Repository: CORE-GATECH-GROUP/serpent-tools
Pull request #205 (2018-07-01 22:05:55)

[API] Access material from depletion readers with getitem
Both DepletionReader and DepletionSampler objects are now able to retrieve materials using `__getitem__`. Example:
```
    >>> r = serpentTools.read('example_dep.m')
    >>> r['example'] is r.materials['example']
    True
```

Tests and documentation have been updated with these changes.


Patch:
diff --git a/docs/api/depletion.rst b/docs/api/depletion.rst
index 00e66fe..83b09f5 100644
--- a/docs/api/depletion.rst
+++ b/docs/api/depletion.rst
@@ -11,4 +11,5 @@ Depletion Reader
     Follow up on, or claim, the issue on GitHub: :issue:`58`
 
 .. autoclass:: serpentTools.parsers.depletion.DepletionReader
+    :special-members: __getitem__
 
diff --git a/docs/api/sampler.rst b/docs/api/sampler.rst
index 63c39a0..5fc6b4d 100644
--- a/docs/api/sampler.rst
+++ b/docs/api/sampler.rst
@@ -37,6 +37,7 @@ DepletionSampler
 This sampler extends the |sampler| class for reading depletion files.
 
 .. autoclass:: serpentTools.samplers.depletion.DepletionSampler
+    :special-members: __getitem__
 
 .. autoclass:: serpentTools.samplers.depletion.SampledDepletedMaterial
 
diff --git a/docs/changelog.rst b/docs/changelog.rst
index 9485b1d..6314bb5 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -20,6 +20,9 @@ Next
 * :pull:`204` - Access :class:`serpentTools.objects.detectors.Detector`
   objects directly from :class:`serpentTools.parsers.detector.DetectorReader`
   with ``reader[detName]``
+* :pull:`205` - Access materials from :class:`serpentTools.readers.depletion.DepletionReader`
+  and :class:`serpentTools.samplers.depletion.DepletionSampler` using key-like
+  indexing, e.g. ``reader[matName] == reader.material[matName]``
 
 .. _vNext-api:
 
diff --git a/docs/examples/DepletionReader.rst b/docs/examples/DepletionReader.rst
index 2eace60..9c5c48c 100644
--- a/docs/examples/DepletionReader.rst
+++ b/docs/examples/DepletionReader.rst
@@ -117,8 +117,6 @@ These objects share access to the metadata of the reader as well.
     
     >>> fuel = dep.materials['fuel0']
     >>> print(fuel.burnup)
-    >>> print(fuel.days is dep.metadata['days'])
-
 
 .. parsed-literal::
 
@@ -134,8 +132,19 @@ These objects share access to the metadata of the reader as well.
      0.404159   0.412113   0.419194   0.426587   0.43425    0.442316
      0.449562   0.456538   0.465128   0.472592   0.479882   0.487348
      0.494634   0.502167   0.508326   0.515086   0.522826   0.530643  ]
+
+ .. code::
+
+    >>> print(fuel.days is dep.metadata['days'])
     True
 
+Materials can also be obtained by indexing directly into the reader, with
+
+.. code::
+
+    >>> newF = dep['fuel0']
+    >>> assert newF is fuel
+
 All of the variables present in the depletion file for this material are
 present, stored in the |matData| dictionary. A few properties commonly
 used are accessible as attributes as well.
diff --git a/examples/DepletionReader.ipynb b/examples/DepletionReader.ipynb
index 78f8853..37a10b8 100644
--- a/examples/DepletionReader.ipynb
+++ b/examples/DepletionReader.ipynb
@@ -68,9 +68,9 @@
     {
      "data": {
       "text/plain": [
-       "{'bglass0': <serpentTools.objects.materials.DepletedMaterial at 0x7f9c7750e208>,\n",
-       " 'fuel0': <serpentTools.objects.materials.DepletedMaterial at 0x7f9c7750e080>,\n",
-       " 'total': <serpentTools.objects.materials.DepletedMaterial at 0x7f9c7750e358>}"
+       "{'fuel0': <serpentTools.objects.materials.DepletedMaterial at 0x7fcf2d3dd828>,\n",
+       " 'bglass0': <serpentTools.objects.materials.DepletedMaterial at 0x7fcf394086d8>,\n",
+       " 'total': <serpentTools.objects.materials.DepletedMaterial at 0x7fcf2d3dda20>}"
       ]
      },
      "execution_count": 3,
@@ -97,7 +97,7 @@
     {
      "data": {
       "text/plain": [
-       "dict_keys(['names', 'zai', 'days', 'burnup'])"
+       "dict_keys(['zai', 'names', 'days', 'burnup'])"
       ]
      },
      "execution_count": 4,
@@ -229,6 +229,23 @@
     "print(fuel.days is dep.metadata['days'])"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Materials can also be obtained by indexing directly into the reader, with"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "newF = dep['fuel0']\n",
+    "assert newF is fuel"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -239,16 +256,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "dict_keys(['inhTox', 'gsrc', 'h', 'sf', 'adens', 'mdens', 'a', 'ingTox', 'volume', 'burnup'])"
+       "dict_keys(['volume', 'burnup', 'adens', 'mdens', 'a', 'h', 'sf', 'gsrc', 'ingTox', 'inhTox'])"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -259,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -297,7 +314,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -328,7 +345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -368,12 +385,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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eAoumHRZejDEm4PyZEvJm4NfAfuAF4E5VdYpIBLAF+H1wQgycfIcNBW2MMVX8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\nktTexsQAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -388,12 +405,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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bJm6AKRw96CK48t0Wo7xALLDWSeEh8ygWmCAI/mb09aY+6vg7W9xat0cKTCnl\nyZa4Dq31sUbKI3iCc3uIlrAGJghC2ybmJDj1vuaWwiWeWmCZ1l9d9YECgcRGSyTUT8EhU28wNLK5\nJREEQWg2PFVgO7TWde74p5Ta4AN5BE8oOCjrX4IgtHs8DeLwZGMm2bypqSg8ZHaaFQRBaMd4pMC0\n1jZf9BF8REGmKDBBENo99SowpdQdSqk3lVIzlFJfK6VmNYVgghsq7aaIrygwQRDaOZ6sgZ0FTAeW\na61PU0q97meZhLooOgzaIWtggiC0ezxxIeZqrTXwrPW6zI/yCPUhOWCCIAiAZwrsHwBa66+s15/7\nTxyhXo6XkRILTBCE9k29CkxrvbNG00o/ySJ4gtRBFARBALwsJaWUegu4TClVjEls3gxs1lr/0x/C\nCS4ozITAEFPaRRAEoR3jbS3EiUBXrXWFUqonMAIY7nuxBLcUZJoADlVXURRBEIS2j7cK7GegM5Ct\ntT4IHAS+9blUgnsKJIlZEAQBvN9O5Q3gf0qpB5RSE5VS0f4QSqiDgoOiwARBEPBegX0AzMNYbncC\nK5VSv/pcKsE1WpsweskBEwRB8NqFmKG1/lPVBqVUy9ndrK1TehTsNolAFARBwHsLbKNSqtrGMFpr\nSWxuKiQHTBAE4TjeWmBdgXOUUg8B64FNwEat9ac+l0yojeSACYIgHMcrC0xrfZXWehCQBPwR+AUY\n5+2kSqmpSqldSqk0pdTDLo6HKqU+sY6vVkr1qXLsEat9l1Lq3PrGVEolWWPstsYMqWsOpVSMUmqJ\nUqpIKfVyDbmWWnNstP7ivX3vjaLQUmCyBiYIguCdAlNKpSilIrTWZVrr9Vrrd7XWD3g5RiDwCnAe\nMBiYqZQaXKPbzcBRrXU/YDZWHUar3wxgCDAVeFUpFVjPmM8Cs7XWycBRa2y3cwA24DHA3fu6Rms9\n0vrL9ua9N5oCa1PsyG5NOq0gCEJLxNs1sPeASucLpVSsUupCL8cYC6RprfdorcuBucC0Gn2mAe9a\nz+cDZyullNU+11Kge4E0azyXY1rnnGWNgTXmJXXNobUu1lqvwCiylkVBJnSMh8Dg5pZEEASh2fFW\ngdmqblyptc4BnvByjJ7AgSqvM6w2l3201nYgH4ip41x37THAMWuMmnO5m6M+/m25Dx+zFGQtlFK3\nKaVSlVKpR44c8WBID5GdmAVBEI7jrQLbo5Q6r0ZbiJdjuLroaw/7+KrdUzlqco3WehimpNZE4DpX\nnbTWb2itU7TWKXFxcfUM6QUFmRApCkwQBAG8V2D3Ak8rpT5SSt2rlPoX4G0icwbQq8rrBExhYJd9\nlFJBQDSQV8e57tpzgE7WGDXyrD+RAAAgAElEQVTncjeHW6zyWWitC4GPMK7LpqMgUywwQRAEC48U\nmFJqgrU+lAmcDHwGxGGq0V/t5ZxrgWQrOjAEE5SxoEafBcD11vMrgB+tTTUXADOsCMIkIBlY425M\n65wl1hhYY35ZzxzuPoMgpVSs9TwYuBDY6uV7bzjlJWA7JjlggiAIFp7mgV0PvKKU+gVYBCzSWn/W\nkAm11nal1N3Ad0Ag8LbWeptS6gkgVWu9AJgDvK+USsNYRTOsc7cppeYB2wE7cJfWuhLA1ZjWlA8B\nc5VSTwIbrLFxN4c11j4gCghRSl0CTAHSge8s5RUI/AC82ZDPoEHITsyCIAjVUHUYHbU7KzUQE6p+\nLsbltgSj0H5yKhKhOikpKTo1NbXxA+1dBu9eBL9ZAH1Pb/x4giAILRSl1DqtdUp9/bxNZN6ptZ6t\ntZ6KCU9fAVwJrG6YmILHFIgFJgiCUBVvd2TeDWzBKiEFbNJay35gTUHBQfMoa2CCIAiA91GI/wKy\ngFyMK3GrUmqLUuoJa21I8BeFhyAsGkIimlsSQRCEFoG3xXyv1VqPdL5QSr0O3AgUAH8H7vGhbEJV\nJAdMEAShGt5aYPlKqeHOF1rrjcB4rfXzwKk+lUyojuSACYIgVMNbC+x24EOl1EbMGtgAwGEd87Yi\nh+ANBZnQtWbNY0EQhPaL11GImOoTi4B4TDHdC5VSEZgCuoI/cDigOFu2UREEQaiCtxYYVr7Xp9Zf\nVZ70iURCbew20A4J4BAEQaiCp6Wk1vuij9BA7NYGAEHhzSuHIAhCC8JTC2yQUmpzHccVpjKH4A+c\nCiw4rHnlEARBaEF4qsAGetBHSkn5i4pS8xgkCkwQBMGJRwpMa53ub0GEOjjuQhQFJgiC4MTbPDCh\nOahwuhBlDUwQBMGJKLDWgF1ciIIgCDXxSoEppe5WSnX2lzCCG+xigQmCINTEWwusG7BWKTVPKTVV\nKaX8IZRQA6cLMSi0eeUQBEFoQXhbieMPQDJmN+MbgN1Kqb8qpU7yg2yCE8kDEwRBqIXXa2DabOGc\nZf3Zgc7AfKXU33wsm+DEGUYveWCCIAjH8XZDy3uB64Ec4C3gQa11hVIqANgN/N73IgpigQmCINTG\n21qIscBlNfPCtNYOpdSFvhNLqIZU4hAEQaiFty7E0JrKSyn1LIDWeofPpBKqUyGJzIIgCDXxVoFN\ndtF2ni8EEerAXgoqEAKDm1sSQRCEFoOn1ehnKaW2AAOUUpur/O0F6iryK/iCCpvkgAlCA9h6MJ+7\nPlpPXnF5c4si+AFP18A+AhYCTwMPV2kv1Frn+VwqoTp2W5t2HxbYKvjzgm0M7xnN9af0QdILBV9Q\nUm7nno83sDenmB7RYTx6gexo3tbwtJhvPpAPzPSvOIJL2rACyzxWyo3/Xsuuw4V8vv4ge3KK+dNF\nQwgMECUmNI6nv93J3pxiRvTqxLur0rnptCS6R7d9T8aRwjIiw4IICw5sblH8jqcuxBXWY6FSqsD6\nK3S+9q+IAhWlLTIC0eHQvLlsDxsPHGvQ+VsP5nPJKz+ReayU924ay22T+vLeqnRuf38dJeV2r8bS\nWrNkZzazPljHa0t/JfNYaYNkEtoGS3dl8/7P6dx8WhIvzxyF1pp//pjWZPNnHitlb05xo8YotztY\nmZZDoa3C43N2ZhVw+nNLGPfX//Lk19sbLUNLx1ML7DTrMdK/4ggusdtaXA6Y1pq/fruDt1bspUd0\nGN/ffzoRoZ5nZSzZlc3dH64nOjyY+bNOYUC3SCb1jyOhczh/XrCNmW/8zJwbxhDbsf7yWRv2H+WZ\nhTtZvTePTh2CWbg1i799t5NxSV24dFRP+neN5HCBjcxjNrIKbPSO6cDMMYkEtEMrr9KhyS60UVBq\np8BWQUFpBcXllYQEBhAWHEBYcCAdQ4MY1D2q1VrBR4vL+f38zSTHd+TBcwcQFhzI1WMT+XD1fm6b\n2Jc+sRF+mddWUcl327L4NDWDn37NAeCmU5OOy+ApDofmq82ZvLD4F/bnlRAVFsQNpyZx4yl96BwR\n4va8/JIKbntvHZFhQaT07sI7K/fx1oq9TEyO5ZpxiZw5MJ7QoIZZZVrrFunaV6awhoedlboSWKS1\nLlRK/QEYDfxFa73BXwK2dlJSUnRqamrjBnnvEigvglt+aNQwWfk28ksr6N+1Y60vo8OhWbvPLGeO\n6xtT71iv/+9Xnlm4k7MHxvPfndncPqkvj5w/yCM5vt9+mDs+WMfAbpG8fcMYukZVty5/2H6Yuz9e\nT0LnDnx0yzjio1xbnwfySnh64Q6+3ZJFTEQI952TzIwxiRzKL+XLjZn8Z4NxSVYlOFBRUamZmBzL\nC1eNID7St5at1ppP1h5g9g+/0DsmgqtSenH+sG50CPE25bI2hbYK8orL0Rqcv9qEzuEEB3oWTHzw\nWCk3v7OWnVmF9fbt2Smcq8clclVKL+IiT9xEaK3JLizDobVbd1x+SQVfbc4kPbcYrcGhwaE1wYGK\n7tHh9OgUTkLncOIjQ8kqsPHrkSL2HCkm42gpZwyI48LhPRqkPMvslWzJyOflJWn8lJbDF3eeytCe\nZqP47EIbk/62hKlDuvHijFFej10XWw/mM3ftfr7cmEmhzU5C53CuODmBnKIyPvh5P31jI3j+qhGM\nTqy7DnqlQ7N89xGe+24X2zILGNgtkptPS+K/O7JZtC2LiJBArp3Qm9sm9iWmxo1dpUNz87tr+Skt\nh7m3TeDk3p3JLrAxd+0BPlq9n6wCG506BHPxiB5cNjqBEQnR9SokrTVLdmXz+tI97Mkp4os7T6VX\nlw6N/rw8QSm1TmudUm8/LxXYZq31cKXUaZiAjueB/9Naj2u4qG0bnyiwt8+DgEC44esGnV7p0Ly9\nYi/PL95Fmd1BfGQoE5PjmNQ/lt4xESzamsWCjQfJzDf5Zv/vnGTuOzvZ7Rd8XuoBfj9/MxeN6ME/\npo/kkc+38Nn6DL6+9zQGdouqU5Y1e/O4bs5qBnaL5MNbx9PRjdW2ek8uN76zlq5RYXx067haF8uv\nNmXyyOdbcGjNrRP7cuukvrXG0lqz5WA+2QVldO8URvfocDp3CGbu2gM8/tU2IkKCeP6qEZw5IN6t\nvBsPHOPv3/9CRl4JgQHq+F9ilw5MGdKVswZ0JbqDSW/Yl1PMw59v5uc9eYxO7MTRkgr25hTTMTSI\ni0Z057LRCZyc2Nkry09rzYYDx/jg53S+3nyIcruj2vHeMR34/bkDOX9YtzovSFsP5nPTO2sprajk\n/sn96RoVRlRYMFHhQXQICaTM7sBW4aCsopLswjI+XXeAn9JyCQ5UnDe0O726hLP1YAHbMgvIKSoD\nYGC3SM4Z1JVzBndlWM9oVu/NZd7aAyzcmkWZ3UFYcACBShGgFEpBmd1BWQ35nQQGKKLDg8krLuek\nuAjuPTu5miLLLrCxfv9R0nNLCAkKIDQokNCgAIICFbuyCkndd5SNGceOfz6PXTiYm09LqjbHMwt3\n8q9lv7Lwvon1fk+dVDo0e3OKKbRVEBUeTGRYEFFhwVRUOvhyYyZz1+5n68ECQoMCOG9oN65K6cX4\nvjHH/8crdufw0GebOZRfynXje5PcNZLQIGPphgQFcPBoKTuzCtiZVciurELK7A4SOofzuyn9mTai\n5/FxdmUV8urSNL7alEmHkCBumZjELRNPfOef/24XLy9J46lLh3LNuN7V3oO90sHytBw+X3+QxdvM\n/yYmIgSNcVOW2x04tKZn53B6x0TQJ6YD8ZGhfL35EDuzCunZKZyC0gr6de3IvNsneHTDtCurkP15\nJUwe3NWjz7km/lJgG7TWo5RSTwNbtNYfOdsaJGU7wCcK7I0zoEMsXDvf61P3HCniwfmbWZd+1Fxs\nBsWzIi2HFWk5HCsxvvXAAMWk5FguGdWT5btzmL8ug5ljE/nLtCEEVfmylpTb+fDn/TyzaCennBTD\nnOvHEBIUwNHics56YSknxZkvuLsL9M6sAq56fRWxHUP59I4Jte4ia7IuPY/r315Ll4gQPrp1HAmd\nO1BaXskTX2/j4zUHGJ3YiZdmjiKhs/d3hbsPF3LPxxvYmVXI5aMTmDw4nvF9Y+jUwbho0nOL+dt3\nu/hm8yFiO4Ywrm8MWmvslZpKh6UYC8sIClBMOCmG5PhIPlydTkhQAI+eP4jpY3oBsHbfUT5Ze4Bv\ntxyitKKSHtFhXDSyB9NG9KRHpzD25BSz50gxe3OKKCi10zEsiI6h5s/u0Hy+PoNtmQVEhASaO+de\nnVCAUmCrcPDuyn3sOlzIqMROPHr+IFL6dKn1XpfsyuauD9fTKTyYd24aS/+unq0EpGUX8eHqdOav\ny6C0vJJ+8R0Z2jOaIT2iqKh08MOObFL35eHQEBoUQJndQWRYEJeM7Mn0Mb2OWz9OtNbkFZeTeczG\nwWOlZBfaiI8Mo198BIldIggKUCzcmsU//vsLvxwuol98RwZ2i2TD/mMcrGNNMyhAMbRnNGP6dCal\nTxdSend2+d06VlLOxGeXMCapC69fezIhQbUvxE434Np9eWzLLGDnoUJKKyrdzj2wWyQzxyZyycie\nx29kalJoq+DJr3fwSeoBl8djIkIY1D2Kgd0iGZYQzdSh3dy6+tKyi3hh8S4Wbs2iS0QId53Zj/jI\nUO75eAPTU3rxzOXD6ryRyS+t4Nsth9i4/xjBQYqQwEBCgwPQGjKOlpCeW8K+3GIKbXb6d+3IHaef\nxEUjerBoaxb3fLyBWWecxENTB7odH2DR1izun7eRuMhQfrj/dI89BFXxlwL7GjgInAOcDJQCa7TW\nI7yWsJ3gEwX2yniI7QfTP/D4FIdD887KfTy7aCehQQE8Pm0Il4zsefzL7bwI78sp5rTk2ONrTVpr\nnl+8i1eW/MrkwV3558xRlNkdvL9qH2//tI+84nImJsfy2rUnV7N45q09wO8/28zfLh/OVdbFuyoZ\nR0u4/LWVAHw26xSPlc7GA8e4bs5qosKC+cslQ3hm4U52Zxcx6/ST+O3k/g36cTixVVTyzMKdfLL2\nAKUVlSgFg7tHkRQbwXfbsggKCODWSX25zYV153BoNmUc47tth1m8LYs9OcVMHdKNJ6YNcenyLCqz\n88P2w3y58SDLd+dgd1T/3QUGKCLDgigus1NReeLYwG6RXDu+N5eM6unSWq10aD5bl8EL3+/icEEZ\n/eI70i+uI8ldO9IvviNHCst4euFOt+5aTyizV6I1LtdxjhaXs/SXbNbuO8qYPp05b2j3Rke/ORya\nhVuzeGVJGvmlFYxM7MToxM6MSuxEv/iOVFZqyisdlFU4KK+spGenDoSHeDbnq0vT+NuiXcREhHDZ\naKNo+8VHsi+nmA9XpzMvNYP80goiQ4MY1COKIT2iGNIjmpiIELNmaLNTUFpBmd3BWQPjPXLFOSkq\ns1NSZres3UrK7A66RoVVc9F6ysYDx3juu538lJYLwIiEaD65fYJPIg+11hTY7ESFBVV7b498vpm5\naw/w3k1jmZgcV+s8h0Pz0o+7efGH3Yzo1Yk3rju5Qd838J8C6wBMxVhfu5VS3YFhWuvFDZKyHeAT\nBfaPEZAwFi5/06PuRwrL+N2nm1j2yxHOGhjP05cN8/qL9O7Kffz5q20kx3fk0DEbhWV2zhgQx11n\n9mOMi7t8h0Mz/Y1VpGUXMe/2CSTGdDh+F5lbVMaVr68ip6iMT+8wARvesPVgPtfOWc2xkgpiO4Yw\ne/pIlz+ghlJud7A54xgrf81l5a85bM8s4ILhPfjtOclu19+q4vzBR4d7Viklr7icRVuzKC6z0zcu\ngqTYCHp16XBcGZfZKymymQtd9+gwjy6QTut47b480rKLSM8rodJSkqf3j+OVa0a7dde2J7TWLN11\nhE/WHuCHHYexOzRJsRHszSkmKEBx7pBuXDu+N+OSurSKIJ8Vu3NYsOkgv53c3+8pAqXllVz88gqO\nllSw8L6J1RRvUZmd+z/ZyOLth7l8dAJPXTq0UcrULwpM8B6fKLDnB0D/KXDxP+vtunRXNg98uolC\nm53HLhzMNeMSGxw99O2WQzw0fzOT+scx64yTarmEarIrq5ALXlp+3LqI7RhC9+hw8ksrOFxg44Nb\nxrlUfp6wM6uAT1MzuP30vj4PvGiLlNkr2ZdTQm5RGWOSujTKUm2rHCks44sNGSzddYTxfWOYMaaX\nRzcs7ZldWYVc/PIK4qNC6R4dToACheLA0RIO5dt49PxB3Hhq44sR+MsCCwUuB/pQJQRfa/1EA2Rs\nF/hEgT3TG4ZPh/Pdb7lWbnfw3Hc7eXP5XgZ0jeSlmaO8tnRc4W347O7DhWw8cIxD+TYO5ZdyKN/G\nsZIK7js7mTMHug+WEAShdbBoaxbvrtyHQ2srIlYTHBjAnWf047TkWJ/M4akC89an8CWmIsc6oKwh\nggEopaYC/wACgbe01s/UOB4KvIdZZ8sFpmut91nHHgFuBiqBe7XW39U1plIqCZgLdAHWA9dprcvd\nzaGUigHmA2OAd7TWd1eR62TgHSAc+Ba4TzeFCWu3QVDdfvKXl6Tx5vK9/GZCb/7v/EE+y8L39k4q\nuWskyR4GCQiC0PqYOrQbU4d2a24xAO8VWILWempjJlRKBQKvYCrbZwBrlVILtNbbq3S7GTiqte6n\nlJoBPAtMV0oNBmYAQ4AewA9Kqf7WOe7GfBaYrbWeq5R63Rr7NXdzADbgMWCo9VeV14DbgJ8xCmwq\npkak/9DaKLA6ivlWOjTz1h7gjAFxPDGtpsiCIAhtE28d4yuVUsMaOedYIE1rvUdrXY6xjqbV6DMN\neNd6Ph84WxlTYBowV2tdprXeC6RZ47kc0zrnLGsMrDEvqWsOrXWx1noFRpEdxwpYidJar7Ksrveq\njOU/7PXvBfZTWg5ZBTauPLl29J8gCEJbxVsFdhqwXim1y9pOZYtSytvtVHoCVRMiMqw2l3201naM\n2zKmjnPdtccAx6wxas7lbo665M6oR27fU2Hlv9RhgX26LoNOHYI5Z7CsMQmC0H7w1oXoi80rXS2q\n1FxHctfHXbsrRVxXf0/l8ESm2h2Vug3jaiQxMbGOIT3Abi01urHA8ksq+G5bFjPH9GpwnTNBEITW\niLcW2H5gInC91jodcwH3tlZIBlDV15UAZLrro5QKAqKBvDrOddeeA3Syxqg5l7s56pI7oR65AdBa\nv6G1TtFap8TFNTJfyW5ZYG4U2ILNmZTbHVyZIu5DQRDaF94qsFeBCZzYF6wQEzzhDWuBZKVUklIq\nBBOUsaBGnwXA9dbzK4AfrXWnBcAMpVSoFV2YDKxxN6Z1zhJrDKwxv6xnDpdorQ8BhUqp8dba2m+q\njOU/Kqw1MDfbqcxPPcDAbpEM6eFZbTdBEIS2grcuxHFa69FKqQ0AWuujlsLwGK21XSl1N/AdJuT9\nba31NqXUE0Cq1noBMAd4XymVhrGKZljnblNKzQO2A3bgLq11JYCrMa0pHwLmKqWeBDZYY+NuDmus\nfUAUEKKUugSYYkU0zuJEGP1C/B2BCFUssNprYL8cLmRTRj6PXTi4RW51IAiC4E+8VWAVVhi8BlBK\nxQGuy0vXgdb6W0wYetW2P1Z5bgOudHPuU8BTnoxpte/BRCnWbK9rjj5u2lOpHVrvX+qwwD5NPUBQ\ngOKSkT2aVCRBEISWgLcuxJeAL4CuSqmngBXAX30ulXACN2H0FZUOvthwkLMHxddb1V0QBKEt4pUF\nprX+UCm1DjjbarpEa73D92IJx3GjwP636wg5ReWS+yUIQrvFIwWmlLrfzaHzlFLnaa3/7kOZhKq4\nyQP7YsNBYjuGcsYA31VlFwRBaE14aoE5i9sNwNQIdEYNXgQs87VQQhXcWGDbDxUwLqlLtQ0nBUEQ\n2hMeKTCt9eMASqnFwGitdaH1+s/Ap36TTnBpgdkrHWQcLWkxBTUFQRCaA29v3xOB8iqvyzFbqwj+\n4ngljhOBGofybVRUavrEeLarsSAIQlvE2zD694E1SqkvMKH0l3KiIK7gD1zkgaXnlgCQ2CWiOSQS\nBEFoEXgbhfiUUmohppwUwI1a6w2+F0s4ToUNVAAEntiuPj2vGIDeYoEJgtCO8dYCQ2u9HrMxpNAU\n2G3G+qpSaWN/bgkhQQF0k+3PBUFox0gIW0vHbqtVhSM9t4RencMJCJDyUYIgtF9EgbV0Kmy1QujT\n80roHSPrX4IgtG9EgbV07KXVFJjWmv25xSR2kfUvQRDaN14pMKXUlUqpSOv5H5RSnyulRvtHNAEw\nFliVHLDc4nKKyyslgEMQhHaPtxbYY1rrQqXUacC5mBD613wvlnCcGhZYeq5EIAqCIID3CqzSerwA\neE1r/SXg1X5ggpfYy6pZYJIDJgiCYPBWgR1USv0LuAr4VikV2oAxBG+oKK1WhSM9twSloFeX2htc\nCoIgtCe8VT5XYXY9nqq1PgZ0Bh70uVTCCezVoxD355XQIzqc0KDAZhRKEASh+fFWgV0AfK+13q2U\n+gPwKpDje7GE41SU1nAhSgSiIAgCSBBHy8eFBSYBHIIgCBLE0fKposCKyuzkFJWTKApMEARBgjha\nPBUnSknttyIQe0sEoiAIQqODOLogQRz+Q2srD8ysgUkOmCAIwgm83U6lRCm1BEhWSk2ymm2+F0sA\nTmxmaVlg6XlWDpgoMEEQBO8UmFLqFuA+IAHYCIwHVgFn+V40oeZmlum5JXTuEExUWHAdJwmCILQP\nvHUh3geMAdK11mcCo4AjPpdKMDgtMCuReX9eMYlShV4QBAHwXoHZtNY2AKVUqNZ6JzDA92IJgMkB\ng+N5YOm5JfQR96EgCALgvQLLUEp1Av4DfK+U+hLI9L1YAmBC6AGCwii3O8g8VkpvSWIWBEEAvA/i\nuNR6+mcrmCMKWORzqQRDFQvs4LFSHBpxIQqCIFh4pMCUUgvcHQJuBS72mUTCCapYYBJCLwiCUB1P\nLbAJwAHgY2A1RnEJ/qaqAjvsTGIWBSYIggCeK7BuwGRgJnA18A3wsdZ6m78EEzBVOACCw0jPLSE8\nOJC4yNC6zxEEQWgneBTEobWu1Fov0lpfj8n9SgOWKqXu8at07Z0qeWD780wVeqXE+BUEQQAvgjis\nuocXYKywPsBLwOf+EUsAalhgh+kTKwEcgiAITjwN4ngXGAosBB7XWm/1q1SCwbLAdFAY+/NKOL1/\nXDMLJAiC0HLwNA/sOqA/phLHSqVUgfVXqJQq8HZSpdRUpdQupVSaUuphF8dDlVKfWMdXK6X6VDn2\niNW+Syl1bn1jKqWSrDF2W2OGNGKOfUqpLUqpjUqpVG/ft9dYlTgKKoIoszvoFh1WzwmCIAjtB0/X\nwAK01pHWX1SVv0itdZQ3EyqlAoFXgPOAwcBMpdTgGt1uBo5qrfsBs4FnrXMHAzOAIcBU4FWlVGA9\nYz4LzNZaJwNHrbG9nqOKbGdqrUdqrVO8ed8NwsoDyy03616xHSWAQxAEwUlz7OU1FkjTWu/RWpcD\nc4FpNfpMw+z2DDAfOFuZ6IVpwFytdZnWei8mmGSsuzGtc86yxsAa85IGztH02G2AIteK5YjpKHuH\nCoIgOGkOBdYTk1PmJMNqc9lHa20H8oGYOs511x4DHLPGqDmXt3MAaGCxUmqdUuo2j99xQ6koheBw\ncovLAYiJEAtMEATBiVelpHyEqzhw7WEfd+2uFHFd/RsyB8CpWutMpVQ8phbkTq31spqdLeV2G0Bi\nYqKL4TzEboOgUHKKLAUmFpggCMJxmsMCywB6VXmdQO2CwMf7KKWCgGggr45z3bXnAJ2sMWrO5e0c\naK2dj9nAF7hxLWqt39Bap2itU+LiGhE5aLdBUDi5lgLr3EEUmCAIgpPmUGBrMTs6J1kRgTOAmrUW\nFwDXW8+vAH7UWmurfYYVQZgEJANr3I1pnbPEGgNrzC8bModSKkIpFQmglIoApgD+TSeosEFwGLnF\nZUSHBxMS1Bz/LkEQhJZJk7sQtdZ2pdTdwHdAIPC21nqbUuoJIFVrvQCYA7yvlErDWEUzrHO3KaXm\nAdsBO3CX1roSwNWY1pQPAXOVUk8CG6yx8XYOpVRX4AurEkYQ8JHW2r+V+KtYYOI+FARBqI4yRofg\nL1JSUnRqagNTxt6/DGzHmO54Cq1h3h0TfCucIAhCC0Qptc6TVCXxSbVk7GUQFEZusVhggiAINREF\n1pKxlxoFVlQmCkwQBKEGosBaMhU2HEFhHC2pkBwwQRCEGogCa8nYSylXRnHFigUmCIJQDVFgLZkK\nGzaCAYiROoiCIAjVEAXWkrHbKHVYCixCLDBBEISqiAJrydhtFDtMqp4EcQiCIFRHFFhLRWuoKKWo\n0mmBiQtREAShKqLAWiqV5YCmwB5EYIAiOjy4uSUSBEFoUYgCa6lYm1kW2APpEhFCQICrIvmCIAjt\nl+bYTkXwBHsZAMfKAyWAQxDaEBUVFWRkZGCz2ZpblGYnLCyMhIQEgoMb5mESBdZSsRsLLK88gNho\nWf8ShLZCRkYGkZGR9OnTB6s4eLtEa01ubi4ZGRkkJSU1aAxxIbZUKszdWV5ZoEQgCkIbwmazERMT\n066VF4BSipiYmEZZoqLAWiqWBZZjUxKBKAhtjPauvJw09nMQBdZSsSywfLtYYIIg+JYDBw6QlJRE\nXl4eAEePHiUpKYn09HS359x0003Ex8czdOjQau2PPfYYw4cPZ+TIkUyZMoXMTLPp/dKlS4mOjmbk\nyJGMHDmSJ554wufvQxRYS8VuFJhNh0gdREEQfEqvXr2YNWsWDz/8MAAPP/wwt912G71793Z7zg03\n3MCiRbX38H3wwQfZvHkzGzdu5MILL6ymqCZOnMjGjRvZuHEjf/zjH33+PkSBtVScCowQcSEKguBz\nfvvb3/Lzzz/z4osvsmLFCn73u98B8NxzzzFmzBiGDx/On/70p+P9J02aRJcuXWqNExUVdfx5cXFx\nk7pHJQqxpWLlgdkIoYtYYILQJnn8q21szyzw6ZiDe0Txp4uG1NsvODiY5557jqlTp7J48WJCQkJY\nvHgxu3fvZs2aNWitueXHUpAAAA7mSURBVPjii1m2bBmTJk2qc6xHH32U9957j+joaJYsWXK8fdWq\nVYwYMYIePXrw/PPPM2RI/XJ5g1hgLZXjFlgwsWKBCYLgBxYuXEj37t3ZunUrAIsXL2bx4sWMGjWK\n0aNHs3PnTnbv3l3vOE899RQHDhzgmmuu4eWXXwZg9OjRpKens2nTJu655x4uueQSn8svFlhLxbLA\nynSIBHEIQhvFE0vJX2zcuJHvv/+en3/+mdNOO40ZM2agteaRRx7h9ttvb9CYV199NRdccAGPP/54\nNdfi+eefz5133klOTg6xsbG+egtigbVYrEocBIfSISSweWURBKFNobVm1qxZvPjiiyQmJvLggw/y\nwAMPcO655/L2229TVFQEwMGDB8nOzq5zrKoW2oIFCxg4cCAAWVlZaK0BWLNmDQ6Hg5iYGJ++D7HA\nWipWHlhEh0jJGREEwae8+eabJCYmMnnyZADuvPNO3nnnHUJDQ7n66quZMGECAB07duSDDz4gPj6e\nmTNnsnTpUnJyckhISODxxx/n5ptv5uGHH2bXrl0EBATQu3dvXn/9dQDmz5/Pa6+9RlBQEOHh4cyd\nO9fn1zLl1JCCf0hJSdGpqanen/jjUziWPcelMV/x5T0TfS+YIAjNwo4dOxg0aFBzi9FicPV5KKXW\naa1T6jtXXIgtFXsp5YQQExnW3JIIgiC0SESBtVQqbJQRLJXoBUEQ3CAKrIWi7TZsOpiYjhJCLwiC\n4ApRYC0Ue1kJpVJGShAEwS2iwFoo5bYSU0ZKFJggCIJLRIG1UOxlJdgIpotU4RAEQXCJKLAWSmVZ\nKWWESBCHIAg+p2PHjsefT506lU6dOnHhhRdW63PzzTczYsQIhg8fzhVXXHE8ufmdd94hLi7u+DYp\nb731VpPKXhVRYC0UR0UpZTqYWAniEATBjzz44IO8//77tdpnz57Npk2b2Lx5M4mJicdrHAJMnz79\n+DYpt9xyS1OKWw1RYC0UbbeZSvRigQmC4EfOPvtsIiMja7U7axlqrSktLW2RFYGklFQLRdltVAbG\nERIk9xiC0GZZ+DBkbfHtmN2GwXnP+GSoG2+8kW+//ZbBgwfzwgsvHG//7LPPWLZsGf3792f27Nn0\n6tXLJ/N5i1wdWyiBlTZUkFThEASh+fj3v/9NZmYmgwYN4pNPPgHgoosuYt++fWzevJlzzjmH66+/\nvtnkaxYLTCk1FfgHEAi8pbV+psbxUOA94GQgF5iutd5nHXsEuBmoBO7VWn9X15hKqSRgLtAFWA9c\np7Uu9+Uc/iDQUY4KDffX8IIgtAR8ZCn5k8DAQKZPn85zzz3HjTfeWK2i/K233spDDz3UbLI1uQWm\nlAoEXgHOAwYDM5VSg2t0uxk4qrXuB8wGnrXOHQzMAIYAU4FXlVKB9Yz5LDBba50MHLXG9vUcPifY\nUUZASAd/DS8IguAWrTVpaWnHn3/11VfHt0k5dOjQ8X4LFixo1sLEzWGBjQXStNZ7AJRSc4FpwPYq\nfaYBf7aezwdeVmYFcRowV2tdBuxVSqVZ4+FqTKXUDuAs4Gqrz7vWuK/5ao4acvsGrQmhnCCxwARB\n8DMTJ05k586dFBUVkZCQwJw5c5g8eTLXX389BQUFaK0ZMWIEr732GgAvvfQSCxYsICgoiC5duvDO\nO+80m+zNocB6AgeqvM4Axrnro7W2K6XygRir/eca5/a0nrsaMwY4prW2u+jvqzl8TqW9nEAcBIdF\n+GN4QRDaOc6cLoDly5e77PPTTz+5bH/66ad5+umn/SKXtzRHEIerWMyam5K56+Ordl/OUQul1G1K\nqVSlVOqRI0dcdamTsvJy1keeSUTCUK/PFQRBaC80hwWWAVSNuUwAMt30yVBKBQHRQF4957pqzwE6\nKaWCLCusan9fzVELrfUbwBtgNrR01acuOkREMvp3//H2NEEQhHZFc1hga4FkpVSSUioEEzCxoEaf\nBYAzNvMK4Edtto5eAMxQSoVa0YXJwBp3Y1rnLLHGwBrzS1/O4aPPRBAEQfCSJrfArPWmu4HvMOHo\nb2uttymlngBStdYLgDnA+1YARR5GWWD1m4cJnLADd2mtKwFcjWlN+RAwVyn1JLDBGhsfzyEIguAx\nWusWWdmiqTE2Q8NRjR1AqJuUlBSdmpra3GIIgtBC2Lt3L5GRkcTExLRrJaa1/v/t3XuMXGUZx/Hv\nj9hSamklVJS4yBYDtLU3pIiKaFASIOhioImVkLRRTFGbGiqoIH94STSxf/iHolxE7cVAC4akoqIB\nMRWFysVeacG2tLKiUFdKV6il2z7+cd6R07HdPbs7M2fP7u+TbHLeM++ceZ49O/vMucz70tXVRXd3\nN5MmTTrsMUlPRMTsvrbhoaTMzFqora2Nzs5OBnKD13AzZswY2traBvx8FzAzsxYaNWrU/x1x2MB4\nLEQzM6skFzAzM6skFzAzM6sk34XYZJJ2A7sG+PSJZF/GHs6c4/AxEvIcCTlC+XmeGhFv7quTC9gQ\nJunxIreSVplzHD5GQp4jIUeoTp4+hWhmZpXkAmZmZpXkAja03VZ2AC3gHIePkZDnSMgRKpKnr4GZ\nmVkl+QjMzMwqyQWsZJIulvS0pG2SvnyEx4+VtDI9vlZSe+ujHLwCeX5A0pOSeiTNOdI2hroCOS6W\n9JSkDZIelHRqGXEOVoE8r5G0UdI6SQ9LmlpGnIPRV465fnMkhaQhf8devQL7cb6k3Wk/rpN0dRlx\n9ioi/FPSD9m0LNuB04DRwHpgal2fzwK3pOW5wMqy425Snu3ADGAZMKfsmJuU4wXA2LT8mWG8L8fn\nljuA+8uOu9E5pn7HA2uAR4HZZcfdhP04H/he2bH29uMjsHK9G9gWETsi4jXgLuCyuj6XAUvT8j3A\nh1W9ORj6zDMidkbEBuBQGQE2QJEcH4qIV1PzUbJZvaumSJ57c803AlW70F7kfQnwDeDbwH9aGVyD\nFM1xSHMBK9fbgOdy7c607oh9IqIHeBk4sSXRNU6RPKuuvzl+CvhVUyNqjkJ5SvqcpO1k/+AXtSi2\nRukzR0lnAadExH2tDKyBiv69XpFOed8j6ZTWhFacC1i5jnQkVf9ptUifoW445NCXwjlKugqYDSxp\nakTNUSjPiLg5It5BNiP6TU2PqrF6zVHSMcB3gC+0LKLGK7Iffw60R8QM4AFePxM0ZLiAlasTyH+q\naQOeP1ofSW8AJgD/akl0jVMkz6orlKOkC4GvAB0Rsb9FsTVSf/flXcDHmhpR4/WV4/HANOB3knYC\n7wFWV+xGjj73Y0R05f5GbwfOblFshbmAlesx4HRJkySNJrtJY3Vdn9XAvLQ8B/htpCusFVIkz6rr\nM8d02ulWsuL1YgkxNkKRPE/PNS8F/tLC+Bqh1xwj4uWImBgR7RHRTnY9syMiHi8n3AEpsh9PzjU7\ngC0tjK8Qz8hcoojokbQQ+DXZXUE/iojNkr4OPB4Rq4E7gOWStpEdec0tL+KBKZKnpHOAe4ETgI9K\n+lpEvLPEsPul4L5cAowD7k734fw1IjpKC3oACua5MB1pHgBe4vUPYJVQMMdKK5jjIkkdQA/Z/575\npQV8FB6Jw8zMKsmnEM3MrJJcwMzMrJJcwMzMrJJcwMzMrJJcwMzMrJJcwMzMrJJcwMzMrJJcwMwG\nSdLBNF/S+jSn2fvKjglAUrukfZLW5dYtSPNXfTC3bmFad6GkYyTtyT02Kz12RmqPk/Q3SePqXusO\nSZfm2rdKOi9tc3k/Yl4i6bpcW5L2SBor6bj0e35N0sT+/0ZsuHEBMxu8fRExKyJmAjcA3yr6xPQP\nupnvw+0RMSvXngFsAKak1x9LNjL+bmBjRByqhZX6LyAbI298al8JrI6If9e9ziyyOaVqziUbYmkm\n8Od+xDstxVczCdgdEa9GxL6Uy3AbR9MGyAXMrLHGAy+lo59NtZWSrpP01bTcLmmLpO8DTwLnp/bt\nkjZL+k062jjiNtL6rZKW5qa6GFswvunAncDk1F4E3A0ciogX0rpXgLHpKOt8siG+jk+PfRq4RdIZ\nymZb3ijpWuCtEdGZ4pwCPBMRB0kFTNnM4j+R9M1UtKdIWpPivz4NlVaLL1/AZtS1zf7HBcxs8Gqn\ntrYCPySb6LAvZwLLIuIsYBdwOnBzGv9xD3BFgefflqa62Es2c3cRU4BVwGRJE4CPA38ENuX67CUr\nWFcCK8nGMxyfBiM+AGwGVgCLI2J6in1r7vmXAPen5ZnAi2Rj7j0QETeSjb33U+DzKf7TgE2STgBG\nR8Q/cttyAbOjcgEzG7zaKcTJwMXAMo4831Leroh4NNd+NiJq16qeANr7eP5zEfGHtLwCeH9fQSqb\nkLArInYAJwFfBL4LnMHhRaJWwD5JVpC7U3sB2Wj6lwNbIuJPqf9mYF3u+RcB90salfK4E7ghIlak\nxy8H1kdE7dTiU2SnH+uPvsAFzHrhAmbWQBHxCDAROMjh768xdV1fqWvn5wY7SDZTRE8v26gfhbvI\nqNwzgI1puZus2C4lKxwbc/32Ah8COiPi76nvyan/qrSdJ3L9zyZd/0qnMt8UEc8DU8mm7ehJOeXj\nyBe8aal9JrC9tjJdGzwP+H2B3GwEcgEzayBJk8lOkb0AnCTpREnHAh8ZwOZ628bbJb03LX8CeLjA\n9vKFagmwMF2nqj/y2QssBm5J7W7gauDeiNgHdJEVHSSdnV6/VpAuAB5KyzPJTk/OBX4s6S1pfRfZ\nUR+SZgFXkRXAXcA5kmqF+kZgTUT8s0BuNgJ5PjCzwTsud6u6gHkRsT/NrbQWeJbDrxEVEhEHetnG\nFmCepFvJJoz8QYFNTgd+lrZ9X279VLLTeDUvk324fTC1u8kKzmWpvRz4Zcr5abJrdrXJDi8B7knL\nM4G1EfGMpC8Bq9I8YcuBX0h6DHgE2JlOa+6QdBGwVdJ+srsYrymQl41Qng/MrGIktQP3RcS0RvRr\nJElPAudGxIFe+oyr3YYv6XpgQkTc1I/X2AnM9pGZ+RSi2fB1EJiQ/yJzs0XEu3orXsm16esC68hu\n8ihy1ya1LzIDo4BDg4vUhgMfgZmZWSX5CMzMzCrJBczMzCrJBczMzCrJBczMzCrJBczMzCrJBczM\nzCrJBczMzCrJBczMzCrpv9VEjSebpsJBAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -421,12 +438,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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D4l6nk12P/4+SGTMI6dePpGemYImJMSyP1nT5U1iyRWTi3geUUtY6zlPzXkDKXveT8U0Y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\nWdT/Ayi4RG0MAzbwAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -476,7 +493,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -491,7 +508,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -500,7 +517,7 @@
        "dict_keys(['bglass0'])"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -511,7 +528,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -520,7 +537,7 @@
        "dict_keys(['adens'])"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -563,7 +580,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.5"
   }
  },
  "nbformat": 4,
diff --git a/serpentTools/parsers/depletion.py b/serpentTools/parsers/depletion.py
index 76b3bd6..df9c08a 100644
--- a/serpentTools/parsers/depletion.py
+++ b/serpentTools/parsers/depletion.py
@@ -147,6 +147,10 @@ class DepletionReader(DepPlotMixin, MaterialReader):
         #  ING_TOX --> ('ING_TOX', )
         DepPlotMixin.__init__(self)
 
+    def __getitem__(self, name):
+        """Retrieve a material from :attr:`materials`."""
+        return self.materials[name]
+
     def _makeMaterialRegexs(self):
         """Return the patterns by which to find the requested materials."""
         patterns = self.settings['materials'] or ['.*']
diff --git a/serpentTools/samplers/depletion.py b/serpentTools/samplers/depletion.py
index eab7d69..2743f71 100644
--- a/serpentTools/samplers/depletion.py
+++ b/serpentTools/samplers/depletion.py
@@ -61,6 +61,10 @@ class DepletionSampler(DepPlotMixin, Sampler):
         Sampler.__init__(self, files, DepletionReader)
         DepPlotMixin.__init__(self)
 
+    def __getitem__(self, name):
+        """Retrieve a material from :attr:`materials`."""
+        return self.materials[name]
+
     def _precheck(self):
         self._checkParserDictKeys('materials')
         self._checkParserDictKeys('metadata')


Test patch:
diff --git a/serpentTools/tests/test_depSampler.py b/serpentTools/tests/test_depSampler.py
index ebd60be..112ebbf 100644
--- a/serpentTools/tests/test_depSampler.py
+++ b/serpentTools/tests/test_depSampler.py
@@ -98,6 +98,12 @@ class DepletedSamplerTester(unittest.TestCase):
 
                         raise ae
 
-
+    def test_getitem(self):
+        """Verify the getitem method for extracting materials."""
+        with self.assertRaises(KeyError):
+            self.sampler['this should fail']
+        for name, mat in iteritems(self.sampler.materials):
+            fromGetItem = self.sampler[name]
+            self.assertIs(fromGetItem, mat, msg=name)
 if __name__ == '__main__':
     unittest.main()
diff --git a/serpentTools/tests/test_depletion.py b/serpentTools/tests/test_depletion.py
index 211bce1..6d19065 100644
--- a/serpentTools/tests/test_depletion.py
+++ b/serpentTools/tests/test_depletion.py
@@ -5,7 +5,7 @@ import unittest
 from numpy import array
 from numpy.testing import assert_equal
 
-import six
+from six import iteritems
 
 from serpentTools.parsers import read
 from serpentTools.data import getFile
@@ -63,7 +63,7 @@ class DepletionTester(_DepletionTestHelper):
         expectedKeys = set(expectedMetadata)
         actualKeys = set(self.reader.metadata.keys())
         self.assertSetEqual(expectedKeys, actualKeys)
-        for key, expectedValue in six.iteritems(expectedMetadata):
+        for key, expectedValue in iteritems(expectedMetadata):
             assert_equal(self.reader.metadata[key], expectedValue)
 
     def test_ReadMaterials(self):
@@ -71,6 +71,14 @@ class DepletionTester(_DepletionTestHelper):
         self.assertSetEqual(set(self.reader.materials.keys()),
                             self.expectedMaterials)
 
+    def test_getitem(self):
+        """Verify the getitem approach to obtaining materials."""
+        with self.assertRaises(KeyError):
+            self.reader['this should not work']
+        for name, mat in iteritems(self.reader.materials):
+            fromGetItem = self.reader[name]
+            self.assertIs(mat, fromGetItem, msg=mat)
+
 
 class DepletedMaterialTester(_DepletionTestHelper):
     """Class that tests the functionality of the DepletedMaterial class"""