From 0e02e26d13034146524917f55b8c5a65d887e80e Mon Sep 17 00:00:00 2001
From: kaklise <kaklise@sandia.gov>
Date: Fri, 21 Jun 2024 13:55:33 -0700
Subject: [PATCH] cleared output from demo

---
 examples/demos/basic_demo.ipynb | 2746 +++----------------------------
 1 file changed, 193 insertions(+), 2553 deletions(-)

diff --git a/examples/demos/basic_demo.ipynb b/examples/demos/basic_demo.ipynb
index 8090904df..a9c36a7da 100644
--- a/examples/demos/basic_demo.ipynb
+++ b/examples/demos/basic_demo.ipynb
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -79,25 +79,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'Nodes': {'Junctions': 92, 'Tanks': 3, 'Reservoirs': 2},\n",
-       " 'Links': {'Pipes': 117, 'Pumps': 2, 'Valves': 0},\n",
-       " 'Patterns': 5,\n",
-       " 'Curves': {'Pump': 2, 'Efficiency': 0, 'Headloss': 0, 'Volume': 0},\n",
-       " 'Sources': 0,\n",
-       " 'Controls': 18}"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print a basic description of the model.  The level can be 0, 1, or 2 and defines the level of detail included in the description.\n",
     "wn.describe(level=1)"
@@ -105,112 +89,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['add_control',\n",
-       " 'add_curve',\n",
-       " 'add_junction',\n",
-       " 'add_pattern',\n",
-       " 'add_pipe',\n",
-       " 'add_pump',\n",
-       " 'add_reservoir',\n",
-       " 'add_source',\n",
-       " 'add_tank',\n",
-       " 'add_valve',\n",
-       " 'assign_demand',\n",
-       " 'control_name_list',\n",
-       " 'controls',\n",
-       " 'convert_controls_to_rules',\n",
-       " 'curve_name_list',\n",
-       " 'curves',\n",
-       " 'describe',\n",
-       " 'fcv_name_list',\n",
-       " 'fcvs',\n",
-       " 'from_dict',\n",
-       " 'from_gis',\n",
-       " 'get_control',\n",
-       " 'get_curve',\n",
-       " 'get_graph',\n",
-       " 'get_link',\n",
-       " 'get_links_for_node',\n",
-       " 'get_node',\n",
-       " 'get_pattern',\n",
-       " 'get_source',\n",
-       " 'gpv_name_list',\n",
-       " 'gpvs',\n",
-       " 'head_pump_name_list',\n",
-       " 'head_pumps',\n",
-       " 'junction_name_list',\n",
-       " 'junctions',\n",
-       " 'link_name_list',\n",
-       " 'links',\n",
-       " 'name',\n",
-       " 'node_name_list',\n",
-       " 'nodes',\n",
-       " 'num_controls',\n",
-       " 'num_curves',\n",
-       " 'num_junctions',\n",
-       " 'num_links',\n",
-       " 'num_nodes',\n",
-       " 'num_patterns',\n",
-       " 'num_pipes',\n",
-       " 'num_pumps',\n",
-       " 'num_reservoirs',\n",
-       " 'num_sources',\n",
-       " 'num_tanks',\n",
-       " 'num_valves',\n",
-       " 'options',\n",
-       " 'pattern_name_list',\n",
-       " 'patterns',\n",
-       " 'pbv_name_list',\n",
-       " 'pbvs',\n",
-       " 'pipe_name_list',\n",
-       " 'pipes',\n",
-       " 'power_pump_name_list',\n",
-       " 'power_pumps',\n",
-       " 'prv_name_list',\n",
-       " 'prvs',\n",
-       " 'psv_name_list',\n",
-       " 'psvs',\n",
-       " 'pump_name_list',\n",
-       " 'pumps',\n",
-       " 'query_link_attribute',\n",
-       " 'query_node_attribute',\n",
-       " 'remove_control',\n",
-       " 'remove_curve',\n",
-       " 'remove_link',\n",
-       " 'remove_node',\n",
-       " 'remove_pattern',\n",
-       " 'remove_source',\n",
-       " 'reservoir_name_list',\n",
-       " 'reservoirs',\n",
-       " 'reset_initial_values',\n",
-       " 'sim_time',\n",
-       " 'source_name_list',\n",
-       " 'sources',\n",
-       " 'tank_name_list',\n",
-       " 'tanks',\n",
-       " 'tcv_name_list',\n",
-       " 'tcvs',\n",
-       " 'title',\n",
-       " 'to_dict',\n",
-       " 'to_gis',\n",
-       " 'to_graph',\n",
-       " 'valve_name_list',\n",
-       " 'valves']"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# List properties and methods associated with the WaterNetworkModel (omitting private underscore names)\n",
     "[name for name in dir(wn) if not name.startswith('_')]"
@@ -218,22 +101,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot a basic network graphic\n",
     "ax = wntr.graphics.plot_network(wn)"
@@ -251,19 +123,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Node names ['10', '15', '20', '35', '40', '50', '60', '601', '61', '101', '103', '105', '107', '109', '111', '113', '115', '117', '119', '120', '121', '123', '125', '127', '129', '131', '139', '141', '143', '145', '147', '149', '151', '153', '157', '159', '161', '163', '164', '166', '167', '169', '171', '173', '177', '179', '181', '183', '184', '185', '187', '189', '191', '193', '195', '197', '199', '201', '203', '204', '205', '206', '207', '208', '209', '211', '213', '215', '217', '219', '225', '229', '231', '237', '239', '241', '243', '247', '249', '251', '253', '255', '257', '259', '261', '263', '265', '267', '269', '271', '273', '275', 'River', 'Lake', '1', '2', '3']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print the names of all junctions, tanks, and reservoirs\n",
     "print(\"Node names\", wn.node_name_list)"
@@ -271,17 +135,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Tank names ['1', '2', '3']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print the names of just tanks\n",
     "print(\"Tank names\", wn.tank_name_list)"
@@ -289,27 +145,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'wntr.network.elements.Tank'>\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Tank '1', elevation=40.203120000000006, min_level=0.030480000000000004, max_level=9.784080000000001, diameter=25.908, min_vol=0.0, vol_curve='None'>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get a tank object\n",
     "tank = wn.get_node('1')\n",
@@ -319,50 +157,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['add_leak',\n",
-       " 'bulk_coeff',\n",
-       " 'coordinates',\n",
-       " 'demand',\n",
-       " 'diameter',\n",
-       " 'elevation',\n",
-       " 'get_volume',\n",
-       " 'head',\n",
-       " 'init_level',\n",
-       " 'initial_quality',\n",
-       " 'leak_area',\n",
-       " 'leak_demand',\n",
-       " 'leak_discharge_coeff',\n",
-       " 'leak_status',\n",
-       " 'level',\n",
-       " 'max_level',\n",
-       " 'min_level',\n",
-       " 'min_vol',\n",
-       " 'mixing_fraction',\n",
-       " 'mixing_model',\n",
-       " 'name',\n",
-       " 'node_type',\n",
-       " 'overflow',\n",
-       " 'pressure',\n",
-       " 'quality',\n",
-       " 'remove_leak',\n",
-       " 'tag',\n",
-       " 'to_dict',\n",
-       " 'to_ref',\n",
-       " 'vol_curve',\n",
-       " 'vol_curve_name']"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# List properties and methods associated with the tank (omitting private underscore names)\n",
     "[name for name in dir(tank) if not name.startswith('_')]"
@@ -370,20 +167,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Original max level 9.784080000000001\n",
-      "New max level 10\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Change the max level of a tank\n",
     "print(\"Original max level\", tank.max_level)\n",
@@ -393,19 +181,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['10', '15', '20', '35', '40', '50', '60', '601', '61', '101', '103', '105', '107', '109', '111', '113', '115', '117', '119', '120', '121', '123', '125', '127', '129', '131', '139', '141', '143', '145', '147', '149', '151', '153', '157', '159', '161', '163', '164', '166', '167', '169', '171', '173', '177', '179', '181', '183', '184', '185', '187', '189', '191', '193', '195', '197', '199', '201', '203', '204', '205', '206', '207', '208', '209', '211', '213', '215', '217', '219', '225', '229', '231', '237', '239', '241', '243', '247', '249', '251', '253', '255', '257', '259', '261', '263', '265', '267', '269', '271', '273', '275', 'new_junction']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Add a junction to the WaterNetworkModel\n",
     "wn.add_junction('new_junction', base_demand=0.0, demand_pattern=None, elevation=0.0, coordinates=None, demand_category=None)\n",
@@ -414,19 +194,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['10', '15', '20', '35', '40', '50', '60', '601', '61', '101', '103', '105', '107', '109', '111', '113', '115', '117', '119', '120', '121', '123', '125', '127', '129', '131', '139', '141', '143', '145', '147', '149', '151', '153', '157', '159', '161', '163', '164', '166', '167', '169', '171', '173', '177', '179', '181', '183', '184', '185', '187', '189', '191', '193', '195', '197', '199', '201', '203', '204', '205', '206', '207', '208', '209', '211', '213', '215', '217', '219', '225', '229', '231', '237', '239', '241', '243', '247', '249', '251', '253', '255', '257', '259', '261', '263', '265', '267', '269', '271', '273', '275']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Remove a junction from the WaterNetworkModel\n",
     "wn.remove_node('new_junction')\n",
@@ -443,19 +215,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Link names ['20', '40', '50', '60', '101', '103', '105', '107', '109', '111', '112', '113', '114', '115', '116', '117', '119', '120', '121', '122', '123', '125', '129', '131', '133', '135', '137', '145', '147', '149', '151', '153', '155', '159', '161', '163', '169', '171', '173', '175', '177', '179', '180', '181', '183', '185', '186', '187', '189', '191', '193', '195', '197', '199', '201', '202', '203', '204', '205', '207', '209', '211', '213', '215', '217', '219', '221', '223', '225', '229', '231', '233', '235', '237', '238', '239', '240', '241', '243', '245', '247', '249', '251', '257', '261', '263', '269', '271', '273', '275', '277', '281', '283', '285', '287', '289', '291', '293', '295', '297', '299', '301', '303', '305', '307', '309', '311', '313', '315', '317', '319', '321', '323', '325', '329', '330', '333', '10', '335']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print the names of all pipes, pumps, and valves\n",
     "print(\"Link names\", wn.link_name_list)"
@@ -463,19 +227,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Head pump names ['10', '335']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print the names of just head pumps\n",
     "print(\"Head pump names\", wn.head_pump_name_list)"
@@ -483,17 +239,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Links connected to node 229 = ['261', '263', '271']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get the name of links connected to a specific node\n",
     "connected_links = wn.get_links_for_node('229')\n",
@@ -502,29 +250,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'wntr.network.elements.Pipe'>\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Pipe '105' from '101' to '105', length=774.192, diameter=0.30479999999999996, roughness=130.0, minor_loss=0.0, check_valve=False, status=Open>"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get a pipe object\n",
     "pipe = wn.get_link('105')\n",
@@ -534,47 +264,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['bulk_coeff',\n",
-       " 'check_valve',\n",
-       " 'cv',\n",
-       " 'diameter',\n",
-       " 'end_node',\n",
-       " 'end_node_name',\n",
-       " 'flow',\n",
-       " 'friction_factor',\n",
-       " 'headloss',\n",
-       " 'initial_setting',\n",
-       " 'initial_status',\n",
-       " 'length',\n",
-       " 'link_type',\n",
-       " 'minor_loss',\n",
-       " 'name',\n",
-       " 'quality',\n",
-       " 'reaction_rate',\n",
-       " 'roughness',\n",
-       " 'setting',\n",
-       " 'start_node',\n",
-       " 'start_node_name',\n",
-       " 'status',\n",
-       " 'tag',\n",
-       " 'to_dict',\n",
-       " 'to_ref',\n",
-       " 'velocity',\n",
-       " 'vertices',\n",
-       " 'wall_coeff']"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# List properties and methods associated with the pipe (omitting private underscore names)\n",
     "[name for name in dir(pipe) if not name.startswith('_')]"
@@ -582,20 +274,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Original diameter 0.30479999999999996\n",
-      "New diameter 10\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Change the diameter of a pipe\n",
     "print(\"Original diameter\", pipe.diameter)\n",
@@ -605,19 +288,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['20', '40', '50', '60', '101', '103', '105', '107', '109', '111', '112', '113', '114', '115', '116', '117', '119', '120', '121', '122', '123', '125', '129', '131', '133', '135', '137', '145', '147', '149', '151', '153', '155', '159', '161', '163', '169', '171', '173', '175', '177', '179', '180', '181', '183', '185', '186', '187', '189', '191', '193', '195', '197', '199', '201', '202', '203', '204', '205', '207', '209', '211', '213', '215', '217', '219', '221', '223', '225', '229', '231', '233', '235', '237', '238', '239', '240', '241', '243', '245', '247', '249', '251', '257', '261', '263', '269', '271', '273', '275', '277', '281', '283', '285', '287', '289', '291', '293', '295', '297', '299', '301', '303', '305', '307', '309', '311', '313', '315', '317', '319', '321', '323', '325', '329', '330', '333', 'new_pipe']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Add a pipe to the WaterNetworkModel\n",
     "wn.add_pipe(name=\"new_pipe\", start_node_name=\"10\", end_node_name=\"123\", length=304.8, diameter=0.3048, roughness=100, minor_loss=0.0, initial_status='OPEN', check_valve=False)\n",
@@ -626,19 +301,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['20', '40', '50', '60', '101', '103', '105', '107', '109', '111', '112', '113', '114', '115', '116', '117', '119', '120', '121', '122', '123', '125', '129', '131', '133', '135', '137', '145', '147', '149', '151', '153', '155', '159', '161', '163', '169', '171', '173', '175', '177', '179', '180', '181', '183', '185', '186', '187', '189', '191', '193', '195', '197', '199', '201', '202', '203', '204', '205', '207', '209', '211', '213', '215', '217', '219', '221', '223', '225', '229', '231', '233', '235', '237', '238', '239', '240', '241', '243', '245', '247', '249', '251', '257', '261', '263', '269', '271', '273', '275', '277', '281', '283', '285', '287', '289', '291', '293', '295', '297', '299', '301', '303', '305', '307', '309', '311', '313', '315', '317', '319', '321', '323', '325', '329', '330', '333']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Remove a pipe from the WaterNetworkModel\n",
     "wn.remove_link(\"new_pipe\")\n",
@@ -665,202 +332,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
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-       "         257  259  261  263  265  267  269  271  273  275  \n",
-       "0.0      0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
-       "3600.0   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
-       "7200.0   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
-       "10800.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
-       "14400.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
-       "\n",
-       "[5 rows x 92 columns]"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compute expected demand\n",
     "expected_demand = wntr.metrics.expected_demand(wn)\n",
@@ -869,32 +343,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "10    0.000000\n",
-      "15    0.016666\n",
-      "20    0.000000\n",
-      "35    0.108389\n",
-      "40    0.000000\n",
-      "dtype: float64\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compute and plot average expected demand \n",
     "AED = wntr.metrics.average_expected_demand(wn)\n",
@@ -904,31 +355,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Index(['10', '20', '40', '50', '60', '601', '61', '120', '129', '164', '169',\n",
-      "       '173', '179', '181', '183', '184', '187', '195', '204', '206', '208',\n",
-      "       '241', '249', '257', '259', '261', '263', '265', '267', '269', '271',\n",
-      "       '273', '275'],\n",
-      "      dtype='object')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Identify junctions with zero demand\n",
     "zero_demand = AED[AED == 0].index\n",
@@ -938,20 +367,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Demands: [<TimeSeries: base_value=6.30901964e-05, pattern_name='3', category='None'>]>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get the demands on Junction 15\n",
     "junction = wn.get_node('15')\n",
@@ -960,22 +378,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Pattern '3', multipliers=array([620., 620., 620., 620., 620., 360., 360.,   0.,   0.,   0.,   0., 360., 360., 360., 360., 360.,   0.,   0.,   0.,   0.,   0.,   0., 360., 360.])>"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get the pattern associated with the demand\n",
     "pattern = wn.get_pattern(junction.demand_timeseries_list[0].pattern_name)\n",
@@ -984,17 +391,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<Demands: [<TimeSeries: base_value=0.005, pattern_name='New', category='None'>]>\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Modify the base value of the demand\n",
     "junction.demand_timeseries_list[0].base_value = 0.005\n",
@@ -1009,19 +408,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<Demands: [<TimeSeries: base_value=0.005, pattern_name='New', category='None'>, <TimeSeries: base_value=0.015, pattern_name='1', category='None'>]>\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Add a demand to Junction 15\n",
     "junction.add_demand(base=0.015, pattern_name='1')\n",
@@ -1030,20 +421,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot original and modified expected demands\n",
     "new_expected_demand = wntr.metrics.expected_demand(wn) \n",
@@ -1067,29 +447,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'wntr.network.elements.HeadPump'>\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get a head pump object and plot the head pump curve\n",
     "pump = wn.get_link('10')\n",
@@ -1099,22 +461,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(0.0, 31.6992), (0.1261803928, 28.041600000000003), (0.2523607856, 19.2024)]"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get the head curve and print the points\n",
     "pump_curve_name = pump.pump_curve_name\n",
@@ -1124,22 +475,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Modify the curve points and re-plot the pump curve\n",
     "curve.points = [(0.10, 20)]\n",
@@ -1148,22 +488,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x400 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Add a tank volume curve to the model and assign it to a tank\n",
     "wn.add_curve('new_tank_curve', 'VOLUME', [\n",
@@ -1196,39 +525,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['control 1',\n",
-       " 'control 2',\n",
-       " 'control 3',\n",
-       " 'control 4',\n",
-       " 'control 5',\n",
-       " 'control 6',\n",
-       " 'control 7',\n",
-       " 'control 8',\n",
-       " 'control 9',\n",
-       " 'control 10',\n",
-       " 'control 11',\n",
-       " 'control 12',\n",
-       " 'control 13',\n",
-       " 'control 14',\n",
-       " 'control 15',\n",
-       " 'control 16',\n",
-       " 'control 17',\n",
-       " 'control 18']"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get a list of control names\n",
     "wn.control_name_list"
@@ -1236,34 +537,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "control 1 IF SYSTEM TIME IS 01:00:00 THEN PUMP 10 STATUS IS OPEN PRIORITY 3\n",
-      "control 2 IF SYSTEM TIME IS 15:00:00 THEN PUMP 10 STATUS IS CLOSED PRIORITY 3\n",
-      "control 3 IF SYSTEM TIME IS 25:00:00 THEN PUMP 10 STATUS IS OPEN PRIORITY 3\n",
-      "control 4 IF SYSTEM TIME IS 39:00:00 THEN PUMP 10 STATUS IS CLOSED PRIORITY 3\n",
-      "control 5 IF SYSTEM TIME IS 49:00:00 THEN PUMP 10 STATUS IS OPEN PRIORITY 3\n",
-      "control 6 IF SYSTEM TIME IS 63:00:00 THEN PUMP 10 STATUS IS CLOSED PRIORITY 3\n",
-      "control 7 IF SYSTEM TIME IS 73:00:00 THEN PUMP 10 STATUS IS OPEN PRIORITY 3\n",
-      "control 8 IF SYSTEM TIME IS 87:00:00 THEN PUMP 10 STATUS IS CLOSED PRIORITY 3\n",
-      "control 9 IF SYSTEM TIME IS 97:00:00 THEN PUMP 10 STATUS IS OPEN PRIORITY 3\n",
-      "control 10 IF SYSTEM TIME IS 111:00:00 THEN PUMP 10 STATUS IS CLOSED PRIORITY 3\n",
-      "control 11 IF SYSTEM TIME IS 121:00:00 THEN PUMP 10 STATUS IS OPEN PRIORITY 3\n",
-      "control 12 IF SYSTEM TIME IS 135:00:00 THEN PUMP 10 STATUS IS CLOSED PRIORITY 3\n",
-      "control 13 IF SYSTEM TIME IS 145:00:00 THEN PUMP 10 STATUS IS OPEN PRIORITY 3\n",
-      "control 14 IF SYSTEM TIME IS 159:00:00 THEN PUMP 10 STATUS IS CLOSED PRIORITY 3\n",
-      "control 15 IF TANK 1 LEVEL BELOW 5.21208 THEN PUMP 335 STATUS IS OPEN PRIORITY 3\n",
-      "control 16 IF TANK 1 LEVEL ABOVE 5.821680000000001 THEN PUMP 335 STATUS IS CLOSED PRIORITY 3\n",
-      "control 17 IF TANK 1 LEVEL BELOW 5.21208 THEN PIPE 330 STATUS IS CLOSED PRIORITY 3\n",
-      "control 18 IF TANK 1 LEVEL ABOVE 5.821680000000001 THEN PIPE 330 STATUS IS OPEN PRIORITY 3\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print all controls\n",
     "for name, controls in wn.controls():\n",
@@ -1272,19 +548,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "IF TANK 1 LEVEL ABOVE 5.821680000000001 THEN PIPE 330 STATUS IS OPEN PRIORITY 3\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get a specific control object\n",
     "control = wn.get_control('control 18')\n",
@@ -1293,19 +561,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "IF TANK 1 LEVEL ABOVE 5.821680000000001 THEN PIPE 330 STATUS IS OPEN PRIORITY 1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Modify the control priority\n",
     "control.update_priority(1)\n",
@@ -1314,19 +574,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['control 1', 'control 2', 'control 3', 'control 4', 'control 5', 'control 6', 'control 7', 'control 8', 'control 9', 'control 10', 'control 11', 'control 12', 'control 13', 'control 14', 'control 15', 'control 16', 'control 17', 'control 18', 'NewControl']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Add a time based pump control\n",
     "pump = wn.get_link('10')\n",
@@ -1339,19 +591,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['control 1', 'control 2', 'control 3', 'control 4', 'control 5', 'control 6', 'control 7', 'control 8', 'control 9', 'control 10', 'control 11', 'control 12', 'control 13', 'control 14', 'control 15', 'control 16', 'control 17', 'control 18']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Remove a control\n",
     "wn.remove_control('NewControl')\n",
@@ -1360,7 +604,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1378,25 +622,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "20     2.5146\n",
-       "40     2.5146\n",
-       "50     2.5146\n",
-       "60     0.6096\n",
-       "101    0.4572\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Return all pipe diameters (no comparison operator used in the query) \n",
     "all_pipe_diameters = wn.query_link_attribute('diameter')\n",
@@ -1405,18 +633,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Number of pipes: 117\n",
-      "Number of pipes > 12 inches: 39\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Return pipes diameters > 12 inches\n",
     "large_pipe_diameters = wn.query_link_attribute('diameter', np.greater, 12*0.0254)\n",
@@ -1426,20 +645,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot pipes diameters > 12 inches\n",
     "ax = wntr.graphics.plot_network(wn, link_attribute=large_pipe_diameters, node_size=0, link_width=2, title=\"Pipes with diameter > 12 inches\")"
@@ -1457,33 +665,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "10         (9.0, 27.85)\n",
-       "15       (38.68, 23.76)\n",
-       "20       (29.44, 26.91)\n",
-       "35       (25.46, 10.52)\n",
-       "40        (27.02, 9.81)\n",
-       "              ...      \n",
-       "River    (24.15, 31.06)\n",
-       "Lake       (8.0, 27.53)\n",
-       "1         (27.46, 9.84)\n",
-       "2         (32.99, 3.45)\n",
-       "3        (29.41, 27.27)\n",
-       "Length: 97, dtype: object"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Get node coordinates\n",
     "coords = wn.query_node_attribute('coordinates')\n",
@@ -1492,22 +678,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Rotate node coordinates counterclockwise by 30 degrees\n",
     "wn_rotated = wntr.morph.rotate_node_coordinates(wn, 30)\n",
@@ -1526,19 +701,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Max level for tank 1 = 10\n",
-      "Max level for tank 2 = 12.28344\n",
-      "Max level for tank 3 = 10.820400000000001\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Loop over tank names and objects with a generator\n",
     "for name, tank in wn.tanks():\n",
@@ -1547,19 +712,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Max level for tank 1 = 10\n",
-      "Max level for tank 2 = 12.28344\n",
-      "Max level for tank 3 = 10.820400000000001\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Loop over tank names and then get the associated tank object\n",
     "for name in wn.tank_name_list:\n",
@@ -1577,7 +732,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1589,7 +744,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -1616,7 +771,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1634,7 +789,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1655,17 +810,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "dict_keys(['version', 'comment', 'name', 'options', 'curves', 'patterns', 'nodes', 'links', 'sources', 'controls'])\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Convert the WaterNetworkModel to a dictionary\n",
     "wn_dict = wn.to_dict()\n",
@@ -1685,7 +832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1706,17 +853,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MultiDiGraph with 97 nodes and 119 edges\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Convert the WaterNetworkModel to a MultiDiGraph\n",
     "G = wntr.network.to_graph(wn)\n",
@@ -1733,22 +872,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "   node_type  elevation  initial_quality                   geometry\n",
-      "10  Junction   44.80560              0.0   POINT (9.00000 27.85000)\n",
-      "15  Junction    9.75360              0.0  POINT (38.68000 23.76000)\n",
-      "20  Junction   39.31920              0.0  POINT (29.44000 26.91000)\n",
-      "35  Junction    3.81000              0.0  POINT (25.46000 10.52000)\n",
-      "40  Junction   40.20312              0.0   POINT (27.02000 9.81000)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Convert the WaterNetworkModel to a collection of GeoDataFrames\n",
     "wn_gis = wntr.network.to_gis(wn)\n",
@@ -1775,7 +901,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1793,18 +919,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'Nodes': {'Junctions': 92, 'Tanks': 3, 'Reservoirs': 2}, 'Links': {'Pipes': 117, 'Pumps': 2, 'Valves': 0}, 'Patterns': 5, 'Curves': {'Pump': 2, 'Efficiency': 0, 'Headloss': 0, 'Volume': 0}, 'Sources': 0, 'Controls': 18}\n",
-      "{'Nodes': {'Junctions': 92, 'Tanks': 3, 'Reservoirs': 2}, 'Links': {'Pipes': 117, 'Pumps': 2, 'Valves': 0}, 'Patterns': 0, 'Curves': {'Pump': 2, 'Efficiency': 0, 'Headloss': 0, 'Volume': 0}, 'Sources': 0, 'Controls': 0}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compare model attributes of the original model with the model built from Shapefiles (note the absence of patterns and controls)\n",
     "print(wn.describe(level=1))\n",
@@ -1813,26 +930,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\network.py:388: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
-      "  self.junctions.to_file(filename, driver=driver)\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\network.py:392: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
-      "  self.tanks.to_file(filename, driver=driver)\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\network.py:396: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
-      "  self.reservoirs.to_file(filename, driver=driver)\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\network.py:400: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
-      "  self.pipes.to_file(filename, driver=driver)\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\network.py:404: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
-      "  self.pumps.to_file(filename, driver=driver)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Create Shapefiles from the WaterNetworkModel.  The following code will produce UserWarnings: \"Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\"\n",
     "wntr.network.write_shapefile(wn, 'Net3')\n",
@@ -1848,18 +948,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'Nodes': {'Junctions': 92, 'Tanks': 3, 'Reservoirs': 2}, 'Links': {'Pipes': 117, 'Pumps': 2, 'Valves': 0}, 'Patterns': 5, 'Curves': {'Pump': 2, 'Efficiency': 0, 'Headloss': 0, 'Volume': 0}, 'Sources': 0, 'Controls': 18}\n",
-      "{'Nodes': {'Junctions': 92, 'Tanks': 3, 'Reservoirs': 2}, 'Links': {'Pipes': 117, 'Pumps': 2, 'Valves': 0}, 'Patterns': 0, 'Curves': {'Pump': 2, 'Efficiency': 0, 'Headloss': 0, 'Volume': 0}, 'Sources': 0, 'Controls': 0}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compare model attributes of the original model with the model built from Shapefiles (note the absence of patterns and controls)\n",
     "print(wn.describe(level=1))\n",
@@ -1868,27 +959,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Junction column names ['name', 'elevation', 'coordinates', 'emitter_coefficient', 'initial_quality', 'minimum_pressure', 'required_pressure', 'pressure_exponent', 'tag']\n",
-      "\n",
-      "Tank column names ['name', 'elevation', 'init_level', 'min_level', 'max_level', 'diameter', 'min_volvol_curve_name', 'overflow', 'coordinates', 'initial_quality', 'mixing_fraction', 'mixing_model', 'bulk_coeff', 'tag']\n",
-      "\n",
-      "Reservoir column names ['name', 'base_head', 'head_pattern_name', 'coordinates', 'initial_quality', 'tag']\n",
-      "\n",
-      "Pipe column names ['name', 'start_node_name', 'end_node_name', 'length', 'diameter', 'roughness', 'minor_loss', 'initial_status', 'check_valve', 'bulk_coeff', 'wall_coeff', 'vertices', 'tag']\n",
-      "\n",
-      "Pump column names ['name', 'start_node_name', 'end_node_name', 'pump_type', 'pump_curve_name', 'powerbase_speed', 'speed_pattern_name', 'initial_status', 'initial_setting', 'efficiency', 'energy_pattern', 'energy_price', 'vertices', 'tag']\n",
-      "\n",
-      "Valve column names ['name', 'start_node_name', 'end_node_name', 'diameter', 'valve_type', 'minor_loss', 'initial_setting', 'initial_status', 'vertices', 'tag']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print valid GeoJSON or Shapefiles column names required to build a model\n",
     "column_names = wntr.network.io.valid_gis_names()\n",
@@ -1923,7 +996,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -1945,22 +1018,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Options(time=TimeOptions(duration=604800.0, hydraulic_timestep=3600, quality_timestep=300, rule_timestep=360, pattern_timestep=3600, pattern_start=0.0, report_timestep=3600, report_start=0.0, start_clocktime=0.0, statistic='NONE', pattern_interpolation=False), hydraulic=HydraulicOptions(headloss='H-W', hydraulics=None, hydraulics_filename=None, viscosity=1.0, specific_gravity=1.0, pattern='1', demand_multiplier=1.0, demand_model='DDA', minimum_pressure=0.0, required_pressure=0.07, pressure_exponent=0.5, emitter_exponent=0.5, trials=40, accuracy=0.001, unbalanced='CONTINUE', unbalanced_value=10, checkfreq=2, maxcheck=10, damplimit=0.0, headerror=0.0, flowchange=0.0, inpfile_units='GPM', inpfile_pressure_units=None), report=ReportOptions(pagesize=0, report_filename=None, status='YES', summary='NO', energy='NO', nodes=False, links=False, report_params={'elevation': False, 'demand': True, 'head': True, 'pressure': True, 'quality': True, 'length': False, 'diameter': False, 'flow': True, 'velocity': True, 'headloss': True, 'position': False, 'setting': False, 'reaction': False, 'f-factor': False}, param_opts={'elevation': {}, 'demand': {}, 'head': {}, 'pressure': {}, 'quality': {}, 'length': {}, 'diameter': {}, 'flow': {}, 'velocity': {}, 'headloss': {}, 'position': {}, 'setting': {}, 'reaction': {}, 'f-factor': {}}), quality=QualityOptions(parameter='TRACE', trace_node='Lake', chemical_name='CHEMICAL', diffusivity=1.0, tolerance=0.01, inpfile_units='mg/L'), reaction=ReactionOptions(bulk_order=1.0, wall_order=1.0, tank_order=1.0, bulk_coeff=0.0, wall_coeff=0.0, limiting_potential=0.0, roughness_correl=0.0), energy=EnergyOptions(global_price=0.0, global_pattern=None, global_efficiency=75.0, demand_charge=0.0), graphics=GraphicsOptions(dimensions=['6.157', '-1.553', '46.703', '32.613'], units='NONE', offset=['0.00', '0.00'], image_filename=None, map_filename=None), user=UserOptions())"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print the WaterNetworkModel options\n",
     "wn.options"
@@ -1968,17 +1030,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "TimeOptions(duration=345600.0, hydraulic_timestep=3600, quality_timestep=300, rule_timestep=360, pattern_timestep=3600, pattern_start=0.0, report_timestep=3600, report_start=0.0, start_clocktime=0.0, statistic='NONE', pattern_interpolation=False)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Change the simulation duration to 4 days\n",
     "wn.options.time.duration = 4*24*3600 # seconds\n",
@@ -1987,19 +1041,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HydraulicOptions(headloss='H-W', hydraulics=None, hydraulics_filename=None, viscosity=1.0, specific_gravity=1.0, pattern='1', demand_multiplier=1.0, demand_model='PDA', minimum_pressure=2.0, required_pressure=20.0, pressure_exponent=0.5, emitter_exponent=0.5, trials=40, accuracy=0.001, unbalanced='CONTINUE', unbalanced_value=10, checkfreq=2, maxcheck=10, damplimit=0.0, headerror=0.0, flowchange=0.0, inpfile_units='GPM', inpfile_pressure_units=None)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Change the simulation to use pressure dependent hydraulic analysis\n",
     "wn.options.hydraulic.demand_model = 'PDD'\n",
@@ -2017,7 +1063,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2028,7 +1074,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2052,20 +1098,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['demand', 'head', 'pressure', 'quality'])"
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print available node results\n",
     "results_EPANET.node.keys()"
@@ -2073,20 +1108,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['quality', 'flowrate', 'velocity', 'headloss', 'status', 'setting', 'friction_factor', 'reaction_rate'])"
-      ]
-     },
-     "execution_count": 67,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Print available link results\n",
     "results_EPANET.link.keys()"
@@ -2094,216 +1118,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    .dataframe thead th {\n",
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-       "</style>\n",
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-       "      <th>River</th>\n",
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-       "      <td>41.517052</td>\n",
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-       "      <td>44.450718</td>\n",
-       "      <td>41.956619</td>\n",
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-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 97 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "name          10         15         20         35        40        50  \\\n",
-       "0      -0.450080  28.593636   8.839204  40.612465  3.992880  7.162800   \n",
-       "3600   28.253716  28.887127   9.099179  41.513763  4.191198  6.752890   \n",
-       "7200   28.764303  30.003204   9.450781  42.429096  4.620549  6.369755   \n",
-       "10800  28.871414  30.415548   9.869704  42.817165  5.158953  6.534982   \n",
-       "14400  29.659277  31.970718  10.284725  44.297867  5.665968  6.740026   \n",
-       "\n",
-       "name          60        601         61        101  ...        267        269  \\\n",
-       "0      63.706444  92.187874  92.187874  31.553921  ...  38.151539  44.650833   \n",
-       "3600   63.751488  92.490318  92.490318  39.867863  ...  39.722359  45.767292   \n",
-       "7200   63.793495  92.773643  92.773643  41.517052  ...  40.730839  46.730690   \n",
-       "10800  63.813141  92.906601  92.906601  41.862648  ...  41.116512  47.115627   \n",
-       "14400  63.877914  93.346970  93.346970  44.400738  ...  42.755882  48.670082   \n",
-       "\n",
-       "name         271        273        275  River  Lake         1         2  \\\n",
-       "0      42.623013  40.477547  39.655285    0.0   0.0  3.992880  7.162800   \n",
-       "3600   43.530811  41.041168  40.189747    0.0   0.0  4.191198  6.752890   \n",
-       "7200   44.450718  41.956619  41.098690    0.0   0.0  4.620549  6.369755   \n",
-       "10800  44.837067  42.284958  41.419250    0.0   0.0  5.158953  6.534982   \n",
-       "14400  46.327454  43.938843  43.075657    0.0   0.0  5.665964  6.740026   \n",
-       "\n",
-       "name           3  \n",
-       "0       8.839199  \n",
-       "3600    9.099170  \n",
-       "7200    9.450771  \n",
-       "10800   9.869690  \n",
-       "14400  10.284706  \n",
-       "\n",
-       "[5 rows x 97 columns]"
-      ]
-     },
-     "execution_count": 68,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# View EpanetSimulator pressure results\n",
     "results_EPANET.node['pressure'].head()"
@@ -2311,30 +1128,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Pressure difference (m)')"
-      ]
-     },
-     "execution_count": 69,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compare EpanetSimulator and WNTRSimulator pressure results\n",
     "diff = results_EPANET.node['pressure'] - results_WNTR.node['pressure']\n",
@@ -2345,30 +1141,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Tank Level (m)')"
-      ]
-     },
-     "execution_count": 70,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot timeseries of tank levels\n",
     "tank_levels = results_EPANET.node['pressure'].loc[:,wn.tank_name_list]\n",
@@ -2379,32 +1154,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Pump flowrate (m$^3$/s)')"
-      ]
-     },
-     "execution_count": 71,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot timeseries of pump flowrates\n",
     "pump_flowrates = results_EPANET.link['flowrate'].loc[:,wn.pump_name_list]\n",
@@ -2415,22 +1169,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot pressure at hour 5 on the network\n",
     "pressure_at_5hr = results_EPANET.node['pressure'].loc[5*3600, :]\n",
@@ -2449,7 +1192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2478,7 +1221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2498,7 +1241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2510,7 +1253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2521,20 +1264,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Articulation points\n",
     "articulation_points = list(nx.articulation_points(uG))\n",
@@ -2543,20 +1275,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compute betweenness centrality\n",
     "betweenness_centrality = nx.betweenness_centrality(G)\n",
@@ -2575,7 +1296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2591,22 +1312,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compute water service availability, defined as the ratio of delivered demand to the expected demand. \n",
     "expected_demand = wntr.metrics.expected_demand(wn)\n",
@@ -2627,22 +1337,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compute water age using the last 48 hours of a water quality simulation\n",
     "wn.options.quality.parameter = 'AGE'\n",
@@ -2657,22 +1356,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compute the population that is impacted by water age greater than 24 hours\n",
     "pop = wntr.metrics.population(wn)\n",
@@ -2699,7 +1387,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2711,22 +1399,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "FC = wntr.scenario.FragilityCurve()\n",
     "FC.add_state('Minor', 1, {'Default': lognorm(0.5,scale=0.3)})\n",
@@ -2736,22 +1413,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Model peak ground acceleration from a magnitude 6.5 earthquake, assigning values to pipes.\n",
     "wn = wntr.morph.scale_node_coordinates(wn, 1000)\n",
@@ -2766,7 +1432,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2779,22 +1445,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot damage state (converted to numeric values) on the network\n",
     "priority_map = FC.get_priority_map()\n",
@@ -2825,27 +1480,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'Nodes': {'Junctions': 3323, 'Tanks': 32, 'Reservoirs': 1},\n",
-       " 'Links': {'Pipes': 3829, 'Pumps': 61, 'Valves': 2},\n",
-       " 'Patterns': 3,\n",
-       " 'Curves': {'Pump': 60, 'Efficiency': 0, 'Headloss': 0, 'Volume': 0},\n",
-       " 'Sources': 0,\n",
-       " 'Controls': 124}"
-      ]
-     },
-     "execution_count": 88,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Create a WaterNetworkModel from an EPANET INP file\n",
     "wn = wntr.network.WaterNetworkModel('../networks/Net6.inp')\n",
@@ -2854,27 +1493,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'Nodes': {'Junctions': 1121, 'Tanks': 32, 'Reservoirs': 1},\n",
-       " 'Links': {'Pipes': 1547, 'Pumps': 61, 'Valves': 2},\n",
-       " 'Patterns': 3,\n",
-       " 'Curves': {'Pump': 60, 'Efficiency': 0, 'Headloss': 0, 'Volume': 0},\n",
-       " 'Sources': 0,\n",
-       " 'Controls': 124}"
-      ]
-     },
-     "execution_count": 89,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Skeletonize the network using a 12 inch pipe diameter threshold\n",
     "skel_wn = wntr.morph.skeletonize(wn, 12*0.0254)\n",
@@ -2883,32 +1506,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot the original and skeletonized networks\n",
     "ax = wntr.graphics.plot_network(wn, node_size=0, title='Original')\n",
@@ -2917,7 +1519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2933,30 +1535,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1d68d115f90>"
-      ]
-     },
-     "execution_count": 92,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot average pressure at junctions that exist in both the original and skeletonized model\n",
     "skel_junctions = skel_wn.junction_name_list\n",
@@ -2987,7 +1568,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2999,22 +1580,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Create a N-2 strategic valve layer.  Note that the user can create strategic or random valve placements, or use real valve data.\n",
     "valve_layer = wntr.network.generate_valve_layer(wn, 'strategic', 2)\n",
@@ -3023,80 +1593,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "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>link</th>\n",
-       "      <th>node</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>12</td>\n",
-       "      <td>11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>9</td>\n",
-       "      <td>8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    link  node\n",
-       "16    12    11\n",
-       "15    10    10\n",
-       "23     9     8\n",
-       "30     8     8\n",
-       "24     8     7"
-      ]
-     },
-     "execution_count": 95,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Identify nodes and links that are in each valve segment\n",
     "G = wn.to_graph()\n",
@@ -3106,22 +1607,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot segments\n",
     "N = seg_sizes.shape[0] # number of segments\n",
@@ -3143,7 +1633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -3155,140 +1645,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>link_type</th>\n",
-       "      <th>start_node_name</th>\n",
-       "      <th>end_node_name</th>\n",
-       "      <th>check_valve</th>\n",
-       "      <th>diameter</th>\n",
-       "      <th>initial_status</th>\n",
-       "      <th>length</th>\n",
-       "      <th>minor_loss</th>\n",
-       "      <th>roughness</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>10</td>\n",
-       "      <td>11</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.4572</td>\n",
-       "      <td>Open</td>\n",
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-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>11</td>\n",
-       "      <td>12</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.3556</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (30.00000 70.00000, 50.00000 70.00000)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>12</td>\n",
-       "      <td>13</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.2540</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (50.00000 70.00000, 70.00000 70.00000)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.2540</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (30.00000 40.00000, 50.00000 40.00000)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.3048</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (50.00000 40.00000, 70.00000 40.00000)</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   link_type start_node_name end_node_name check_valve  diameter  \\\n",
-       "10      Pipe              10            11       False    0.4572   \n",
-       "11      Pipe              11            12       False    0.3556   \n",
-       "12      Pipe              12            13       False    0.2540   \n",
-       "21      Pipe              21            22       False    0.2540   \n",
-       "22      Pipe              22            23       False    0.3048   \n",
-       "\n",
-       "   initial_status    length  minor_loss  roughness  \\\n",
-       "10           Open  3209.544         0.0      100.0   \n",
-       "11           Open  1609.344         0.0      100.0   \n",
-       "12           Open  1609.344         0.0      100.0   \n",
-       "21           Open  1609.344         0.0      100.0   \n",
-       "22           Open  1609.344         0.0      100.0   \n",
-       "\n",
-       "                                             geometry  \n",
-       "10  LINESTRING (20.00000 70.00000, 30.00000 70.00000)  \n",
-       "11  LINESTRING (30.00000 70.00000, 50.00000 70.00000)  \n",
-       "12  LINESTRING (50.00000 70.00000, 70.00000 70.00000)  \n",
-       "21  LINESTRING (30.00000 40.00000, 50.00000 40.00000)  \n",
-       "22  LINESTRING (50.00000 40.00000, 70.00000 40.00000)  "
-      ]
-     },
-     "execution_count": 98,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Convert a WaterNetworkModel to a collection of GeoDataFrames in EPSG:4326 coordinates\n",
     "wn_gis = wntr.network.to_gis(wn, crs='EPSG:4326')\n",
@@ -3297,75 +1656,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "EPSG:4326\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
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-       "\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>demand</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>5000</td>\n",
-       "      <td>POINT (48.20000 37.20000)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1500</td>\n",
-       "      <td>POINT (71.80000 68.30000)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>8000</td>\n",
-       "      <td>POINT (51.20000 71.10000)</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   demand                   geometry\n",
-       "0    5000  POINT (48.20000 37.20000)\n",
-       "1    1500  POINT (71.80000 68.30000)\n",
-       "2    8000  POINT (51.20000 71.10000)"
-      ]
-     },
-     "execution_count": 99,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load hydrant data\n",
     "hydrant_data = gpd.read_file('../data/Net1_hydrant_data.geojson') \n",
@@ -3383,79 +1678,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:94: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  closest[\"snap_distance\"] = closest.geometry.distance(gpd.GeoSeries(closest.points, crs=crs))\n"
-     ]
-    },
-    {
-     "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>node</th>\n",
-       "      <th>snap_distance</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>22</td>\n",
-       "      <td>3.328663</td>\n",
-       "      <td>POINT (50.00000 40.00000)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>13</td>\n",
-       "      <td>2.475884</td>\n",
-       "      <td>POINT (70.00000 70.00000)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>12</td>\n",
-       "      <td>1.627882</td>\n",
-       "      <td>POINT (50.00000 70.00000)</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  node  snap_distance                   geometry\n",
-       "0   22       3.328663  POINT (50.00000 40.00000)\n",
-       "1   13       2.475884  POINT (70.00000 70.00000)\n",
-       "2   12       1.627882  POINT (50.00000 70.00000)"
-      ]
-     },
-     "execution_count": 100,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Snap hydrants to junctions\n",
     "snapped_to_junctions = wntr.gis.snap(hydrant_data, wn_gis.junctions, tolerance=5.0)\n",
@@ -3464,22 +1689,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot results\n",
     "ax = hydrant_data.plot()\n",
@@ -3497,99 +1711,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "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",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>mean_income</th>\n",
-       "      <th>mean_age</th>\n",
-       "      <th>population</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>3362.0</td>\n",
-       "      <td>POLYGON ((41.67813 82.75023, 41.98596 60.85779...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>78245.0</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>5618.0</td>\n",
-       "      <td>POLYGON ((23.21084 40.19160, 22.99063 27.71777...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>91452.0</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>5650.0</td>\n",
-       "      <td>POLYGON ((22.99063 27.71777, 61.93720 16.36165...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>5546.0</td>\n",
-       "      <td>POLYGON ((61.93720 16.36165, 22.99063 27.71777...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>26135.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>5968.0</td>\n",
-       "      <td>POLYGON ((61.93720 16.36165, 64.04456 22.10119...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   mean_income  mean_age  population  \\\n",
-       "0      63326.0      35.0      3362.0   \n",
-       "1      78245.0      31.0      5618.0   \n",
-       "2      91452.0      40.0      5650.0   \n",
-       "3      54040.0      39.0      5546.0   \n",
-       "4      26135.0      38.0      5968.0   \n",
-       "\n",
-       "                                            geometry  \n",
-       "0  POLYGON ((41.67813 82.75023, 41.98596 60.85779...  \n",
-       "1  POLYGON ((23.21084 40.19160, 22.99063 27.71777...  \n",
-       "2  POLYGON ((22.99063 27.71777, 61.93720 16.36165...  \n",
-       "3  POLYGON ((61.93720 16.36165, 22.99063 27.71777...  \n",
-       "4  POLYGON ((61.93720 16.36165, 64.04456 22.10119...  "
-      ]
-     },
-     "execution_count": 102,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load demographic data associated with census block groups\n",
     "demographic_data = gpd.read_file('../data/Net1_demographic_data.geojson') \n",
@@ -3598,110 +1724,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>intersections</th>\n",
-       "      <th>values</th>\n",
-       "      <th>n</th>\n",
-       "      <th>sum</th>\n",
-       "      <th>min</th>\n",
-       "      <th>max</th>\n",
-       "      <th>mean</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>[0]</td>\n",
-       "      <td>[63326.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>[0]</td>\n",
-       "      <td>[63326.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>[5]</td>\n",
-       "      <td>[57620.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>[5]</td>\n",
-       "      <td>[57620.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>[3]</td>\n",
-       "      <td>[54040.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>54040.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   intersections     values  n      sum      min      max     mean\n",
-       "10           [0]  [63326.0]  1  63326.0  63326.0  63326.0  63326.0\n",
-       "11           [0]  [63326.0]  1  63326.0  63326.0  63326.0  63326.0\n",
-       "12           [5]  [57620.0]  1  57620.0  57620.0  57620.0  57620.0\n",
-       "13           [5]  [57620.0]  1  57620.0  57620.0  57620.0  57620.0\n",
-       "21           [3]  [54040.0]  1  54040.0  54040.0  54040.0  54040.0"
-      ]
-     },
-     "execution_count": 103,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Intersect junctions with census block groups, extract mean income\n",
     "junction_demographics = wntr.gis.intersect(wn_gis.junctions, demographic_data, 'mean_income')\n",
@@ -3710,156 +1737,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:254: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_length = A.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n",
-      "C:\\Users\\kaklise\\Projects\\src\\EPA\\WNTR\\wntr\\gis\\geospatial.py:263: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
-      "\n",
-      "  A_clip_length = A_clip.length\n"
-     ]
-    },
-    {
-     "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>intersections</th>\n",
-       "      <th>values</th>\n",
-       "      <th>n</th>\n",
-       "      <th>sum</th>\n",
-       "      <th>min</th>\n",
-       "      <th>max</th>\n",
-       "      <th>mean</th>\n",
-       "      <th>weighted_mean</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>[0]</td>\n",
-       "      <td>[63326.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>63326.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>[0, 5]</td>\n",
-       "      <td>[63326.0, 57620.0]</td>\n",
-       "      <td>2</td>\n",
-       "      <td>120946.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>63326.0</td>\n",
-       "      <td>60473.0</td>\n",
-       "      <td>61002.920197</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>[5]</td>\n",
-       "      <td>[57620.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.0</td>\n",
-       "      <td>57620.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>[3]</td>\n",
-       "      <td>[54040.0]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>54040.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>[3, 6]</td>\n",
-       "      <td>[54040.0, 44871.0]</td>\n",
-       "      <td>2</td>\n",
-       "      <td>98911.0</td>\n",
-       "      <td>44871.0</td>\n",
-       "      <td>54040.0</td>\n",
-       "      <td>49455.5</td>\n",
-       "      <td>47067.894876</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   intersections              values  n       sum      min      max     mean  \\\n",
-       "10           [0]           [63326.0]  1   63326.0  63326.0  63326.0  63326.0   \n",
-       "11        [0, 5]  [63326.0, 57620.0]  2  120946.0  57620.0  63326.0  60473.0   \n",
-       "12           [5]           [57620.0]  1   57620.0  57620.0  57620.0  57620.0   \n",
-       "21           [3]           [54040.0]  1   54040.0  54040.0  54040.0  54040.0   \n",
-       "22        [3, 6]  [54040.0, 44871.0]  2   98911.0  44871.0  54040.0  49455.5   \n",
-       "\n",
-       "    weighted_mean  \n",
-       "10   63326.000000  \n",
-       "11   61002.920197  \n",
-       "12   57620.000000  \n",
-       "21   54040.000000  \n",
-       "22   47067.894876  "
-      ]
-     },
-     "execution_count": 104,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Intersect pipes with census block groups, extract mean income\n",
     "pipe_demographics = wntr.gis.intersect(wn_gis.pipes, demographic_data, 'mean_income')\n",
@@ -3868,22 +1750,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot results\n",
     "ax = demographic_data.plot(column='mean_income', alpha=0.5, cmap='bone', vmin=10000, vmax=100000)\n",
@@ -3904,105 +1775,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
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-       "\n",
-       "    .dataframe thead th {\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>node_type</th>\n",
-       "      <th>elevation</th>\n",
-       "      <th>initial_quality</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>betweenness_centrality</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Junction</td>\n",
-       "      <td>216.408</td>\n",
-       "      <td>0.0005</td>\n",
-       "      <td>POINT (20.00000 70.00000)</td>\n",
-       "      <td>0.088889</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Junction</td>\n",
-       "      <td>216.408</td>\n",
-       "      <td>0.0005</td>\n",
-       "      <td>POINT (30.00000 70.00000)</td>\n",
-       "      <td>0.155556</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Junction</td>\n",
-       "      <td>213.360</td>\n",
-       "      <td>0.0005</td>\n",
-       "      <td>POINT (50.00000 70.00000)</td>\n",
-       "      <td>0.127778</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Junction</td>\n",
-       "      <td>211.836</td>\n",
-       "      <td>0.0005</td>\n",
-       "      <td>POINT (70.00000 70.00000)</td>\n",
-       "      <td>0.022222</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>Junction</td>\n",
-       "      <td>213.360</td>\n",
-       "      <td>0.0005</td>\n",
-       "      <td>POINT (30.00000 40.00000)</td>\n",
-       "      <td>0.083333</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   node_type  elevation  initial_quality                   geometry  \\\n",
-       "10  Junction    216.408           0.0005  POINT (20.00000 70.00000)   \n",
-       "11  Junction    216.408           0.0005  POINT (30.00000 70.00000)   \n",
-       "12  Junction    213.360           0.0005  POINT (50.00000 70.00000)   \n",
-       "13  Junction    211.836           0.0005  POINT (70.00000 70.00000)   \n",
-       "21  Junction    213.360           0.0005  POINT (30.00000 40.00000)   \n",
-       "\n",
-       "    betweenness_centrality  \n",
-       "10                0.088889  \n",
-       "11                0.155556  \n",
-       "12                0.127778  \n",
-       "13                0.022222  \n",
-       "21                0.083333  "
-      ]
-     },
-     "execution_count": 106,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Compute betweenness centrality and add it to the WaterNetworkGIS object\n",
     "G = wn.to_graph() # directed multigraph\n",
@@ -4014,148 +1791,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "\n",
-       "    .dataframe tbody tr th {\n",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>link_type</th>\n",
-       "      <th>start_node_name</th>\n",
-       "      <th>end_node_name</th>\n",
-       "      <th>check_valve</th>\n",
-       "      <th>diameter</th>\n",
-       "      <th>initial_status</th>\n",
-       "      <th>length</th>\n",
-       "      <th>minor_loss</th>\n",
-       "      <th>roughness</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>flowrate</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>10</td>\n",
-       "      <td>11</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.4572</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>3209.544</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (20.00000 70.00000, 30.00000 70.00000)</td>\n",
-       "      <td>0.069037</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>11</td>\n",
-       "      <td>12</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.3556</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (30.00000 70.00000, 50.00000 70.00000)</td>\n",
-       "      <td>0.037369</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>12</td>\n",
-       "      <td>13</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.2540</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (50.00000 70.00000, 70.00000 70.00000)</td>\n",
-       "      <td>0.009919</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>21</td>\n",
-       "      <td>22</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.2540</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (30.00000 40.00000, 50.00000 40.00000)</td>\n",
-       "      <td>0.004307</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>Pipe</td>\n",
-       "      <td>22</td>\n",
-       "      <td>23</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.3048</td>\n",
-       "      <td>Open</td>\n",
-       "      <td>1609.344</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>LINESTRING (50.00000 40.00000, 70.00000 40.00000)</td>\n",
-       "      <td>0.005854</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   link_type start_node_name end_node_name check_valve  diameter  \\\n",
-       "10      Pipe              10            11       False    0.4572   \n",
-       "11      Pipe              11            12       False    0.3556   \n",
-       "12      Pipe              12            13       False    0.2540   \n",
-       "21      Pipe              21            22       False    0.2540   \n",
-       "22      Pipe              22            23       False    0.3048   \n",
-       "\n",
-       "   initial_status    length  minor_loss  roughness  \\\n",
-       "10           Open  3209.544         0.0      100.0   \n",
-       "11           Open  1609.344         0.0      100.0   \n",
-       "12           Open  1609.344         0.0      100.0   \n",
-       "21           Open  1609.344         0.0      100.0   \n",
-       "22           Open  1609.344         0.0      100.0   \n",
-       "\n",
-       "                                             geometry  flowrate  \n",
-       "10  LINESTRING (20.00000 70.00000, 30.00000 70.00000)  0.069037  \n",
-       "11  LINESTRING (30.00000 70.00000, 50.00000 70.00000)  0.037369  \n",
-       "12  LINESTRING (50.00000 70.00000, 70.00000 70.00000)  0.009919  \n",
-       "21  LINESTRING (30.00000 40.00000, 50.00000 40.00000)  0.004307  \n",
-       "22  LINESTRING (50.00000 40.00000, 70.00000 40.00000)  0.005854  "
-      ]
-     },
-     "execution_count": 107,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Run a hydraulic simulation and store average flowrate to the WaterNetworkGIS object\n",
     "sim = wntr.sim.EpanetSimulator(wn)\n",
@@ -4168,7 +1808,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },