Solutions

.ipynb_checkpoints/P4. Appendix - embeddings in high demensional spaces-checkpoint.ipynb

@@ -0,0 +1,80 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['dimensions: 1, cases when observation is the nearest: 0.0%',\n",
+       " 'dimensions: 2, cases when observation is the nearest: 0.0%',\n",
+       " 'dimensions: 3, cases when observation is the nearest: 0.0%',\n",
+       " 'dimensions: 10, cases when observation is the nearest: 12.0%',\n",
+       " 'dimensions: 20, cases when observation is the nearest: 70.0%',\n",
+       " 'dimensions: 30, cases when observation is the nearest: 94.0%',\n",
+       " 'dimensions: 40, cases when observation is the nearest: 99.0%',\n",
+       " 'dimensions: 50, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 60, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 70, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 80, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 90, cases when observation is the nearest: 100.0%']"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import random\n",
+    "from numpy.linalg import norm\n",
+    "\n",
+    "dimensions=[1,2,3]+[10*i for i in range(1,10)]\n",
+    "nb_vectors=10000\n",
+    "trials=100\n",
+    "k=1 # by setting k=1 we want to check how often the closest vector to the avarage of 2 random vectors is one of these 2 vectors\n",
+    "\n",
+    "result=[]\n",
+    "for dimension in dimensions:\n",
+    "    vectors=np.random.normal(0,1,size=(nb_vectors, dimension))\n",
+    "    successes=0\n",
+    "    for i in range(trials):\n",
+    "        i1,i2=random.sample(range(nb_vectors),2)\n",
+    "        target=(vectors[i1]+vectors[i2])/2\n",
+    "\n",
+    "        distances=pd.DataFrame(enumerate(np.dot(target, vectors.transpose())/norm(target)/norm(vectors.transpose(), axis=0)))\n",
+    "        distances=distances.sort_values(by=[1], ascending=False)\n",
+    "        if (i1 in (list(distances[0][:k]))) | (i2 in (list(distances[0][:k]))):\n",
+    "            successes+=1\n",
+    "    result.append(successes/trials)\n",
+    "    \n",
+    "[f'dimensions: {i}, cases when observation is the nearest: {100*round(j,3)}%' for i,j in zip(dimensions, result)]"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

Datasets/ml-100k/README

@@ -0,0 +1,157 @@
+SUMMARY & USAGE LICENSE
+=============================================
+
+MovieLens data sets were collected by the GroupLens Research Project
+at the University of Minnesota.
+ 
+This data set consists of:
+	* 100,000 ratings (1-5) from 943 users on 1682 movies. 
+	* Each user has rated at least 20 movies. 
+        * Simple demographic info for the users (age, gender, occupation, zip)
+
+The data was collected through the MovieLens web site
+(movielens.umn.edu) during the seven-month period from September 19th, 
+1997 through April 22nd, 1998. This data has been cleaned up - users
+who had less than 20 ratings or did not have complete demographic
+information were removed from this data set. Detailed descriptions of
+the data file can be found at the end of this file.
+
+Neither the University of Minnesota nor any of the researchers
+involved can guarantee the correctness of the data, its suitability
+for any particular purpose, or the validity of results based on the
+use of the data set.  The data set may be used for any research
+purposes under the following conditions:
+
+     * The user may not state or imply any endorsement from the
+       University of Minnesota or the GroupLens Research Group.
+
+     * The user must acknowledge the use of the data set in
+       publications resulting from the use of the data set
+       (see below for citation information).
+
+     * The user may not redistribute the data without separate
+       permission.
+
+     * The user may not use this information for any commercial or
+       revenue-bearing purposes without first obtaining permission
+       from a faculty member of the GroupLens Research Project at the
+       University of Minnesota.
+
+If you have any further questions or comments, please contact GroupLens
+<grouplens-info@cs.umn.edu>. 
+
+CITATION
+==============================================
+
+To acknowledge use of the dataset in publications, please cite the 
+following paper:
+
+F. Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets:
+History and Context. ACM Transactions on Interactive Intelligent
+Systems (TiiS) 5, 4, Article 19 (December 2015), 19 pages.
+DOI=http://dx.doi.org/10.1145/2827872
+
+
+ACKNOWLEDGEMENTS
+==============================================
+
+Thanks to Al Borchers for cleaning up this data and writing the
+accompanying scripts.
+
+PUBLISHED WORK THAT HAS USED THIS DATASET
+==============================================
+
+Herlocker, J., Konstan, J., Borchers, A., Riedl, J.. An Algorithmic
+Framework for Performing Collaborative Filtering. Proceedings of the
+1999 Conference on Research and Development in Information
+Retrieval. Aug. 1999.
+
+FURTHER INFORMATION ABOUT THE GROUPLENS RESEARCH PROJECT
+==============================================
+
+The GroupLens Research Project is a research group in the Department
+of Computer Science and Engineering at the University of Minnesota.
+Members of the GroupLens Research Project are involved in many
+research projects related to the fields of information filtering,
+collaborative filtering, and recommender systems. The project is lead
+by professors John Riedl and Joseph Konstan. The project began to
+explore automated collaborative filtering in 1992, but is most well
+known for its world wide trial of an automated collaborative filtering
+system for Usenet news in 1996.  The technology developed in the
+Usenet trial formed the base for the formation of Net Perceptions,
+Inc., which was founded by members of GroupLens Research. Since then
+the project has expanded its scope to research overall information
+filtering solutions, integrating in content-based methods as well as
+improving current collaborative filtering technology.
+
+Further information on the GroupLens Research project, including
+research publications, can be found at the following web site:
+        
+        http://www.grouplens.org/
+
+GroupLens Research currently operates a movie recommender based on
+collaborative filtering:
+
+        http://www.movielens.org/
+
+DETAILED DESCRIPTIONS OF DATA FILES
+==============================================
+
+Here are brief descriptions of the data.
+
+ml-data.tar.gz   -- Compressed tar file.  To rebuild the u data files do this:
+                gunzip ml-data.tar.gz
+                tar xvf ml-data.tar
+                mku.sh
+
+u.data     -- The full u data set, 100000 ratings by 943 users on 1682 items.
+              Each user has rated at least 20 movies.  Users and items are
+              numbered consecutively from 1.  The data is randomly
+              ordered. This is a tab separated list of 
+	         user id | item id | rating | timestamp. 
+              The time stamps are unix seconds since 1/1/1970 UTC   
+
+u.info     -- The number of users, items, and ratings in the u data set.
+
+u.item     -- Information about the items (movies); this is a tab separated
+              list of
+              movie id | movie title | release date | video release date |
+              IMDb URL | unknown | Action | Adventure | Animation |
+              Children's | Comedy | Crime | Documentary | Drama | Fantasy |
+              Film-Noir | Horror | Musical | Mystery | Romance | Sci-Fi |
+              Thriller | War | Western |
+              The last 19 fields are the genres, a 1 indicates the movie
+              is of that genre, a 0 indicates it is not; movies can be in
+              several genres at once.
+              The movie ids are the ones used in the u.data data set.
+
+u.genre    -- A list of the genres.
+
+u.user     -- Demographic information about the users; this is a tab
+              separated list of
+              user id | age | gender | occupation | zip code
+              The user ids are the ones used in the u.data data set.
+
+u.occupation -- A list of the occupations.
+
+u1.base    -- The data sets u1.base and u1.test through u5.base and u5.test
+u1.test       are 80%/20% splits of the u data into training and test data.
+u2.base       Each of u1, ..., u5 have disjoint test sets; this if for
+u2.test       5 fold cross validation (where you repeat your experiment
+u3.base       with each training and test set and average the results).
+u3.test       These data sets can be generated from u.data by mku.sh.
+u4.base
+u4.test
+u5.base
+u5.test
+
+ua.base    -- The data sets ua.base, ua.test, ub.base, and ub.test
+ua.test       split the u data into a training set and a test set with
+ub.base       exactly 10 ratings per user in the test set.  The sets
+ub.test       ua.test and ub.test are disjoint.  These data sets can
+              be generated from u.data by mku.sh.
+
+allbut.pl  -- The script that generates training and test sets where
+              all but n of a users ratings are in the training data.
+
+mku.sh     -- A shell script to generate all the u data sets from u.data.

Datasets/ml-100k/allbut.pl

@@ -0,0 +1,34 @@
+#!/usr/local/bin/perl
+
+# get args
+if (@ARGV < 3) {
+	print STDERR "Usage: $0 base_name start stop max_test [ratings ...]\n";
+	exit 1;
+}
+$basename = shift;
+$start = shift;
+$stop = shift;
+$maxtest = shift;
+
+# open files
+open( TESTFILE, ">$basename.test" ) or die "Cannot open $basename.test for writing\n";
+open( BASEFILE, ">$basename.base" ) or die "Cannot open $basename.base for writing\n";
+
+# init variables
+$testcnt = 0;
+
+while (<>) {
+	($user) = split;
+	if (! defined $ratingcnt{$user}) {
+		$ratingcnt{$user} = 0;
+	}
+	++$ratingcnt{$user};
+	if (($testcnt < $maxtest || $maxtest <= 0)
+	&& $ratingcnt{$user} >= $start && $ratingcnt{$user} <= $stop) {
+		++$testcnt;
+		print TESTFILE;
+	}
+	else {
+		print BASEFILE;
+	}
+}

Datasets/ml-100k/mku.sh

@@ -0,0 +1,25 @@
+#!/bin/sh
+
+trap `rm -f tmp.$$; exit 1` 1 2 15
+
+for i in 1 2 3 4 5
+do
+	head -`expr $i \* 20000` u.data | tail -20000 > tmp.$$
+	sort -t"	" -k 1,1n -k 2,2n tmp.$$ > u$i.test
+	head -`expr \( $i - 1 \) \* 20000` u.data > tmp.$$
+	tail -`expr \( 5 - $i \) \* 20000` u.data >> tmp.$$
+	sort -t"	" -k 1,1n -k 2,2n tmp.$$ > u$i.base
+done
+
+allbut.pl ua 1 10 100000 u.data
+sort -t"	" -k 1,1n -k 2,2n ua.base > tmp.$$
+mv tmp.$$ ua.base
+sort -t"	" -k 1,1n -k 2,2n ua.test > tmp.$$
+mv tmp.$$ ua.test
+
+allbut.pl ub 11 20 100000 u.data
+sort -t"	" -k 1,1n -k 2,2n ub.base > tmp.$$
+mv tmp.$$ ub.base
+sort -t"	" -k 1,1n -k 2,2n ub.test > tmp.$$
+mv tmp.$$ ub.test
+

Datasets/ml-100k/u.genre

@@ -0,0 +1,20 @@
+unknown|0
+Action|1
+Adventure|2
+Animation|3
+Children's|4
+Comedy|5
+Crime|6
+Documentary|7
+Drama|8
+Fantasy|9
+Film-Noir|10
+Horror|11
+Musical|12
+Mystery|13
+Romance|14
+Sci-Fi|15
+Thriller|16
+War|17
+Western|18
+

Datasets/ml-100k/u.info

@@ -0,0 +1,3 @@
+943 users
+1682 items
+100000 ratings

Datasets/ml-100k/u.occupation

@@ -0,0 +1,21 @@
+administrator
+artist
+doctor
+educator
+engineer
+entertainment
+executive
+healthcare
+homemaker
+lawyer
+librarian
+marketing
+none
+other
+programmer
+retired
+salesman
+scientist
+student
+technician
+writer

Datasets/ml-100k/u.user

@@ -0,0 +1,943 @@
+1|24|M|technician|85711
+2|53|F|other|94043
+3|23|M|writer|32067
+4|24|M|technician|43537
+5|33|F|other|15213
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+8|36|M|administrator|05201
+9|29|M|student|01002
+10|53|M|lawyer|90703
+11|39|F|other|30329
+12|28|F|other|06405
+13|47|M|educator|29206
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+21|26|M|writer|30068
+22|25|M|writer|40206
+23|30|F|artist|48197
+24|21|F|artist|94533
+25|39|M|engineer|55107
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Datasets/toy-example/test.csv

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Datasets/toy-example/train.csv

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P4. Appendix - embeddings in high demensional spaces.ipynb

@@ -0,0 +1,80 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['dimensions: 1, cases when observation is the nearest: 0.0%',\n",
+       " 'dimensions: 2, cases when observation is the nearest: 0.0%',\n",
+       " 'dimensions: 3, cases when observation is the nearest: 0.0%',\n",
+       " 'dimensions: 10, cases when observation is the nearest: 12.0%',\n",
+       " 'dimensions: 20, cases when observation is the nearest: 70.0%',\n",
+       " 'dimensions: 30, cases when observation is the nearest: 94.0%',\n",
+       " 'dimensions: 40, cases when observation is the nearest: 99.0%',\n",
+       " 'dimensions: 50, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 60, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 70, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 80, cases when observation is the nearest: 100.0%',\n",
+       " 'dimensions: 90, cases when observation is the nearest: 100.0%']"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import random\n",
+    "from numpy.linalg import norm\n",
+    "\n",
+    "dimensions=[1,2,3]+[10*i for i in range(1,10)]\n",
+    "nb_vectors=10000\n",
+    "trials=100\n",
+    "k=1 # by setting k=1 we want to check how often the closest vector to the avarage of 2 random vectors is one of these 2 vectors\n",
+    "\n",
+    "result=[]\n",
+    "for dimension in dimensions:\n",
+    "    vectors=np.random.normal(0,1,size=(nb_vectors, dimension))\n",
+    "    successes=0\n",
+    "    for i in range(trials):\n",
+    "        i1,i2=random.sample(range(nb_vectors),2)\n",
+    "        target=(vectors[i1]+vectors[i2])/2\n",
+    "\n",
+    "        distances=pd.DataFrame(enumerate(np.dot(target, vectors.transpose())/norm(target)/norm(vectors.transpose(), axis=0)))\n",
+    "        distances=distances.sort_values(by=[1], ascending=False)\n",
+    "        if (i1 in (list(distances[0][:k]))) | (i2 in (list(distances[0][:k]))):\n",
+    "            successes+=1\n",
+    "    result.append(successes/trials)\n",
+    "    \n",
+    "[f'dimensions: {i}, cases when observation is the nearest: {100*round(j,3)}%' for i,j in zip(dimensions, result)]"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

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Recommendations generated/ml-100k/Self_BaselineUI_reco.csv

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Recommendations generated/ml-100k/Self_GlobalAvg_reco.csv

@@ -0,0 +1,943 @@
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+935,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+936,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+937,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+938,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+939,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+940,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+941,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+942,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0
+943,119,5.0,814,5.0,1122,5.0,1189,5.0,1201,5.0,1293,5.0,1306,5.0,1467,5.0,1491,5.0,1500,5.0

Recommendations generated/toy-example/Self_BaselineIU_estimations.csv

@@ -0,0 +1,5 @@
+0,60,4.375
+10,40,4.166666666666667
+20,0,3.3333333333333335
+20,20,2.3333333333333335
+20,70,4.333333333333333

Recommendations generated/toy-example/Self_BaselineIU_reco.csv

@@ -0,0 +1,3 @@
+0,30,4.375,60,4.375,50,3.375
+10,40,4.166666666666667,60,3.1666666666666665,70,3.1666666666666665
+20,40,5.333333333333333,70,4.333333333333333,0,3.3333333333333335

Recommendations generated/toy-example/Self_BaselineUI_estimations.csv

@@ -0,0 +1,5 @@
+0,60,4.0
+10,40,3.0
+20,0,3.0
+20,20,4.0
+20,70,4.0

Recommendations generated/toy-example/Self_BaselineUI_reco.csv

@@ -0,0 +1,3 @@
+0,30,5.0,20,4.0,60,4.0
+10,40,3.0,60,2.0,70,2.0
+20,40,5.0,20,4.0,70,4.0

evaluation_measures.py

@@ -0,0 +1,216 @@
+import os
+import sys
+import numpy as np
+import pandas as pd
+import math
+from sklearn.preprocessing import normalize
+from tqdm import tqdm
+from datetime import datetime, date
+import random
+import scipy.sparse as sparse
+from os import listdir
+from os.path import isfile, join
+from collections import defaultdict
+
+    
+def evaluate(test,
+            estimations_df, 
+            reco,
+            super_reactions=[4,5],
+            topK=10):
+    
+    estimations_df=estimations_df.copy()
+    reco=reco.copy()
+    test_df=test.copy()
+    
+    # prepare testset
+    test_df.columns=['user', 'item', 'rating', 'timestamp']
+    test_df['user_code'] = test_df['user'].astype("category").cat.codes
+    test_df['item_code'] = test_df['item'].astype("category").cat.codes
+
+    user_code_id = dict(enumerate(test_df['user'].astype("category").cat.categories))
+    user_id_code = dict((v, k) for k, v in user_code_id.items())
+    item_code_id = dict(enumerate(test_df['item'].astype("category").cat.categories))
+    item_id_code = dict((v, k) for k, v in item_code_id.items())
+
+    test_ui = sparse.csr_matrix((test_df['rating'], (test_df['user_code'], test_df['item_code'])))
+    
+    #prepare estimations
+    estimations_df.columns=['user', 'item' ,'score']
+    estimations_df['user_code']=[user_id_code[user] for user in estimations_df['user']]
+    estimations_df['item_code']=[item_id_code[item] for item in estimations_df['item']]
+    estimations=sparse.csr_matrix((estimations_df['score'], (estimations_df['user_code'], estimations_df['item_code'])), shape=test_ui.shape)
+    
+    #compute_estimations
+    estimations_df=estimations_metrics(test_ui, estimations)
+    
+    #prepare reco
+    users=reco[:,:1]
+    items=reco[:,1::2]
+    # Let's use inner ids instead of real ones
+    users=np.vectorize(lambda x: user_id_code.setdefault(x, -1))(users) # maybe users we recommend are not in test set
+    items=np.vectorize(lambda x: item_id_code.setdefault(x, -1))(items) # maybe items we recommend are not in test set
+    # Let's put them into one array
+    reco=np.concatenate((users, items), axis=1)
+    
+    #compute ranking metrics
+    ranking_df=ranking_metrics(test_ui, reco, super_reactions=super_reactions, topK=topK)
+    
+    #compute diversity metrics
+    diversity_df=diversity_metrics(test_ui, reco, topK)
+    
+    result=pd.concat([estimations_df, ranking_df, diversity_df], axis=1)
+    
+    return(result)
+
+
+def ranking_metrics(test_ui, reco, super_reactions=[], topK=10):
+    
+    nb_items=test_ui.shape[1]
+    relevant_users, super_relevant_users, prec, rec, F_1, F_05, prec_super, rec_super, ndcg, mAP, MRR, LAUC, HR, HR2=\
+    0,0,0,0,0,0,0,0,0,0,0,0,0,0
+    
+    cg = (1.0 / np.log2(np.arange(2, topK + 2)))
+    cg_sum = np.cumsum(cg)
+    
+    for (nb_user, user) in tqdm(enumerate(reco[:,0])):
+        u_rated_items=test_ui.indices[test_ui.indptr[user]:test_ui.indptr[user+1]]
+        nb_u_rated_items=len(u_rated_items)
+        if nb_u_rated_items>0: # skip users with no items in test set (still possible that there will be no super items)
+            relevant_users+=1
+            
+            u_super_items=u_rated_items[np.vectorize(lambda x: x in super_reactions)\
+            (test_ui.data[test_ui.indptr[user]:test_ui.indptr[user+1]])]
+            # more natural seems u_super_items=[item for item in u_rated_items if test_ui[user,item] in super_reactions]
+            # but accesing test_ui[user,item] is expensive -we should avoid doing it
+            if len(u_super_items)>0:
+                super_relevant_users+=1
+            
+            user_successes=np.zeros(topK)
+            nb_user_successes=0
+            user_super_successes=np.zeros(topK)
+            nb_user_super_successes=0
+            
+            # evaluation
+            for (item_position,item) in enumerate(reco[nb_user,1:topK+1]):
+                if item in u_rated_items:
+                    user_successes[item_position]=1
+                    nb_user_successes+=1
+                    if item in u_super_items:
+                        user_super_successes[item_position]=1
+                        nb_user_super_successes+=1
+                        
+            prec_u=nb_user_successes/topK 
+            prec+=prec_u
+            
+            rec_u=nb_user_successes/nb_u_rated_items
+            rec+=rec_u
+            
+            F_1+=2*(prec_u*rec_u)/(prec_u+rec_u) if prec_u+rec_u>0 else 0
+            F_05+=(0.5**2+1)*(prec_u*rec_u)/(0.5**2*prec_u+rec_u) if prec_u+rec_u>0 else 0
+            
+            prec_super+=nb_user_super_successes/topK
+            rec_super+=nb_user_super_successes/max(len(u_super_items),1)
+            ndcg+=np.dot(user_successes,cg)/cg_sum[min(topK, nb_u_rated_items)-1]
+            
+            cumsum_successes=np.cumsum(user_successes)
+            mAP+=np.dot(cumsum_successes/np.arange(1,topK+1), user_successes)/min(topK, nb_u_rated_items)
+            MRR+=1/(user_successes.nonzero()[0][0]+1) if user_successes.nonzero()[0].size>0 else 0
+            LAUC+=(np.dot(cumsum_successes, 1-user_successes)+\
+            (nb_user_successes+nb_u_rated_items)/2*((nb_items-nb_u_rated_items)-(topK-nb_user_successes)))/\
+            ((nb_items-nb_u_rated_items)*nb_u_rated_items)
+            
+            HR+=nb_user_successes>0
+            HR2+=nb_user_successes>1
+            
+            
+    result=[]
+    result.append(('precision', prec/relevant_users))
+    result.append(('recall', rec/relevant_users))
+    result.append(('F_1', F_1/relevant_users))
+    result.append(('F_05', F_05/relevant_users))
+    result.append(('precision_super', prec_super/super_relevant_users))
+    result.append(('recall_super', rec_super/super_relevant_users))
+    result.append(('NDCG', ndcg/relevant_users))
+    result.append(('mAP', mAP/relevant_users))
+    result.append(('MRR', MRR/relevant_users))
+    result.append(('LAUC', LAUC/relevant_users))
+    result.append(('HR', HR/relevant_users))
+    result.append(('HR2', HR2/relevant_users))
+
+    df_result=pd.DataFrame()
+    if len(result)>0:
+        df_result=(pd.DataFrame(list(zip(*result))[1])).T
+        df_result.columns=list(zip(*result))[0]
+    return df_result
+
+
+def estimations_metrics(test_ui, estimations):
+    result=[]
+
+    RMSE=(np.sum((estimations.data-test_ui.data)**2)/estimations.nnz)**(1/2)
+    result.append(['RMSE', RMSE])
+
+    MAE=np.sum(abs(estimations.data-test_ui.data))/estimations.nnz
+    result.append(['MAE', MAE])
+    
+    df_result=pd.DataFrame()
+    if len(result)>0:
+        df_result=(pd.DataFrame(list(zip(*result))[1])).T
+        df_result.columns=list(zip(*result))[0]
+    return df_result
+
+def diversity_metrics(test_ui, reco, topK=10):
+    
+    frequencies=defaultdict(int)
+    
+    for item in list(set(test_ui.indices)):
+        frequencies[item]=0
+    
+    for item in reco[:,1:].flat:
+        frequencies[item]+=1
+        
+    nb_reco_outside_test=frequencies[-1]
+    del frequencies[-1]
+    
+    frequencies=np.array(list(frequencies.values()))
+                         
+    nb_rec_items=len(frequencies[frequencies>0])
+    nb_reco_inside_test=np.sum(frequencies)
+                         
+    frequencies=frequencies/np.sum(frequencies)
+    frequencies=np.sort(frequencies)
+    
+    with np.errstate(divide='ignore'): # let's put zeros we items with 0 frequency and ignore division warning
+        log_frequencies=np.nan_to_num(np.log(frequencies), posinf=0, neginf=0)
+                         
+    result=[]
+    result.append(('Reco in test', nb_reco_inside_test/(nb_reco_inside_test+nb_reco_outside_test)))
+    result.append(('Test coverage', nb_rec_items/test_ui.shape[1]))
+    result.append(('Shannon', -np.dot(frequencies, log_frequencies)))
+    result.append(('Gini', np.dot(frequencies, np.arange(1-len(frequencies), len(frequencies), 2))/(len(frequencies)-1)))
+    
+    df_result=(pd.DataFrame(list(zip(*result))[1])).T
+    df_result.columns=list(zip(*result))[0]
+    return df_result
+
+
+
+def evaluate_all(test,
+                 dir_path="Recommendations generated/ml-100k/",
+            super_reactions=[4,5],
+            topK=10):
+    
+    models = list(set(['_'.join(f.split('_')[:2]) for f in listdir(dir_path) 
+              if isfile(dir_path+f)]))
+    result=[]
+    for model in models:
+        estimations_df=pd.read_csv('{}{}_estimations.csv'.format(dir_path, model), header=None)
+        reco=np.loadtxt('{}{}_reco.csv'.format(dir_path, model), delimiter=',')
+        to_append=evaluate(test, estimations_df, reco, super_reactions, topK)
+        
+        to_append.insert(0, "Model", model)
+        result.append(to_append)
+    result=pd.concat(result)
+    result=result.sort_values(by='recall', ascending=False)
+    return result

helpers.py

@@ -0,0 +1,75 @@
+import pandas as pd
+import numpy as np
+import scipy.sparse as sparse
+import surprise as sp
+import time
+from collections import defaultdict
+from itertools import chain
+
+def data_to_csr(train_read, test_read):
+    train_read.columns=['user', 'item', 'rating', 'timestamp']
+    test_read.columns=['user', 'item', 'rating', 'timestamp']
+
+    # Let's build whole dataset
+    train_and_test=pd.concat([train_read, test_read], axis=0, ignore_index=True)
+    train_and_test['user_code'] = train_and_test['user'].astype("category").cat.codes
+    train_and_test['item_code'] = train_and_test['item'].astype("category").cat.codes
+
+    user_code_id = dict(enumerate(train_and_test['user'].astype("category").cat.categories))
+    user_id_code = dict((v, k) for k, v in user_code_id.items())
+    item_code_id = dict(enumerate(train_and_test['item'].astype("category").cat.categories))
+    item_id_code = dict((v, k) for k, v in item_code_id.items())
+
+    train_df=pd.merge(train_read, train_and_test, on=list(train_read.columns))
+    test_df=pd.merge(test_read, train_and_test, on=list(train_read.columns))
+
+    # Take number of users and items
+    (U,I)=(train_and_test['user_code'].max()+1, train_and_test['item_code'].max()+1)
+
+    # Create sparse csr matrices
+    train_ui = sparse.csr_matrix((train_df['rating'], (train_df['user_code'], train_df['item_code'])), shape=(U, I))
+    test_ui = sparse.csr_matrix((test_df['rating'], (test_df['user_code'], test_df['item_code'])), shape=(U, I))
+    
+    return train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code
+
+
+def get_top_n(predictions, n=10):
+    
+    # Here we create a dictionary which items are lists of pairs (item, score)
+    top_n = defaultdict(list)
+    for uid, iid, true_r, est, _ in predictions:
+        top_n[uid].append((iid, est))
+        
+    result=[]
+    # Let's choose k best items in the format: (user, item1, score1, item2, score2, ...)
+    for uid, user_ratings in top_n.items():
+        user_ratings.sort(key=lambda x: x[1], reverse=True)
+        result.append([uid]+list(chain(*user_ratings[:n]))) 
+    return result
+
+
+def ready_made(algo, reco_path, estimations_path):
+    reader = sp.Reader(line_format='user item rating timestamp', sep='\t')
+    trainset = sp.Dataset.load_from_file('./Datasets/ml-100k/train.csv', reader=reader)
+    trainset = trainset.build_full_trainset() # <class 'surprise.trainset.Trainset'> -> it is needed for using Surprise package
+
+    testset = sp.Dataset.load_from_file('./Datasets/ml-100k/test.csv', reader=reader)
+    testset = sp.Trainset.build_testset(testset.build_full_trainset())
+    
+    algo.fit(trainset)
+
+    antitrainset = trainset.build_anti_testset() # We want to predict ratings of pairs (user, item) which are not in train set
+    print('Generating predictions...')
+    predictions = algo.test(antitrainset)
+    print('Generating top N recommendations...')
+    top_n = get_top_n(predictions, n=10)
+    top_n=pd.DataFrame(top_n)
+    top_n.to_csv(reco_path, index=False, header=False)
+    
+    print('Generating predictions...')
+    predictions = algo.test(testset)
+    predictions_df=[]
+    for uid, iid, true_r, est, _ in predictions:
+        predictions_df.append([uid, iid, est])
+    predictions_df=pd.DataFrame(predictions_df)
+    predictions_df.to_csv(estimations_path, index=False, header=False)