From de10269d36b621bcbeeafcefa2cc0cb2e1a10b06 Mon Sep 17 00:00:00 2001
From: junos <junos.lukan@ijs.si>
Date: Wed, 15 Dec 2021 18:26:20 +0100
Subject: [PATCH] Export categories and add csv.

---
 data/app_categories.csv            | 1019 ++++++++++++++++++++++++++++
 exploration/expl_app_categories.py |   28 +-
 2 files changed, 1046 insertions(+), 1 deletion(-)
 create mode 100644 data/app_categories.csv

diff --git a/data/app_categories.csv b/data/app_categories.csv
new file mode 100644
index 0000000..d8d7bbb
--- /dev/null
+++ b/data/app_categories.csv
@@ -0,0 +1,1019 @@
+package_hash,genre
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diff --git a/exploration/expl_app_categories.py b/exploration/expl_app_categories.py
index 1163cf4..464203d 100644
--- a/exploration/expl_app_categories.py
+++ b/exploration/expl_app_categories.py
@@ -6,7 +6,7 @@
 #       extension: .py
 #       format_name: percent
 #       format_version: '1.3'
-#       jupytext_version: 1.11.4
+#       jupytext_version: 1.13.0
 #   kernelspec:
 #     display_name: straw2analysis
 #     language: python
@@ -74,3 +74,29 @@ rows_os_manufacturer = df_category_not_found["package_name"].str.contains(
 # %%
 with pd.option_context("display.max_rows", None, "display.max_columns", None):
     display(df_category_not_found.loc[~rows_os_manufacturer])
+
+# %% [markdown]
+# # Export categories
+
+# %% [markdown]
+# Rename all of "not_found" to "system" or "other".
+
+# %%
+df_app_categories_to_export = df_app_categories.copy()
+rows_os_manufacturer_full = (df_app_categories_to_export["package_name"].str.contains(
+    "|".join(manufacturers + custom_rom + other), case=False
+)) & (df_app_categories_to_export["play_store_genre"] == "not_found")
+df_app_categories_to_export.loc[rows_os_manufacturer_full, "play_store_genre"] = "System"
+
+# %%
+rows_not_found = (df_app_categories_to_export["play_store_genre"] == "not_found")
+df_app_categories_to_export.loc[rows_not_found, "play_store_genre"] = "Other"
+
+# %%
+df_app_categories_to_export["play_store_genre"].value_counts()
+
+# %%
+df_app_categories_to_export.rename(columns={"play_store_genre": "genre"},inplace=True)
+df_app_categories_to_export.to_csv("../data/app_categories.csv", columns=["package_hash","genre"],index=False)
+
+# %%