diff --git a/data/confstech.json b/data/confstech.json
index 3a015b3..3f0b6a2 100644
--- a/data/confstech.json
+++ b/data/confstech.json
@@ -1,21 +1,57 @@
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diff --git a/data/events.json b/data/events.json
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+        "end_date": "2022-02-07",
         "kind": "conference",
-        "name": "BSides",
-        "source": "https://confs.tech",
-        "start_date": "2021-10-02",
+        "name": "PyCascades Remote 2020",
+        "source": "https://wiki.python.org/moin/PythonEventsCalendar",
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+            "python"
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         "kind": "conference",
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-        "source": "https://confs.tech",
-        "start_date": "2021-11-27",
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+            "python"
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+        "url": "https://pythonwebconference.com/"
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@@ -3695,16 +158,16 @@
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         "kind": "conference",
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-        "source": "https://confs.tech",
-        "start_date": "2021-09-14",
+        "name": "PyTexas 2022",
+        "source": "https://wiki.python.org/moin/PythonEventsCalendar",
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+            "python"
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-        "start_date": "2021-10-30",
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+        "source": "https://wiki.python.org/moin/PythonEventsCalendar",
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         "tags": [
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+            "python"
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-        "url": "https://fwdays.com/en/event/architecture-fwdays-2021"
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-        "source": "https://confs.tech",
-        "start_date": "2021-09-16",
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 ]
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diff --git a/data/events_v2.json b/data/events_v2.json
index 0822d2d..70a81b8 100644
--- a/data/events_v2.json
+++ b/data/events_v2.json
@@ -1,3640 +1,57 @@
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