diff --git a/aggregated-results/sdg-profiles-statistics.ipynb b/aggregated-results/sdg-profiles-statistics.ipynb
index 009395fd33a818e1e945b52113edc0ad9639678a..83e6aadefbd922bf5de36c0d6416cd1a386fac22 100644
--- a/aggregated-results/sdg-profiles-statistics.ipynb
+++ b/aggregated-results/sdg-profiles-statistics.ipynb
@@ -397,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -421,123 +421,147 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>0</th>\n",
+       "      <th>SDG-count</th>\n",
+       "      <th>SDG-code</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>SDG-01</th>\n",
        "      <td>8</td>\n",
+       "      <td>SDG-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-02</th>\n",
        "      <td>12</td>\n",
+       "      <td>SDG-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-03</th>\n",
        "      <td>23</td>\n",
+       "      <td>SDG-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-04</th>\n",
        "      <td>172</td>\n",
+       "      <td>SDG-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-05</th>\n",
        "      <td>70</td>\n",
+       "      <td>SDG-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-06</th>\n",
        "      <td>12</td>\n",
+       "      <td>SDG-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-07</th>\n",
        "      <td>30</td>\n",
+       "      <td>SDG-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-08</th>\n",
        "      <td>63</td>\n",
+       "      <td>SDG-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-09</th>\n",
        "      <td>148</td>\n",
+       "      <td>SDG-09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-10</th>\n",
        "      <td>22</td>\n",
+       "      <td>SDG-10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-11</th>\n",
        "      <td>79</td>\n",
+       "      <td>SDG-11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-12</th>\n",
        "      <td>96</td>\n",
+       "      <td>SDG-12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-13</th>\n",
        "      <td>24</td>\n",
+       "      <td>SDG-13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-14</th>\n",
        "      <td>5</td>\n",
+       "      <td>SDG-14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-15</th>\n",
        "      <td>16</td>\n",
+       "      <td>SDG-15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-16</th>\n",
        "      <td>2</td>\n",
+       "      <td>SDG-16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>SDG-17</th>\n",
        "      <td>35</td>\n",
+       "      <td>SDG-17</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "          0\n",
-       "SDG-01    8\n",
-       "SDG-02   12\n",
-       "SDG-03   23\n",
-       "SDG-04  172\n",
-       "SDG-05   70\n",
-       "SDG-06   12\n",
-       "SDG-07   30\n",
-       "SDG-08   63\n",
-       "SDG-09  148\n",
-       "SDG-10   22\n",
-       "SDG-11   79\n",
-       "SDG-12   96\n",
-       "SDG-13   24\n",
-       "SDG-14    5\n",
-       "SDG-15   16\n",
-       "SDG-16    2\n",
-       "SDG-17   35"
+       "        SDG-count SDG-code\n",
+       "SDG-01          8   SDG-01\n",
+       "SDG-02         12   SDG-02\n",
+       "SDG-03         23   SDG-03\n",
+       "SDG-04        172   SDG-04\n",
+       "SDG-05         70   SDG-05\n",
+       "SDG-06         12   SDG-06\n",
+       "SDG-07         30   SDG-07\n",
+       "SDG-08         63   SDG-08\n",
+       "SDG-09        148   SDG-09\n",
+       "SDG-10         22   SDG-10\n",
+       "SDG-11         79   SDG-11\n",
+       "SDG-12         96   SDG-12\n",
+       "SDG-13         24   SDG-13\n",
+       "SDG-14          5   SDG-14\n",
+       "SDG-15         16   SDG-15\n",
+       "SDG-16          2   SDG-16\n",
+       "SDG-17         35   SDG-17"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "# select rows with status = 'green' and columns sdg1-17\n",
-    "# create list of sdg column names\n",
+    "\n",
     "sdgs = []\n",
     "for s in range(17):\n",
     "    sdgs = sdgs + [\"SDG-\" + f'{(s+1):02d}']\n",
     "selprofiles = profiles[profiles['status'] == 'green'][sdgs] # select rows flagged 'green' and columns SDG1-17\n",
+    "\n",
+    "# count SDG 1-17 occurences (to series)\n",
     "selseries = selprofiles.count() # create series with sdg counts 1-17\n",
+    "\n",
+    "# convert series to dataframe\n",
     "mytable = selseries.to_frame() # convert series to frame\n",
+    "mytable = mytable.rename(columns={0:'SDG-count'}) # rename column to 'SDG-count'\n",
+    "mytable['SDG-code'] = mytable.index\n",
     "mytable.head(20)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -546,18 +570,189 @@
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "Index: 17 entries, SDG-01 to SDG-17\n",
-      "Data columns (total 1 columns):\n",
-      " #   Column  Non-Null Count  Dtype\n",
-      "---  ------  --------------  -----\n",
-      " 0   0       17 non-null     int64\n",
-      "dtypes: int64(1)\n",
-      "memory usage: 204.0+ bytes\n"
+      "Data columns (total 2 columns):\n",
+      " #   Column     Non-Null Count  Dtype \n",
+      "---  ------     --------------  ----- \n",
+      " 0   SDG-count  17 non-null     int64 \n",
+      " 1   SDG-code   17 non-null     object\n",
+      "dtypes: int64(1), object(1)\n",
+      "memory usage: 272.0+ bytes\n"
      ]
     }
    ],
    "source": [
-    "seltable = selseries.to_frame()\n",
-    "seltable.info()\n"
+    "mytable.info()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'SDG-code'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-56-09d567263d0a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0mmytable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mmytable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmytable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msdgicons\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"left\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"SDG-code\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0mmytable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36mmerge\u001b[0;34m(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m     85\u001b[0m         \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m         \u001b[0mindicator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindicator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 87\u001b[0;31m         \u001b[0mvalidate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalidate\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     88\u001b[0m     )\n\u001b[1;32m     89\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, left, right, how, on, left_on, right_on, axis, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m    666\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mright_join_keys\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    667\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin_names\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 668\u001b[0;31m         ) = self._get_merge_keys()\n\u001b[0m\u001b[1;32m    669\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    670\u001b[0m         \u001b[0;31m# validate the merge keys dtypes. We may need to coerce\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36m_get_merge_keys\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1031\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_rkey\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1032\u001b[0m                         \u001b[0;32mif\u001b[0m \u001b[0mrk\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1033\u001b[0;31m                             \u001b[0mright_keys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_label_or_level_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1034\u001b[0m                         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1035\u001b[0m                             \u001b[0;31m# work-around for merge_asof(right_index=True)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_label_or_level_values\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1682\u001b[0m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_level_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1683\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1684\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1685\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1686\u001b[0m         \u001b[0;31m# Check for duplicates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'SDG-code'"
+     ]
+    }
+   ],
+   "source": [
+    "# Get data from gitlab.fabcloud.org\n",
+    "# Read XLSX sheet with sdg icon codes \n",
+    "url = 'https://gitlab.fabcloud.org/fl-management/fl-sdgs/sdg-workshop/-/raw/master/'\n",
+    "url = url + 'local-workshop-sources/sdg-icon-translator.xlsx' \n",
+    "timestamp = datetime.datetime.utcnow()\n",
+    "sdgicons = pd.read_excel(url, 'en', index_col=0)\n",
+    "\n",
+    "mytable.shape\n",
+    "mytable = pd.merge(mytable, sdgicons, how=\"left\", on=\"SDG-code\")\n",
+    "mytable.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>icon-text</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>code</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>SDG-01</th>\n",
+       "      <td>No poverty</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-02</th>\n",
+       "      <td>Zero hunger</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-03</th>\n",
+       "      <td>Good health and well-being</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-04</th>\n",
+       "      <td>Quality education</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-05</th>\n",
+       "      <td>Gender equality</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-06</th>\n",
+       "      <td>Clean water and sanitation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-07</th>\n",
+       "      <td>Affordable and clean energy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-08</th>\n",
+       "      <td>Decent work and economic growth</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-09</th>\n",
+       "      <td>Industry, innovation and infrastructure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-10</th>\n",
+       "      <td>Reduced inequalities</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-11</th>\n",
+       "      <td>Sustainable cities and communities</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-12</th>\n",
+       "      <td>Responsible consumption and production</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-13</th>\n",
+       "      <td>Climate action</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-14</th>\n",
+       "      <td>Life below water</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-15</th>\n",
+       "      <td>Life on land</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-16</th>\n",
+       "      <td>Peace, justice and strong institutions</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SDG-17</th>\n",
+       "      <td>Partnerships for the goals</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                      icon-text\n",
+       "code                                           \n",
+       "SDG-01                               No poverty\n",
+       "SDG-02                              Zero hunger\n",
+       "SDG-03               Good health and well-being\n",
+       "SDG-04                        Quality education\n",
+       "SDG-05                          Gender equality\n",
+       "SDG-06               Clean water and sanitation\n",
+       "SDG-07              Affordable and clean energy\n",
+       "SDG-08          Decent work and economic growth\n",
+       "SDG-09  Industry, innovation and infrastructure\n",
+       "SDG-10                     Reduced inequalities\n",
+       "SDG-11       Sustainable cities and communities\n",
+       "SDG-12   Responsible consumption and production\n",
+       "SDG-13                           Climate action\n",
+       "SDG-14                         Life below water\n",
+       "SDG-15                             Life on land\n",
+       "SDG-16   Peace, justice and strong institutions\n",
+       "SDG-17               Partnerships for the goals"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sdgicons.head(20)"
    ]
   },
   {
diff --git a/local-workshop-sources/sdg-icon-translator.xlsx b/local-workshop-sources/sdg-icon-translator.xlsx
index 6f807e745107e9e6cc616ea90e03c54e8efe6b0b..a49fb1332776b41fc405e45c625e84a4d38425ee 100644
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