{"cells":[{"cell_type":"markdown","metadata":{},"source":["# Facebook Friend Recommender"]},{"cell_type":"markdown","metadata":{"id":"jDec9it1V4Hn"},"source":["First we will load our dataset from Kaggle and perform exploratory data analysis on our given data set such as number of followers and followees of each person. Then we will generate some datapoints which were not present in our given data-set, since we have only class label 1 data. Then we will do some feature engineering on dataset like finding shortest path, kartz centrality, jaccard distances, page rank, preferential attachements etc. After performing exploratory data analysis and feature engineering, we will split whole dataset into train and test and perform random forest and xgboost taking f1-score as our metric. At the end we will plot confusion matrix and pretty-table for both algorithm and finf best hyperparameters."]},{"cell_type":"markdown","metadata":{"id":"F3UNi-NOWjb5"},"source":["## Setup"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"j2QozaSUWg5b"},"outputs":[],"source":["import math\n","import random\n","import pickle\n","import os\n","import csv\n","import pandas as pd\n","import datetime\n","import time\n","import numpy as np\n","\n","import matplotlib\n","import matplotlib.pylab as plt\n","import seaborn as sns\n","from matplotlib import rcParams\n","from sklearn.cluster import MiniBatchKMeans, KMeans\n","from tqdm.notebook import tqdm\n","from sklearn.model_selection import train_test_split\n","\n","import xgboost as xgb\n","import networkx as nx\n","import pdb\n","import pickle\n","\n","import warnings\n","warnings.filterwarnings(\"ignore\")"]},{"cell_type":"markdown","metadata":{"id":"dfMsBJhGW6ld"},"source":["## Load dataset"]},{"cell_type":"markdown","metadata":{"id":"6ZCD5IvKXEwH"},"source":["![image.png](data:image/png;base64,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)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12911,"status":"ok","timestamp":1627616227494,"user":{"displayName":"Sparsh Agarwal","photoUrl":"","userId":"13037694610922482904"},"user_tz":-330},"id":"vWLoLTTQXIG0","outputId":"2803f5b6-ec3d-4b8d-a36c-0c998c3bd705"},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting kaggle\n"," Downloading kaggle-1.5.12.tar.gz (58 kB)\n","\u001b[?25l\r\u001b[K |█████▋ | 10 kB 30.5 MB/s eta 0:00:01\r\u001b[K |███████████▏ | 20 kB 38.2 MB/s eta 0:00:01\r\u001b[K |████████████████▊ | 30 kB 30.3 MB/s eta 0:00:01\r\u001b[K |██████████████████████▎ | 40 kB 22.6 MB/s eta 0:00:01\r\u001b[K |███████████████████████████▉ | 51 kB 16.8 MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 58 kB 4.5 MB/s \n","\u001b[?25hBuilding wheels for collected packages: kaggle\n"," Building wheel for kaggle (setup.py) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for kaggle: filename=kaggle-1.5.12-py3-none-any.whl size=73052 sha256=940b16c3e71a3ef30f3c537442dadc0e4ad95f67fd31f490151951ac308ec731\n"," Stored in directory: /root/.cache/pip/wheels/62/d6/58/5853130f941e75b2177d281eb7e44b4a98ed46dd155f556dc5\n","Successfully built kaggle\n","Installing collected packages: kaggle\n"," Attempting uninstall: kaggle\n"," Found existing installation: kaggle 1.5.12\n"," Uninstalling kaggle-1.5.12:\n"," Successfully uninstalled kaggle-1.5.12\n","Successfully installed kaggle-1.5.12\n","Downloading FacebookRecruiting.zip to /content\n"," 84% 161M/191M [00:04<00:01, 26.3MB/s]\n","100% 191M/191M [00:04<00:00, 42.8MB/s]\n"]}],"source":["!pip install -q -U kaggle\n","!pip install --upgrade --force-reinstall --no-deps kaggle\n","!mkdir ~/.kaggle\n","!cp /content/drive/MyDrive/kaggle.json ~/.kaggle/\n","!chmod 600 ~/.kaggle/kaggle.json\n","!kaggle competitions download -c FacebookRecruiting"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2716,"status":"ok","timestamp":1627616230204,"user":{"displayName":"Sparsh Agarwal","photoUrl":"","userId":"13037694610922482904"},"user_tz":-330},"id":"fxu9z1aJXJ5Y","outputId":"7b430be0-9ead-46cc-b510-19ff71d30fdd"},"outputs":[{"name":"stdout","output_type":"stream","text":["Archive: FacebookRecruiting.zip\n"," inflating: bfs_benchmark.csv \n"," inflating: random_benchmark.csv \n"," inflating: test.csv \n"," inflating: train.7z \n"," inflating: train.csv \n"," inflating: train.gz \n"," inflating: train.zip \n"]}],"source":["!unzip FacebookRecruiting.zip"]},{"cell_type":"markdown","metadata":{"id":"9ZMu-p1OXmCA"},"source":["## Reading graph"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":204},"executionInfo":{"elapsed":1312,"status":"ok","timestamp":1627616502547,"user":{"displayName":"Sparsh Agarwal","photoUrl":"","userId":"13037694610922482904"},"user_tz":-330},"id":"R1hSHYa2gDQd","outputId":"f157932a-13b2-4db7-d977-781a33fe11a0"},"outputs":[{"data":{"text/html":["