From c43d9e3c64563e166b8a89464cae37c9df3140bd Mon Sep 17 00:00:00 2001 From: jayanwana <55261665+jayanwana@users.noreply.github.com> Date: Sat, 28 Sep 2019 20:38:56 +0100 Subject: [PATCH] user not read csv --- user_not_read/user_not_read.csv | 26 ++ user_not_read/user_not_read.ipynb | 447 ++++++++++++++++++++++++++++++ 2 files changed, 473 insertions(+) create mode 100644 user_not_read/user_not_read.csv create mode 100644 user_not_read/user_not_read.ipynb diff --git a/user_not_read/user_not_read.csv b/user_not_read/user_not_read.csv new file mode 100644 index 0000000..8142a88 --- /dev/null +++ b/user_not_read/user_not_read.csv @@ -0,0 +1,26 @@ +user_id,post_id +7,"[1, 2, 4, 6, 7, 8, 9, 11, 12, 13, 15, 16, 20, 21, 23, 24, 25, 26, 27, 29, 30, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 46, 47, 48, 49, 50, 52, 55, 56, 57, 59, 60, 62, 63, 64, 65, 67, 78, 79, 80, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 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"import pandas as pd\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "interactions_df = pd.read_csv('data/notifications.csv')\n", + "interactions_df.drop(labels=['parent_comment_id', 'status', 'created_at', 'updated_at'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "li = ['id', 'post_id', 'comment', 'sender_id', 'user_id', 'action', 'type']\n", + "for item in li:\n", + " interactions_df[item] = interactions_df[item].fillna('')\n", + "user_list = interactions_df['user_id'].tolist()\n", + "user_list = list(dict.fromkeys(user_list))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " id post_id comment sender_id user_id action type\n", + "0 1 4 7 Followed Following\n", + "1 2 1 4 Followed Following\n", + "2 3 3 45 Followed Following\n", + "3 5 1 4 Followed Following\n", + "4 7 278 Hey bro! 1 4 Commented Post" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interactions_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "interactions_user_df = interactions_df.groupby(['user_id'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "8 143\n", + "Name: post_id, dtype: object" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interactions_user_df.get_group(2191)['post_id']" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(0):\n", + " print('hello')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "371.0\n", + "371.0\n", + "371.0\n", + "371.0\n", + "371.0\n", + "371.0\n", + "375.0\n", + "360.0\n", + "1007.0\n", + "1007.0\n", + "1007.0\n", + "1007.0\n", + "998.0\n", + "1007.0\n" + ] + } + ], + "source": [ + "for i in range(len(interactions_user_df.get_group(3)['post_id'])):\n", + " print(interactions_user_df.get_group(3)['post_id'].iloc[i])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "user_read = {}\n", + "for item in user_list:\n", + " item = int(item)\n", + " item_list=[]\n", + " int_item_list=[]\n", + " for i in range(len(interactions_user_df.get_group(item)['post_id'])):\n", + " item_list.append(interactions_user_df.get_group(item)['post_id'].iloc[i])\n", + " item_list = list(dict.fromkeys(item_list))\n", + " if '' in item_list:\n", + " item_list.remove('')\n", + " for i in item_list:\n", + " int_item_list.append(int(i))\n", + " user_read.update({item:int_item_list})\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{7: [360, 355, 353], 4: [278, 999], 45: [], 363: [], 2191: [143], 3: [371, 375, 360, 1007, 998], 856: [], 59: [], 6: [439], 11: [], 1147: [], 118: [], 2218: [], 922: [], 738: [], 101: [], 458: [], 535: [], 326: [], 1047: [], 1926: [], 29: [], 2: [986, 985, 992, 993, 998, 983], 1: [355, 996, 995], 22: [1002]}\n" + ] + } + ], + "source": [ + "print(user_read)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "post_df = pd.read_csv('data/posts.csv')" + ] + }, + { + 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user_list:\n", + " user_notread=[]\n", + " for post in post_list:\n", + " if post not in user_read[user]:\n", + " user_notread.append(post)\n", + " user_not_read.update({user:user_notread}) " + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{7: [1, 2, 4, 6, 7, 8, 9, 11, 12, 13, 15, 16, 20, 21, 23, 24, 25, 26, 27, 29, 30, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 46, 47, 48, 49, 50, 52, 55, 56, 57, 59, 60, 62, 63, 64, 65, 67, 78, 79, 80, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 167, 168, 169, 170, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 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