data_visualization.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
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   "execution_count": 2,
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   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.27.0.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
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   "source": [
    "# imports\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "from utils import genSankey\n",
    "\n",
    "# to make notebook work offline\n",
    "from plotly.offline import iplot, init_notebook_mode\n",
    "init_notebook_mode(connected=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Permit Data Viz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sankey of permit filing method vs status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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    "# basic sankey\n",
    "fig = go.Figure(data=[go.Sankey(\n",
    "    node = dict(\n",
    "      pad = 15,\n",
    "      thickness = 20,\n",
    "      line = dict(color = \"black\", width = 0.5),\n",
    "      label = [\"A1\", \"A2\", \"B1\", \"B2\", \"C1\", \"C2\"],\n",
    "      color = \"blue\"\n",
    "    ),\n",
    "    link = dict(\n",
    "      source = [5, 2, 5, 4, 4, 5], # indices correspond to labels, eg A1, A2, A1, B1, ...\n",
    "      target = [0, 1, 0, 2, 3, 3],\n",
    "      value = [8, 4, 2, 8, 4, 2]\n",
    "  ))])\n",
    "\n",
    "fig.update_layout(title_text=\"Basic Sankey Diagram\", font_size=10)\n",
    "fig.show()"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Permit_Type</th>\n",
       "      <th>Permit_Submittal_Method</th>\n",
       "      <th>Permit_Outcome</th>\n",
       "      <th>Total_Permits</th>\n",
       "      <th>Total_Dummy_Column</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Littoral</td>\n",
       "      <td>Electronic</td>\n",
       "      <td>Approved</td>\n",
       "      <td>50</td>\n",
       "      <td>Total</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Littoral</td>\n",
       "      <td>In Person</td>\n",
       "      <td>Approved</td>\n",
       "      <td>20</td>\n",
       "      <td>Total</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Littoral</td>\n",
       "      <td>Other</td>\n",
       "      <td>Approved</td>\n",
       "      <td>15</td>\n",
       "      <td>Total</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Littoral</td>\n",
       "      <td>Electronic</td>\n",
       "      <td>Denied</td>\n",
       "      <td>5</td>\n",
       "      <td>Total</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Littoral</td>\n",
       "      <td>In Person</td>\n",
       "      <td>Denied</td>\n",
       "      <td>3</td>\n",
       "      <td>Total</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Permit_Type Permit_Submittal_Method Permit_Outcome  Total_Permits  \\\n",
       "0    Littoral              Electronic       Approved             50   \n",
       "1    Littoral               In Person       Approved             20   \n",
       "2    Littoral                   Other       Approved             15   \n",
       "3    Littoral              Electronic         Denied              5   \n",
       "4    Littoral               In Person         Denied              3   \n",
       "\n",
       "  Total_Dummy_Column  \n",
       "0              Total  \n",
       "1              Total  \n",
       "2              Total  \n",
       "3              Total  \n",
       "4              Total  "
      ]
     },
     "execution_count": 5,
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   ],
   "source": [
    "# Generating DFs for different filter options\n",
    "Littoral = genSankey(df[df['Permit_Type']=='Littoral'],category_cols=['Permit_Submittal_Method', 'Permit_Type','Permit_Outcome'],value_cols='Total_Permits',title='Permits?')\n",
    "Development = genSankey(df[df['Permit_Type']=='Development'],category_cols=['Permit_Submittal_Method','Permit_Type','Permit_Outcome'],value_cols='Total_Permits',title='Permits?')\n",
    "all = genSankey(df,category_cols=['Permit_Submittal_Method','Permit_Type','Permit_Outcome'],value_cols='Total_Permits',title='Permits?')\n",
    "\n",
    "# Constructing menus\n",
    "updatemenus = [{'buttons': [{'method': 'animate',\n",
    "                             'label': 'All',\n",
    "                             'args': [all]\n",
    "                              },\n",
    "                            {'method': 'animate',\n",
    "                             'label': 'Littoral',\n",
    "                             'args': [Littoral]\n",
    "                             },\n",
    "                            {'method': 'animate',\n",
    "                             'label': 'Development',\n",
    "                             'args': [Development]\n",
    "                             }\n",
    "                            ] } ]\n",
    "\n",
    "# update layout with buttons, and show the figure\n",
    "sank = genSankey(df,category_cols=['Permit_Submittal_Method','Permit_Type','Permit_Outcome'],value_cols='Total_Permits',title='Permits?')\n",
    "fig = go.Figure(sank)\n",
    "fig.update_layout(updatemenus=updatemenus)\n",
    "iplot(fig)\n",
    "fig.write_html('demo.html')"
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