diff --git a/aggregated-results/sdg-profiles-statistics.ipynb b/aggregated-results/sdg-profiles-statistics.ipynb
index 03a68422007dd7f26c0c18e4d4c1e6ab8ffaedce..091994ba209132a5e3be0e264193b59f0fc7a862 100644
--- a/aggregated-results/sdg-profiles-statistics.ipynb
+++ b/aggregated-results/sdg-profiles-statistics.ipynb
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -112,7 +112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -121,7 +121,7 @@
        "(244, 29)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,48 +166,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 244 entries, 0 to 243\n",
-      "Data columns (total 27 columns):\n",
-      " #   Column                                      Non-Null Count  Dtype \n",
-      "---  ------                                      --------------  ----- \n",
-      " 0   slug                                        231 non-null    object\n",
-      " 1   Tijdstempel                                 238 non-null    object\n",
-      " 2   E-mailadres                                 238 non-null    object\n",
-      " 3   Your fullname                               238 non-null    object\n",
-      " 4   The name of your fab lab                    238 non-null    object\n",
-      " 5   Country of your fab lab                     237 non-null    object\n",
-      " 6   URL of your fab lab page on www.fablabs.io  238 non-null    object\n",
-      " 7   SDG 1                                       9 non-null      object\n",
-      " 8   SDG 2                                       13 non-null     object\n",
-      " 9   SDG 3                                       26 non-null     object\n",
-      " 10  SDG 4                                       190 non-null    object\n",
-      " 11  SDG 5                                       75 non-null     object\n",
-      " 12  SDG 6                                       14 non-null     object\n",
-      " 13  SDG 7                                       33 non-null     object\n",
-      " 14  SDG 8                                       68 non-null     object\n",
-      " 15  SDG 9                                       156 non-null    object\n",
-      " 16  SDG 10                                      24 non-null     object\n",
-      " 17  SDG 11                                      82 non-null     object\n",
-      " 18  SDG 12                                      102 non-null    object\n",
-      " 19  SDG 13                                      24 non-null     object\n",
-      " 20  SDG 14                                      7 non-null      object\n",
-      " 21  SDG 15                                      18 non-null     object\n",
-      " 22  SDG 16                                      2 non-null      object\n",
-      " 23  SDG 17                                      42 non-null     object\n",
-      " 24  summary                                     244 non-null    object\n",
-      " 25  status                                      244 non-null    object\n",
-      " 26  check                                       221 non-null    object\n",
-      "dtypes: object(27)\n",
-      "memory usage: 25.8+ KB\n"
-     ]
+     "data": {
+      "text/plain": [
+       "(244, 27)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -216,53 +186,23 @@
     "del profiles['Enter your SDG profile by ticking 2-4 SDGs']\n",
     "del profiles['One more thing!']\n",
     "\n",
-    "profiles.info()"
+    "profiles.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 238 entries, 0 to 237\n",
-      "Data columns (total 27 columns):\n",
-      " #   Column                                      Non-Null Count  Dtype \n",
-      "---  ------                                      --------------  ----- \n",
-      " 0   slug                                        231 non-null    object\n",
-      " 1   Tijdstempel                                 238 non-null    object\n",
-      " 2   E-mailadres                                 238 non-null    object\n",
-      " 3   Your fullname                               238 non-null    object\n",
-      " 4   The name of your fab lab                    238 non-null    object\n",
-      " 5   Country of your fab lab                     237 non-null    object\n",
-      " 6   URL of your fab lab page on www.fablabs.io  238 non-null    object\n",
-      " 7   SDG 1                                       9 non-null      object\n",
-      " 8   SDG 2                                       13 non-null     object\n",
-      " 9   SDG 3                                       26 non-null     object\n",
-      " 10  SDG 4                                       190 non-null    object\n",
-      " 11  SDG 5                                       75 non-null     object\n",
-      " 12  SDG 6                                       14 non-null     object\n",
-      " 13  SDG 7                                       33 non-null     object\n",
-      " 14  SDG 8                                       68 non-null     object\n",
-      " 15  SDG 9                                       156 non-null    object\n",
-      " 16  SDG 10                                      24 non-null     object\n",
-      " 17  SDG 11                                      82 non-null     object\n",
-      " 18  SDG 12                                      102 non-null    object\n",
-      " 19  SDG 13                                      24 non-null     object\n",
-      " 20  SDG 14                                      7 non-null      object\n",
-      " 21  SDG 15                                      18 non-null     object\n",
-      " 22  SDG 16                                      2 non-null      object\n",
-      " 23  SDG 17                                      42 non-null     object\n",
-      " 24  summary                                     238 non-null    object\n",
-      " 25  status                                      238 non-null    object\n",
-      " 26  check                                       221 non-null    object\n",
-      "dtypes: object(27)\n",
-      "memory usage: 27.0+ KB\n"
-     ]
+     "data": {
+      "text/plain": [
+       "(238, 27)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -270,7 +210,7 @@
     "# Skip empty rows\n",
     "profiles = profiles.loc[profiles['Tijdstempel'].notna()]\n",
     "\n",
-    "profiles.info()"
+    "profiles.shape"
    ]
   },
   {
@@ -286,43 +226,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Index: 2015 entries, ping to ZapLab\n",
-      "Data columns (total 22 columns):\n",
-      " #   Column           Non-Null Count  Dtype  \n",
-      "---  ------           --------------  -----  \n",
-      " 0   id               2015 non-null   int64  \n",
-      " 1   name             2015 non-null   object \n",
-      " 2   kind_name        2015 non-null   object \n",
-      " 3   parent_id        687 non-null    float64\n",
-      " 4   blurb            1968 non-null   object \n",
-      " 5   description      1986 non-null   object \n",
-      " 6   avatar_url       1655 non-null   object \n",
-      " 7   header_url       1322 non-null   object \n",
-      " 8   address_1        1987 non-null   object \n",
-      " 9   address_2        1985 non-null   object \n",
-      " 10  city             2015 non-null   object \n",
-      " 11  county           2015 non-null   object \n",
-      " 12  postal_code      2013 non-null   object \n",
-      " 13  country_code     2015 non-null   object \n",
-      " 14  latitude         1838 non-null   float64\n",
-      " 15  longitude        1838 non-null   float64\n",
-      " 16  address_notes    1986 non-null   object \n",
-      " 17  phone            1986 non-null   object \n",
-      " 18  email            1986 non-null   object \n",
-      " 19  capabilities     2015 non-null   object \n",
-      " 20  activity_status  1431 non-null   object \n",
-      " 21  links            2015 non-null   object \n",
-      "dtypes: float64(3), int64(1), object(18)\n",
-      "memory usage: 212.5+ KB\n"
-     ]
+     "data": {
+      "text/plain": [
+       "(2015, 22)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -351,7 +266,7 @@
     "f.write(line)\n",
     "#f.close() \n",
     "\n",
-    "fablabs.info()"
+    "fablabs.shape"
    ]
   },
   {
@@ -367,71 +282,19 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 238 entries, 0 to 237\n",
-      "Data columns (total 49 columns):\n",
-      " #   Column                                      Non-Null Count  Dtype  \n",
-      "---  ------                                      --------------  -----  \n",
-      " 0   slug                                        231 non-null    object \n",
-      " 1   Tijdstempel                                 238 non-null    object \n",
-      " 2   E-mailadres                                 238 non-null    object \n",
-      " 3   Your fullname                               238 non-null    object \n",
-      " 4   The name of your fab lab                    238 non-null    object \n",
-      " 5   Country of your fab lab                     237 non-null    object \n",
-      " 6   URL of your fab lab page on www.fablabs.io  238 non-null    object \n",
-      " 7   SDG 1                                       9 non-null      object \n",
-      " 8   SDG 2                                       13 non-null     object \n",
-      " 9   SDG 3                                       26 non-null     object \n",
-      " 10  SDG 4                                       190 non-null    object \n",
-      " 11  SDG 5                                       75 non-null     object \n",
-      " 12  SDG 6                                       14 non-null     object \n",
-      " 13  SDG 7                                       33 non-null     object \n",
-      " 14  SDG 8                                       68 non-null     object \n",
-      " 15  SDG 9                                       156 non-null    object \n",
-      " 16  SDG 10                                      24 non-null     object \n",
-      " 17  SDG 11                                      82 non-null     object \n",
-      " 18  SDG 12                                      102 non-null    object \n",
-      " 19  SDG 13                                      24 non-null     object \n",
-      " 20  SDG 14                                      7 non-null      object \n",
-      " 21  SDG 15                                      18 non-null     object \n",
-      " 22  SDG 16                                      2 non-null      object \n",
-      " 23  SDG 17                                      42 non-null     object \n",
-      " 24  summary                                     238 non-null    object \n",
-      " 25  status                                      238 non-null    object \n",
-      " 26  check                                       221 non-null    object \n",
-      " 27  id                                          225 non-null    float64\n",
-      " 28  name                                        225 non-null    object \n",
-      " 29  kind_name                                   225 non-null    object \n",
-      " 30  parent_id                                   75 non-null     float64\n",
-      " 31  blurb                                       224 non-null    object \n",
-      " 32  description                                 224 non-null    object \n",
-      " 33  avatar_url                                  193 non-null    object \n",
-      " 34  header_url                                  171 non-null    object \n",
-      " 35  address_1                                   224 non-null    object \n",
-      " 36  address_2                                   224 non-null    object \n",
-      " 37  city                                        225 non-null    object \n",
-      " 38  county                                      225 non-null    object \n",
-      " 39  postal_code                                 225 non-null    object \n",
-      " 40  country_code                                225 non-null    object \n",
-      " 41  latitude                                    217 non-null    float64\n",
-      " 42  longitude                                   217 non-null    float64\n",
-      " 43  address_notes                               224 non-null    object \n",
-      " 44  phone                                       224 non-null    object \n",
-      " 45  email                                       224 non-null    object \n",
-      " 46  capabilities                                225 non-null    object \n",
-      " 47  activity_status                             206 non-null    object \n",
-      " 48  links                                       225 non-null    object \n",
-      "dtypes: float64(4), object(45)\n",
-      "memory usage: 51.1+ KB\n"
-     ]
+     "data": {
+      "text/plain": [
+       "(238, 49)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
     "profiles = pd.merge(profiles, fablabs, how=\"left\", on=\"slug\")\n",
-    "profiles.info()"
+    "profiles.shape"
    ]
   },
   {
diff --git a/local-workshop-sources/sdg icon translator.xlsx b/local-workshop-sources/sdg icon translator.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..73fb769774f18fc186ef0bb87f21cc136d77fdf6
Binary files /dev/null and b/local-workshop-sources/sdg icon translator.xlsx differ