diff --git a/.gitignore b/.gitignore
index 7dfa6ed..26b395a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,6 @@
 # VS Code
 .vscode/
-
+.idea
 # Database
 *conrad.db
 
diff --git a/data/events.json b/data/events.json
index 87cc9ed..7e37f22 100644
--- a/data/events.json
+++ b/data/events.json
@@ -67,23 +67,6 @@
         ],
         "url": "https://it.droidcon.com/2020/it"
     },
-    {
-        "by": "bot",
-        "cfp_end_date": "2020-07-26",
-        "cfp_open": false,
-        "city": "Granada",
-        "country": "Spain",
-        "end_date": "2020-10-03",
-        "kind": "conference",
-        "name": "PyCon ES",
-        "source": "https://github.com/python-organizers/conferences",
-        "start_date": "2020-10-03",
-        "state": null,
-        "tags": [
-            "python"
-        ],
-        "url": "https://2020.es.pycon.org/"
-    },
     {
         "by": "bot",
         "cfp_end_date": "1970-01-01",
@@ -205,23 +188,6 @@
         ],
         "url": "https://pydata.org/events/pydata-israel-2020/"
     },
-    {
-        "by": "bot",
-        "cfp_end_date": "2020-07-05",
-        "cfp_open": false,
-        "city": "New York",
-        "country": "USA",
-        "end_date": "2020-10-03",
-        "kind": "conference",
-        "name": "PyGotham TV",
-        "source": "https://github.com/python-organizers/conferences",
-        "start_date": "2020-10-02",
-        "state": "New York",
-        "tags": [
-            "python"
-        ],
-        "url": "https://2020.pygotham.tv"
-    },
     {
         "by": "bot",
         "cfp_end_date": "1970-01-01",
@@ -411,38 +377,34 @@
         "url": "https://us.pycon.org/2021/"
     },
     {
-        "by": "bot",
+        "by": "human",
         "cfp_end_date": "1970-01-01",
         "cfp_open": false,
-        "city": null,
-        "country": null,
-        "end_date": "2021-07-19",
+        "city": "Austin",
+        "country": "US",
+        "end_date": "2021-07-12",
         "kind": "conference",
         "name": "SciPy 2021",
-        "source": "https://wiki.python.org/moin/PythonEventsCalendar",
-        "start_date": "2021-07-12",
-        "state": null,
-        "tags": [
-            "python"
-        ],
+        "source": "https://www.python.org/events/python-events",
+        "start_date": "2021-07-18",
+        "state": "TX",
+        "tags": "['python']",
         "url": "https://www.scipy2021.scipy.org/"
     },
     {
-        "by": "bot",
+        "by": "human",
         "cfp_end_date": "1970-01-01",
         "cfp_open": false,
-        "city": null,
-        "country": null,
-        "end_date": "2021-08-02",
+        "city": "Dublin",
+        "country": "Ireland",
+        "end_date": "2021-07-26",
         "kind": "conference",
         "name": "EuroPython 2021",
-        "source": "https://wiki.python.org/moin/PythonEventsCalendar",
-        "start_date": "2021-07-26",
+        "source": "https://www.python.org/events/python-events",
+        "start_date": "2021-08-01",
         "state": null,
-        "tags": [
-            "python"
-        ],
-        "url": "https://www.europython.eu/"
+        "tags": "['python']",
+        "url": "https://ep2020.europython.eu/"
     },
     {
         "by": "bot",
@@ -530,5 +492,20 @@
             "python"
         ],
         "url": "https://pycon.id/"
+    },
+    {
+        "by": "human",
+        "cfp_end_date": "1970-01-01",
+        "cfp_open": false,
+        "city": "Berlin",
+        "country": "Germany",
+        "end_date": "2021-10-15",
+        "kind": "conference",
+        "name": "PyConDE & PyData Berlin 2021",
+        "source": "https://github.com/python-organizers/conferences",
+        "start_date": "2021-10-13",
+        "state": null,
+        "tags": "['python']",
+        "url": "https://de.pycon.org"
     }
 ]
\ No newline at end of file
diff --git a/data/events_v2.json b/data/events_v2.json
index 654b5e1..cee4d16 100644
--- a/data/events_v2.json
+++ b/data/events_v2.json
@@ -71,24 +71,6 @@
         ],
         "url": "https://it.droidcon.com/2020/it"
     },
-    {
-        "by": "bot",
-        "cfp_end_date": "2020-07-26",
-        "cfp_open": false,
-        "city": "Granada",
-        "country": "Spain",
-        "end_date": "2020-10-03",
-        "kind": "conference",
-        "location": "Granada, Spain",
-        "name": "PyCon ES",
-        "source": "https://github.com/python-organizers/conferences",
-        "start_date": "2020-10-03",
-        "state": null,
-        "tags": [
-            "python"
-        ],
-        "url": "https://2020.es.pycon.org/"
-    },
     {
         "by": "bot",
         "cfp_end_date": "1970-01-01",
@@ -217,24 +199,6 @@
         ],
         "url": "https://pydata.org/events/pydata-israel-2020/"
     },
-    {
-        "by": "bot",
-        "cfp_end_date": "2020-07-05",
-        "cfp_open": false,
-        "city": "New York",
-        "country": "USA",
-        "end_date": "2020-10-03",
-        "kind": "conference",
-        "location": "New York, New York, USA",
-        "name": "PyGotham TV",
-        "source": "https://github.com/python-organizers/conferences",
-        "start_date": "2020-10-02",
-        "state": "New York",
-        "tags": [
-            "python"
-        ],
-        "url": "https://2020.pygotham.tv"
-    },
     {
         "by": "bot",
         "cfp_end_date": "1970-01-01",
@@ -435,40 +399,36 @@
         "url": "https://us.pycon.org/2021/"
     },
     {
-        "by": "bot",
+        "by": "human",
         "cfp_end_date": "1970-01-01",
         "cfp_open": false,
-        "city": null,
-        "country": null,
-        "end_date": "2021-07-19",
+        "city": "Austin",
+        "country": "US",
+        "end_date": "2021-07-12",
         "kind": "conference",
-        "location": "Austin, TX, US",
+        "location": "Austin",
         "name": "SciPy 2021",
-        "source": "https://wiki.python.org/moin/PythonEventsCalendar",
-        "start_date": "2021-07-12",
-        "state": null,
-        "tags": [
-            "python"
-        ],
+        "source": "https://www.python.org/events/python-events",
+        "start_date": "2021-07-18",
+        "state": "TX",
+        "tags": "['python']",
         "url": "https://www.scipy2021.scipy.org/"
     },
     {
-        "by": "bot",
+        "by": "human",
         "cfp_end_date": "1970-01-01",
         "cfp_open": false,
-        "city": null,
-        "country": null,
-        "end_date": "2021-08-02",
+        "city": "Dublin",
+        "country": "Ireland",
+        "end_date": "2021-07-26",
         "kind": "conference",
-        "location": "Dublin, Ireland",
+        "location": "Dublin",
         "name": "EuroPython 2021",
-        "source": "https://wiki.python.org/moin/PythonEventsCalendar",
-        "start_date": "2021-07-26",
+        "source": "https://www.python.org/events/python-events",
+        "start_date": "2021-08-01",
         "state": null,
-        "tags": [
-            "python"
-        ],
-        "url": "https://www.europython.eu/"
+        "tags": "['python']",
+        "url": "https://ep2020.europython.eu/"
     },
     {
         "by": "bot",
@@ -561,5 +521,21 @@
             "python"
         ],
         "url": "https://pycon.id/"
+    },
+    {
+        "by": "human",
+        "cfp_end_date": "1970-01-01",
+        "cfp_open": false,
+        "city": "Berlin",
+        "country": "Germany",
+        "end_date": "2021-10-15",
+        "kind": "conference",
+        "location": "Berlin",
+        "name": "PyConDE & PyData Berlin 2021",
+        "source": "https://github.com/python-organizers/conferences",
+        "start_date": "2021-10-13",
+        "state": null,
+        "tags": "['python']",
+        "url": "https://de.pycon.org"
     }
 ]
\ No newline at end of file
diff --git a/new_events.json b/new_events.json
new file mode 100644
index 0000000..f07f0c6
--- /dev/null
+++ b/new_events.json
@@ -0,0 +1,50 @@
+[
+  {
+        "name": "PyConDE & PyData Berlin 2021",
+        "url": "https://de.pycon.org",
+        "city": "Berlin",
+        "location": "Berlin",
+        "state": null,
+        "country": "Germany",
+        "cfp_open": false,
+        "cfp_end_date": "1970-01-01",
+        "start_date": "2021-10-13",
+        "end_date": "2021-10-15",
+        "source": "https://github.com/python-organizers/conferences",
+        "tags": "['python']",
+        "kind": "conference",
+        "by": "human"
+    },
+  {
+        "name": "EuroPython 2021",
+        "url": "https://ep2020.europython.eu/",
+        "city": "Dublin",
+        "state": null,
+        "country": "Ireland",
+        "location": "Dublin",
+        "cfp_open": false,
+        "cfp_end_date": "1970-01-01",
+        "start_date": "2021-08-01",
+        "end_date": "2021-07-26",
+        "source": "https://www.python.org/events/python-events",
+        "tags": "['python']",
+        "kind": "conference",
+        "by": "human"
+    },
+  {
+        "name": "SciPy 2021",
+        "url": "https://www.scipy2021.scipy.org/",
+        "city": "Austin",
+        "state": "TX",
+        "country": "US",
+        "location": "Austin",
+        "cfp_open": false,
+        "cfp_end_date": "1970-01-01",
+        "start_date": "2021-07-18",
+        "end_date": "2021-07-12",
+        "source": "https://www.python.org/events/python-events",
+        "tags": "['python']",
+        "kind": "conference",
+        "by": "human"
+    }
+]
\ No newline at end of file