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" + ], + "text/plain": [ + " userId Reputation Views UpVotes DownVotes postId Score ViewCount \\\n", + "0 -1 1 0 5007 1920 2175 0 NaN \n", + "1 -1 1 0 5007 1920 8576 0 NaN \n", + "2 -1 1 0 5007 1920 8578 0 NaN \n", + "3 -1 1 0 5007 1920 8981 0 NaN \n", + "4 -1 1 0 5007 1920 8982 0 NaN \n", + "\n", + " CommentCount \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "users_posts=new_users.merge(new_posts, on=\"userId\")\n", + "users_posts.head()" + ] }, { "cell_type": "markdown", @@ -110,10 +1104,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "userId 0\n", + "Reputation 0\n", + "Views 0\n", + "UpVotes 0\n", + "DownVotes 0\n", + "postId 0\n", + "Score 0\n", + "ViewCount 23572\n", + "CommentCount 0\n", + "dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "users_posts.isnull().sum()" + ] }, { "cell_type": "markdown", @@ -128,7 +1144,9 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# we can drop de columns or fill it with zeros" + ] }, { "cell_type": "markdown", @@ -137,6 +1155,37 @@ "#### 10. Adjust the data types in order to avoid future issues. Which ones should be changed? " ] }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "userId int64\n", + "Reputation int64\n", + "Views int64\n", + "UpVotes int64\n", + "DownVotes int64\n", + "postId int64\n", + "Score int64\n", + "ViewCount int32\n", + "CommentCount int64\n", + "dtype: object" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "users_posts['ViewCount'] = users_posts['ViewCount'].fillna(0)\n", + "users_posts['ViewCount'] = users_posts['ViewCount'].astype(int)\n", + "users_posts.dtypes" + ] + }, { "cell_type": "code", "execution_count": null, @@ -147,7 +1196,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -161,7 +1210,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.9.12" } }, "nbformat": 4, diff --git a/your-code/weather.ipynb b/your-code/weather.ipynb index 4fc40ab..85472d2 100644 --- a/your-code/weather.ipynb +++ b/your-code/weather.ipynb @@ -47,7 +47,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -61,7 +61,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.9.12" } }, "nbformat": 4,