diff --git a/clean.py b/clean.py
index 3cb6707..5b13ac3 100644
--- a/clean.py
+++ b/clean.py
@@ -41,6 +41,79 @@ def json_to_daily_pkg(input_dir: Path, output_dir: Path, force: bool = False) ->
                     # print(output_file, p_date, p_name, p_count)
 
 
+def json_to_unique_csv(input_dir: Path, output_dir: Path, force: bool = False) -> None:
+    if not input_dir.is_dir():
+        raise ValueError
+    output_dir.mkdir(exist_ok=True, parents=True)
+
+    # only clean if raw files have been updated since last time
+    if not force and not newer_than_last_clean(
+        input_dir.glob("*.json"), output_dir.glob("*.csv"), desc="daily unique installs"
+    ):
+        return
+
+    output_file = output_dir / "unique_installs.csv"
+    with open(output_file, "w") as fw:
+        writer = csv.writer(fw)
+        writer.writerow(["date", "unique"])
+
+        for j in input_dir.glob("*.json"):
+            with open(j) as fr:
+                date = j.stem
+                try:
+                    data = json.load(fr)
+                except json.JSONDecodeError:
+                    print(f"WARN: Could not decode JSON data for file {j}")
+
+                if "UniqueInstalls" not in data:
+                    print(
+                        f"WARN: No correct json structure containing 'UniqueInstalls' field in file {j}"
+                    )
+
+                p_date = date
+                p_count = data["UniqueInstalls"]
+                writer.writerow([p_date, p_count])
+                # print(output_file, p_date, p_count)
+
+
+def json_to_daily_kernel_csv(
+    input_dir: Path, output_dir: Path, force: bool = False
+) -> None:
+    if not input_dir.is_dir():
+        raise ValueError
+    output_dir.mkdir(exist_ok=True, parents=True)
+
+    # only clean if raw files have been updated since last time
+    if not force and not newer_than_last_clean(
+        input_dir.glob("*.json"), output_dir.glob("*.csv"), desc="daily kernels"
+    ):
+        return
+
+    for j in input_dir.glob("*.json"):
+        with open(j) as fr:
+            date = j.stem
+            output_file = output_dir / f"{date}.csv"
+            try:
+                data = json.load(fr)
+            except json.JSONDecodeError:
+                print(f"WARN: Could not decode JSON data for file {j}")
+
+            if "Packages" not in data:
+                print(
+                    f"WARN: No correct json structure containing 'XuKernel' field in file {j}"
+                )
+
+            with open(output_file, "w") as fw:
+                writer = csv.writer(fw)
+                writer.writerow(["date", "kernel", "downloads"])
+                for entry in data["XuKernel"]:
+                    p_name = entry
+                    p_count = data["XuKernel"][entry]
+                    p_date = date
+                    writer.writerow([p_date, p_name, p_count])
+                    # print(output_file, p_date, p_name, p_count)
+
+
 def newer_than_last_clean(
     input_glob: Generator, output_glob: Generator, desc: str | None = None
 ) -> bool:
@@ -66,6 +139,10 @@ def newer_than_last_clean(
 
 def main(input: str, output: str) -> None:
     json_to_daily_pkg(Path(input) / "daily", Path(output) / "daily", force=True)
+    json_to_unique_csv(Path(input) / "daily", Path(output), force=True)
+    json_to_daily_kernel_csv(
+        Path(input) / "daily", Path(output) / "kernels", force=True
+    )
 
 
 if __name__ == "__main__":
diff --git a/popcorn.py b/popcorn.py
index 00d8d1a..a55100b 100644
--- a/popcorn.py
+++ b/popcorn.py
@@ -36,6 +36,12 @@ def _():
     clean.json_to_daily_pkg(
         Path(DATA_RAW_DIR) / "daily", Path(DATA_CLEAN_DIR) / "daily", force=False
     )
+    clean.json_to_unique_csv(
+        Path(DATA_RAW_DIR) / "daily", Path(DATA_CLEAN_DIR), force=False
+    )
+    clean.json_to_daily_kernel_csv(
+        Path(DATA_RAW_DIR) / "daily", Path(DATA_CLEAN_DIR) / "kernels", force=False
+    )
 
 
 @app.cell