx0wb6vcHXLA0JACOtu/N2RvVn1dKsUfwedRa35Hkf4xMfkiSl5ZSLltASfM2ujFgUUPaXDVyfdx4uAe2c/LFHxiZ/NAkPzrtj9cJ/Zcx0761lDL6/91XKeXydHvujhr9f7Rm3EkWZ3l93Tlm2mdMmfHtSa6dYdnM138bM+37dobbmtT3J1npqZ5pncrZe8oe1mHCLtT1imm+i75rzLR/P4cjSUY/E58yzQbmUspaxu8ZPFcL+D6+4NRa/zJnNwYene47cRpfk2R0R53X1lp//xzz/GTO3mv/M0sp4xobBzX6nrgsyd+edOZSysNz9m+BafS1vnMQF/L65qzGPTaD/P6AC5kvdIAjrNZ6Z8aviP5QKWWmsfhLKQ8ppXxeKWXcD+6j5t/k7L2rPjbJzTt7206tlHJNKeUHSimtn1j1j0aur5dSRsfiPadSynIp5d/PuldjKeX6JKPz/uEsWRP6j0nePTLtbyd52SwnezzX/7vWupmz9yC8It1r67wn79yp56dy9o+mN9Zaf3naWudsY8y0vzttSK11K8mfjkx+XinlYyaZv5TyRWlg4xvnV2v9wyQ/MzL5qiS/XEr5wHPNu/Od9b1J/vFQ9Z1PrfWBJH88MvkzD+PG1cO4XjHv76Ja681JRsepvyLJ/93Z6D9LDcdKKd9QSjnX0JGj59BZzoQbmEspj033HjvIiY37NLfv4wvY94+Z9vWllM+fZOZSymdmfPPte881384e9ePm+4FZGpullMvPMQTRuPNKfdfO0ZHny700XfPkII3EXtZ3DuJCXN8spTyllHLjJP+/fdw4ZtqQvz/ggnToVoIBmNq35OyTLD48yU+VUn6wlPJhk4SUUtZLKd+ZbgPgjyWZaKPfYVZr/at0G7HqyE2fmeR3SylfMMm40KWUpZ2NLS9PN/72P83ih0Q4n9Hxfy9K8pOllGlOhndxkq9P8mellJtLKc8rpZz3kOdSykWllOcn+d9jbh43rRe11ndm/PP9uUl+q5Ty9PNllFIeUUr54lLKHyb5jvPc/aty9uH81yX5jVLKx55jGR+R5FeTfPrITfcn+ZLz1bhoO4/z6OHwX1RK+dpJXh8jfmLk+iVJfqGU8rT9ZiilXFlK+Y9J/lfevy5895TLZf5ekLP3Nv2oJG8qpfyL0Q2OpZSH72wgf0OSr9uZfH8WdwLO0c/UD0/yg4d0Q+lhW69YxHfRc3L2ePXHk9xSSvmXUyz/U0spNyV5W5J/l+Qx55jlp5M8MDLtG0op/+pc6yqllOekO5H07p7bC/88XMD38QWn1vq6nH302UXpjkR5YenOGXCWnQbi1yV5RbojV/a6eachd75l/1C61+teD0vXcPrvpZQPOl9GKWWtlPJv07039hvf//VJbh+Z9tQkLy/d+VL2y/5b6ZoZu82Dmd4TPa/vHMSFtr65muQ/JPnzUspNpZTPmLAJtVxKeVG6I3/2uivJz/VeJVzg5nFyLYCj7MmllD/oKevbaq2je4AeWK313lLKs5L8dpLRPdy/JMnzSym/k27M3tvS/YB+SJIr063QPTHJk5Oc98fBUVRr/elSyrcl+VcjN31okh9NNwzDq9PtDXky3REVl6d7/B6X7rH76LSz1+GkXpnutbB3r7PrkryhlHIqyV/m7GE7Umt94pishyR55s7l/lLKG5P8frofae9Kt6J/SbrX21qSZ6QbI37U/6m1/tZM/5sJ1Vp/Zmcv3W8ZuelJSf5fKeXWdHua/Um657uke64fn+7omU9M939Juv/juZb1Z6WUf5LkR0ZuemK6x/m1SX4hyR3pxnr+oCRPT/J3Mn4d7ptrraN75bbqh9JtXNv1kCTfl+R7Syl/nu41MTou8U211ptGpn1/ugbflXumPSbJr5VSfiPd2Mm3pdtI95gkT0nyWTlzDOdfSfIXSf7R7P8dhlZrvbOU8oVJXp4zN4Jdnu5otn9TSnlHuvflsXTDj4xugPiX6T5j9o4HPq/xr38oXVNlry9Kt3HqZLq67x+5/XdqrYs678W+DvF6xdy+i2qtbymlfG6SV+XM1+tSkn+d5JtKKb+Z5LXphpV5d7qmzpXpHtOP3blcOel/rtb6p6WU/52zP8u+Jd1z8lPpTkB7Ot13+4enO0nt3gbSe5J8Y8YPkzZX8/w+voB9fbojT/YetXtxuiNrvrKUcnO618w7kjwiyROSPDvJB4/JuiPTnafni5N85E7mrpLky9N9Lr4uya+lW998V7r3zqPSrVN/QiY4cqHW+jellO9I9/m7199Pclsp5afTfY69I916wYekW0f4+J1adv3TnL2uNqm+1ndmdgGvb16e5Ct2LqdKKb+X7rPgrek+c7fT7SD2wek+Mz4z488V8c9rrffMo2C4kGhIABzMUvrbo2+/w40PrNb6l6WUj0/y40k+eeTmh6Tb0HzdUMs/7Gqt/7qU8pfphqkYPbLh0elO9Hakxs/e2eD0tUl+eMzNx3L2mMGTuiTdxsBpTxD46+n28BpcrfVbSynvTPI96d4fe12bHs85UGv90Z29tv57zlwvuyjdRoJJxjquSb6p1vrv+6prDv5Lur1fR4cvKek2xo0bHuysPYNrre8spTwv3VAjo8/VJ+fsz7tRG0n+YcYPXUFjaq0/X0p5drrhI8YdZfao7H8i3++ttX7PzgbbveayN3it9Q2llBdn/MlEVzL+/BbvHrSoAzgC6xWDfxfVWn+llPK3071eRz/TltJt/PrMKZd/Pv8s3cbUjxiZ/sE5e6/fUfen+zx8T881zWye38cXolrrPaWUv5Nu7++PH7l5Nd2G3Em8Kckzdo4ImHTZd5dSPindsEifNnLzJUk+ZedyILXWF5dSPj3dUUt7LaVr3p1vZ4Tv2llXm7Uh0cv6zkFdwOubu45lttfU99daf3CAeuCCZ8gmgAvEzvBDn5ZuT7OJfzDs4005e6iUI23n8PJPTHfo8kHcm25oircduKiB1Vp/JN3ebqOHeU/qfUn++oBl3J9uT7LPrLXObRiJWuv3p9s7dvRcGtPYmnBZP5Ruj7zR8yFM4o4kN9Rax51ssFk7Jy39zCT/r4esV6XbiDbt6+PnkvztWuu4k07SqFrrz6fbQ3bSsavfnuR5tdZ/vnN99Pw/d/VV2wS+Mt3Y+KPD6hxKh2i9YmHfRbXW16fb8/bFOfsImGnUJK/O+DHx9y7vrnR7Nv/2lPl/meTpO5+nTZnn9/GFqNZ6MsmnJrkp3XtlqtmTvDTJU2utU6/X7nz/PiPJCzP7uua9Of/3/xclmXaj8r1J/lmtdfQInan0ub5zUBfQ+uZdGXMU95TekeRLaq1fd957AjPRkAC4gNRa31dr/a50J2f8+iS/meS+CWZ9X7rxr78zycfXWp+ws7H6glJr/YNa66elO1T8R5L8+YSz3pluvOl/nOQxtdbn7JyQt3m11v+V7tDtL0o3RNXvp/thf95Dl2utp9PtYfdJSb47yW9k8j0vb093iPtH1lq/vtb63umrP5idk/V9TJLPT3co+yS135rkPyX52Frr/zflstbS7Y342px7GJmabhz8r0/y+FrryyddTktqrX9Ra/2MdHso/9u8f3ild2fKjSI7Y1Z/dLo9/8712nwg3Ua962utn11rffe0dbN4tdZba62fnm6P3u9Jd56Iv0y3wXc73fvwJ9N95j621vrSPbOP7nl60A3pE6u1vrfW+jVJHpvk/0s3/NSfpNtYPsl3cXMOw3rFor+Laq3vqLV+cbphHP9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7m+Hroa3eHfhTtdZv3sM13XfghCqlPCTJbyX5J2PfOpvkjRkuD/foJJ+SzfeIDyR5Wq31tYfRE2jPFgOJ9yd5a5J3ZPja5bwMX6d8YpKP2CLiFUmu282bG0opT07y+0kuGNldk/xlhv8OuyzD+9SHj53635M8o8ulLWmPgQTQq1LKbyZ55siuezP8uN6P1lrfP3LceUm+NMOp++hyKr9Sa/3nu7zW4zJc8mn0L7ybknzz6LMp1j+x8a+SfPdYxNfXWn9uN9cC2ldK+ckk3zSy674kP5vkx7daIqWUckGSz8rwXjRfa33aLq7hvgMn3PpA4t1Jfi/Df3j/aa31zdsce16Spyb5D0keN/btZ9Vaf2MX13PfgROslPIfM1yGcsMHM1y26edqrfeMHPcJSX4+m5dzek+ST6y13nYYXYG2lFL+NsnfJPndDJdJGmz3g/9Syqcn+f4MX7eM+s5a63/c4TqPTPKmJA8b2f2nSb621vrXI8c9NMnXJ/nhDJ9fseEHa63ftav/URxJBhJAb0opn5fhP8431CRfeq51AUspH5fhX4yjf3E9odb6+l1c7w+y+S/Llyb5snP8BXt9hssXbDib5NG11pWdrgW0bf2ZNb89smslyRfUWl+zy/NP7ebjyO47QLL7e8bI8Q9N8jsZruO84W9qrR+/i3Pdd+CEKqXMZ/jDxNEf3D2j1nrTNsdflOQPs3ko8Z9rrc/vryXQqlLK+Xt50P36Gyl+OclXjOy+I8kjaq0fOMd5v5DNn1J/XZKnbrf6RSnlGUlePrLrA0k+ttZ66267crTs9PASgIP412Pbv7jTQ4pqrX+T5NvGdt+w04VKKU/J5n+cvzvJ83f4mN9PJHn1yPbsFtcGjphSyiVJbhzZVTP8x/quhhFJssthhPsOkGR394yx4z+Q5OvGdn/c+hsztuW+Ayfe92TzMOKXthtGJEmt9a4kz01yz8jur14fbAAnzF6GEevH35/kG5OMPtPh0iRP2e6cUspVSb5yZNc9SZ57rqW4a62vyHDwseGhGd7vOKYMJIBelFIuS/Kksd3n/FjfiBcl+fuR7c8spTx6h3PGl3X6+Vrre851Qh1+ROyHdsgBjp5vzPCZEBt+sdb6qh6u474D7Nv60nF/O7b7Y3Y4zX0HTqj1TztcN7Z7xzdurS8h94qRXaeSPKe7ZsBxVmu9M8Pne4461+uV5yR5yMj2y2qtt+ziUuP3s2eVUi7cxXkcQQYSQF+emM1/Cd1aax3/R/eW1t9l+Idju8dffD9g/cFuXzS2+4W7uVaGaz2PrqH66FLKY3d5LtCYUkpJ8rUju2qSH+zhOu47QBfeO7Y9s92B7jtw4n1ekotHtl+//uny3Ri/Vzxzy6MAtrbr1ytJrh3b3tVrlfVnS9w8smsqyefu5lyOHgMJoC+PHNse7PH8/29s+wvOcezjkzx8ZPu27R4mOW79I4h/Mrb76bs5F2jSU5M8amT7NVs9wLoD7jtAFz56bPvvtzxqyH0HTrbPH9t+9R7OfU2S0aXlPqWU8ogDNwJOiivHtrd8vVJK+YgknzSy694MH2a9W68e2/Za5ZgykAD68mFj27fv8fzx4z/xHMcujm3v+ADsMa8b217Y4/lAO8bXM31lT9dx3wEOpJTy1CQfNbJrLckbznGK+w6cbPu+B9Ra1/LgN3y5BwA7KqU8JsnVI7tqkj/e5vDx+9Sb1u8/u+W1yglhIAH05Z6x7Yfu8fzx4y8rpVy+zbGfMLb9lj1ea/zd0+N5wNHxj8e2X58kpZRTpZRrSim/Vkr521LKaillpZRyupTy26WU60sps3u4jvsOsG/rD68eX8LgZ2qt7z/Hae47cLJ9/Ni2ewDQq/WfwfxGNi/H/dJa69u3OcVrFXbl1KQLAMfW+AMWtxsmbGer4z82m9c/3jD+QKV37PFa48dftcfzgXZ82tj2X6+vk/7LST55i+OnM1zi6QuS/EAp5UeTvKDWet8O13HfAXatlHJBhp8e/cQM11b+qmx+88UbknzPDjHuO3BClVI+LA/+BLp7ANCpUsqpJA/LcAD6hUm+PsklI4ecTvJN54g46GuVW8e2H15KeVit9X17zKFxBhJAX/56bPtTSikX1FrHPzmxnc/YYt+l2xx72dj28i6vsd3xM6WU89bXWwaOiFLKQ7P5fnBfkkdn+DDXi3YRMZXk3yb59FLKl9RaV85x7GVj2+47wANKKa9Ics0uD/+NJF9ba71rh+MuG9t234GT47Kx7ffvcRmU5MH3gO3+bQWcEKWUH09y/S4P/6Mk/6zWeq7XH5eNbe/ptUqtdbWUcneSC0d2X5rEQOKYsWQT0Jf/lWR1ZPviJF+ymxNLKVcm+awtvjWzzSnTY9s7/YN+3PjxJcMfTAJHy8PGtu9J8vJ8aBjx7iQvyPD+8rEZPiD2m/LgNZU/J8kv7nAt9x3gIO5P8itJPr3W+qxa6x27OMd9B06ug/753+qc7f5tBTDqt5J8Xq31s2ut79zhWPcqdsVAAuhFrfXeJL82tvv7Synjf0Ft5cey9f1ptwOJu3dxjVFb/SW5m55AWy4b274oycPXv35NksfUWr+31vontdY311r/otb600k+JcmPj517XSnlK85xLfcd4CDOy/CNGt9aSvnkXZ7jvgMn10H//CcPvgf48w/sxtOTfEsp5f/axbHuVeyKgQQcU6WUnyql1EP473vPUeOGJPeObM8n+a1SypYfDy6lPGR9/fZrt8nb7ZICdZfH7fd4YAsN3He2e11za5Iv3G7t0VrrfbXWb8vw0xSjvruUstvXSu47MAEN3He283UZPp9m47/FJE9J8i8zfF5EMvz06JcneUMp5bv28T/ffQdOrv38eXYPAMZ9Xza/XvmEJJ+Z5JuTvGr9mPMzfN7eH6+/7nrIVkHbcK9iS54hAfSm1npLKeU7k/zoyO6nJHlzKeWnM/wL7h8yfEjS1Umen+HDHpPhX0K3JfnIkXNv3+ZSq2Pbu1krfqfjxzOB9m335/bf1Vrv3MX535bhmu8bQ4iPS/Kp+dAPD891Lfcd4AHnWF/51Ul+pJTyjCS/kOFDak8l+YFSykNqrf/+HLHuO3ByHfTP/1bn+PMPJ1yt9b1J3rvFt16b5KdKKU9K8qtJrlzf/40Z3ku+eptI9yp2xSckgF7VWn8syQ+P7Z7LcB331yR5c5K/SPLT+dAwIkm+PcktY+fdvs1l+vgH+l4fEgdM3lYvVj+Q5Nd3c3Kt9dYkfzy2+8m7vJb7DrBrtdZXJPm8DJ91s+F7SymPO8dp7jtwcvkhH3Doaq2vzfBNpe8Z2f1VpZRrtjnFvYpd8QkJOL5uSvJ3h3Cd1+50QK31O0opf5XhEk4ftcPhZ5N8Q631paWUbxj73ru2OWf8QZCzO3UaMze2fWetdbfLQwEfMun7zp0ZLu02+oaLv6q17mXt0j/L8EX3ho/f5jj3HWjDpO87+1Zr/Yv1T4x+2/qu8zJ8Q8Y/3eYU9x04ucb//F9cSpmqte5lqDh+D7j9YJWAk6DW+rZSyvcl+U8ju78zw9dg4w70WmX9maPjA4nb95LB0WAgAcdUrfWVSV456R4baq0vKqW8NMmzknx+ksdn+JfTxRkOGt6c5KVJfq3Wensp5aJ86GOByfDBRkvbxI9/kuLKLY/a3vjx43nALkz6vlNrvbeU8rYkjx7ZfdseY/5+bPvhWx7lvgNNmPR9pwMvyYcGEknyeaWUUmvdav1k9x04oWqt7ymlvC/Jw0Z2f3SSv95DjHsAsF//LZsHEp9eSrms1nr72HFdv1Z573bPAeRoM5AADk2t9QNJfmX9v518WoYPT9rwl7XWe7c5dvyF+Mfssdr8DnnA0bGUzQOJD+zx/PHjL9zmOPcdoAt/O7b98CSXJdnqH9/uO3Cy/XWSJ4xsf0z29ufYPQDYl1rr8thQ9LwMH4L9xrFDu36t8n/2eD5HhGdIAK166tj2q89x7GBs+zP2eK0n7pAHHB1vGtu+bI/njx//nq0OivsO0I0PbrHvodsc674DJ9u+7wGllKkkj90hD+Bcxl+zbPV6Zfy+8thSysV7uIbXKieEgQTQnFLKeUmeO7KrJvnFc5zyhiTvHdm+vJTymD1c6zPHdv/ubs4FmvQ7Y9sLezx/cWx7u7Xp3XeALjxybPv+DJ+ntRX3HTjZfm9s+8l7OPczs3mFjDfWWv/hwI2AE6GUcmGSDx/b/aB7SK31tmx+g9ipJE/aw6WePLbttcoxZSABtOjZ2bx24Ctrrae3O3h9Kaf/Prb7ebu81ucm+ciR7bfWWsffYQ0cHX+WzUOER5ZSdjWUKKWcyoM/nfWarY513wE68rlj22+rtd631YHuO3Di/X6Gz9Xb8BmllI/b5bnPHdt+eSeNgJPiqdn8M+T3J3nnNseO31929Vpl/X529ciutST/c7cFOVoMJICmlFLmkvzoyK77k/zbXZz6X8e2v6aUst3DaEd95w45wBGy/iDYXx7b/e27PP3ZST5qZHs1514uzn0H2Lf1JQy+Y2z3TTuc5r4DJ1St9f1JXjq2+1/tdN76J6muHdl1b5IXd1gNOMbWP2U5/jOZ36u13rPNKS9KMvrmimeWUq7axaXG72e/Xmu9e5c1OWIMJIBerb/jeLfHfkSSVyWZG9n9Y7XWP9/p3Frrq9bP3fDhSW5c/8tzu+t9S5KnjOx6d5If221foFk/lOGf5w3PK6V8yblOWH+R/ONju3+q1rqy3TnuO0CSlFK+s5Ry2R7PmUrysmz+ROg9Sf7Luc5z34ET73uzeR3355ZSvni7g9eXWXlhkgtGdv9CrfWt/dQDWlVK+eZSyuV7POf8JL+QzZ9cSJKf3u6cWust2fwGsQuS/NL6/Wi761yTzZ/kuifJC/bSlaPFQALo2/eXUm4qpTyrlHLpVgeUUh5eSrk+yf/J5vXe/1d29+mIDd+R4V9cG65L8pullCvGrjdTSvn3efAPH7/7XD98BI6GWuudSf6fsd3/rZTyb8YfqlaGvjTDpZk+bORbb8twsLET9x3gu5K8rZTyn0spTy2lXLTdgaWUS0spX5fha57PG/v2DbXWv9nF9dx34IRaX8b2P43tfmkp5ZtKKaNDh5RSPj7JHyZ5wsju98QP+eCk+uokby2l/Gop5YtKKTPbHVhKuaiU8uwkb8yDl3z7lfU3SJzL9yR538j2E5L8wfgyc6WUh5ZSvjnJb4yd/yO11lt3uAZHWBmubADQj1LKD+dDy6Xcn+TNSd6S5I4kl2S4nvEnJ3nI2Kl/meTza63bPdhxu+v90yS/Orb73iR/nuRMhu8kfPz6tUf9bK31G/ZyLaBtY/efDe9P8voMH8J2SYb3g0eMHXNHks+qtf7vXV7HfQdOsFLK7UlG33RxX5K/zfDP/+3r25ckeXSSx+TBr3mS5OeSPL/u8h9n7jtwcpVSHpLh82SePvat5Qz/DbWSZD7J45KUke/fk+RptdYtn48FHG+llL9K8kkju2qGP5t5e4avV+5JMpPhpzc/Icn5W8T8dpLraq0f2MX1npzhs29Gh6U1wzeens7wtdPjksxucY1nbPdMLY4HAwmgV9v8QHAnv5Dk+lrr2j6v+bwkP5FkeheH1/Vjv91feHC8lFJKhu8C/NdJdrt83C1JvniX71IevZb7DpxQWwwk9uJ9GX6i67/sdhgxcl33HTihSinTSX4+yZft8pTlJF9Za/29/loBLdtiILEXdyX5/iT/sdb6wZ0OHrnmP0nyS3nw0GE7L0nytfv9WRBHhyWbgL79ToYT7tUdjrs7ya8neXyt9WsO8hdQrfWFGf5F+6Ik2+Xcn+QPkjy11vqt/nEOx08d+ncZrnn6iiTneifP25J8a5LH7nUYsX4t9x04ua5N8iMZLmtw7y6Orxm+i/nbklxVa/25vQ4jEvcdOMlqrau11i9P8qVJ/uwch743yc8mWTSMgBPvazMcKrw+5/530ai/yXAZ7cfUWv/fvQwjkqTW+jtJFpPcmM1LOI37sww/efEcw4iTwSckgEOx/tHihSQfm+SjMnw3330ZrmP6t0lurrXe3cN1p5I8KckjM3xY9u1J/j7Jn9dab+v6ekC7SimXJHlihkvFzWW4fNNykr9Yf/haV9dx34ETav2BjQtJHpXk8gxf75yX4RIqdyR5a5K/qrXu9EaNvV7XfQdOsFLKozJc+uQjk0wleVeSW5P8aa31nnOdC5w86w+r/vgMl3fb+PnM+Rm+kfTODJdxemOt9VxDhL1e84IM/y12ZZKPyPDNFO9cv87buroOR4OBBAAAAAAA0DtLNgEAAAAAAL0zkAAAAAAAAHpnIAEAAAAAAPTOQAIAAAAAAOidgQQAAAAAANA7AwkAAAAAAKB3BhIAAAAAAEDvDCQAAAAAAIDeGUgAAAAAAAC9M5AAAAAAAAB6ZyABAAAAAAD0zkACAAAAAADonYEEAAAAAADQOwMJAAAAAACgdwYSAAAAAABA7wwkAAAAAACA3hlIAAAAAAAAvTOQAAAAAAAAemcgAQAAAAAA9M5AAgAAAAAA6J2BBAAAAAAA0DsDCQAAAAAAoHcGEgAAAAAAQO8MJAAAAAAAgN4ZSAAAAAAAAL0zkAAAAAAAAHpnIAEAAAAAAPTOQAIAAAAAAOidgQQAAAAAANA7AwkAAAAAAKB3BhIAAAAAAEDvDCQAAAAAAIDeGUgAAAAAAAC9M5AAAAAAAAB6ZyABAAAAAAD0zkACAAAAAADonYEEAAAAAADQu/8fG9gMVHHCJ+gAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1800x1200 with 1 Axes>"
       ]
@@ -174,13 +174,13 @@
     "fig = plt.figure(dpi=300)\n",
     "ax = fig.add_subplot(1, 1, 1)\n",
     "\n",
+    "d.bins_contour(ax)\n",
+    "\n",
     "# scatter at the corner of the element containing the point\n",
     "for i, el_id in enumerate(els_id):\n",
     "    el_c = d.coords[d.bins[el_id,:],:]\n",
-    "    ax.scatter(el_c[:,0], el_c[:,1], s=0.25, marker='o',color='r')\n",
-    "    ax.scatter(x_p[i], y_p[i], s=0.25, marker='x', color='b')\n",
-    "\n",
-    "d.bins_contour(ax)\n",
+    "    ax.scatter(el_c[:,0], el_c[:,1], s=1.5, marker='o',color='r')\n",
+    "    ax.scatter(x_p[i], y_p[i], s=1.5, marker='x', color='b')\n",
     "\n",
     "ax.set_xticks([-90, -60, -30, 0, 30])\n",
     "ax.set_yticks([-10, 20, 50, 80])\n",