From e2ff43599bff01c9344f52ba07d60302a3b584d2 Mon Sep 17 00:00:00 2001 From: s460932 Date: Thu, 18 Jun 2020 00:08:09 +0200 Subject: [PATCH] Fixed task 1 --- .../P1. Baseline-checkpoint.ipynb | 400 +- P1. Baseline.ipynb | 400 +- .../ml-100k/Ready_Random_estimations.csv | 39634 +++++++-------- .../ml-100k/Ready_Random_reco.csv | 1886 +- .../ml-100k/Self_TopRated_estimations.csv | 40000 ++++++++-------- 5 files changed, 41456 insertions(+), 40864 deletions(-) diff --git a/.ipynb_checkpoints/P1. Baseline-checkpoint.ipynb b/.ipynb_checkpoints/P1. Baseline-checkpoint.ipynb index edb5059..93a6242 100644 --- a/.ipynb_checkpoints/P1. Baseline-checkpoint.ipynb +++ b/.ipynb_checkpoints/P1. Baseline-checkpoint.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -134,7 +134,7 @@ "4 560 24 2 879976772 559 23" ] }, - "execution_count": 75, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 37, "metadata": { "scrolled": true }, @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -201,7 +201,7 @@ "\twith 8 stored elements in Compressed Sparse Row format>" ] }, - "execution_count": 79, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -259,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -309,7 +309,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "557 ns ± 15.6 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n", + "586 ns ± 31.8 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n", "Inefficient way to access items rated by user:\n" ] }, @@ -327,7 +327,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "65.2 µs ± 4.5 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "64.4 µs ± 1.75 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -352,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -386,7 +386,7 @@ "matrix([[ 8, 3, 11]])" ] }, - "execution_count": 83, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -400,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -470,7 +470,7 @@ " [-1.66666667, 0. , 1.33333333, 0.33333333]])" ] }, - "execution_count": 84, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -500,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -558,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -571,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -611,6 +611,130 @@ "(pd.DataFrame(estimations)).to_csv('Recommendations generated/ml-100k/Self_TopPop_estimations.csv', index=False, header=False)" ] }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Baseline.ipynb b/P1. Baseline.ipynb index edb5059..93a6242 100644 --- a/P1. Baseline.ipynb +++ b/P1. Baseline.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -134,7 +134,7 @@ "4 560 24 2 879976772 559 23" ] }, - "execution_count": 75, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -145,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 37, "metadata": { "scrolled": true }, @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -201,7 +201,7 @@ "\twith 8 stored elements in Compressed Sparse Row format>" ] }, - "execution_count": 79, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -259,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -309,7 +309,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "557 ns ± 15.6 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n", + "586 ns ± 31.8 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n", "Inefficient way to access items rated by user:\n" ] }, @@ -327,7 +327,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "65.2 µs ± 4.5 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "64.4 µs ± 1.75 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -352,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -386,7 +386,7 @@ "matrix([[ 8, 3, 11]])" ] }, - "execution_count": 83, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -400,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -470,7 +470,7 @@ " [-1.66666667, 0. , 1.33333333, 0.33333333]])" ] }, - "execution_count": 84, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -500,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -558,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -571,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -611,6 +611,130 @@ "(pd.DataFrame(estimations)).to_csv('Recommendations generated/ml-100k/Self_TopPop_estimations.csv', index=False, header=False)" ] }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"1.2192187389503517" ] }, - "execution_count": 102, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } diff --git a/Recommendations generated/ml-100k/Ready_Random_estimations.csv b/Recommendations generated/ml-100k/Ready_Random_estimations.csv index 1bef285..9a3ebd5 100644 --- a/Recommendations generated/ml-100k/Ready_Random_estimations.csv +++ b/Recommendations generated/ml-100k/Ready_Random_estimations.csv @@ -1,20000 +1,20000 @@ -758,76,3.142090000364056 -758,1527,4.140092079076774 -758,1143,2.4781838614070586 -758,43,3.3655107069074344 -758,231,4.125542232634988 -758,605,4.161752554163142 -758,1001,2.0863589010365144 -758,1007,4.615549680440238 -758,896,3.295900775150669 -758,293,4.1943067425287035 -758,1244,4.008142286815974 -758,475,3.3580425747714093 +758,76,3.326167834961712 +758,1527,3.902202525851406 +758,1143,2.8004180138118198 +758,43,1.0 +758,231,1.953131791751214 +758,605,2.8906521304555617 +758,1001,5.0 +758,1007,5.0 +758,896,4.925957367653387 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