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<h1 class="title toc-ignore">Data</h1>
</div>
<div id="data-folders" class="section level1">
<h1>Data Folders</h1>
<p>Project data is categorized and kept in three folders in the shared ISWEL project folder <a href="https://portal.iiasa.ac.at/dana/fb/smb/wfb.cgi?t=p&v=resource_1304000562.324190.2&si=0&ri=0&pi=0&sb=name&so=asc&dir=is-wel%5Cindus\datagis">pdrive\is-wel\indus\datagis</a></p>
<ul>
<li>
raw – Contains unprocessed data from various sources.
</li>
<li>
processed – Contains data which has been prepared for the ISWEL models.
</li>
<li>
code – Contains code used to process raw data.
</li>
</ul>
</div>
<div id="data-formats" class="section level1">
<h1>Data Formats</h1>
<p>Data used in this project is available in several different formats. Some of these are:</p>
<ul>
<li>
Spatial polygons – By regional boundaries
</li>
<li>
Spatial grid cells or rasters – By X,Y coordinates and cell size
</li>
<li>
Flow/directional data – For flow or connecting lines
</li>
<li>
Parameters for processes – Individual processes
</li>
<li>
Temporal ranges – Annual, monthly, daily etc.
</li>
</ul>
</div>
<div id="processed-data-summary" class="section level1">
<h1>Processed Data Summary</h1>
<p>Processed data is available in the ISWEL project folder <a href="https://portal.iiasa.ac.at/dana/fb/smb/wfb.cgi?t=p&v=resource_1304000562.324190.2&si=0&ri=0&pi=0&sb=name&so=asc&dir=is-wel%5Cindus\datagis">pdrive\is-wel\indus\datagis</a>.</p>
<p>The following table gives a summary of the data sets that have been processed.</p>
<p id="tabcap">
Processed Data
</p>
<table>
<colgroup>
<col width="9%" />
<col width="18%" />
<col width="29%" />
<col width="42%" />
</colgroup>
<thead>
<tr class="header">
<th>Sector</th>
<th>Data</th>
<th>IIASA Folder name</th>
<th>Sources</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>Admin</td>
<td>Admin boundaries</td>
<td>processed_admin_boundaries</td>
<td><span class="citation">Lehner and Grill (<a href="#ref-lehner2013_HYDROBASINS">2013</a>)</span></td>
</tr>
<tr class="even">
<td>Admin</td>
<td>Population</td>
<td>processed_admin_population</td>
<td>IIASA SSP2 RCP4 gridded projections</td>
</tr>
<tr class="odd">
<td>Admin</td>
<td>Road network</td>
<td>processed_admin_roads</td>
<td><span class="citation">OSM (<a href="#ref-OSM2017">2017</a>)</span></td>
</tr>
<tr class="even">
<td>Water</td>
<td>Water temperature</td>
<td>processed_water_temp</td>
<td>IIASA Water</td>
</tr>
<tr class="odd">
<td>Energy</td>
<td>Transmission lines</td>
<td>processed_energy_transmission</td>
<td><span class="citation">World Bank (<a href="#ref-WorldBank2017_PakTransmissionMap">2017</a>)</span></td>
</tr>
<tr class="even">
<td>Energy</td>
<td>Hydropower</td>
<td>processed_energy_hydropower</td>
<td><span class="citation">Van Vliet et al. (<a href="#ref-vanVliet2016_hydropowerNCC">2016</a>)</span>, <span class="citation">CARMA (<a href="#ref-CARMA2009_Energydata">2009</a>)</span>, <span class="citation">Lehner et al. (<a href="#ref-GRAND2011_globaldams">2011</a>)</span>, <span class="citation">various (<a href="#ref-Wiki2017_AfgPP">2017</a><a href="#ref-Wiki2017_AfgPP">a</a>)</span>, <span class="citation">various (<a href="#ref-Wiki2017_ChnPP">2017</a><a href="#ref-Wiki2017_ChnPP">b</a>)</span>, <span class="citation">various (<a href="#ref-Wiki2017_IndPP">2017</a><a href="#ref-Wiki2017_IndPP">c</a>)</span>, <span class="citation">various (<a href="#ref-Wiki2017_PakPP">2017</a><a href="#ref-Wiki2017_PakPP">d</a>)</span></td>
</tr>
<tr class="odd">
<td>Energy</td>
<td>Powerplants</td>
<td>processed_energy_powerplants</td>
<td><span class="citation">Raptis and Pfister (<a href="#ref-raptis2016_globalpp">2016</a>)</span>,<span class="citation">CARMA (<a href="#ref-CARMA2009_Energydata">2009</a>)</span></td>
</tr>
<tr class="even">
<td>Energy</td>
<td>Demands</td>
<td>processed_admin_demands</td>
<td>IIASA SSP 2 Projections</td>
</tr>
</tbody>
</table>
</div>
<div id="processed-data-details" class="section level1">
<h1>Processed Data Details</h1>
<p>Processed data is available in the ISWEL project folder <a href="https://portal.iiasa.ac.at/dana/fb/smb/wfb.cgi?t=p&v=resource_1304000562.324190.2&si=0&ri=0&pi=0&sb=name&so=asc&dir=is-wel%5Cindus\datagis">pdrive\is-wel\indus\datagis</a>.</p>
<div id="admin_boundaries" class="section level2">
<h2>Admin_boundaries</h2>
<p>IIASA folder: <a href="https://portal.iiasa.ac.at/dana/fb/smb/wfb.cgi?t=p&v=resource_1304000562.324190.2&si=0&ri=0&pi=0&sb=name&so=asc&dir=is-wel%5Cindus\datagis">pdrive\is-wel\indus\datagis\processed\processed\processed_admin_boundaries</a>.<br> Sources: <span class="citation">Lehner and Grill (<a href="#ref-lehner2013_HYDROBASINS">2013</a>)</span></p>
<table>
<thead>
<tr class="header">
<th>Admin boundary data files</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>f_Map_Indus_IIASA_Orig_HYDROBASINS.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_Orig_HYDROBASINS.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_Orig_subbasin_by_country.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_Orig_subbasin_by_country.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_Orig_subbasinByCountryPIDs.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_Orig_subbasinByCountryPIDs.png</td>
</tr>
<tr class="odd">
<td>t_Indus_IIASA_Orig_subbasinByCountryPIDsDetails.csv</td>
</tr>
<tr class="even">
<td>t_Indus_IIASA_Orig_subbasinByCountryPIDsSummary.csv</td>
</tr>
</tbody>
</table>
<p id="figcap">
Admin boundary data example 1
</p>
<center>
<div id="fig">
<div class="figure">
<img src="figures/f_Map_Indus_IIASA_Orig_HYDROBASINS.png" />
</div>
</div>
</center>
<p><br><br></p>
<p id="figcap">
Admin boundary data example 2
</p>
<center>
<div id="fig">
<div class="figure">
<img src="figures/f_Map_Indus_IIASA_Orig_subbasinByCountryPIDs.png" />
</div>
</div>
</center>
<p><br><br></p>
<p id="tabcap">
Table 1: Indus Basin spatial polygon unit IDs and locations. For more details on the elevations, centroids and outlets go to <a href="https://portal.iiasa.ac.at/dana/fb/smb/wfb.cgi?t=p&v=resource_1304000562.324190.2&si=0&ri=0&pi=0&sb=name&so=asc&dir=is-wel%5Cindus%5Cdatagis%5Cprocessed\processed_admin_boundaries">pdrive\is-wel\indus\datagis\processed\processed_admin_boundaries</a>
</p>
<table>
<thead>
<tr class="header">
<th align="center">No.</th>
<th align="center">Polygon ID (PID)</th>
<th align="center">Basin</th>
<th align="center">Country</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="center">1</td>
<td align="center">2213</td>
<td align="center">Indus</td>
<td align="center">Afghanistan</td>
</tr>
<tr class="even">
<td align="center">2</td>
<td align="center">2214</td>
<td align="center">Indus</td>
<td align="center">Afghanistan</td>
</tr>
<tr class="odd">
<td align="center">3</td>
<td align="center">2215</td>
<td align="center">Indus</td>
<td align="center">China</td>
</tr>
<tr class="even">
<td align="center">4</td>
<td align="center">2216</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="odd">
<td align="center">5</td>
<td align="center">2217</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="even">
<td align="center">6</td>
<td align="center">2218</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="odd">
<td align="center">7</td>
<td align="center">2219</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="even">
<td align="center">8</td>
<td align="center">2220</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="odd">
<td align="center">9</td>
<td align="center">2221</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="even">
<td align="center">10</td>
<td align="center">2222</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="odd">
<td align="center">11</td>
<td align="center">2223</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="even">
<td align="center">12</td>
<td align="center">2224</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">13</td>
<td align="center">2225</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">14</td>
<td align="center">2226</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">15</td>
<td align="center">2227</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">16</td>
<td align="center">2228</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">17</td>
<td align="center">2229</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">18</td>
<td align="center">2230</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">19</td>
<td align="center">2231</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">20</td>
<td align="center">2232</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">21</td>
<td align="center">2233</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">22</td>
<td align="center">2234</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">23</td>
<td align="center">2235</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">24</td>
<td align="center">2236</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">25</td>
<td align="center">2237</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">26</td>
<td align="center">2238</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">27</td>
<td align="center">2239</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">28</td>
<td align="center">2240</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">29</td>
<td align="center">2241</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">30</td>
<td align="center">2242</td>
<td align="center">Indus</td>
<td align="center">China</td>
</tr>
<tr class="odd">
<td align="center">31</td>
<td align="center">2243</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="even">
<td align="center">32</td>
<td align="center">2244</td>
<td align="center">Indus</td>
<td align="center">China</td>
</tr>
<tr class="odd">
<td align="center">33</td>
<td align="center">2245</td>
<td align="center">Indus</td>
<td align="center">China</td>
</tr>
<tr class="even">
<td align="center">34</td>
<td align="center">2246</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="odd">
<td align="center">35</td>
<td align="center">2247</td>
<td align="center">Indus</td>
<td align="center">China</td>
</tr>
<tr class="even">
<td align="center">36</td>
<td align="center">2248</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">37</td>
<td align="center">2249</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="even">
<td align="center">38</td>
<td align="center">2250</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="odd">
<td align="center">39</td>
<td align="center">2251</td>
<td align="center">Indus</td>
<td align="center">Afghanistan</td>
</tr>
<tr class="even">
<td align="center">40</td>
<td align="center">2252</td>
<td align="center">Indus</td>
<td align="center">Afghanistan</td>
</tr>
<tr class="odd">
<td align="center">41</td>
<td align="center">2253</td>
<td align="center">Indus</td>
<td align="center">Pakistan</td>
</tr>
<tr class="even">
<td align="center">42</td>
<td align="center">2254</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
<tr class="odd">
<td align="center">43</td>
<td align="center">2255</td>
<td align="center">Indus</td>
<td align="center">India</td>
</tr>
</tbody>
</table>
</div>
<div id="admin_population" class="section level2">
<h2>Admin_population</h2>
<p>IIASA folder: <a href="https://portal.iiasa.ac.at/dana/fb/smb/wfb.cgi?t=p&v=resource_1304000562.324190.2&si=0&ri=0&pi=0&sb=name&so=asc&dir=is-wel%5Cindus\datagis">pdrive\is-wel\indus\datagis\processed\processed_admin_population</a>.<br> Sources: IIASA SSP2 RCP4 gridded projections</p>
<table>
<thead>
<tr class="header">
<th>Admin population data files</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>anim_ChartIndus_IIASA_total_pop_2010to2090_byCOUNTRY.gif</td>
</tr>
<tr class="even">
<td>anim_ChartIndus_IIASA_urban_pop_2010to2090_byCOUNTRY.gif</td>
</tr>
<tr class="odd">
<td>anim_Map_Indus_IIASA_rural_pop_2010to2090_PolygonsbyPID.gif</td>
</tr>
<tr class="even">
<td>anim_Map_Indus_IIASA_rural_pop_2010to2090_Raster.gif</td>
</tr>
<tr class="odd">
<td>anim_Map_Indus_IIASA_total_pop_2010to2090_PolygonsbyPID.gif</td>
</tr>
<tr class="even">
<td>anim_Map_Indus_IIASA_total_pop_2010to2090_Raster.gif</td>
</tr>
<tr class="odd">
<td>anim_Map_Indus_IIASA_urban_pop_2010to2090_PolygonsbyPID.gif</td>
</tr>
<tr class="even">
<td>anim_Map_Indus_IIASA_urban_pop_2010to2090_Raster.gif</td>
</tr>
<tr class="odd">
<td>f_Chart_Indus_IIASA_rural_pop_2010to2090_ChartbyCountry.pdf</td>
</tr>
<tr class="even">
<td>f_Chart_Indus_IIASA_rural_pop_2010to2090_ChartbyCountry.png</td>
</tr>
<tr class="odd">
<td>f_Chart_Indus_IIASA_total_pop_2010to2090_ChartbyCountry.pdf</td>
</tr>
<tr class="even">
<td>f_Chart_Indus_IIASA_total_pop_2010to2090_ChartbyCountry.png</td>
</tr>
<tr class="odd">
<td>f_Chart_Indus_IIASA_urban_pop_2010to2090_ChartbyCountry.pdf</td>
</tr>
<tr class="even">
<td>f_Chart_Indus_IIASA_urban_pop_2010to2090_ChartbyCountry.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_Orig_HYDROBASINS.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_Orig_HYDROBASINS.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_Orig_subbasin_by_country.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_Orig_subbasin_by_country.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_rural_pop_2010to2090_PolygonsbyPID.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_rural_pop_2010to2090_PolygonsbyPID.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_rural_pop_2010to2090_Raster.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_rural_pop_2010to2090_Raster.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_total_pop_2010to2090_PolygonsbyPID.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_total_pop_2010to2090_PolygonsbyPID.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_total_pop_2010to2090_Raster.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_total_pop_2010to2090_Raster.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_urban_pop_2010to2090_PolygonsbyPID.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_urban_pop_2010to2090_PolygonsbyPID.png</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_urban_pop_2010to2090_Raster.pdf</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_urban_pop_2010to2090_Raster.png</td>
</tr>
<tr class="odd">
<td>t_GLOBAL_IIASA_edit_SSP2_Population2010to2090_byXY.csv</td>
</tr>
<tr class="even">
<td>t_Indus_IIASA_edit_SSP2_Population_rural_pop_2010to2090_byPIDCOUNTRY.csv</td>
</tr>
<tr class="odd">
<td>t_Indus_IIASA_edit_SSP2_Population_total_pop_2010to2090_byPIDCOUNTRY.csv</td>
</tr>
<tr class="even">
<td>t_Indus_IIASA_edit_SSP2_Population_urban_pop_2010to2090_byPIDCOUNTRY.csv</td>
</tr>
<tr class="odd">
<td>t_Indus_IIASA_edit_SSP2_Population2010to2090_byXY.csv</td>
</tr>
</tbody>
</table>
<p id="figcap">
Admin population data example: rural population gridded animation
</p>
<center>
<div id="fig">
<div class="figure">
<img src="figures/anim_Map_Indus_IIASA_rural_pop_2010to2090_Raster.gif" />
</div>
</div>
</center>
<p><br><br></p>
<p id="figcap">
Admin population data example: urban population gridded animation
</p>
<center>
<div id="fig">
<div class="figure">
<img src="figures/anim_Map_Indus_IIASA_urban_pop_2010to2090_Raster.gif" />
</div>
</div>
</center>
<p><br><br></p>
<p id="figcap">
Admin population example: rural population maps
</p>
<center>
<div id="fig">
<div class="figure">
<img src="figures/f_Map_Indus_IIASA_rural_pop_2010to2090_PolygonsbyPID.png" />
</div>
</div>
</center>
<p><br><br></p>
<p id="figcap">
Admin population example: rural population charts
</p>
<center>
<div id="fig">
<div class="figure">
<img src="figures/f_Chart_Indus_IIASA_rural_pop_2010to2090_ChartbyCountry.png" />
</div>
</div>
</center>
<p><br><br></p>
</div>
<div id="water_temp" class="section level2">
<h2>Water_temp</h2>
<p>IIASA folder: <a href="https://portal.iiasa.ac.at/dana/fb/smb/wfb.cgi?t=p&v=resource_1304000562.324190.2&si=0&ri=0&pi=0&sb=name&so=asc&dir=is-wel%5Cindus\datagis">pdrive\is-wel\indus\datagis\processed\processed_water_temp</a>.<br> Sources: IIASA daily water temperatre projections</p>
<table>
<colgroup>
<col width="100%" />
</colgroup>
<thead>
<tr class="header">
<th>Water temperature</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>anim_ChartIndus_IIASA_waterTemp_2006_Jan_01_2006toJul_21_2008_byCOUNTRY.gif</td>
</tr>
<tr class="even">
<td>anim_ChartIndus_IIASA_waterTemp_2007_Jan_01_2006toJul_21_2008_byCOUNTRY.gif</td>
</tr>
<tr class="odd">
<td>anim_ChartIndus_IIASA_waterTemp_2008_Jan_01_2006toJul_21_2008_byCOUNTRY.gif</td>
</tr>
<tr class="even">
<td>anim_Map_Indus_IIASA_waterTemp_2006_Jan_01_2006toJul_21_2008_PolygonsbyPID.gif</td>
</tr>
<tr class="odd">
<td>anim_Map_Indus_IIASA_waterTemp_2006_Jan_01_2006toJul_21_2008_Raster.gif</td>
</tr>
<tr class="even">
<td>anim_Map_Indus_IIASA_waterTemp_2007_Jan_01_2006toJul_21_2008_PolygonsbyPID.gif</td>
</tr>
<tr class="odd">
<td>anim_Map_Indus_IIASA_waterTemp_2007_Jan_01_2006toJul_21_2008_Raster.gif</td>
</tr>
<tr class="even">
<td>anim_Map_Indus_IIASA_waterTemp_2008_Jan_01_2006toJul_21_2008_PolygonsbyPID.gif</td>
</tr>
<tr class="odd">
<td>anim_Map_Indus_IIASA_waterTemp_2008_Jan_01_2006toJul_21_2008_Raster.gif</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_Orig_HYDROBASINS.pdf</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_Orig_HYDROBASINS.png</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_Orig_subbasin_by_country.pdf</td>
</tr>
<tr class="odd">
<td>f_Map_Indus_IIASA_Orig_subbasin_by_country.png</td>
</tr>
<tr class="even">
<td>f_Map_Indus_IIASA_waterTemp_2006_Jan_01_2006toJul_21_2008_ChartbyCountry.pdf</td>
</tr>