diff --git a/rime/pp_combined_example.ipynb b/rime/pp_combined_example.ipynb
index a630b7c..37d8518 100644
--- a/rime/pp_combined_example.ipynb
+++ b/rime/pp_combined_example.ipynb
@@ -578,11 +578,11 @@
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
        "<div id='p1002'>\n",
-       "  <div id=\"e59c56ec-092e-4bd5-a2aa-5d0090bbcaa1\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
+       "  <div id=\"acff8823-ee90-4d5c-8b23-a6c00071c07c\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"bf5635b3-ffb3-4b6e-ae8a-58b86464acda\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"935c6273ead54417992db99a5dca37f3\",\"client_comm_id\":\"f7dd7254f5264723b9d1783b798c7da8\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
-       "  var render_items = [{\"docid\":\"bf5635b3-ffb3-4b6e-ae8a-58b86464acda\",\"roots\":{\"p1002\":\"e59c56ec-092e-4bd5-a2aa-5d0090bbcaa1\"},\"root_ids\":[\"p1002\"]}];\n",
+       "  var docs_json = {\"a7f0577c-5ed4-4833-a035-f11d8a4f1dd0\":{\"version\":\"3.3.4\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"d207fe08bfe84ec38958307e331d47f9\",\"client_comm_id\":\"333b07cbd53a4e0dba039fd433128acb\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
+       "  var render_items = [{\"docid\":\"a7f0577c-5ed4-4833-a035-f11d8a4f1dd0\",\"roots\":{\"p1002\":\"acff8823-ee90-4d5c-8b23-a6c00071c07c\"},\"root_ids\":[\"p1002\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
@@ -708,16 +708,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2024-02-28 11:31:24,806 - tornado.application - ERROR - Uncaught exception GET /status/ws (::1)\n",
-      "HTTPServerRequest(protocol='http', host='localhost:8787', method='GET', uri='/status/ws', version='HTTP/1.1', remote_ip='::1')\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/byers/venvs/seturime/lib/python3.10/site-packages/tornado/websocket.py\", line 938, in _accept_connection\n",
-      "    open_result = handler.open(*handler.open_args, **handler.open_kwargs)\n",
-      "  File \"/home/byers/venvs/seturime/lib/python3.10/site-packages/tornado/web.py\", line 3301, in wrapper\n",
-      "    return method(self, *args, **kwargs)\n",
-      "  File \"/home/byers/venvs/seturime/lib/python3.10/site-packages/bokeh/server/views/ws.py\", line 149, in open\n",
-      "    raise ProtocolError(\"Token is expired.\")\n",
-      "bokeh.protocol.exceptions.ProtocolError: Token is expired.\n"
+      "/home/byers/venvs/seturime/lib/python3.10/site-packages/distributed/node.py:182: UserWarning: Port 8787 is already in use.\n",
+      "Perhaps you already have a cluster running?\n",
+      "Hosting the HTTP server on port 38175 instead\n",
+      "  warnings.warn(\n"
      ]
     }
    ],
@@ -1349,8 +1343,8 @@
        "  * lat       (lat) float32 1kB 89.75 89.25 88.75 88.25 ... -88.75 -89.25 -89.75\n",
        "  * gwl       (gwl) float64 40B 1.2 1.5 2.0 2.5 3.0\n",
        "Data variables:\n",
-       "    dri_qtot  (gwl, lat, lon) float64 10MB dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-29afe166-502d-4a7a-a6dd-c764c94d06bd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-29afe166-502d-4a7a-a6dd-c764c94d06bd' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>gwl</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-770c6b3c-6fb7-4f2f-87e2-2b3551906376' class='xr-section-summary-in' type='checkbox'  checked><label for='section-770c6b3c-6fb7-4f2f-87e2-2b3551906376' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-c9f43c3a-41e4-43e5-a3e5-af27a8043b16' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9f43c3a-41e4-43e5-a3e5-af27a8043b16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-686f3b89-d533-4087-a7be-6256321349c2' class='xr-var-data-in' type='checkbox'><label for='data-686f3b89-d533-4087-a7be-6256321349c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
-       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-f732cf3e-1273-49df-bb77-9c38c15b71ff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f732cf3e-1273-49df-bb77-9c38c15b71ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-241f3e46-fa07-4783-8b0f-49b68297284b' class='xr-var-data-in' type='checkbox'><label for='data-241f3e46-fa07-4783-8b0f-49b68297284b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gwl</span></div><div class='xr-var-dims'>(gwl)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.5 2.0 2.5 3.0</div><input id='attrs-2a538d2c-bdeb-4b7d-a951-a2ef99ad6eb5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a538d2c-bdeb-4b7d-a951-a2ef99ad6eb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be87fa9e-5aca-432c-9e0e-fbbb73bad5b8' class='xr-var-data-in' type='checkbox'><label for='data-be87fa9e-5aca-432c-9e0e-fbbb73bad5b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2, 1.5, 2. , 2.5, 3. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a2734684-a7b1-4cd4-97c3-8f13efaf84c6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a2734684-a7b1-4cd4-97c3-8f13efaf84c6' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>dri_qtot</span></div><div class='xr-var-dims'>(gwl, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-c5838ce1-2f26-4112-9be7-c37ab5be8d78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5838ce1-2f26-4112-9be7-c37ab5be8d78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52c18ea9-c094-4536-864f-efad03f8b2d8' class='xr-var-data-in' type='checkbox'><label for='data-52c18ea9-c094-4536-864f-efad03f8b2d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    dri_qtot  (gwl, lat, lon) float64 10MB dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-5b43b8d7-b745-4f0e-b784-0d26866ae9a0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5b43b8d7-b745-4f0e-b784-0d26866ae9a0' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>gwl</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0ae9fd4d-3dec-496d-beb6-88ccf0afa544' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0ae9fd4d-3dec-496d-beb6-88ccf0afa544' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-44207e95-a0b3-4dee-b866-398df8e21b46' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-44207e95-a0b3-4dee-b866-398df8e21b46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f0e80ab-14fb-43f0-acc7-76033930c802' class='xr-var-data-in' type='checkbox'><label for='data-9f0e80ab-14fb-43f0-acc7-76033930c802' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
+       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-d7a1f2e8-0cab-407a-a185-8c7a8fb0cf89' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7a1f2e8-0cab-407a-a185-8c7a8fb0cf89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e06aaed7-cd62-4253-aa54-3e2448ce5aba' class='xr-var-data-in' type='checkbox'><label for='data-e06aaed7-cd62-4253-aa54-3e2448ce5aba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gwl</span></div><div class='xr-var-dims'>(gwl)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.5 2.0 2.5 3.0</div><input id='attrs-6445cbf8-a9fb-4181-95a1-b6cc1934f422' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6445cbf8-a9fb-4181-95a1-b6cc1934f422' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-640b08df-5cbe-4c06-8466-0de89d5c5827' class='xr-var-data-in' type='checkbox'><label for='data-640b08df-5cbe-4c06-8466-0de89d5c5827' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2, 1.5, 2. , 2.5, 3. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f0f1d50a-ea2a-4b52-af50-018ad95c7050' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f0f1d50a-ea2a-4b52-af50-018ad95c7050' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>dri_qtot</span></div><div class='xr-var-dims'>(gwl, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-0e796be0-993e-45c8-9e91-9284cd1791b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e796be0-993e-45c8-9e91-9284cd1791b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-766916ae-bf4e-4b13-9dda-27c1abc8b714' class='xr-var-data-in' type='checkbox'><label for='data-766916ae-bf4e-4b13-9dda-27c1abc8b714' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1436,17 +1430,17 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d948bcff-7fa9-43b0-b649-f7b6e0d9c612' class='xr-section-summary-in' type='checkbox'  ><label for='section-d948bcff-7fa9-43b0-b649-f7b6e0d9c612' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-de7d64cb-b5ed-4b0d-9d90-9dc867120069' class='xr-index-data-in' type='checkbox'/><label for='index-de7d64cb-b5ed-4b0d-9d90-9dc867120069' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-c6c1ef01-5ffc-4e21-8d59-aa3689daf983' class='xr-section-summary-in' type='checkbox'  ><label for='section-c6c1ef01-5ffc-4e21-8d59-aa3689daf983' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5e99426c-c8cb-49e1-83f8-85592138a28e' class='xr-index-data-in' type='checkbox'/><label for='index-5e99426c-c8cb-49e1-83f8-85592138a28e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
        "       -175.75, -175.25,\n",
        "       ...\n",
        "        175.25,  175.75,  176.25,  176.75,  177.25,  177.75,  178.25,  178.75,\n",
        "        179.25,  179.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-befd415a-e9b9-45c7-990c-d40a50edf438' class='xr-index-data-in' type='checkbox'/><label for='index-befd415a-e9b9-45c7-990c-d40a50edf438' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9113ec63-5738-4e0c-96db-d3474f3e1f49' class='xr-index-data-in' type='checkbox'/><label for='index-9113ec63-5738-4e0c-96db-d3474f3e1f49' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
        "        85.25,\n",
        "       ...\n",
        "       -85.25, -85.75, -86.25, -86.75, -87.25, -87.75, -88.25, -88.75, -89.25,\n",
        "       -89.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gwl</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4a043bea-31a5-493b-a9f3-f500870f8d14' class='xr-index-data-in' type='checkbox'/><label for='index-4a043bea-31a5-493b-a9f3-f500870f8d14' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.2, 1.5, 2.0, 2.5, 3.0], dtype=&#x27;float64&#x27;, name=&#x27;gwl&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-68559398-b7a6-4382-8d0e-201ff16365d4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-68559398-b7a6-4382-8d0e-201ff16365d4' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gwl</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1d37a8cd-e415-4895-a3f4-4f54b13071cb' class='xr-index-data-in' type='checkbox'/><label for='index-1d37a8cd-e415-4895-a3f4-4f54b13071cb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.2, 1.5, 2.0, 2.5, 3.0], dtype=&#x27;float64&#x27;, name=&#x27;gwl&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b91bbeb1-6475-41d6-9342-00ec73ad635a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b91bbeb1-6475-41d6-9342-00ec73ad635a' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 10MB\n",
@@ -1482,35 +1476,27 @@
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
-      "  index = pd.unique(index)\n",
-      "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
-      "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
-      "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
-      "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
-      "  index = pd.unique(index)\n",
-      "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n"
      ]
     },
@@ -1523,6 +1509,8 @@
       "COFFEE_1_1_EN_NPi2020_400f_lowBECCS\n",
       "Warning! Overshoot  drawdown: 0.26. Scenario SKIPPED\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.     1.22   1.39   1.5    1.6    1.67   1.72   1.77   1.78   1.8\n",
       "   1.78   1.76   1.72   1.69   1.65   1.62   1.59   1.54]\n",
       "[999.     1.22   1.39   1.5    1.6    1.67   1.72   1.77   1.78   1.8\n",
@@ -1530,24 +1518,34 @@
       "GCAM_5_3_NGFS2_Current Policies\n",
       "Warning! Max temperature above 3.0°C  3.05, data thereafter not possible\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are higher than the available climate impacts GWLs. Setting temp_max to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(3.)\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.     1.24   1.38   1.49   1.61   1.72   1.82   1.94   2.03   2.14\n",
       "   2.24   2.36   2.46   2.57   2.68   2.8    2.92 999.  ]\n",
       "[999.     1.24   1.38   1.49   1.61   1.72   1.82   1.94   2.03   2.14\n",
       "   2.24   2.36   2.46   2.57   2.68   2.8    2.92 999.  ]\n",
       "IMAGE_3_0_EN_INDCi2030_3000f\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.     1.21   1.36   1.49   1.62   1.72   1.83   1.95   2.05   2.16\n",
       "   2.25   2.36   2.43   2.52   2.58   2.64   2.67   2.69]\n",
       "[999.     1.21   1.36   1.49   1.62   1.72   1.83   1.95   2.05   2.16\n",
       "   2.25   2.36   2.43   2.52   2.58   2.64   2.67   2.69]\n",
       "IMAGE_3_0_1_SSP1-26\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.     1.21   1.36   1.47   1.57   1.65   1.69   1.74   1.76   1.79\n",
       "   1.79   1.8    1.77   1.76   1.73   1.7    1.68   1.65]\n",
       "[999.     1.21   1.36   1.47   1.57   1.65   1.69   1.74   1.76   1.79\n",
       "   1.79   1.8    1.77   1.76   1.73   1.7    1.68   1.65]\n",
       "IMAGE_3_0_1_SSP2-45\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.   999.     1.34   1.45   1.59   1.72   1.84   1.96   2.07   2.19\n",
       "   2.28   2.38   2.43   2.48   2.52   2.55   2.59   2.6 ]\n",
       "[999.   999.     1.34   1.45   1.59   1.72   1.84   1.96   2.07   2.19\n",
@@ -1555,6 +1553,10 @@
       "IMAGE_3_0_1_SSP3-Baseline\n",
       "Warning! Max temperature above 3.0°C  3.93, data thereafter not possible\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are higher than the available climate impacts GWLs. Setting temp_max to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(3.)\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.   999.     1.33   1.46   1.64   1.81   1.97   2.14   2.31   2.5\n",
       "   2.66   2.84   3.   999.   999.   999.   999.   999.  ]\n",
       "[999.   999.     1.33   1.46   1.64   1.81   1.97   2.14   2.31   2.5\n",
@@ -1562,6 +1564,10 @@
       "IMAGE_3_0_1_SSP5-Baseline\n",
       "Warning! Max temperature above 3.0°C  4.9, data thereafter not possible\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are higher than the available climate impacts GWLs. Setting temp_max to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(3.)\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.   999.     1.34   1.49   1.68   1.88   2.09   2.32   2.58   2.88\n",
       " 999.   999.   999.   999.   999.   999.   999.   999.  ]\n",
       "[999.   999.     1.34   1.49   1.68   1.88   2.09   2.32   2.58   2.88\n",
@@ -1573,25 +1579,33 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
+      "  index = pd.unique(index)\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n",
+      "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
+      "  index = pd.unique(index)\n",
+      "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
+      "  index = pd.unique(index)\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n"
      ]
     },
@@ -1601,18 +1615,22 @@
      "text": [
       "Warning! Overshoot  drawdown: 0.38. Scenario SKIPPED\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.     1.23   1.39   1.47   1.54   1.55   1.52   1.51   1.45   1.42\n",
       "   1.37   1.34   1.3    1.27   1.25   1.22   1.2  999.  ]\n",
       "[999.     1.23   1.39   1.47   1.54   1.55   1.52   1.51   1.45   1.42\n",
       "   1.37   1.34   1.3    1.27   1.25   1.22   1.2  999.  ]\n",
       "WITCH_5_0_CO_Bridge\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.     1.21   1.36   1.45   1.55   1.63   1.66   1.71   1.72   1.73\n",
       "   1.73   1.74   1.72   1.72   1.72   1.7    1.7    1.68]\n",
       "[999.     1.21   1.36   1.45   1.55   1.63   1.66   1.71   1.72   1.73\n",
       "   1.73   1.74   1.72   1.72   1.72   1.7    1.7    1.68]\n",
       "FINISHED Test multiple scenarios, 1 indicator\n",
-      "6.082691669464111\n"
+      "6.317521572113037\n"
      ]
     }
    ],
@@ -2036,9 +2054,9 @@
        "    REMIND-MAgPIE_2_1-4_2_SusDev_SDP-PkBudg1000  (lat, lon, year) float64 37MB dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;\n",
        "    WITCH_5_0_CO_Bridge                          (lat, lon, year) float64 37MB dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;\n",
        "Attributes:\n",
-       "    indicator:  dri_qtot</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-dedb4647-4f9f-4dfe-a59a-431a02ff5752' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dedb4647-4f9f-4dfe-a59a-431a02ff5752' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>year</span>: 18</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-72d3a4cf-6082-4641-bd6f-2627be38a5da' class='xr-section-summary-in' type='checkbox'  checked><label for='section-72d3a4cf-6082-4641-bd6f-2627be38a5da' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-5123ab7c-7153-48b8-91fc-b9ea82c187d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5123ab7c-7153-48b8-91fc-b9ea82c187d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e7cd322-5350-4e85-8e29-f979b6703a11' class='xr-var-data-in' type='checkbox'><label for='data-0e7cd322-5350-4e85-8e29-f979b6703a11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
-       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-4e3d3737-60a4-453a-b53e-b637d15a69a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e3d3737-60a4-453a-b53e-b637d15a69a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3f84dee-f72b-44a5-acb1-4eb84241105d' class='xr-var-data-in' type='checkbox'><label for='data-a3f84dee-f72b-44a5-acb1-4eb84241105d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2015 2020 2025 ... 2090 2095 2100</div><input id='attrs-345c312f-5ecc-47f7-95b3-c2d1d8ae1bbf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-345c312f-5ecc-47f7-95b3-c2d1d8ae1bbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32dd3f74-90f0-4ea1-90b4-f69867d6b9a0' class='xr-var-data-in' type='checkbox'><label for='data-32dd3f74-90f0-4ea1-90b4-f69867d6b9a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
-       "       2075, 2080, 2085, 2090, 2095, 2100])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-01d9668a-dd1a-44b3-ad52-b3ace6ccb4f5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-01d9668a-dd1a-44b3-ad52-b3ace6ccb4f5' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>COFFEE_1_1_EN_NPi2020_400f_lowBECCS</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-6c4fef9a-d568-440f-9ab5-a811a8d76bd4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c4fef9a-d568-440f-9ab5-a811a8d76bd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abf6f734-7a8e-4d50-906d-b0fd81720400' class='xr-var-data-in' type='checkbox'><label for='data-abf6f734-7a8e-4d50-906d-b0fd81720400' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    indicator:  dri_qtot</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e5bf3f6d-3f3e-4579-971d-80adaadd800b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e5bf3f6d-3f3e-4579-971d-80adaadd800b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>year</span>: 18</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6464520e-d017-415a-9e9f-9157e784bb6e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6464520e-d017-415a-9e9f-9157e784bb6e' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-89ae93eb-4834-4680-a5a6-3682748e24dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89ae93eb-4834-4680-a5a6-3682748e24dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88dfc97c-597a-489a-bfdb-e42f9c998a6f' class='xr-var-data-in' type='checkbox'><label for='data-88dfc97c-597a-489a-bfdb-e42f9c998a6f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
+       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-0b6336a3-71c0-4c79-a6ec-928e4a89d05e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b6336a3-71c0-4c79-a6ec-928e4a89d05e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4132bcaa-1fc1-4229-b5d1-786c17570064' class='xr-var-data-in' type='checkbox'><label for='data-4132bcaa-1fc1-4229-b5d1-786c17570064' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2015 2020 2025 ... 2090 2095 2100</div><input id='attrs-1d656252-b699-4b61-9385-9314baeedfe7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1d656252-b699-4b61-9385-9314baeedfe7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e409ce09-6744-42ec-9868-9a5173947dc3' class='xr-var-data-in' type='checkbox'><label for='data-e409ce09-6744-42ec-9868-9a5173947dc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
+       "       2075, 2080, 2085, 2090, 2095, 2100])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d449afa1-5f0a-4916-8584-49e8fd187333' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d449afa1-5f0a-4916-8584-49e8fd187333' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>COFFEE_1_1_EN_NPi2020_400f_lowBECCS</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-43f3d616-8472-4311-8ab9-dda76d0b389f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43f3d616-8472-4311-8ab9-dda76d0b389f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58bcd85b-7751-4105-b0b8-9abadb1c1bed' class='xr-var-data-in' type='checkbox'><label for='data-58bcd85b-7751-4105-b0b8-9abadb1c1bed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2118,7 +2136,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>GCAM_5_3_NGFS2_Current Policies</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-06276ff5-645d-47c8-a37c-a3cbd695f5bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06276ff5-645d-47c8-a37c-a3cbd695f5bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74b7cf43-ca77-4b8a-b601-b15421ff7604' class='xr-var-data-in' type='checkbox'><label for='data-74b7cf43-ca77-4b8a-b601-b15421ff7604' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>GCAM_5_3_NGFS2_Current Policies</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-aeb4bcf7-6e2d-4b96-9658-89e5671ca0ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aeb4bcf7-6e2d-4b96-9658-89e5671ca0ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1779bbc-bcbc-446b-87ec-cb8ba66312d0' class='xr-var-data-in' type='checkbox'><label for='data-f1779bbc-bcbc-446b-87ec-cb8ba66312d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2200,7 +2218,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_EN_INDCi2030_3000f</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-8d062fd9-0bb3-4b63-a8d7-14a5f0bd780f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d062fd9-0bb3-4b63-a8d7-14a5f0bd780f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-efa6b85b-1d05-4c66-89df-8700095c1871' class='xr-var-data-in' type='checkbox'><label for='data-efa6b85b-1d05-4c66-89df-8700095c1871' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_EN_INDCi2030_3000f</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-c9ffe563-4c63-4765-9a80-35f71dc5c0c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9ffe563-4c63-4765-9a80-35f71dc5c0c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d7fbc4a-2810-41c4-9381-69d2874e3845' class='xr-var-data-in' type='checkbox'><label for='data-5d7fbc4a-2810-41c4-9381-69d2874e3845' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2280,7 +2298,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP1-26</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-1cfc83a4-1229-49e4-9133-b3dd645984a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1cfc83a4-1229-49e4-9133-b3dd645984a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b56e951-2ddd-423e-9325-1a675f815286' class='xr-var-data-in' type='checkbox'><label for='data-4b56e951-2ddd-423e-9325-1a675f815286' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP1-26</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-186ebc5a-aad5-4c8c-a570-e033faa8d4e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-186ebc5a-aad5-4c8c-a570-e033faa8d4e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-058b3ba5-31e9-468a-9ac0-63a63ad3264c' class='xr-var-data-in' type='checkbox'><label for='data-058b3ba5-31e9-468a-9ac0-63a63ad3264c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2360,7 +2378,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP2-45</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 2), meta=np.ndarray&gt;</div><input id='attrs-48bc8fb8-a222-4fd7-80cd-1ae6445e8b8f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48bc8fb8-a222-4fd7-80cd-1ae6445e8b8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-537d89c8-c23c-42ea-8c9d-5d34ecf14f51' class='xr-var-data-in' type='checkbox'><label for='data-537d89c8-c23c-42ea-8c9d-5d34ecf14f51' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP2-45</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 2), meta=np.ndarray&gt;</div><input id='attrs-6ec13c5f-079d-45a9-990c-942388b64aff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ec13c5f-079d-45a9-990c-942388b64aff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75c8254d-a35d-46f4-9849-613669bd3374' class='xr-var-data-in' type='checkbox'><label for='data-75c8254d-a35d-46f4-9849-613669bd3374' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2440,7 +2458,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP3-Baseline</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 2), meta=np.ndarray&gt;</div><input id='attrs-bcf3cd0b-7b6e-400c-8a85-31835c8bab78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bcf3cd0b-7b6e-400c-8a85-31835c8bab78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43720d3a-2912-45bf-ad8c-f150f70ffbbc' class='xr-var-data-in' type='checkbox'><label for='data-43720d3a-2912-45bf-ad8c-f150f70ffbbc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP3-Baseline</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 2), meta=np.ndarray&gt;</div><input id='attrs-414f26fc-dbd4-4193-837b-10fffd3f411d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-414f26fc-dbd4-4193-837b-10fffd3f411d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6fce3864-c488-4426-898f-38fd934a1ef5' class='xr-var-data-in' type='checkbox'><label for='data-6fce3864-c488-4426-898f-38fd934a1ef5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2522,7 +2540,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP5-Baseline</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 2), meta=np.ndarray&gt;</div><input id='attrs-e5833d23-0796-40d1-acd4-a322c1c4fd94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5833d23-0796-40d1-acd4-a322c1c4fd94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d32e750a-b9ba-45a0-9db3-36f80d0bdb8f' class='xr-var-data-in' type='checkbox'><label for='data-d32e750a-b9ba-45a0-9db3-36f80d0bdb8f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>IMAGE_3_0_1_SSP5-Baseline</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 2), meta=np.ndarray&gt;</div><input id='attrs-adb31e46-5e48-4e88-88cc-11bfd976d36d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-adb31e46-5e48-4e88-88cc-11bfd976d36d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2392d68-ee7d-4b07-9658-b601141abf49' class='xr-var-data-in' type='checkbox'><label for='data-d2392d68-ee7d-4b07-9658-b601141abf49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2604,7 +2622,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>REMIND-MAgPIE_2_1-4_2_SusDev_SDP-PkBudg1000</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-dd8f28fc-6d5e-4e70-b5e8-6288c8891ba8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd8f28fc-6d5e-4e70-b5e8-6288c8891ba8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d864331-65ea-4ed8-9651-20caafac965e' class='xr-var-data-in' type='checkbox'><label for='data-3d864331-65ea-4ed8-9651-20caafac965e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>REMIND-MAgPIE_2_1-4_2_SusDev_SDP-PkBudg1000</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-4c8d9e24-ff36-4966-9e36-7924dc34d527' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c8d9e24-ff36-4966-9e36-7924dc34d527' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d685430-4d18-4399-b868-1c94a69bbc66' class='xr-var-data-in' type='checkbox'><label for='data-2d685430-4d18-4399-b868-1c94a69bbc66' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2686,7 +2704,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WITCH_5_0_CO_Bridge</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-07e59457-2fb7-4414-9172-554137d7904e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07e59457-2fb7-4414-9172-554137d7904e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4f0e692-5750-43f8-808a-20cd30f09bc9' class='xr-var-data-in' type='checkbox'><label for='data-e4f0e692-5750-43f8-808a-20cd30f09bc9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WITCH_5_0_CO_Bridge</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-5af8b5bb-c086-414c-a8db-b4487c5e9f81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5af8b5bb-c086-414c-a8db-b4487c5e9f81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d519df5-df1a-4f28-97e1-a82d0f909930' class='xr-var-data-in' type='checkbox'><label for='data-3d519df5-df1a-4f28-97e1-a82d0f909930' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2766,19 +2784,19 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-4fac4159-09e8-4b98-9842-a5dc7c46ba80' class='xr-section-summary-in' type='checkbox'  ><label for='section-4fac4159-09e8-4b98-9842-a5dc7c46ba80' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8f9c11b0-09d9-4a65-90d9-eef095afc63a' class='xr-index-data-in' type='checkbox'/><label for='index-8f9c11b0-09d9-4a65-90d9-eef095afc63a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ba30cdec-5616-42e5-855c-77fd3ac85aa3' class='xr-section-summary-in' type='checkbox'  ><label for='section-ba30cdec-5616-42e5-855c-77fd3ac85aa3' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-eeb2ed4e-e3a1-408f-9d50-a155df12eebc' class='xr-index-data-in' type='checkbox'/><label for='index-eeb2ed4e-e3a1-408f-9d50-a155df12eebc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
        "       -175.75, -175.25,\n",
        "       ...\n",
        "        175.25,  175.75,  176.25,  176.75,  177.25,  177.75,  178.25,  178.75,\n",
        "        179.25,  179.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0b1ea48f-f751-47ad-99e6-d20c1a469da0' class='xr-index-data-in' type='checkbox'/><label for='index-0b1ea48f-f751-47ad-99e6-d20c1a469da0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a3dedcca-b2b2-47e8-aaaa-d667ce1886ea' class='xr-index-data-in' type='checkbox'/><label for='index-a3dedcca-b2b2-47e8-aaaa-d667ce1886ea' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
        "        85.25,\n",
        "       ...\n",
        "       -85.25, -85.75, -86.25, -86.75, -87.25, -87.75, -88.25, -88.75, -89.25,\n",
        "       -89.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-887986a2-e37d-43fd-8c87-e474affb6b03' class='xr-index-data-in' type='checkbox'/><label for='index-887986a2-e37d-43fd-8c87-e474affb6b03' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-84866005-5354-4e74-a7a5-03ee347d9faa' class='xr-index-data-in' type='checkbox'/><label for='index-84866005-5354-4e74-a7a5-03ee347d9faa' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
        "       2075, 2080, 2085, 2090, 2095, 2100],\n",
-       "      dtype=&#x27;int64&#x27;, name=&#x27;year&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2051ebc7-a9ae-4067-8e0f-8568f1323ae9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2051ebc7-a9ae-4067-8e0f-8568f1323ae9' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>indicator :</span></dt><dd>dri_qtot</dd></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;int64&#x27;, name=&#x27;year&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8cf8040d-878f-467f-af9b-f7e8ad0c614d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8cf8040d-878f-467f-af9b-f7e8ad0c614d' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>indicator :</span></dt><dd>dri_qtot</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 336MB\n",
@@ -3223,8 +3241,8 @@
        "  * gwl         (gwl) float64 40B 1.2 1.5 2.0 2.5 3.0\n",
        "Data variables:\n",
        "    dri_qtot    (gwl, lat, lon) float64 10MB dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
-       "    iavar_qtot  (gwl, lat, lon) float32 5MB dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-74aa74cf-fa54-46b7-9916-de39ade88ff6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-74aa74cf-fa54-46b7-9916-de39ade88ff6' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>gwl</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fc0bd494-d535-4963-adc9-a940606e26c7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fc0bd494-d535-4963-adc9-a940606e26c7' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-b7cc87e8-d4ea-4728-9ab1-f21b3767948b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b7cc87e8-d4ea-4728-9ab1-f21b3767948b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7751e40c-4a1d-4968-90c9-1a6f504b57b2' class='xr-var-data-in' type='checkbox'><label for='data-7751e40c-4a1d-4968-90c9-1a6f504b57b2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
-       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-74e27f03-f34c-459b-9b76-6ace638d8d5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74e27f03-f34c-459b-9b76-6ace638d8d5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d723965-4c9e-48af-8466-5d82fae0c20d' class='xr-var-data-in' type='checkbox'><label for='data-0d723965-4c9e-48af-8466-5d82fae0c20d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gwl</span></div><div class='xr-var-dims'>(gwl)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.5 2.0 2.5 3.0</div><input id='attrs-37b9b06a-be59-498e-94f3-9e95512f5563' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37b9b06a-be59-498e-94f3-9e95512f5563' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4f0a2a2-1bb5-4e00-9ad4-f84688938e0d' class='xr-var-data-in' type='checkbox'><label for='data-e4f0a2a2-1bb5-4e00-9ad4-f84688938e0d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2, 1.5, 2. , 2.5, 3. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a9c142f1-2641-4458-bc27-6238f80c1342' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a9c142f1-2641-4458-bc27-6238f80c1342' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>dri_qtot</span></div><div class='xr-var-dims'>(gwl, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-aa999556-a095-47fe-bdbd-2ecf80a9b446' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aa999556-a095-47fe-bdbd-2ecf80a9b446' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de8d9431-e5c0-4461-95f9-686fe27860ca' class='xr-var-data-in' type='checkbox'><label for='data-de8d9431-e5c0-4461-95f9-686fe27860ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    iavar_qtot  (gwl, lat, lon) float32 5MB dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-37cbc46d-b954-480f-958d-1f37ecc6b376' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-37cbc46d-b954-480f-958d-1f37ecc6b376' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>gwl</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-05cd640e-b8fe-4c92-8be8-e0883aff6c40' class='xr-section-summary-in' type='checkbox'  checked><label for='section-05cd640e-b8fe-4c92-8be8-e0883aff6c40' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-8b6427eb-925b-47a3-9e65-d02547327108' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8b6427eb-925b-47a3-9e65-d02547327108' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9316f34-3e55-4334-b35c-a180dbc0ac49' class='xr-var-data-in' type='checkbox'><label for='data-f9316f34-3e55-4334-b35c-a180dbc0ac49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
+       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-ab94cfaa-27d5-42a8-9b03-6e80ca268412' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab94cfaa-27d5-42a8-9b03-6e80ca268412' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b5a2940-db73-42fa-9c60-0a2c7f1caec7' class='xr-var-data-in' type='checkbox'><label for='data-9b5a2940-db73-42fa-9c60-0a2c7f1caec7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gwl</span></div><div class='xr-var-dims'>(gwl)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.5 2.0 2.5 3.0</div><input id='attrs-24304e99-3245-4837-8745-bfcb58579305' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24304e99-3245-4837-8745-bfcb58579305' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26b52cd7-1ecc-4a41-a8fb-4ff58f75e444' class='xr-var-data-in' type='checkbox'><label for='data-26b52cd7-1ecc-4a41-a8fb-4ff58f75e444' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2, 1.5, 2. , 2.5, 3. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9151a394-4062-4b84-b010-ce4eacaa089e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9151a394-4062-4b84-b010-ce4eacaa089e' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>dri_qtot</span></div><div class='xr-var-dims'>(gwl, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-7e4a55b2-a4b0-4157-a8ee-247d3830b254' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e4a55b2-a4b0-4157-a8ee-247d3830b254' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ba2e56a-950f-462c-a4f9-81d2f0a6e4c1' class='xr-var-data-in' type='checkbox'><label for='data-8ba2e56a-950f-462c-a4f9-81d2f0a6e4c1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3310,7 +3328,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iavar_qtot</span></div><div class='xr-var-dims'>(gwl, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-ace86e2e-bd9c-4e4c-b27b-7ac4dbba9ee7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ace86e2e-bd9c-4e4c-b27b-7ac4dbba9ee7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ce6d8e1-f895-4f2c-adea-41350c2c5fa0' class='xr-var-data-in' type='checkbox'><label for='data-1ce6d8e1-f895-4f2c-adea-41350c2c5fa0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Inter-annual variability (Runoff)</dd><dt><span>short_name :</span></dt><dd>iavar_qtot</dd><dt><span>description :</span></dt><dd>Inter-annual variability (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.0°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p0</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>iavar_qtot_ssp2_2p0_abs</dd><dt><span>variable :</span></dt><dd>iavar_qtot_ssp2_2p0|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iavar_qtot</span></div><div class='xr-var-dims'>(gwl, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-83263853-9bf0-4f28-bad4-77b924f6e03e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83263853-9bf0-4f28-bad4-77b924f6e03e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-780198de-ccfb-4467-9f11-ee030a1941bb' class='xr-var-data-in' type='checkbox'><label for='data-780198de-ccfb-4467-9f11-ee030a1941bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Inter-annual variability (Runoff)</dd><dt><span>short_name :</span></dt><dd>iavar_qtot</dd><dt><span>description :</span></dt><dd>Inter-annual variability (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.0°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p0</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>iavar_qtot_ssp2_2p0_abs</dd><dt><span>variable :</span></dt><dd>iavar_qtot_ssp2_2p0|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3396,17 +3414,17 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-23b51f5f-391e-413c-87f3-7eef57aa02a7' class='xr-section-summary-in' type='checkbox'  ><label for='section-23b51f5f-391e-413c-87f3-7eef57aa02a7' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d387439c-4677-461d-843a-21d43cf85999' class='xr-index-data-in' type='checkbox'/><label for='index-d387439c-4677-461d-843a-21d43cf85999' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-2021580c-ff80-4db4-9ce1-1faa8ae77043' class='xr-section-summary-in' type='checkbox'  ><label for='section-2021580c-ff80-4db4-9ce1-1faa8ae77043' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-101ff16b-596d-4c4c-977b-75f5d6b094f0' class='xr-index-data-in' type='checkbox'/><label for='index-101ff16b-596d-4c4c-977b-75f5d6b094f0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
        "       -175.75, -175.25,\n",
        "       ...\n",
        "        175.25,  175.75,  176.25,  176.75,  177.25,  177.75,  178.25,  178.75,\n",
        "        179.25,  179.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-09b805b8-da6c-4d9e-8f1e-f6223d83b3bc' class='xr-index-data-in' type='checkbox'/><label for='index-09b805b8-da6c-4d9e-8f1e-f6223d83b3bc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e7acdaa6-d1c7-4227-aed6-a659d605c2a7' class='xr-index-data-in' type='checkbox'/><label for='index-e7acdaa6-d1c7-4227-aed6-a659d605c2a7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
        "        85.25,\n",
        "       ...\n",
        "       -85.25, -85.75, -86.25, -86.75, -87.25, -87.75, -88.25, -88.75, -89.25,\n",
        "       -89.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gwl</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c03855c5-93ae-442b-8d6f-4bad7d989a71' class='xr-index-data-in' type='checkbox'/><label for='index-c03855c5-93ae-442b-8d6f-4bad7d989a71' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.2, 1.5, 2.0, 2.5, 3.0], dtype=&#x27;float64&#x27;, name=&#x27;gwl&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a3e16267-1b91-4119-afce-12224e9d8f95' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a3e16267-1b91-4119-afce-12224e9d8f95' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gwl</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-74c230d0-a6a0-4c54-968d-daca01096c1a' class='xr-index-data-in' type='checkbox'/><label for='index-74c230d0-a6a0-4c54-968d-daca01096c1a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.2, 1.5, 2.0, 2.5, 3.0], dtype=&#x27;float64&#x27;, name=&#x27;gwl&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d7fabdaf-b53f-4b93-bf37-2a1da2f87e68' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d7fabdaf-b53f-4b93-bf37-2a1da2f87e68' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 16MB\n",
@@ -3485,7 +3503,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 17,
    "id": "bd26a126",
    "metadata": {},
    "outputs": [
@@ -3496,12 +3514,16 @@
       "Single scenario mode, multiple indicators possible\n",
       "Warning! Max temperature above 3.0°C  3.05, data thereafter not possible\n",
       "Warning! Min temperature below 1.2°C  1.12, data before not possible\n",
+      "Warning! Provided scenario temperatures are higher than the available climate impacts GWLs. Setting temp_max to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(3.)\n",
+      "Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to <xarray.DataArray 'gwl' ()> Size: 8B\n",
+      "array(1.2)\n",
       "[999.     1.24   1.38   1.49   1.61   1.72   1.82   1.94   2.03   2.14\n",
       "   2.24   2.36   2.46   2.57   2.68   2.8    2.92 999.  ]\n",
       "[999.     1.24   1.38   1.49   1.61   1.72   1.82   1.94   2.03   2.14\n",
       "   2.24   2.36   2.46   2.57   2.68   2.8    2.92 999.  ]\n",
       "FINISHED 1 scenario, multiple indicators\n",
-      "109.41681575775146\n"
+      "0.19792938232421875\n"
      ]
     },
     {
@@ -3512,7 +3534,7 @@
       "  index = pd.unique(index)\n",
       "/home/byers/venvs/seturime/lib/python3.10/site-packages/pyam/core.py:2692: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n",
       "  index = pd.unique(index)\n",
-      "/home/byers/rime/rime/rime_functions.py:312: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "/home/byers/rime/rime/rime_functions.py:320: UserWarning: rename 'gwl' to 'year' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
       "  updated_data = updated_data.rename({\"gwl\":\"year\"})\n"
      ]
     }
@@ -3550,7 +3572,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 18,
    "id": "169f89a5",
    "metadata": {},
    "outputs": [
@@ -3931,9 +3953,9 @@
        "    iavar_qtot  (lat, lon, year) float64 37MB dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;\n",
        "Attributes:\n",
        "    model:     GCAM 5.3\n",
-       "    scenario:  NGFS2_Current Policies</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d73d61c9-76a7-41b0-bede-b4892fbf0555' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d73d61c9-76a7-41b0-bede-b4892fbf0555' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>year</span>: 18</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b6c98edc-8b51-4259-81be-b2b77bdc3156' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b6c98edc-8b51-4259-81be-b2b77bdc3156' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-720dd822-0671-4db9-a12b-dc9da6960cbd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-720dd822-0671-4db9-a12b-dc9da6960cbd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5149047b-92bb-401e-918a-9ad7645f8f02' class='xr-var-data-in' type='checkbox'><label for='data-5149047b-92bb-401e-918a-9ad7645f8f02' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
-       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-ce97f46e-75e0-4980-a6b1-d97e959b3295' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce97f46e-75e0-4980-a6b1-d97e959b3295' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa7125ec-80e1-4d18-a8a8-2dc340503c8c' class='xr-var-data-in' type='checkbox'><label for='data-fa7125ec-80e1-4d18-a8a8-2dc340503c8c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2015 2020 2025 ... 2090 2095 2100</div><input id='attrs-f02193b9-7e6f-4a55-b18c-f4569fb4fda8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f02193b9-7e6f-4a55-b18c-f4569fb4fda8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92548e8b-433e-4da6-a923-8179ae56e70c' class='xr-var-data-in' type='checkbox'><label for='data-92548e8b-433e-4da6-a923-8179ae56e70c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
-       "       2075, 2080, 2085, 2090, 2095, 2100])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-35cadebc-80ff-426f-bfee-49e0e48da0e2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-35cadebc-80ff-426f-bfee-49e0e48da0e2' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>dri_qtot</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-32040523-e4b1-48aa-bf88-b1d59c3f2ff6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32040523-e4b1-48aa-bf88-b1d59c3f2ff6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b743a13d-7f9b-4027-9b18-851fda572068' class='xr-var-data-in' type='checkbox'><label for='data-b743a13d-7f9b-4027-9b18-851fda572068' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    scenario:  NGFS2_Current Policies</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f28a8f9a-1d67-4ece-9cd6-d1b1eb66dfa0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f28a8f9a-1d67-4ece-9cd6-d1b1eb66dfa0' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>year</span>: 18</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1d061a07-0ee9-41df-bc45-304c0dc46a76' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1d061a07-0ee9-41df-bc45-304c0dc46a76' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-f450b75b-a543-40bb-be8e-e6849305cc92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f450b75b-a543-40bb-be8e-e6849305cc92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fa4f603-11a8-43d4-a971-ac7c804218d0' class='xr-var-data-in' type='checkbox'><label for='data-7fa4f603-11a8-43d4-a971-ac7c804218d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
+       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-111fc8c0-2e5f-4599-bf17-c94f794e5bb5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-111fc8c0-2e5f-4599-bf17-c94f794e5bb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7eb5a722-7a5f-4840-bec9-607190b7db4e' class='xr-var-data-in' type='checkbox'><label for='data-7eb5a722-7a5f-4840-bec9-607190b7db4e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2015 2020 2025 ... 2090 2095 2100</div><input id='attrs-d922b9a2-1bb6-40e4-8b93-d76351ec86f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d922b9a2-1bb6-40e4-8b93-d76351ec86f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9754c2b-f300-4061-879e-f8edad1d5175' class='xr-var-data-in' type='checkbox'><label for='data-e9754c2b-f300-4061-879e-f8edad1d5175' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
+       "       2075, 2080, 2085, 2090, 2095, 2100])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c6bfc073-c687-4f60-ac99-c90e120f439c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c6bfc073-c687-4f60-ac99-c90e120f439c' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>dri_qtot</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-c1332703-5993-4ee1-9d43-b44f89cec837' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1332703-5993-4ee1-9d43-b44f89cec837' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82088ee6-6ef7-4038-8ee7-be014c2886ef' class='xr-var-data-in' type='checkbox'><label for='data-82088ee6-6ef7-4038-8ee7-be014c2886ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity (Runoff)</dd><dt><span>short_name :</span></dt><dd>dri_qtot</dd><dt><span>description :</span></dt><dd>Drought intensity (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.5°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p5</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_qtot_ssp2_2p5_abs</dd><dt><span>variable :</span></dt><dd>dri_qtot_ssp2_2p5|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4015,7 +4037,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iavar_qtot</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-a7101ecc-9752-49f6-a1c2-433ab39a7469' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a7101ecc-9752-49f6-a1c2-433ab39a7469' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-282cb8c5-3950-4483-b0e9-b61e5617779c' class='xr-var-data-in' type='checkbox'><label for='data-282cb8c5-3950-4483-b0e9-b61e5617779c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Inter-annual variability (Runoff)</dd><dt><span>short_name :</span></dt><dd>iavar_qtot</dd><dt><span>description :</span></dt><dd>Inter-annual variability (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.0°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p0</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>iavar_qtot_ssp2_2p0_abs</dd><dt><span>variable :</span></dt><dd>iavar_qtot_ssp2_2p0|abs</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iavar_qtot</span></div><div class='xr-var-dims'>(lat, lon, year)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 720, 1), meta=np.ndarray&gt;</div><input id='attrs-1e1b2290-3d54-4bac-a114-e39b7192334f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e1b2290-3d54-4bac-a114-e39b7192334f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac7e43d4-1770-4255-b273-b463b54882e7' class='xr-var-data-in' type='checkbox'><label for='data-ac7e43d4-1770-4255-b273-b463b54882e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Inter-annual variability (Runoff)</dd><dt><span>short_name :</span></dt><dd>iavar_qtot</dd><dt><span>description :</span></dt><dd>Inter-annual variability (Runoff) absolute values</dd><dt><span>scen :</span></dt><dd>2.0°C</dd><dt><span>scenario :</span></dt><dd>ssp2_2p0</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>iavar_qtot_ssp2_2p0_abs</dd><dt><span>variable :</span></dt><dd>iavar_qtot_ssp2_2p0|abs</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4097,19 +4119,19 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-10df907d-9cad-4185-aa30-cf73e4f80adf' class='xr-section-summary-in' type='checkbox'  ><label for='section-10df907d-9cad-4185-aa30-cf73e4f80adf' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-202f6412-328f-443e-a2ac-bbdd22958d8f' class='xr-index-data-in' type='checkbox'/><label for='index-202f6412-328f-443e-a2ac-bbdd22958d8f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-e45533a7-d8df-4a37-ba52-619d610f68cb' class='xr-section-summary-in' type='checkbox'  ><label for='section-e45533a7-d8df-4a37-ba52-619d610f68cb' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-61503807-2a90-4c18-9c3f-206fb6cf7703' class='xr-index-data-in' type='checkbox'/><label for='index-61503807-2a90-4c18-9c3f-206fb6cf7703' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
        "       -175.75, -175.25,\n",
        "       ...\n",
        "        175.25,  175.75,  176.25,  176.75,  177.25,  177.75,  178.25,  178.75,\n",
        "        179.25,  179.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a83762ca-218b-4c93-8978-b7664a12938e' class='xr-index-data-in' type='checkbox'/><label for='index-a83762ca-218b-4c93-8978-b7664a12938e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e17498a3-606a-431f-8756-6ea6c5310740' class='xr-index-data-in' type='checkbox'/><label for='index-e17498a3-606a-431f-8756-6ea6c5310740' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,  85.75,\n",
        "        85.25,\n",
        "       ...\n",
        "       -85.25, -85.75, -86.25, -86.75, -87.25, -87.75, -88.25, -88.75, -89.25,\n",
        "       -89.75],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-766b6138-81a6-478a-beda-60aaf506cc36' class='xr-index-data-in' type='checkbox'/><label for='index-766b6138-81a6-478a-beda-60aaf506cc36' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6de52015-30bc-4991-a8fd-5eee0011b653' class='xr-index-data-in' type='checkbox'/><label for='index-6de52015-30bc-4991-a8fd-5eee0011b653' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
        "       2075, 2080, 2085, 2090, 2095, 2100],\n",
-       "      dtype=&#x27;int64&#x27;, name=&#x27;year&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-38f7ed77-f252-4d81-841e-ac3dd7c0c5bd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-38f7ed77-f252-4d81-841e-ac3dd7c0c5bd' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>model :</span></dt><dd>GCAM 5.3</dd><dt><span>scenario :</span></dt><dd>NGFS2_Current Policies</dd></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;int64&#x27;, name=&#x27;year&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ee41c9e1-6aae-4a82-9428-540156d3e4e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ee41c9e1-6aae-4a82-9428-540156d3e4e3' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>model :</span></dt><dd>GCAM 5.3</dd><dt><span>scenario :</span></dt><dd>NGFS2_Current Policies</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 75MB\n",
@@ -4126,7 +4148,7 @@
        "    scenario:  NGFS2_Current Policies"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4145,7 +4167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 45,
    "id": "b407883b",
    "metadata": {},
    "outputs": [
@@ -4157,21 +4179,14 @@
      ]
     },
     {
-     "ename": "ImportError",
-     "evalue": "Geographic projection support requires: cartopy, geoviews, pyproj.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[22], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m filename \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_map_notebook.html\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mplot_maps_dashboard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmap_out_MI\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfilename\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43myear\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2063\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmagma_r\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m    \u001b[49m\u001b[43mshared_axes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m      8\u001b[0m \u001b[43m    \u001b[49m\u001b[43mclim\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m     10\u001b[0m os\u001b[38;5;241m.\u001b[39mstartfile(filename)\n",
-      "File \u001b[0;32m~/rime/rime/rime_functions.py:824\u001b[0m, in \u001b[0;36mplot_maps_dashboard\u001b[0;34m(ds, filename, indicators, year, cmap, shared_axes, clim, coastline, crs, features, layout_title)\u001b[0m\n\u001b[1;32m    822\u001b[0m try:\n\u001b[1;32m    823\u001b[0m     import cartopy\n\u001b[0;32m--> 824\u001b[0m except:\n\u001b[1;32m    825\u001b[0m     print(\"Error importing Cartopy\")\n\u001b[1;32m    826\u001b[0m \n",
-      "File \u001b[0;32m~/venvs/seturime/lib/python3.10/site-packages/hvplot/plotting/core.py:96\u001b[0m, in \u001b[0;36mhvPlotBase.__call__\u001b[0;34m(self, x, y, kind, **kwds)\u001b[0m\n\u001b[1;32m     93\u001b[0m         plot \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_converter(x, y, kind, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)(kind, x, y)\n\u001b[1;32m     94\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m pn\u001b[38;5;241m.\u001b[39mpanel(plot, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpanel_dict)\n\u001b[0;32m---> 96\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_converter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkind\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m(kind, x, y)\n",
-      "File \u001b[0;32m~/venvs/seturime/lib/python3.10/site-packages/hvplot/plotting/core.py:103\u001b[0m, in \u001b[0;36mhvPlotBase._get_converter\u001b[0;34m(self, x, y, kind, **kwds)\u001b[0m\n\u001b[1;32m    101\u001b[0m y \u001b[38;5;241m=\u001b[39m y \u001b[38;5;129;01mor\u001b[39;00m params\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m    102\u001b[0m kind \u001b[38;5;241m=\u001b[39m kind \u001b[38;5;129;01mor\u001b[39;00m params\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mkind\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mHoloViewsConverter\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkind\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkind\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/venvs/seturime/lib/python3.10/site-packages/hvplot/converter.py:413\u001b[0m, in \u001b[0;36mHoloViewsConverter.__init__\u001b[0;34m(self, data, x, y, kind, by, use_index, group_label, value_label, backlog, persist, use_dask, crs, fields, groupby, dynamic, grid, legend, rot, title, xlim, ylim, clim, symmetric, logx, logy, loglog, hover, subplots, label, invert, stacked, colorbar, datashade, rasterize, downsample, resample_when, row, col, debug, framewise, aggregator, projection, global_extent, geo, precompute, flip_xaxis, flip_yaxis, dynspread, hover_cols, x_sampling, y_sampling, project, tools, attr_labels, coastline, tiles, sort_date, check_symmetric_max, transforms, stream, cnorm, features, rescale_discrete_levels, autorange, **kwds)\u001b[0m\n\u001b[1;32m    411\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdynamic \u001b[38;5;241m=\u001b[39m dynamic\n\u001b[1;32m    412\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeo \u001b[38;5;241m=\u001b[39m \u001b[38;5;28many\u001b[39m([geo, crs, global_extent, projection, project, coastline, features])\n\u001b[0;32m--> 413\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcrs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_process_crs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcrs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeo \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    414\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_projection \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcrs\n\u001b[1;32m    415\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mproject \u001b[38;5;241m=\u001b[39m project\n",
-      "File \u001b[0;32m~/venvs/seturime/lib/python3.10/site-packages/hvplot/converter.py:687\u001b[0m, in \u001b[0;36mHoloViewsConverter._process_crs\u001b[0;34m(self, data, crs)\u001b[0m\n\u001b[1;32m    684\u001b[0m     _crs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(data, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mattrs\u001b[39m\u001b[38;5;124m'\u001b[39m, {})\u001b[38;5;241m.\u001b[39mget(crs \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcrs\u001b[39m\u001b[38;5;124m'\u001b[39m, crs)\n\u001b[1;32m    686\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 687\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mprocess_crs\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_crs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    688\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    689\u001b[0m     \u001b[38;5;66;03m# only raise error if crs was specified in kwargs\u001b[39;00m\n\u001b[1;32m    690\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m crs:\n",
-      "File \u001b[0;32m~/venvs/seturime/lib/python3.10/site-packages/hvplot/util.py:267\u001b[0m, in \u001b[0;36mprocess_crs\u001b[0;34m(crs)\u001b[0m\n\u001b[1;32m    265\u001b[0m     missing\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpyproj\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    266\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m missing:\n\u001b[0;32m--> 267\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mImportError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGeographic projection support requires: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(missing)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    269\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m crs \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    270\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ccrs\u001b[38;5;241m.\u001b[39mPlateCarree()\n",
-      "\u001b[0;31mImportError\u001b[0m: Geographic projection support requires: cartopy, geoviews, pyproj."
-     ]
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -4184,7 +4199,9 @@
     "    shared_axes=True,\n",
     "    clim=None,\n",
     ")\n",
-    "os.startfile(filename)"
+    "#os.startfile(filename) # Windows\n",
+    "import webbrowser\n",
+    "webbrowser.open(f'file://{os.path.realpath(filename)}')"
    ]
   },
   {
@@ -4210,10 +4227,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "id": "a9ee85cf",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "IndexError",
+     "evalue": "list index out of range",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[46], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m filesall \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(fname_input_climate)\n\u001b[1;32m      2\u001b[0m files \u001b[38;5;241m=\u001b[39m filesall  \u001b[38;5;66;03m# [:6]\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[43mfiles\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m# load input climate impacts data file\u001b[39;00m\n\u001b[1;32m      5\u001b[0m ds \u001b[38;5;241m=\u001b[39m xr\u001b[38;5;241m.\u001b[39mopen_mfdataset(f)\n",
+      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
+     ]
+    }
+   ],
    "source": [
     "filesall = glob.glob(fname_input_climate)\n",
     "files = filesall  # [:6]\n",
diff --git a/rime/rime_functions.py b/rime/rime_functions.py
index e74797b..e778677 100644
--- a/rime/rime_functions.py
+++ b/rime/rime_functions.py
@@ -250,17 +250,17 @@ def map_transform_gwl(
                     f"Warning! Min temperature below {temp_min}°C  {gwl_values.min()}, data before not possible"
                 )
 
-        if gwl_values.max() > mapdata.gwl.max()):
-            temp_max = mapdata.gwl.max()
+        if gwl_values.max() > mapdata.gwl.values.max():
+            temp_max = mapdata.gwl.values.max()
             print(f'Warning! Provided scenario temperatures are higher than the available climate impacts GWLs. Setting temp_max to {mapdata.gwl.max()}')
-        if gwl_values.mmin() < mapdata.gwl.min()):
-            temp_min = mapdata.gwl.min()
+        if gwl_values.min() < mapdata.gwl.values.min():
+            temp_min = mapdata.gwl.values.min()
             print(f'Warning! Provided scenario temperatures are lower than the available climate impacts GWLs. Setting temp_min to {mapdata.gwl.min()}')
 
         
         # Replace the values outside range with 999 index (of nans)
-        gwl_values[(gwl_values < temp_min)] = 999
-        gwl_values[(gwl_values > temp_max)] = 999
+        gwl_values[gwl_values < temp_min] = 999
+        gwl_values[gwl_values > temp_max] = 999
 
         print(gwl_values)